Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-02-23<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-02-23<\/h1>\n<p> <\/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\/SDRIJNI22NWPMU\" class=\"app-title\">Siteline<\/a><\/p>\n<div class=\"one-liner\">Growth analytics for the agentic web<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">439<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411\u201c\u667a\u80fd\u4f53\u7f51\u7edc\u201d\u7684\u589e\u957f\u5206\u6790\u5de5\u5177\uff0c\u901a\u8fc7\u8ffd\u8e2aAI\u667a\u80fd\u4f53\u4e0e\u673a\u5668\u4eba\u5bf9\u7f51\u7ad9\u7684\u8bbf\u95ee\u4e0e\u4ea4\u4e92\u884c\u4e3a\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5728\u4f20\u7edf\u4eba\u7c7b\u6d41\u91cf\u4e4b\u5916\uff0c\u6d1e\u5bdfAI\u6d41\u91cf\u8d8b\u52bf\u53ca\u5176\u5411\u771f\u5b9e\u5ba2\u6237\u8f6c\u5316\u7684\u8def\u5f84\uff0c\u89e3\u51b3AI\u65f6\u4ee3\u6d41\u91cf\u6765\u6e90\u9ed1\u76d2\u5316\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4d6faf3e-8135-44c6-92e6-9dadac6f0e86.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c6b7e6d-e4c5-4a26-939a-0ff4b0faa0c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4aaa3fc0-f2fe-4dd8-b78d-cc8532efbb68.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0335a8a-2a0a-43e7-b9f8-c3b2ad7b6374.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58192fb6-96ed-45f9-bea4-ff95cb73b627.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fe669edf-d992-4965-99ea-178af76fe8c9.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\/e7ffadc8-5dfc-433f-9d0d-67f8f99aeaca.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=abfsQYVS7IY\"><source src=\"https:\/\/www.youtube.com\/watch?v=abfsQYVS7IY\" 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\">Analytics<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u5206\u6790<\/span><br \/>\n <span class=\"tag\">SEO\/AEO\/GEO<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u6d41\u91cf\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7b56\u7565<\/span><br \/>\n <span class=\"tag\">B2B SaaS<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u79d1\u6280<\/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\u586b\u8865\u4e86\u5e02\u573a\u7a7a\u767d\uff0c\u6838\u5fc3\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a1. \u6280\u672f\u5b9e\u73b0\uff08\u5982\u4f55\u90e8\u7f72\u3001\u5bf9\u6027\u80fd\u5f71\u54cd\u3001\u80fd\u5426\u8bc6\u522b\u4f2a\u88c5\u6d41\u91cf\uff09\uff1b2. \u6570\u636e\u51c6\u786e\u6027\uff08\u5982\u4f55\u5f52\u56e0AI\u6d41\u91cf\u5230\u4eba\u7c7b\u8f6c\u5316\u3001\u4e0eGA4\u7b49\u5de5\u5177\u7684\u5dee\u5f02\uff09\uff1b3. \u5b9e\u7528\u4ef7\u503c\uff08\u5982\u4f55\u4f18\u5316\u7f51\u7ad9\u4ee5\u63d0\u5347AI\u5f15\u7528\u3001\u5177\u4f53\u7684\u6570\u636e\u6d1e\u5bdf\u884c\u52a8\u5efa\u8bae\uff09\u3002\u521b\u59cb\u4eba\u56de\u590d\u4e13\u4e1a\u8be6\u5c3d\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 Siteline\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u8feb\u5728\u7709\u776b\u7684\u8d5b\u9053\u7f1d\u9699\uff1a\u5728AI\u667a\u80fd\u4f53\u6d41\u91cf\u5df2\u5360\u7f51\u7edc\u6d41\u91cf\u8fd1\u4e09\u5206\u4e4b\u4e00\u7684\u5f53\u4e0b\uff0c\u4f20\u7edf\u5206\u6790\u5de5\u5177\u56e0\u5176\u4f9d\u8d56JavaScript\u6807\u7b7e\u800c\u5bf9\u6b64\u89c6\u800c\u4e0d\u89c1\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4e0d\u5728\u4e8e\u201c\u53e6\u4e00\u4e2a\u5206\u6790\u9762\u677f\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u201c\u6d41\u91cf\u6f0f\u6597\u201d\u7684\u8d77\u70b9\u2014\u2014\u5c06AI\u667a\u80fd\u4f53\u7684\u201c\u9605\u8bfb\u201d\u3001\u201c\u5f15\u7528\u201d\u884c\u4e3a\uff0c\u4f5c\u4e3a\u65b0\u4e00\u4ee3\u7528\u6237\u83b7\u53d6\u65c5\u7a0b\u7684\u9876\u7aef\u5165\u53e3\u8fdb\u884c\u91cf\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u907f\u5f00\u4e86\u5f53\u524dAEO\/GEO\u5de5\u5177\u201c\u6a21\u62df\u63d0\u793a\u8bcd\u201d\u7684\u6602\u8d35\u731c\u8c1c\u6e38\u620f\uff0c\u8f6c\u800c\u91c7\u7528\u66f4\u5e95\u5c42\u7684\u670d\u52a1\u5668\u7aef\u65e5\u5fd7\u5206\u6790\uff0c\u76f4\u63a5\u6d4b\u91cf\u771f\u5b9e\u53d1\u751f\u7684\u667a\u80fd\u4f53\u8bbf\u95ee\u3002\u8fd9\u79cd\u201c\u8bc1\u636e\u4f18\u5148\u201d\u7684\u65b9\u6cd5\uff0c\u5728AI\u641c\u7d22\u7ed3\u679c\u5145\u6ee1\u4e0d\u786e\u5b9a\u6027\u7684\u5f53\u4e0b\uff0c\u63d0\u4f9b\u4e86\u66f4\u53ef\u9760\u7684\u57fa\u51c6\u6570\u636e\u3002\u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\uff1a\u6570\u636e\u201c\u662f\u4ec0\u4e48\u201d\u5f88\u6e05\u6670\uff0c\u4f46\u201c\u4e3a\u4ec0\u4e48\u201d\u548c\u201c\u600e\u4e48\u529e\u201d\u4ecd\u5177\u6311\u6218\u3002\u5b83\u80fd\u544a\u8bc9\u4f60OpenAI\u722c\u866b\u6293\u53d6\u4e86\u54ea\u4e2a\u9875\u9762\uff0c\u5374\u96be\u4ee5\u5b8c\u5168\u7a7f\u900f\u9ed1\u76d2\uff0c\u63ed\u793a\u8be5\u5185\u5bb9\u5728ChatGPT\u56de\u7b54\u4e2d\u6392\u540d\u51e0\u4f55\u3001\u8bed\u5883\u5982\u4f55\u3002\u5176\u5ba3\u79f0\u7684\u201c\u5b8c\u6574AI\u8d2d\u4e70\u6f0f\u6597\u201d\u4e2d\uff0c\u201c\u7b54\u6848\u53ef\u89c1\u6027\u201d\u73af\u8282\u4ecd\u662f\u76f8\u5bf9\u8584\u5f31\u7684\u4e00\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0cSiteline\u7684\u4ef7\u503c\u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u72ec\u7acb\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u4e2a\u5173\u952e\u7684\u201c\u6570\u636e\u7ba1\u9053\u201d\u3002\u5b83\u5fc5\u987b\u4e0e\u65e2\u6709\u7684GA4\u3001SEO\u5957\u4ef6\u534f\u540c\uff0c\u626e\u6f14AI\u6d41\u91cf\u6570\u636e\u7684\u201c\u6ce8\u5165\u5668\u201d\u89d2\u8272\u3002\u5b83\u7684\u6210\u529f\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u8bca\u65ad\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u5904\u65b9\u7cfb\u7edf\u201d\u2014\u2014\u5373\u4e0d\u4ec5\u53d1\u73b0\u95ee\u9898\uff08\u5982\u67d0\u9875\u9762\u88abAI\u5ffd\u7565\uff09\uff0c\u66f4\u80fd\u63d0\u4f9b\u9ad8\u786e\u5b9a\u6027\u7684\u4f18\u5316\u52a8\u4f5c\uff08\u5982\u5982\u4f55\u8c03\u6574\u5185\u5bb9\u7ed3\u6784\u80fd\u76f4\u63a5\u63d0\u5347\u5f15\u7528\u7387\uff09\u3002\u5f53\u524d\u5e02\u573a\u7a97\u53e3\u671f\u5b58\u5728\uff0c\u4f46\u5de8\u5934\uff08\u5982Google Analytics\uff09\u4e00\u65e6\u89c9\u9192\u5e76\u539f\u751f\u652f\u6301\u6b64\u7c7b\u5206\u6790\uff0c\u5176\u751f\u5b58\u7a7a\u95f4\u5c06\u9762\u4e34\u6324\u538b\u3002\u5b83\u9700\u8981\u5feb\u901f\u6784\u5efa\u57fa\u4e8e\u72ec\u5bb6\u6570\u636e\u7684\u3001\u96be\u4ee5\u590d\u5236\u7684\u6d1e\u5bdf\u4e0e\u884c\u52a8\u5efa\u8bae\u58c1\u5792\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\">Siteline<\/span>\n <\/div>\n<div class=\"comment-content\">Track how AI agents and bots interact with your website. Analyze traffic trends by platform, page, and topic. See how this traffic turns into human visits. Get your first insights in minutes – and go deeper once you have your aha moment about how it impacts your product growth.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello fellow makers \ud83d\udc4b<\/p>\n<p>David here, founder of Siteline – <strong>Growth analytics for the agentic web<\/strong>. Think Google Analytics, but for AI agents and bots.<\/p>\n<p><strong>Why we built Siteline<\/strong><\/p>\n<p>The web as we know it is changing. Humans are no longer the only customers visiting websites to research products and brands. Agents, bots and crawlers already make up 30% of web traffic and are hired by humans through apps like ChatGPT to visit hundreds of websites on their behalf, report back their findings and even make purchases.<\/p>\n<p><strong>The problem<\/strong><\/p>\n<p>The way people discover potential products is moving from direct web visits to indirect access through chatbots and agents, yet the web is still built only for human visitors. While new \u201cAEO\u201d \/ \u201cGEO\u201d tools provide some visibility, they don\u2019t show what\u2019s actually happening on your website. Additionally, they rely on running simulated prompts to determine if your brand appears in AI answers. But without reliable data about what people are actually asking ChatGPT and other AI chatbots, this approach has proven to be misleading and expensive.<\/p>\n<p><strong>Our approach<\/strong><\/p>\n<p>I\u2019m a data nerd with 10+ years of experience at companies like Twitter & Glovo and thought there had to be a more evidence-based way. So instead of guessing prompts and simulating outcomes, my co-founder <a href=\"https:\/\/www.producthunt.com\/@vzotov\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vzotov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vzotov<\/a> and I developed a different approach which measures the full AI purchase funnel: from bot \/ agent visits, to citations & answer visibility, all the way to real customer traffic coming from AI apps.<\/p>\n<p><strong>What Siteline helps you answer:<\/strong><\/p>\n<\/p>\n<p><strong>Is my site a go-to source for AI?<\/strong><\/p>\n<p>See which AI agents visit your site, how often, and where they get blocked – with clear recommendations for what needs to be fixed or improved.<\/p>\n<\/p>\n<p><strong>Is my most important content actually referenced by AI?<\/strong><\/p>\n<p>Understand which pages and topics AI fetches or ignores, and build a truly data-driven content strategy. Especially useful for info-heavy products that target AI power users (developers, product folks, marketers).<\/p>\n<\/p>\n<p><strong>How does agent & bot activity translate into human traffic and new customers?<\/strong><\/p>\n<p>Cross-reference actual AI bot visits with prompt visibility to understand how AI exposure translates into traffic and authority.<\/p>\n<\/p>\n<p><strong>Thanks so much for checking out Siteline – we\u2019d love your support and feedback \ud83d\ude4f<\/strong><\/p>\n<\/p>\n<p>Our basic agent analytics and AI visibility product is forever free. To unlock more features and higher limits at 30% off for 2 months <strong>use the promo code PH30<\/strong>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Congratulations on the launch!<\/p>\n<p>As someone who works on marketing side, actively iterating with SEO\/AEO\/GEO, I think this piqued my interest today really. Going to check it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vzotov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vzotov<\/a> <a href=\"https:\/\/www.producthunt.com\/@davidkaufmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davidkaufmann<\/a> this is exactly what’s been missing.<\/p>\n<\/p>\n<p>we’re building <a href=\"http:\/\/bloggingmachine.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">bloggingmachine.io<\/a> (AI-powered SEO content) and the question we keep getting is: “how do I know if AI is actually picking up my content?”<\/p>\n<\/p>\n<p>current tools give you some visibility, but not the full picture \u2014 especially what’s happening on your actual site.<\/p>\n<\/p>\n<p>being able to see which pages AI agents actually crawl vs ignore is huge for content strategy. especially for programmatic SEO where you’re publishing at scale.<\/p>\n<\/p>\n<p>congrats on the launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vzotov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vzotov<\/a> <a href=\"https:\/\/www.producthunt.com\/@davidkaufmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davidkaufmann<\/a> Definitely gonna give it a try! \ud83d\udc40\ud83d\udd25<\/p>\n<\/p>\n<p>I\u2019m curious about attribution \u2013 how reliably can you connect agent visits to downstream human traffic or conversions? Especially when users jump across devices and channels.<\/p>\n<\/p>\n<p>Feels like this could become a core analytics layer if the signal quality is strong. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey David, that line about existing tools relying on simulated prompts being misleading and expensive says a lot. Was there a specific moment where you looked at one of those AEO tools, saw the data, and thought wait, this doesn\u2019t actually tell me what\u2019s happening on my site?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> definitely! The biggest wake up call is just seeing how much your visibility is biased by which prompts you select. We saw some cases where if the prompts we’re focused only on the brand \/ products strong-suits the visibility was 80%, but when more balanced and representative of what people are <em>likely<\/em> asking, the visibility dropped in half \ud83d\udc40.<\/p>\n<p>We still believe visibility tracking is valuable (and still offer it in the product), but feel the selection should be done in a smart way. So far the best technique I’ve seen is by using a mix of Google search volume for similar keywords (from Semrush for example) + which pages \/ topics on your site are visited by user-initiated AI agents like ‘ChatGPT-user’. It’s not perfect, but it’s much more likely to be aligned with what people are actually asking \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How difficult is it to implement? If it\u2019s script-based, does it affect a website performance?<br \/>\nCheers and congrats on the launch! \ud83d\udc4f\ud83c\udffb<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@helga_impalpable\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@helga_impalpable<\/a> great questions! We have a few different options to implement including no-code (~5 min setup) with Vercel and WordPress. We also have Cloudflare and AWS integrations. All are integrated server side (script-based tag solutions used by GA and others don’t detect agent \/ bot traffic) and are out of the run path so there is no impact on performance. All our options are here: <a href=\"https:\/\/docs.siteline.ai\/introduction#get-started-with-agent-analytics\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.siteline.ai\/introduction#get-started-with-agent-analytics<\/a><\/p>\n<p>Let us know if you have any if you have any questions or need help getting going!<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/siteline\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"siteline\" target=\"_blank\" rel=\"noopener\">@Siteline<\/a> great product, impressed. Do you provide any suggestions on how to reshape product to optimize AI bots scrapping?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a> thanks Anton! Yes, once you get set up we have a whole section of ‘Tech recommendations’ that analyze your site and recommend changes. In general the biggest improvements we’ve found that impact digestibility are:<\/p>\n<ul>\n<li>\n<p>Ensuring all content is rendered server-side and doesn’t require Javascript — most AI bots don’t run JS and instead just pull everything from the server in one go unlike a human (or even the Google bot)<\/p>\n<\/li>\n<li>\n<p>Fast load-times for all pages (should be <300ms)<\/p>\n<\/li>\n<li>\n<p>Nothing blocking bot access by mistake – this can be robots.txt but is often 3rd party services like Cloudflare, Captcha, etc<\/p>\n<\/li>\n<li>\n<p>Don’t require location to be set to show pricing or other features<\/p>\n<\/li>\n<li>\n<p>Put key content \/ summaries towards the top of each page, bots will often read a bit of what they pull then leave if they don’t find what they’re looking for<\/p>\n<\/li>\n<\/ul>\n<p>Hope this helps! Have you tried anything so far that you’ve seen working?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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>\n<p>Quick questions for the team : <\/p>\n<ol>\n<li>\n<p>How do you handle differentiation from traditional analytics (GA4, Plausible, etc.) when agents mimic human behavior more and more?<\/p>\n<\/li>\n<li>\n<p>What’s one quick win you’ve seen that boosts how often agents cite\/reference your site\/pages in their responses (without gaming the system)?<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cathcorm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathcorm<\/a> great points! On the GA4 side, at the moment it’s all Javascript tag based, so they miss most AI agent traffic which just renders everything from the server. That’s not to say they couldn’t start to measure it of course, but I think the real value comes with connecting the AI \/ bot traffic to your citations and visibility data. Then once you add referrals that come to your site from AI apps you have a full picture of the funnel: ingested, cited, visible in answers, acquired human traffic.<\/p>\n<p>And regarding quick wins, what we’ve seen work best is using the agent visit data to figure out which topics \/ content users on ChatGPT are actually asking about and then filling that gap with high quality content that answers users’ questions. Maybe a bit more substantial than a “quick win” but as you mention, a lot of people try to game the system with hacks that end up backfiring… Anything you’ve seen working so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Looks powerful. Haven’t seen any platform that covers this much breadth. Do you support Vercel? Do you have any sort of service offering to help companies increase their AI visibility?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Thanks! We have a zero-code integration with Vercel log drains that takes about 5 mins to set up: <a href=\"https:\/\/docs.siteline.ai\/integrations\/vercel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.siteline.ai\/integrations\/vercel<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Have been using the product since their private beta. It helped us get insights into our ai seo visibility and take steps towards improving it as efficiently as possible. The team is also great – extremely responsive, helpful and knowledgable. Congrats on the launch, Siteline!<\/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>much appreciated <a href=\"https:\/\/www.producthunt.com\/@anna_paykina_cerbos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anna_paykina_cerbos<\/a> ! You’re a top customer \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Seems like a compelling product, congrats on the launch! Do the scraping agents from the big labs all set a proper user agent? Or in other words, could they hide this data from you?<\/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\/@wilco_kruijer1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wilco_kruijer1<\/a> great question. From what we’ve seen the biggest labs (OpenAI, Anthropic, etc) value transparency and publish their user-agent strings and IP ranges for verification. In theory it’s in their interest to make sure websites are accessible for consumption \/ scraping for their LLMs and live agents. <\/p>\n<\/p>\n<p>However we do see impersonation from less reputable platforms trying to mimic ChatGPT agents for example, but we catch and filter that out with IP and other verification methods. Have you experimented with the agent \/ bot analytics data at all?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \ud83d\udd25<\/p>\n<p>Looks interesting, will give it a try! <\/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\/@danshipit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danshipit<\/a> awesome, thank you! Please let us know if you see anything surprising in your agent or bot traffic or have any feedback \ud83d\ude4f\ud83c\udffc<\/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>The “stop guessing prompts, measure actual bot traffic” approach is way smarter than most AEO tools. I’ve seen products spend $500\/month on prompt simulation tools that don’t reflect what users actually ask ChatGPT. Does Siteline differentiate between OpenAI’s crawler vs actual ChatGPT browsing on behalf of users?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dronidev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dronidev<\/a> we do! For OpenAI we differentiate between crawling for LLM training and search indexing vs. agent visits that are “user-initiated” i.e. are trigger live when a user is asking something on ChatGPT. <\/p>\n<\/p>\n<p>Would be curious to hear your experience with Siteline compared to other AEO \/ GEO tools when you get a chance. Thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck guys!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch!<\/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\/@nastassia_k\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nastassia_k<\/a> thanks for the support!<\/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\">If a company already has GA4\/Search Console + an SEO suite + maybe a log\/WAF setup, what does an ideal adoption look like in the first week\u2014who owns it, what integrations are \u201cmust-have,\u201d and what\u2019s the first dashboard or alert that proves value?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> great question. After integrating and start to see traffic flow in I would immediately check if your key pages are being covered by agents from the top platforms (OpenAI, Anthropic, Google, etc) and if there any errors \/ timeouts or permissions issues. <\/p>\n<p>Then by day 2 you should already be able to see trends emerge that are help inform content optimization: which pages and topics (we cluster pages automatically for you) receive the most traffic from “user-initiated” agents and how does that convert to referred “human” traffic from the AI apps. From there you’re off to the races \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><em>Looks promising \ud83d\ude38. I’ll surely try.<\/em><\/p>\n<p><em>But i have few doubts, normaly we can track ai agents due to their user agent. But can this product track the ai agents who uses ip rotation.<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Oh super cool product guys! Hope this transparency make al this market more visible<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@volk13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@volk13<\/a> thanks a lot! AI Search transparency and data-driven insights – that’s what AI search space lacks currently, and we are doing our best to change that<\/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>Congratulations!! Looks great<\/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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thanks Madalina! Have you already tried any AI Search visibility tools? What are your impressions so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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!<br \/>Getting visibility in the AI agent era for website traffic is a must-have<\/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\/@jeetendra_kumar2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeetendra_kumar2<\/a> thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very beautiful site with clear messaging. I am not in the market for this category of products but I’ll definitely recommend it to others \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uladzislau_rasliak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uladzislau_rasliak<\/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>Congrats! Checking it out now for <a href=\"https:\/\/respira.press\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">respira.press<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s super cool David. Getting insights from AI traffic to turn it into human visits makes absolutely sense and I’m sure many of us will take the most of it. Wish you all the best here!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vzotov\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vzotov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vzotov<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vzotov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vzotov<\/a> <a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> thanks! Would love to hear your thoughts once you’ve had the chance to take a look<\/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>Super cool idea – really different behavior between agents and users. Agents won’t fall for the typical funnel\/checkout optimizations.<\/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\/@alexpadraic1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexpadraic1<\/a> yeah, great point. And on the flip side in some regards they are more ‘fragile’ at the moment when it comes to navigating tricky or ‘beautiful’ UI designed for humans \u00af\\_(\u30c4)_\/\u00af <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I met David a bunch of times while he was developing this and it really is differentiated from the other things in the market atm<\/p>\n<p>Nice job David , \ud83d\udcaa<\/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 \ud83d\udd25<br \/>Do you see this becoming a new standard layer of analytics, alongside GA, or something more niche for AI-heavy businesses?<\/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\/@honoramma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@honoramma<\/a> I think no question (good) AI visitors will start to be an important segment to pay attention optimize for just like you currently think about a human conversion funnel on your website. We’re still a bit away, but once agents start taking commercial actions with more frequency e.g. submit a lead form, sign up, make purchases etc I think these metrics will accelerate and become more mainstream<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \ud83c\udf89 !!<\/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\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> thanks a lot for your support! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch!, Tracking agentic traffic is going to be the #1 challenge for SaaS this year.<\/p>\n<p>I noticed your current copy focuses heavily on \u201cmonitoring\u201d. However, the real pain for founders is \u201cVisibility Loss\u201d. If the agents can’t parse the site, they don’t recommend the product.<\/p>\n<p>If you pivot your messaging to \u201cOptimizing for the Agent-Led Economy\u201d or \u201cThe Google Analytics for Agentic SEO\u201d, you\u2019ll capture the high intent CMOs who are terrified of losing traffic to AI. I’ve got a few copy tweaks that could make this feel like a Revenue Insurance tool.<\/p>\n<p>The best of the luck with the launch!<\/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<\/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\/6T5QC3TVMGDHRS\" class=\"app-title\">Wispr Flow for Android<\/a><\/p>\n<div class=\"one-liner\">AI dictation that turns messy speech into polished text.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">366<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7AI\u8bed\u97f3\u8f6c\u6587\u5b57\uff0c\u5c06\u6742\u4e71\u53e3\u8bed\u5b9e\u65f6\u8f6c\u5316\u4e3a\u7cbe\u70bc\u3001\u53ef\u53d1\u9001\u6587\u672c\u7684Android\u6d6e\u52a8\u5de5\u5177\u680f\uff0c\u65e8\u5728\u8ba9\u8bed\u97f3\u53d6\u4ee3\u952e\u76d8\u8f93\u5165\uff0c\u63d0\u5347\u79fb\u52a8\u7aef\u5185\u5bb9\u521b\u4f5c\u548c\u6c9f\u901a\u6548\u7387\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/35e60052-1fe0-42ed-b48b-b76419d65208.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6b92785-da36-42b6-ab6e-fb39abaa77a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/223d5cb4-238d-4e1a-96bd-9219a83711c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dcc38b2b-6c9d-4b84-b14e-830d2e48c49d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8738d0d3-e00e-47a6-a66a-6ac5685c9faf.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\/f71ce6d2-6c3f-4887-823f-95bf3eedd5c3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/7g7LShvXXt4\"><source src=\"https:\/\/youtu.be\/7g7LShvXXt4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">AI\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u7ea0\u9519<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e94\u7528\u6d6e\u52a8\u5de5\u5177\u680f<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u6df7\u5408\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Android\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u683c\u5f0f\u5316<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u589e\u503c<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/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\u5bf9Android\u7248\u53d1\u5e03\u611f\u5230\u5174\u594b\uff0c\u8ba4\u53ef\u5176\u8de8\u5e94\u7528\u6d6e\u52a8\u8bbe\u8ba1\u3001\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u51c6\u786e\u7387\u53ca\u591a\u8bed\u8a00\u6df7\u5408\u8f93\u5165\u80fd\u529b\u3002\u6838\u5fc3\u5efa\u8bae\u4e0e\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u540e\u53f0\u8fd0\u884c\u7684\u7535\u6c60\u4f18\u5316\u3001\u9690\u79c1\u4fdd\u62a4\u3001\u6587\u672c\u6a21\u677f\/\u54c1\u724c\u8bed\u97f3\u7b49\u9ad8\u7ea7\u529f\u80fd\u96c6\u6210\u3001\u7279\u5b9a\u573a\u666f\uff08\u5982\u94fe\u63a5\u8bc6\u522b\uff09\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\uff0c\u4ee5\u53caiOS\u5e73\u53f0\u529f\u80fd\u5bf9\u7b49\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 Wispr Flow for Android \u7684\u53d1\u5e03\uff0c\u8fdc\u4e0d\u6b62\u662f\u7b80\u5355\u7684\u5e73\u53f0\u79fb\u690d\uff0c\u800c\u662f\u4e00\u6b21\u5bf9\u79fb\u52a8\u7aef\u8bed\u97f3\u8f93\u5165\u8303\u5f0f\u7684\u6fc0\u8fdb\u6311\u6218\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5355\u7eaf\u7684\u201c\u8bed\u97f3\u8f6c\u6587\u5b57\u201d\u7cbe\u5ea6\u63d0\u5347\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u201c\u6d6e\u52a8\u4e8e\u4e00\u5207\u5e94\u7528\u4e4b\u4e0a\u201d\u7684\u7cfb\u7edf\u7ea7\u4ea4\u4e92\u8bbe\u8ba1\uff0c\u8bd5\u56fe\u5c06\u8bed\u97f3\u4ece\u201c\u5907\u7528\u8f93\u5165\u65b9\u6848\u201d\u91cd\u5851\u4e3a\u201c\u9996\u8981\u4ea4\u4e92\u754c\u9762\u201d\u3002\u8fd9\u76f4\u63a5\u51fb\u4e2d\u4e86\u79fb\u52a8\u7aef\u5185\u5bb9\u751f\u4ea7\u7684\u6838\u5fc3\u75db\u70b9\uff1a\u5728\u788e\u7247\u5316\u573a\u666f\u4e2d\uff0c\u601d\u7ef4\u6d41\u4e0e\u8f93\u5165\u6d41\u56e0\u952e\u76d8\u64cd\u4f5c\u800c\u88ab\u8feb\u4e2d\u65ad\u7684\u77db\u76fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u5f3a\u8c03\u7684\u201c\u6e05\u7406\u586b\u5145\u8bcd\u3001\u81ea\u52a8\u7ea0\u6b63\u3001\u683c\u5f0f\u5316\u201d\uff0c\u5b9e\u5219\u662f\u8bd5\u56fe\u5c06\u540e\u671f\u7f16\u8f91\u6210\u672c\u5f52\u96f6\uff0c\u5176\u7ec8\u6781\u76ee\u6807\u662f\u8ba9\u8f93\u51fa\u73af\u8282\u201c\u9690\u5f62\u201d\uff0c\u4f7f\u4eba\u673a\u5bf9\u8bdd\u65e0\u9650\u903c\u8fd1\u4eba\u4eba\u5bf9\u8bdd\u7684\u81ea\u7136\u611f\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u70ed\u8bae\u7684\u6df7\u5408\u8bed\u8a00\u652f\u6301\uff08\u5982Hinglish\uff09\uff0c\u5219\u66b4\u9732\u4e86\u5168\u7403\u5316\u80cc\u666f\u4e0b\u5355\u4e00\u8bed\u8a00\u6a21\u578b\u7684\u5c40\u9650\u6027\uff0cWispr\u5c06\u6b64\u4f5c\u4e3a\u5356\u70b9\uff0c\u5b9e\u5219\u662f\u62bc\u6ce8\u4e8e\u672a\u6765\u6df7\u5408\u8bed\u79cd\u4ea4\u6d41\u7684\u666e\u53ca\u8d8b\u52bf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u73af\u4e4b\u4e0b\u9690\u5fe7\u6d6e\u73b0\u3002\u5176\u4e00\uff0c\u6280\u672f\u666e\u60e0\u6027\u4e0e\u5546\u4e1a\u5316\u7684\u77db\u76fe\uff1a\u5f53\u524d\u201c\u9650\u65f6\u514d\u8d39\u201d\u7b56\u7565\u867d\u80fd\u5feb\u901f\u83b7\u5ba2\uff0c\u4f46\u8bc4\u8bba\u4e2d\u5df2\u51fa\u73b0\u7528\u6237\u5bf9\u201c\u8ba2\u9605\u75b2\u52b3\u201d\u7684\u660e\u786e\u62b5\u89e6\u3002\u5176\u4e8c\uff0c\u201c\u7cfb\u7edf\u7ea7\u201d\u80fd\u529b\u5e26\u6765\u7684\u526f\u4f5c\u7528\uff1a\u7528\u6237\u5bf9\u7535\u6c60\u7eed\u822a\u548c\u9690\u79c1\u7684\u62c5\u5fe7\uff0c\u6b63\u662f\u5176\u6df1\u5ea6\u96c6\u6210\u7cfb\u7edf\u5fc5\u7136\u9762\u4e34\u7684\u4ee3\u4ef7\u3002\u5176\u4e09\uff0c\u573a\u666f\u5316\u667a\u80fd\u7684\u4e0d\u8db3\uff1a\u6709\u7528\u6237\u6307\u51fa\u5176\u5728\u8bc6\u522b\u201c\u63d0\u53ca\u94fe\u63a5\u201d\u4e0e\u201c\u63d2\u5165\u94fe\u63a5\u201d\u65f6\u7f3a\u4e4f\u4e0a\u4e0b\u6587\u5224\u65ad\uff0c\u8fd9\u63ed\u793a\u4e86\u5f53\u524dAI\u5728\u7406\u89e3\u590d\u6742\u6c9f\u901a\u610f\u56fe\u4e0a\u7684\u5929\u82b1\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cWispr Flow \u662f\u4e00\u573a\u8c6a\u8d4c\uff1a\u8d4c\u7528\u6237\u613f\u610f\u4e3a\u201c\u65e0\u7f1d\u201d\u4f53\u9a8c\u653e\u5f03\u90e8\u5206\u7535\u91cf\u4e0e\u9690\u79c1\uff0c\u8d4c\u8bed\u97f3\u4ea4\u4e92\u7684\u4fbf\u5229\u6027\u8db3\u4ee5\u98a0\u8986\u6570\u5341\u5e74\u7684\u952e\u76d8\u808c\u8089\u8bb0\u5fc6\u3002\u5b83\u4e0d\u518d\u662f\u4e00\u4e2a\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u79fb\u52a8\u7aef\u8f93\u5165\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u5165\u53e3\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u8f6c\u5199\u51c6\u786e\u7387\u662f\u5426\u518d\u63d0\u53471%\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u771f\u5b9e\u3001\u590d\u6742\u7684\u591a\u4efb\u52a1\u79fb\u52a8\u573a\u666f\u4e2d\uff0c\u8bc1\u660e\u201c\u53ea\u52a8\u53e3\u4e0d\u52a8\u624b\u201d\u7684\u4f53\u9a8c\uff0c\u5728\u6574\u4f53\u6548\u7387\u4e0e\u4f53\u9a8c\u4e0a\uff0c\u5bf9\u201c\u52a8\u624b\u4fee\u6b63\u201d\u62e5\u6709\u538b\u5012\u6027\u4f18\u52bf\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\">Wispr Flow for Android<\/span>\n <\/div>\n<div class=\"comment-content\">Now on Android: smart voice-to-text that turns rambling speech into clean, ready-to-send text. Wispr Flow works seamlessly in any app, continues across app switches, and cleans up filler words, course corrections, punctuation, and formatting automatically. Free and unlimited for a limited time only!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For two years, people kept asking me one question: When is Flow coming to Android?<\/p>\n<p>We didn’t want to ship a “checkbox” Android app. We waited until we could ship something that genuinely replaces typing.<\/p>\n<p>\ud83d\udcf1 Nearly 4 billion people are on Android, yet voice on Android has always felt like a second citizen. Slow. Error-prone. Something you keep fixing.<\/p>\n<\/p>\n<p>Today we’re changing that.<\/p>\n<p>Wispr Flow floats above every app. No keyboard switching. No rewriting your own words to make them sound like you. If you can speak, you can stop using your keyboard.<\/p>\n<p>\u26a1 We also just completed a major infrastructure rewrite that made Flow 30% faster across the board. And we now support 100+ languages, including Hinglish for people who naturally switch between English and Hindi mid-sentence. \ud83c\udf0d<\/p>\n<p>This isn’t a “mobile version” of Flow. It’s the same intelligent system across Android, iPhone, Mac, and Windows. One experience. Every device.<\/p>\n<p>\ud83c\udf81 We’re offering unlimited free dictation on Android for a limited time at launch. Try it. Push it hard. Tell us where it breaks.<\/p>\n<p>We’ve been obsessing over latency and accuracy for years. Today is the first time we feel like voice on Android is ready to be the primary interface, not the fallback.<\/p>\n<p>Excited to finally ship this. Now it’s your turn to just talk instead of type, and send without needing to edit \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tanaykothari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanaykothari<\/a> Congrats on the launch of the Android version of Wispr Flow. \ud83d\ude42 <\/p>\n<p>A few quick questions on mobile optimization, features, and integrations:<\/p>\n<\/p>\n<p><strong>Battery & Performance<\/strong>: Since the app runs in the background, how do you optimize for battery life? Any plans for deeper mobile OS integration to avoid constant background drain (like many current apps)?<\/p>\n<\/p>\n<p><strong>Privacy<\/strong>: How do you ensure user privacy with always-on functionality?<\/p>\n<\/p>\n<p><strong>Text Expanders\/Templates<\/strong>: Will it support saving text expanders and templates (similar to <a href=\"https:\/\/www.producthunt.com\/products\/text-blaze\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"text-blaze\" target=\"_blank\" rel=\"noopener\">@Text Blaze<\/a>) soon?<\/p>\n<\/p>\n<p><strong>Custom Brand Voice<\/strong>: Any plans to let users create custom brand voices based on their own prompts\/instructions?<\/p>\n<\/p>\n<p><strong>Prompt-Based Replies<\/strong>: Support for prompt-driven actions like \u201creply to this email\u201d or \u201cwrite an OOO message\u201d?<\/p>\n<\/p>\n<p><strong>Auto-Formatting<\/strong>: Options for platform-specific auto-formatting (e.g., emojis, paragraphs) tailored to email, messengers, or social apps? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tanaykothari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanaykothari<\/a> Definitely makes everyone a super human!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tanaykothari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanaykothari<\/a> Voice is the way!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the launch I’ve been most excited about since joining Wispr.<\/p>\n<\/p>\n<p>Android has been our #1 most requested feature for over two years. Every week we’d get messages asking when it was coming. We could have shipped something basic early on, but the team wanted to make sure the Android experience was on par with what we’d built on Mac and iOS.<\/p>\n<\/p>\n<p>What makes this different from other voice-to-text apps on Android: Flow floats above every app. You don’t switch keyboards or change modes. You just tap, speak, and it writes in your voice. It matches your tone, cleans up filler words, and formats everything so you can send without going back to edit.<\/p>\n<\/p>\n<p>We also built support for 100+ languages, including mixed-language dictation. If you switch between English and Hindi (or any other combo) mid-sentence, Flow handles it natively. That was a hard problem to solve and I haven’t seen another app do it well on Android. I switch between English and Polish very often, and the ability to switch between the two without issue is crazy useful every day. <\/p>\n<\/p>\n<p>Over a million people already use Flow daily across Mac, Windows, and iPhone. We’re offering unlimited free dictation on Android at launch because we want as many people as possible to push it hard and tell us what they think.<\/p>\n<\/p>\n<p>Try it: <a href=\"https:\/\/wisprflow.ai\/android\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/wisprflow.ai\/android<\/a><\/p>\n<\/p>\n<p>Would love to hear how it feels compared to whatever you’re using now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mswulinski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mswulinski<\/a> Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mswulinski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mswulinski<\/a> Was waiting for this!!<\/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\/@mswulinski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mswulinski<\/a> Congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very excited for the Android launch, even though I don’t have an Android phone. I’ve been using Wispr Flow on iOS for a while, and it’s really changed the way I think on the go. I often have ideas or realizations when I’m on the go and write them down in personal notes using Bear. With Wispr Flow, I can dictate long, complex ideas on the go.<\/p>\n<p>While I love the iOS functionality, it is a bit high-friction to get into Wispr Flow because of limitations on iOS’s side. I’m really intrigued (and envious of Android users) to see what Wispr built in Android with less system restrictions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rajiv_ayyangar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajiv_ayyangar<\/a> I really want the cross-app, floating Wispr Flow UI on iOS!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This team ships \ud83d\udca5 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Nice to see wispr flow power for android users as well<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was lucky enough to be in the alpha and beta for the app. It was amazing to use even before the team added the additional product features. I’ve been dictating text messages and notes while on runs, alarm descriptions, todos, and all sorts of other things I always assumed I’d have to use a keyboard for. I’m excited to see other people using it too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Building Wispr Flow for Android was one of my favorite projects for the year — and I’m so excited for all of you to try it. We’ve built a truly native experience that lets you speak anywhere you use your phone. Please share any feedback you have and we’ll keep making it better and better!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m using Flow right now to dictate this message. I have used this app now for around a week or two. I find it extremely fast. I would say 99% accurate or 98% accurate.<\/p>\n<p>It works wonderfully, especially with somebody like me who speaks more than one language. It does wonderfully especially in Arabic. Yes it has its own issues when it comes to Arabic but that’s totally accepted or expected.<\/p>\n<p>Honestly the app is functioning as it should be, very smooth, no issues, no problems. It delivers what it needs to deliver. Yes it has some issues, for example, if you try to say when I say “<a href=\"https:\/\/www.linkedin.com\/in\/aalkulaib\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.linkedin.com\/in\/aalkulaib\/<\/a>” you post your full <a href=\"https:\/\/www.linkedin.com\/in\/aalkulaib\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.linkedin.com\/in\/aalkulaib\/<\/a> page. It doesn’t always have the right context when you don’t want to actually paste the link for your <a href=\"https:\/\/www.linkedin.com\/in\/aalkulaib\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.linkedin.com\/in\/aalkulaib\/<\/a> page but rather you want to say to someone “I checked it in <a href=\"https:\/\/www.linkedin.com\/in\/aalkulaib\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.linkedin.com\/in\/aalkulaib\/<\/a>” in a different sense, rather than “Oh here’s my <a href=\"https:\/\/www.linkedin.com\/in\/aalkulaib\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.linkedin.com\/in\/aalkulaib\/<\/a>“.<\/p>\n<p>I’ve downloaded the app on Android since I use an Android phone and it has worked flawlessly so far, so perfect launch, guys, great job! <\/p>\n<p>Other than that I don’t have any gripes. To be honest the only thing I’ve been avoiding is trying to subscribe to the service because I feel exhausted with all the subscriptions I have right now with so many different apps and so many different things. I’m bound to do that sooner or later.<\/p>\n<p>Great job, amazing work. Honestly thank you from the heart. I will even leave the errors for antiquity’s sake.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very excited for this launch – WisprFlow is a huge unlock in my workflow and love seeing it on Android. Congrats, team! <\/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>Well done on the release folks! <\/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>At one point, the Flow team had 12 people who collectively spoke 22 languages. So, for many of us, it’s a personal milestone to bring Flow to a platform that’s inherently international. <\/p>\n<\/p>\n<p>It’s been a privilege to see <a href=\"https:\/\/www.producthunt.com\/@rajbhattayushi\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rajbhattayushi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajbhattayushi<\/a> <a href=\"https:\/\/www.producthunt.com\/@zhdan_philippov\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"zhdan_philippov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zhdan_philippov<\/a> <a href=\"https:\/\/www.producthunt.com\/@sumitobroi\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sumitobroi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sumitobroi<\/a> and more bring Flow’s characteristic smooth interaction the Android world. Excited for folks to try it!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>been a customer for a while now – our whole team is also on it!! Congrats on launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Yay a new feature!! <\/p>\n<\/p>\n<p>Since it supports mixed-language dictation and learns over time, have you seen any wild\/creative use cases popping up like devs dictating code comments in VS Code, multilingual teams handling Hinglish\/Spanglish in chats, or creators blasting out long-form content? <\/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 mixed-language dictation is what really caught my eye. I switch between English and Chinese constantly and every other voice tool completely falls apart with that. Also smart move making it a floating overlay instead of a keyboard replacement \u2014 way less friction to actually use.<\/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>Congrats on the launch!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations! This is going to be huge for android 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<\/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\/B4O3SGVB4EZA3G\" class=\"app-title\">TypeBoost<\/a><\/p>\n<div class=\"one-liner\">Your personal AI writing toolkit. Inside any app.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">303<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u6df1\u5ea6\u96c6\u6210\u4e8emacOS\u7cfb\u7edf\u5185\u7684\u4e2a\u4ebaAI\u5199\u4f5c\u5de5\u5177\u5305\uff0c\u5141\u8bb8\u7528\u6237\u5728\u4efb\u4f55\u5e94\u7528\u7a0b\u5e8f\u4e2d\u76f4\u63a5\u5bf9\u9009\u5b9a\u6587\u672c\u6267\u884c\u81ea\u5b9a\u4e49AI\u6307\u4ee4\uff0c\u5b9e\u73b0\u65e0\u9700\u5207\u6362\u5de5\u5177\u3001\u65e0\u9700\u590d\u5236\u7c98\u8d34\u7684\u6d41\u7545\u5199\u4f5c\u4f53\u9a8c\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u591a\u4e2aAI\u5de5\u5177\u95f4\u9891\u7e41\u5207\u6362\u3001\u6307\u4ee4\u65e0\u6cd5\u590d\u7528\u3001\u5199\u4f5c\u6d41\u7a0b\u5272\u88c2\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/177b909b-6437-49d5-8e06-4aa70d012936.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\/d705e326-8b20-44ad-885d-c68e865c1665.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\/f9318e75-e708-4b73-b20c-ab491d60bf28.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\/4de9a203-643c-49bf-856f-cf87eb74e0df.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\/c3e9d14f-a865-4d52-b6bb-634b7fabeaef.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\/8501f4cf-4531-4ea5-b2b7-62539d36da26.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/093c322f-48a5-4def-8703-a5c486702af7.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/wwrtLK5JN7M\"><source src=\"https:\/\/youtu.be\/wwrtLK5JN7M\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Writing<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5199\u4f5c\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">macOS\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u65e0\u4e0a\u4e0b\u6587\u5207\u6362<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u63d0\u793a\u8bcd<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">\u8de8\u8bbe\u5907\u540c\u6b65<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u626c\u5176\u65e0\u7f1d\u96c6\u6210\u7684\u5de5\u4f5c\u6d41\u548c\u5353\u8d8a\u7684UX\u8bbe\u8ba1\uff0c\u663e\u8457\u63d0\u5347\u4e86\u5199\u4f5c\u6548\u7387\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u6570\u636e\u9690\u79c1\u3001API\u5bc6\u94a5\u6a21\u5f0f\u3001\u56e2\u961f\u5171\u4eab\u529f\u80fd\u7f3a\u5931\u4ee5\u53ca\u5bf9\u8bdd\u5386\u53f2\u5ef6\u7eed\u6027\u4e0a\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u590d\uff0c\u89e3\u91ca\u4e86\u6280\u672f\u5b9e\u73b0\u4e0e\u9690\u79c1\u7b56\u7565\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 TypeBoost\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u901a\u7528\u7684AI\u804a\u5929\u524d\u7aef\uff0c\u800c\u5728\u4e8e\u5c06\u81ea\u5df1\u201c\u539f\u5b50\u5316\u201d\u4e3a\u64cd\u4f5c\u7cfb\u7edf\u7ea7\u522b\u7684\u5199\u4f5c\u57fa\u5ea7\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u4ec5\u4ec5\u662f\u201c\u5feb\u6377\u8c03\u7528AI\u201d\uff0c\u800c\u662f\u901a\u8fc7\u201c**\u4e8b\u4ef6\u9a71\u52a8**\u201d\u548c\u201c**\u7cbe\u786e\u9009\u533a**\u201d\u4e24\u5927\u539f\u5219\uff0c\u91cd\u6784\u4e86\u4eba\u673a\u534f\u4f5c\u7684\u4ea4\u4e92\u8303\u5f0f\u3002\u5b83\u5c06AI\u4ece\u72ec\u7acb\u7684\u201c\u5e94\u7528\u201d\u964d\u7ef4\u6210\u968f\u5904\u53ef\u7528\u7684\u201c\u7cfb\u7edf\u670d\u52a1\u201d\uff0c\u8fd9\u76f4\u51fb\u4e86\u5f53\u524dAI\u5de5\u5177\u4f7f\u7528\u7684\u6838\u5fc3\u6096\u8bba\uff1a\u80fd\u529b\u8d8a\u5f3a\uff0c\u5207\u6362\u6210\u672c\u8d8a\u9ad8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u6210\u529f\u5173\u952e\u5728\u4e8e**\u514b\u5236\u7684\u6743\u9650\u8bbe\u8ba1**\uff08\u4ec5\u54cd\u5e94\u663e\u5f0f\u9009\u62e9\uff0c\u675c\u7edd\u540e\u53f0\u76d1\u63a7\uff09\u548c**\u5bf9\u201c\u63a7\u5236\u611f\u201d\u7684\u6781\u81f4\u6ee1\u8db3**\uff08\u9010\u5b57\u63a5\u53d7\/\u62d2\u7edd\u4fee\u6539\uff09\u3002\u8fd9\u4f7f\u5176\u4e0eGrammarly\u7b49\u201c\u9ed1\u76d2\u201d\u8f85\u52a9\u5de5\u5177\u5212\u6e05\u4e86\u754c\u9650\uff0c\u8fce\u5408\u4e86\u4e13\u4e1a\u521b\u4f5c\u8005\u65e2\u60f3\u589e\u6548\u53c8\u9700\u4fdd\u6301\u4e2a\u4eba\u98ce\u683c\u7684\u77db\u76fe\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u5f53\u524d\u4f9d\u8d56\u5355\u4e00\u5f00\u53d1\u8005API\u5bc6\u94a5\u7684SaaS\u6a21\u5f0f\uff0c\u5728\u9690\u79c1\u654f\u611f\u548c\u4f01\u4e1a\u573a\u666f\u4e0b\u662f\u589e\u957f\u5929\u82b1\u677f\u3002\u7528\u6237\u5173\u4e8e\u201c\u81ea\u5e26\u5bc6\u94a5\u201d\u548c\u201c\u56e2\u961f\u5171\u4eab\u201d\u7684\u63d0\u95ee\uff0c\u6070\u6070\u6307\u5411\u4e86\u5176\u4ece\u201c\u6548\u7387\u73a9\u5177\u201d\u8fc8\u5411\u201c\u751f\u4ea7\u529b\u5e73\u53f0\u201d\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\u3002\u6b64\u5916\uff0c\u5176\u201c\u65e0\u5386\u53f2\u4e0a\u4e0b\u6587\u201d\u7684\u8bbe\u8ba1\u867d\u662f\u51fa\u4e8e\u7b80\u6d01\uff0c\u4f46\u4e5f\u9650\u5236\u4e86\u5904\u7406\u590d\u6742\u3001\u591a\u8f6e\u4fee\u8ba2\u4efb\u52a1\u7684\u80fd\u529b\u3002\u672c\u8d28\u4e0a\uff0cTypeBoost\u662fAI\u5e73\u6c11\u5316\u8fdb\u7a0b\u4e2d\u7684\u4e00\u6b21\u7cbe\u5999\u201c\u63a5\u53e3\u9769\u547d\u201d\uff0c\u4f46\u5b83\u80fd\u5426\u4ece\u4e2a\u4eba\u9ed1\u5ba2\u7684\u5229\u5668\uff0c\u8fdb\u5316\u6210\u56e2\u961f\u534f\u4f5c\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u4e0b\u4e00\u6b65\u5728\u67b6\u6784\u5f00\u653e\u6027\u4e0e\u534f\u4f5c\u529f\u80fd\u4e0a\u7684\u6743\u8861\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\">TypeBoost<\/span>\n <\/div>\n<div class=\"comment-content\">Turn your prompts into a personal AI writing toolkit. Use it inside any app on macOS. No copy-paste. No switching tools. Apply custom AI actions directly to selected text, see and control every change, and write faster while still sounding like you. Fully customizable prompts, model choice, voice input, and learning over time. Better writing. Faster. Still yours.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Benny, the maker of TypeBoost.<\/p>\n<\/p>\n<p>I use AI a lot. But it often felt messy: copy-pasting text, switching to ChatGPT, rewriting the same instructions, juggling Gemini, Claude, Apple Intelligence, or whatever. Plus, the better the prompt, the better the result. Which meant: you\u2019d better write a good one. That felt wrong.<\/p>\n<\/p>\n<p>What I really wanted was AI inside my workflow. Right inside any app. And full control over <em>how<\/em> my text is improved. My actions. My style. My prompts. My rules.<\/p>\n<\/p>\n<p>So I built TypeBoost for macOS.<\/p>\n<\/p>\n<p>It\u2019s not “just another AI assistant”.<\/p>\n<p>It\u2019s a personal, fully customizable AI writing toolkit that lets you apply your own prompts directly to selected text, see exactly what changed, accept\/reject edits on a granular level. All without breaking focus. Voice input included \ud83c\udf99\ufe0f<\/p>\n<\/p>\n<p>Once it becomes a habit, it\u2019s insanely productive.<\/p>\n<p>There\u2019s also an iOS app that stays fully in sync. E.g. capture ideas by voice on the go, and they\u2019re waiting for you on your Mac later. Or what ever you need.<\/p>\n<\/p>\n<p>I genuinely hope TypeBoost helps you as much as it helps me.<\/p>\n<p>If you\u2019ve got questions, ideas, or feedback \u2014 I\u2019m here \ud83d\ude0a<\/p>\n<\/p>\n<p>Cheers<\/p>\n<p>Benny<\/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\/@bennyqp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bennyqp<\/a>You did a really amazing job building TypeBoost, been using it for the past 6 months, and it is a real part of my stack!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bennyqp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bennyqp<\/a> You mention it becomes a habit. What\u2019s the specific moment where users feel the shift, first granular accept\/reject experience, or when they stop copy-pasting into ChatGPT entirely?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 use Typeboost every single day and honestly can’t live without it anymore<\/p>\n<\/p>\n<p>I reckon I’m saving like 1-2 hours a day thanks to the shortcuts<\/p>\n<p>Total game changer!<\/p>\n<\/p>\n<p>Can’t wait to see what’s next<\/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\/@clement_janssens\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clement_janssens<\/a> Hey Cl\u00e9ment, thank you so much for your comment and support! <\/p>\n<\/p>\n<p>You have been one of the very first users, and I appreciate that you always trusted in TypeBoost and also already provided a lot of valuable feedback. So thank you!! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been using Typeboost for 2 months now, and it is absolutely amazing. \ud83d\udc9a<\/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\/@2567910\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@2567910<\/a> Thanks Lukas, I’m glad you like 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>Love the value proposition and how you make the toolkit usable from anywhere. Solid UX work. A clear agentic replacement to Grammarly. Quality++<\/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\/@said_aitmbarek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@said_aitmbarek<\/a> Thanks, Said, really appreciate this feedback! As someone coming from a design background, good UX is always a top priority for me. Also, one of the main differences compared to Grammarly: With your personalized Prompt Actions, you have 100% control over what should happen and how.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool – nice to see something using ai personalized and helping get better instead of automated ai spamming on different channels. Is it bring your own key or use yours as saas?<\/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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Yes exactly, that’s one of the key ideas. To use AI to write faster, but with your actual thoughts and words and not let ai bots produce slop that just annoys everyone. At the moment it’s only working as saas with my api key. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@bennyqp one question: if the adoption scales, how would you tackle – bring your own key OR a key pool of yours? this is a problem we makers face.. so, your answer will help me design for scale later.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>very helpful for my non-coding activities<\/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\/@jemikanegara\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jemikanegara<\/a> Happy to hear that! But yeah, it’s not best for coding (though it can still be useful in some situations), but for so many other tasks it’s truly a huge help \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Quick question on privacy. I work with some sensitive client stuff and I’d want to know where my text goes when it’s processed. Is anything stored on your end or does it just pass through?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@solodnev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@solodnev<\/a> That\u2019s an important question, thanks!<\/p>\n<p>Here\u2019s exactly what happens when you process text with TypeBoost:<\/p>\n<ol>\n<li>\n<p><strong>Processing<\/strong>: Your selected text is sent to the chosen AI provider (e.g. OpenAI, Anthropic, Google) to generate the result. TypeBoost does not process AI requests locally \u2014 it uses these providers\u2019 APIs.<\/p>\n<\/li>\n<li>\n<p><strong>Storage<\/strong>: The input and output are stored encrypted on our servers (Google Cloud, Frankfurt, Germany). This enables cross-device sync (e.g. start on iPhone, continue on Mac). Access to stored data is restricted and secured.<\/p>\n<\/li>\n<li>\n<p><strong>Retention:<\/strong> Text history is kept only for a limited time depending on your plan. After that period, it is permanently deleted.<\/p>\n<\/li>\n<\/ol>\n<p>TypeBoost only ever sees the text you explicitly load into it. Nothing else is accessed or transmitted.<br \/>If you\u2019re working with highly sensitive material, I\u2019m happy to go deeper into the technical setup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool product, as someone who built an AI CMS for a blog recently I really see the benefit of not having to switch focus while writing \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danilo_stojanovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danilo_stojanovic<\/a> Thanks! Yeah, especially because you can use it for a blog, but email as well, or LinkedIn. Simply anywhere. All the same tool. Your specific prompt instructions \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I’ve been using ChatGPT for most of my writing but honestly this looks awesome. Not needing to switch to ChatGPT for every little thing is great. Can I get started quickly or does it take some time to set things up?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ayan_das12\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayan_das12<\/a> Love that! That\u2019s exactly why I built it.<\/p>\n<\/p>\n<p>You can get started pretty much immediately. After installing, there are some solid default prompts already set up, so you can use it right away. ~2 min<\/p>\n<\/p>\n<p>If you want more, there\u2019s a prompt library on the website with a lot of tested prompts you can instantly clone into your account. ~3-4 min<\/p>\n<\/p>\n<p>And if you have a specific use case, you can create your own prompt. There\u2019s a built-in prompt generator, so you can describe what you want (even by voice), and it sets up a clean prompt structure for you. ~5 min<\/p>\n<\/p>\n<p>So you see, getting started is really quick and easy. Of course, you can also do everything fully manually for full control.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey there, happy launch day! <\/p>\n<p>What’s been the biggest technical hurdle in making it work reliably across any app (e.g., permissions, text selection in sandboxed apps, or shortcuts\/hotkeys conflicts)? And how do you make onboarding feel instant without overwhelming new users?<\/p>\n<\/p>\n<p>Also, have you seen users combining voice dictation with text selection for hybrid workflows (like dictating into emails\/docs then refining selected parts)? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cathcorm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathcorm<\/a> Thanks Catherine, these are great questions.<\/p>\n<\/p>\n<p>The biggest technical hurdle was definitely making text extraction reliable across apps using the macOS Accessibility API. Yeah, especially with sandboxed apps and edge cases. I ended up implementing multiple fallback strategies to make it stable across different environments.<\/p>\n<\/p>\n<p>On onboarding: I obsessed over making it feel intentional, not overwhelming. Permissions are requested exactly at the moment they make sense … not all at once (was like that at one point). The goal was: explain why, then ask. I also embedded short videos directly in the flow so users never feel stuck.<\/p>\n<\/p>\n<p>And yes, the hybrid workflow is actually one of my favorite use cases. And a lot of users do it. <\/p>\n<\/p>\n<p>If you select text and trigger Voice Mode, you can dictate an instant instruction for that specific text. So instead of using a predefined prompt, you can say something like: “Make this shorter and more direct.” That combination, selection + voice instruction, is surprisingly powerful.<\/p>\n<\/p>\n<p>To really feel the magic, you kind of have to try it. That\u2019s usually when it clicks \ud83d\ude42<\/p>\n<p>Happy to dive deeper if you\u2019re curious about any specific part.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 amazing \ud83d\ude4c<br \/>super clean and easy to use \ud83d\ude42<\/p>\n<p>been following your journey on twitter… really excited to see this live \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@heyalizaid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@heyalizaid<\/a> Thank you, Ali. I really appreciate this feedback, and I’m so happy you like it. If you ever have any additional feedback or requests, let me know. \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\">Building \u201cAI inside any app\u201d usually means heavy OS permissions and lots of edge cases\u2014what tradeoffs did you make to keep it seamless while still earning user trust, and where did you draw the line on what the app will never access or do?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Thanks for the question. This was actually one of the core design decisions.<\/p>\n<\/p>\n<p>On macOS, TypeBoost only requires Accessibility permission (and Microphone if you want to use Voice Mode). There\u2019s no background scraping, no passive monitoring.<\/p>\n<\/p>\n<p>The app only reads text you\u2019ve explicitly selected at the moment you trigger it. Nothing else. It doesn\u2019t scan documents, emails, or apps in the background.<\/p>\n<\/p>\n<p>The line I drew very clearly was this:<\/p>\n<\/p>\n<p>TypeBoost does not:<\/p>\n<ul>\n<li>\n<p>Monitor your screen<\/p>\n<\/li>\n<li>\n<p>Read entire documents automatically<\/p>\n<\/li>\n<li>\n<p>Store or analyze text without you triggering it<\/p>\n<\/li>\n<li>\n<p>Access anything without a deliberate action<\/p>\n<\/li>\n<\/ul>\n<p>The tradeoff is intentional: instead of trying to be “magically aware” of everything happening on your system, TypeBoost stays event-based and user-triggered.<\/p>\n<\/p>\n<p>That keeps it predictable, minimal, and fully under your control.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using this tool for a while. One thing I can say. The UI is superior for me. I love the simplicity and ease of use. That’s it. All I need in a good tool.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kavolis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kavolis<\/a> Thank you, Jorkinas, this makes me genuinely happy to hear! Yeah, a clean, minimal, but powerful UI has always been one of my top priorities! If you ever have any feedback or need help with anything, let me know! \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\">Congratulations on your launch \ud83e\udd1d @bennyqp<br \/>\nBut for teams, is there a way to share prompt toolkits (e.g. brand voice packs) across members?<br \/>\nThis would be sooo nice for founders and operators who live in email, Notion, Slack, etc.<br \/>\nI\u2019m a content strategist, so if you\u2019re planning to position Typeboost beyond PH, I\u2019d be curious how you\u2019re framing it as a productivity tool.<\/div>\n<div class=\"comment-actions\">\n<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\/@george_esther\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@george_esther<\/a> Thank you, Esther!<\/p>\n<\/p>\n<p>Shared prompt actions for teams are really awesome. Right now, the main focus, however, is on individual users, but that’s something I would love to add soon. I heard from so many teams that keeping brand voice consistent across everyone is a big challenge. This is such a great use case for TypeBoost.<\/p>\n<p>Yeah, I definitely want to position it in the market, so let’s stay in touch \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>Great stuff. I am interested in trying this over the next weeks and see my prompting efficiency increasing. But one question: are follow-up prompts possible? Or is a user limited to the prior saved prompts to execute? thanks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexander_herten\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexander_herten<\/a> Awesome, happy to hear that! Check it out and let me know what you think \ud83d\ude42<\/p>\n<\/p>\n<p>You’re not limited to saved prompts at all. You can always give instructions on the go (via voice or text), which is great for one-off tasks. As for follow-up prompts, you can do them, but the conversation history isn’t carried over yet, so each one starts fresh. That’s definitely something I’m adding soon though!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “apply custom AI actions directly to selected text” is exactly what’s missing from most AI writing tools. I’m constantly copy-pasting between Claude and my editor when writing docs or blog posts. Quick question \u2014 does it support custom shortcuts for specific prompts (e.g., \u2318+Shift+E for “explain technical concept simply”)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dronidev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dronidev<\/a> I’m happy you like the idea! Yes, it exactly makes things like this faster, easier, and your workflow more efficient.<\/p>\n<\/p>\n<p>Currently, there are just two shortcuts (Text Mode & Voice Mode). The process of selecting a prompt is really fast.<\/p>\n<\/p>\n<p>But of course, I could put custom shortcuts for specific prompts on the roadmap for the future \ud83d\ude42 Would that be something you’re interested in?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The no-context-switch angle here is genuinely useful \u2014 how many times do you write something, open a new tab, wait for a response, then try to remember where you were. What does the ‘learning over time’ feature look like in practice? Style adaptation based on your edits, or more explicit prompt memory?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 Benny, TypeBoost sounds like a thoughtful take on bringing AI directly into the workflow instead of bouncing between tools. Love the focus on customization and granular edits without breaking focus. Feels like something power users will really appreciate. Great work getting this out 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Voice Mode is interesting. Like it’s more than Voice to Text right, you instantly apply a prompt to this? Sounds powerful. But I also think just plain transcription like Wispr etc. makes most sense a lot of the time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Benedikt, <\/p>\n<p>Tried the app out today , really cool – i just wish it also had transcription like wispr flow<\/p>\n<p>both the editing and transcription today will really increase the stickness of the product <\/p>\n<p>Congrats on the launch! \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> Thanks Arush, appreciate your words! Actually it has transcription like Wispr Flow \ud83d\ude42 You can craft your own prompts defining what should happen to your voice input in voice mode. You can totally create an action for plain transcription that removes filler words, etc.<\/p>\n<\/p>\n<p>If you need any help, let me know anytime \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>Time to get rid of pains on writing elegantly! Btw, how does it differ from those generic embedded AI writing helper in gmail 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Yeah! The main difference is that you have full control over the model, system prompt, chat history, etc. So you can fully control how the AI should behave, whereas Gmail (etc.) just decides for you, or you have limited control.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! looks really 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@khashayar_mansourizadeh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khashayar_mansourizadeh1<\/a> Thanks, Khashayar! Feel free to try it and let me know what you think! Really curious 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\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XKCATMIWNDDKPW\" class=\"app-title\">Grok 4.2<\/a><\/p>\n<div class=\"one-liner\">Four AI agents debate internally to build your answer<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">247<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Grok 4.2\u901a\u8fc7\u5185\u7f6e\u56db\u4e2a\u5404\u53f8\u5176\u804c\u7684AI\u667a\u80fd\u4f53\u8fdb\u884c\u5185\u90e8\u8fa9\u8bba\u4e0e\u4ea4\u53c9\u9a8c\u8bc1\uff0c\u5728\u5e94\u5bf9\u590d\u6742\u3001\u5f00\u653e\u7684\u5de5\u7a0b\u4e0e\u521b\u610f\u95ee\u9898\u65f6\uff0c\u663e\u8457\u964d\u4f4e\u4e86AI\u5e7b\u89c9\u7387\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u66f4\u53ef\u9760\u3001\u6df1\u523b\u7684\u7b54\u6848\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0451be10-62ef-41ff-8e41-8c53a4835ea6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3af6cf4a-019d-4b0e-a92b-df8b92232832.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b9482b25-6952-490a-b093-e1d9fcadf183.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84ca0ceb-2183-4990-8360-aeda362f387e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7df9bdc4-70a4-4854-846d-c1501e01b0fc.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\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u591a\u667a\u80fd\u4f53AI<\/span><br \/>\n <span class=\"tag\">\u5185\u90e8\u8fa9\u8bba<\/span><br \/>\n <span class=\"tag\">\u4e8b\u5b9e\u6838\u67e5<\/span><br \/>\n <span class=\"tag\">\u964d\u4f4e\u5e7b\u89c9<\/span><br \/>\n <span class=\"tag\">\u63a8\u7406\u8fc7\u7a0b\u900f\u660e<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u590d\u6742\u95ee\u9898\u6c42\u89e3<\/span><br \/>\n <span class=\"tag\">\u534f\u4f5cAI\u7cfb\u7edf<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8bc4\u4ef7\u5176\u67b6\u6784\u521b\u65b0\u6027\u4e0e\u601d\u7ef4\u8fc7\u7a0b\u7684\u53ef\u89c6\u5316\uff0c\u8ba4\u4e3a\u5176\u901a\u8fc7\u591a\u667a\u80fd\u4f53\u5206\u5de5\u534f\u4f5c\u4e0e\u5185\u90e8\u8fa9\u8bba\uff0c\u5728\u590d\u6742\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u6781\u4f4e\u7684\u5e7b\u89c9\u7387\u3002\u53e6\u6709\u7528\u6237\u8be2\u95ee\u5176\u5728\u5904\u7406\u6a21\u7cca\u8bed\u97f3\u8f93\u5165\u7b49\u8fb9\u7f18\u573a\u666f\u7684\u5e94\u7528\u6f5c\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Grok 4.2\u6240\u6807\u699c\u7684\u201c\u591a\u667a\u80fd\u4f53\u8fa9\u8bba\u201d\u67b6\u6784\uff0c\u4e0e\u5176\u8bf4\u662f\u6280\u672f\u98de\u8dc3\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5bf9AI\u201c\u9ed1\u7bb1\u201d\u95ee\u9898\u7684\u7cbe\u5de7\u5de5\u7a0b\u5b66\u56de\u5e94\u3002\u5b83\u5c06\u5355\u4e00\u6a21\u578b\u7684\u63a8\u7406\u8fc7\u7a0b\u620f\u5267\u5316\u5730\u5916\u663e\u4e3a\u56db\u4e2a\u89d2\u8272\uff08\u534f\u8c03\u8005\u3001\u7814\u7a76\u5458\u3001\u903b\u8f91\u8005\u3001\u521b\u610f\u8005\uff09\u7684\u8fa9\u8bba\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u521b\u9020\u4e86\u65b0\u667a\u80fd\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u5957\u5185\u751f\u7684\u201c\u5236\u8861\u4e0e\u5ba1\u8ba1\u201d\u673a\u5236\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u79cd\u8bbe\u8ba1\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u7528\u7ed3\u6784\u590d\u6742\u6027\u6362\u53d6\u7ed3\u679c\u53ef\u9760\u6027\u3002\u901a\u8fc7\u5f3a\u5236\u6027\u7684\u5185\u90e8\u4ea4\u53c9\u9a8c\u8bc1\uff0c\u5c06\u4e8b\u5b9e\u6838\u67e5\u3001\u903b\u8f91\u4e25\u5bc6\u5ea6\u548c\u521b\u610f\u53d1\u6563\u4ece\u201c\u4e8b\u540e\u8865\u6551\u201d\u53d8\u4e3a\u201c\u4e8b\u4e2d\u6d41\u7a0b\u201d\uff0c\u8fd9\u76f4\u63a5\u7784\u51c6\u4e86\u5f53\u524d\u5927\u6a21\u578b\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u201c\u4e00\u672c\u6b63\u7ecf\u80e1\u8bf4\u516b\u9053\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002\u7136\u800c\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u8ba1\u7b97\u8d44\u6e90\u7684\u518d\u5206\u914d\u4e0e\u6548\u7387\u59a5\u534f\u2014\u2014\u7528\u66f4\u9ad8\u7684\u8ba1\u7b97\u6210\u672c\uff08\u56db\u4e2a\u4e13\u5bb6\u534f\u540c\uff09\u6765\u6362\u53d6\u66f4\u4f4e\u7684\u9519\u8bef\u7387\u3002\u5176\u5ba3\u79f0\u7684\u201c\u6bcf\u5468\u5feb\u901f\u5b66\u4e60\u201d\u4e5f\u6697\u793a\u4e86\u6a21\u578b\u5c1a\u672a\u6536\u655b\uff0c\u5f53\u524d\u7684\u4f4e\u5e7b\u89c9\u7387\u8868\u73b0\uff0c\u7a76\u7adf\u6e90\u4e8e\u67b6\u6784\u4f18\u52bf\uff0c\u8fd8\u662f\u6e90\u4e8e\u5bf9\u7279\u5b9a\u6d4b\u8bd5\u96c6\u7684\u8fc7\u62df\u5408\uff0c\u4ecd\u9700\u65f6\u95f4\u68c0\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u5bf9\u201c\u89c2\u770b\u8fa9\u8bba\u8fc7\u7a0b\u201d\u7684\u5174\u594b\uff0c\u63ed\u793a\u4e86\u5e02\u573a\u5bf9AI\u53ef\u89e3\u91ca\u6027\u7684\u5f3a\u70c8\u6e34\u671b\u3002Grok 4.2\u5c06\u53ef\u89e3\u91ca\u6027\u5305\u88c5\u6210\u4e86\u4e00\u573a\u53ef\u4f9b\u89c2\u6469\u7684\u201c\u620f\u5267\u201d\uff0c\u8fd9\u65e0\u7591\u662f\u51fa\u8272\u7684\u4ea7\u54c1\u5316\u601d\u7ef4\u3002\u4f46\u9700\u8b66\u60d5\uff0c\u8fd9\u79cd\u89d2\u8272\u5316\u7684\u53d9\u4e8b\u53ef\u80fd\u7b80\u5316\u751a\u81f3\u8bef\u5bfc\u4eba\u4eec\u5bf9\u5e95\u5c42\u771f\u6b63\u534f\u4f5c\u673a\u5236\u7684\u7406\u89e3\u3002\u5b83\u662f\u5426\u53ea\u662f\u5bf9\u5355\u4e00\u6a21\u578b\u4e0d\u540c\u601d\u7ef4\u94fe\u7684\u62df\u4eba\u5316\u5305\u88c5\uff1f\u5176\u201c\u8fa9\u8bba\u201d\u89c4\u5219\u662f\u9884\u8bbe\u7684\u56fa\u5b9a\u6d41\u7a0b\uff0c\u8fd8\u662f\u5177\u5907\u52a8\u6001\u6f14\u8fdb\u80fd\u529b\uff1f\u8fd9\u4e9b\u95ee\u9898\u51b3\u5b9a\u4e86\u5b83\u662f\u8fc8\u5411\u201c\u96c6\u4f53\u667a\u80fd\u201d\u7684\u575a\u5b9e\u4e00\u6b65\uff0c\u8fd8\u662f\u4e00\u4e2a\u9ad8\u7ea7\u7684\u4ea4\u4e92\u5671\u5934\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cGrok 4.2\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u63d0\u4f9b\u4e86\u4e00\u6761\u89e3\u51b3AI\u53ef\u4fe1\u5ea6\u95ee\u9898\u7684\u5dee\u5f02\u5316\u8def\u5f84\uff1a\u4e0d\u7eaf\u7cb9\u8ffd\u6c42\u6a21\u578b\u7684\u201c\u66f4\u5927\u66f4\u5168\u80fd\u201d\uff0c\u800c\u662f\u8ffd\u6c42\u7cfb\u7edf\u7684\u201c\u66f4\u7a33\u66f4\u53ef\u4fe1\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u8fd9\u79cd\u591a\u667a\u80fd\u4f53\u67b6\u6784\u5e26\u6765\u7684\u51c6\u786e\u6027\u63d0\u5347\uff0c\u80fd\u5426\u6301\u7eed\u62b5\u6d88\u5176\u5fc5\u7136\u589e\u52a0\u7684\u5ef6\u8fdf\u4e0e\u6210\u672c\uff0c\u5e76\u5728\u771f\u5b9e\u4e16\u754c\u7684\u5f00\u653e\u57df\u6311\u6218\u4e2d\u7ecf\u53d7\u4f4f\u8003\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Grok 4.2<\/span>\n <\/div>\n<div class=\"comment-content\">Grok 4.2 is a native multi agent system where four specialized heads share the same context. They run parallel reasoning and debate internally to cross check facts before answering. It also features a rapid learning loop that improves every week.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>There are so many new models dropping lately, but 4.2 is one of the very few that instantly feels genuinely innovative. Haven’t experienced this kind of raw fascination in a while.<\/p>\n<p>The coolest part is being able to audit the thought process and actually watch the four agents battle it out before giving you an answer.<\/p>\n<p>I’d say the structural shift is what makes this special. Instead of a single monolithic brain, you are querying a <strong>native team<\/strong>. You have:<\/p>\n<ul>\n<li>\n<p><strong>Grok (Grok Leader)<\/strong> coordinating everything<\/p>\n<\/li>\n<li>\n<p><strong>Harper (Agent 1)<\/strong> pulling real-time research & fact-checking<\/p>\n<\/li>\n<li>\n<p><strong>Benjamin (Agent 2)<\/strong> pushing heavy logic, math, and code verification<\/p>\n<\/li>\n<li>\n<p><strong>Lucas (Agent 3)<\/strong> injecting creative angles and out-of-the-box ideas<\/p>\n<\/li>\n<\/ul>\n<p>They debate and peer-review internally, which is why the hallucination rate on complex engineering tasks is insanely low right now. The architecture also supports rapid learning, meaning the weights aren’t static after launch. We are getting weekly improvements based on user feedback.<\/p>\n<p>And according to <a href=\"https:\/\/x.com\/elonmusk\/status\/2023836036896555294\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Elon<\/a>:<\/p>\n<blockquote>\n<p>“Grok 4.2 will be about an order of magnitude smarter and faster than Grok 4 when the public beta concludes next month.”<\/p>\n<\/blockquote>\n<p>If you want to see this internal debate dynamic in action, open your <a href=\"https:\/\/grok.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Grok<\/a>, manually select 4.2 in the menu and throw your hardest open-ended problem at it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Oh yeah, new stuff to test \ud83e\udd24<\/p>\n<\/p>\n<p>Curious here! Have you seen use cases where users prompt Grok 4.2 to “debate” ambiguous voice inputs (e.g., rambling feedback or mixed-language dictation) and arrive at cleaner, more accurate outputs? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/T5ECNG22KFGPV5\" class=\"app-title\">Shepherd<\/a><\/p>\n<div class=\"one-liner\">Focus & Productivity Time Tracker<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">237<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u81ea\u52a8\u8ffd\u8e2a\u6d4f\u89c8\u5668\u4f7f\u7528\u65f6\u95f4\u3001\u667a\u80fd\u5206\u7c7b\u7f51\u7ad9\u5e76\u8f85\u4ee5\u517b\u7f8a\u6e38\u620f\u5316\u6fc0\u52b1\u7684\u514d\u8d39Chrome\u63d2\u4ef6\uff0c\u4e3a\u9700\u8981\u65e0\u611f\u6d1e\u5bdf\u6570\u5b57\u5de5\u4f5c\u4e60\u60ef\u7684\u7528\u6237\u63d0\u4f9b\u4e86\u76f4\u89c2\u7684\u4e13\u6ce8\u529b\u7ba1\u7406\u65b9\u6848\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9d0d163d-1f50-49f1-b91e-57c206358d0f.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\/c9e0e476-184e-41cf-af4a-e8303b4609e4.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\/3881bdea-9f58-4edf-8b77-1605deae2c22.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\/3326e2a8-4f6c-4072-b5ce-6aeed4959ca5.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\/88c1eef4-2a55-4d78-ab69-9b3a2be53fc6.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/04987f0a-ecb1-4223-86f0-47708554ae74.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/OxR8W_uUGdQ\"><source src=\"https:\/\/youtu.be\/OxR8W_uUGdQ\" 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\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Data Visualization<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65f6\u95f4\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\u529b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u559c\u7231\u6e38\u620f\u5316\u8bbe\u8ba1\uff08\u517b\u7f8a\uff09\u548c\u7b80\u6d01UI\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u6570\u636e\u9690\u79c1\u4e0e\u672c\u5730\u5b58\u50a8\u7684\u786e\u8ba4\u3001\u652f\u6301Firefox\u7b49\u5176\u4ed6\u6d4f\u89c8\u5668\u3001\u5f00\u53d1\u79fb\u52a8\u7aef\u3001\u96c6\u6210\u5bfc\u51fa\u81f3\u5065\u5eb7\/\u65e5\u5386\/Notion\u7b49\u7b2c\u4e09\u65b9\u5de5\u5177\u3001\u4ee5\u53ca\u957f\u671f\u6570\u636e\u53ef\u89c6\u5316\uff08\u5982\u201c\u519c\u573a\u201d\u5386\u53f2\u89c6\u56fe\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 Shepherd\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u5176\u65f6\u95f4\u8ffd\u8e2a\u6280\u672f\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u7528\u6781\u4f4e\u7684\u8ba4\u77e5\u4e0e\u64cd\u4f5c\u6210\u672c\uff0c\u7834\u89e3\u4e00\u4e2a\u7ecf\u5178\u96be\u9898\uff1a\u5982\u4f55\u8ba9\u7528\u6237\u8bda\u5b9e\u5730\u9762\u5bf9\u5e76\u4e3b\u52a8\u6539\u5584\u81ea\u5df1\u7684\u6570\u5b57\u884c\u4e3a\u4e60\u60ef\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u6784\u5efa\u4e86\u4e00\u4e2a\u4e09\u5c42\u53cd\u9988\u4f53\u7cfb\u3002\u5e95\u5c42\u662f**\u65e0\u611f\u5168\u81ea\u52a8\u8ffd\u8e2a**\uff0c\u6d88\u9664\u4e86\u624b\u52a8\u8bb0\u5f55\u7684\u53cd\u4eba\u6027\u6469\u64e6\uff0c\u8fd9\u662f\u83b7\u53d6\u771f\u5b9e\u6570\u636e\u7684\u524d\u63d0\u3002\u4e2d\u5c42\u662f**\u57fa\u4e8eLLM\u7684\u4e0a\u4e0b\u6587\u667a\u80fd\u5206\u7c7b**\uff0c\u5b83\u5c1d\u8bd5\u7406\u89e3\u201c\u5b66\u4e60\u578bYouTube\u201d\u4e0e\u201c\u5a31\u4e50\u578bYouTube\u201d\u7684\u533a\u522b\uff0c\u8fd9\u6bd4\u7c97\u66b4\u7684\u7f51\u7ad9\u9ed1\u540d\u5355\u66f4\u5408\u7406\uff0c\u4f46\u4e5f\u662f\u5176\u6700\u5927\u98ce\u9669\u70b9\u2014\u2014\u5206\u7c7b\u7684\u51c6\u786e\u6027\u4e0e\u201c\u5ba1\u5224\u611f\u201d\u7684\u8fb9\u754c\u9700\u8981\u6301\u7eed\u5fae\u8c03\u3002\u6700\u4e0a\u5c42\u662f**\u5177\u8c61\u5316\u7684\u6e38\u620f\u5316\u53cd\u9988\uff08\u517b\u7f8a\uff09**\uff0c\u5c06\u62bd\u8c61\u7684\u201c\u751f\u4ea7\u529b\u6570\u636e\u201d\u8f6c\u5316\u4e3a\u6709\u60c5\u611f\u8054\u7ed3\u7684\u865a\u62df\u751f\u547d\u4f53\u72b6\u6001\u3002\u8fd9\u79cd\u8bbe\u8ba1\u7684\u9ad8\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u7528\u201c\u7167\u987e\u751f\u7075\u201d\u7684\u79ef\u6781\u5fc3\u7406\u6697\u793a\uff0c\u66ff\u4ee3\u4e86\u4f20\u7edf\u751f\u4ea7\u529b\u5de5\u5177\u51b0\u51b7\u7684\u6570\u5b57\u8c34\u8d23\u6216\u8bf4\u6559\uff0c\u5c06\u8d1f\u7f6a\u611f\u8f6c\u5316\u4e3a\u8d23\u4efb\u611f\u4e0e\u8da3\u5473\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u4e5f\u663e\u800c\u6613\u89c1\u3002\u9996\u5148\uff0c\u5176\u4ef7\u503c\u4e25\u91cd\u4f9d\u8d56**\u5355\u70b9\u573a\u666f\uff08\u684c\u9762\u6d4f\u89c8\u5668\uff09**\uff0c\u73b0\u4ee3\u4eba\u7684\u6ce8\u610f\u529b\u5206\u6563\u662f\u8de8\u8bbe\u5907\u7684\uff08\u624b\u673a\u3001\u5e73\u677f\uff09\uff0c\u4ec5\u4f18\u5316\u6d4f\u89c8\u5668\u884c\u4e3a\u72b9\u5982\u6cbb\u7406\u5b64\u5c9b\u3002\u5176\u6b21\uff0c**\u957f\u671f\u6fc0\u52b1\u7684\u53ef\u6301\u7eed\u6027\u5b58\u7591**\u3002\u5f53\u517b\u7f8a\u7684\u65b0\u9c9c\u611f\u892a\u53bb\uff0c\u7528\u6237\u662f\u5426\u8fd8\u4f1a\u5173\u5fc3\uff1f\u8bc4\u8bba\u4e2d\u201c\u519c\u573a\u201d\u5386\u53f2\u89c6\u56fe\u7684\u5efa\u8bae\uff0c\u6b63\u662f\u7528\u6237\u5bf9\u957f\u671f\u4ef7\u503c\u4e0e\u6210\u5c31\u7cfb\u7edf\u7684\u6f5c\u5728\u9700\u6c42\u3002\u6700\u540e\uff0c\u4f5c\u4e3a\u514d\u8d39\u5de5\u5177\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u672a\u6765\u53d1\u5c55\u8def\u5f84\u5c1a\u4e0d\u660e\u786e\u3002\u9690\u79c1\u627f\u8bfa\uff08\u5b8c\u5168\u672c\u5730\u5316\u3001\u96f6\u6570\u636e\u4fdd\u7559\uff09\u56fa\u7136\u662f\u5f3a\u5927\u5356\u70b9\uff0c\u4f46\u4e5f\u53ef\u80fd\u9650\u5236\u5176\u5f00\u53d1\u9ad8\u7ea7\u534f\u540c\u6216\u6df1\u5ea6\u5206\u6790\u529f\u80fd\u7684\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cShepherd\u662f\u4e00\u6b3e\u5728\u7ec6\u5206\u75db\u70b9\uff08\u6d4f\u89c8\u5668\u5185\u4e13\u6ce8\u529b\uff09\u4e0a\u8bbe\u8ba1\u7cbe\u5de7\u7684\u201c\u6700\u5c0f\u5316\u53ef\u7231\u4ea7\u54c1\u201d\u3002\u5b83\u6210\u529f\u5730\u5c06\u884c\u4e3a\u7ecf\u6d4e\u5b66\u4e0e\u8f7b\u91cf\u7ea7\u6e38\u620f\u5316\u7ed3\u5408\uff0c\u63d0\u4f9b\u4e86\u6109\u60a6\u7684\u521d\u59cb\u4f53\u9a8c\u3002\u4f46\u8981\u771f\u6b63\u6539\u53d8\u7528\u6237\u4e60\u60ef\uff0c\u5b83\u9700\u8981\u4ece\u201c\u53ef\u7231\u7684\u73a9\u5177\u201d\u8fdb\u5316\u6210\u201c\u53ef\u4fe1\u8d56\u7684\u7cfb\u7edf\u201d\uff0c\u8fd9\u610f\u5473\u7740\u66f4\u5b8c\u6574\u7684\u8de8\u8bbe\u5907\u8986\u76d6\u3001\u66f4\u806a\u660e\u7684\u6570\u636e\u6d1e\u5bdf\u4ee5\u53ca\u80fd\u7ef4\u7cfb\u957f\u671f\u6295\u5165\u7684\u6fc0\u52b1\u95ed\u73af\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Shepherd<\/span>\n <\/div>\n<div class=\"comment-content\">Free Chrome extension that auto-tracks your focus, labels sites as productive or not, and grows a sheep based on how you spend your time. It\u2019s effortless, private, and a little too honest about your browser habits.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I’m Yang, one of the makers behind Shepherd \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m also Co-Founder of Composite (<a href=\"http:\/\/composite.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">composite.com<\/a>), and Shepherd came from wanting to understand where my time was actually going in the browser, instead of just feeling guilty about procrastinating.<\/p>\n<\/p>\n<p><strong>Why we built this<\/strong><\/p>\n<\/p>\n<p>I used to end every week with the same uneasy feeling: I was busy, but what did I actually do? My days are long as a founder, and I couldn’t tell you where any of my time went. I tried pomodoro timers, but they couldn’t account for longer work sessions. And manual time tracking felt like another exhausting errand to remember.<\/p>\n<\/p>\n<p>My problem wasn’t discipline, it was the lack of visibility and granular insights into how I was actually spending my time online.<\/p>\n<\/p>\n<p>So I built Shepherd! The name (and the sheep) are a little homage to where I’m from. I grew up in New Zealand, a 10-minute drive from sheep farms, so it felt right to bring a bit of home into the product \ud83c\uddf3\ud83c\uddff<\/p>\n<\/p>\n<p>I got our team at Composite hooked on it, then my friends from Stanford started using it too. Turns out everyone had the same blind spot.<\/p>\n<\/p>\n<p><strong>What makes Shepherd different<\/strong><\/p>\n<\/p>\n<p>Shepherd quietly runs in the background and tracks how you spend your day in Chrome. No manual input, no start\/stop buttons, no friction, super lightweight, and completely passive.<\/p>\n<\/p>\n<p>\ud83d\udc11 Simple layout \u2013 Your browsing is categorized as productive or distracting in real time. One panel shows you exactly where your day is going, right now.<\/p>\n<\/p>\n<p>\ud83d\udc11 Live tracking \u2013 We visualize when you’re typically distracted throughout the day, and give you a weekly health score. You can stop bad trends before they snowball, or double down on what’s working.<\/p>\n<\/p>\n<p>\ud83d\udc11 Grow your sheep \u2013 This is the fun part! Every day, you get a new sheep that grows based on how you spend your time. Stay focused in long sessions and your pasture flourishes, and your sheep grows up healthy and strong. Get distracted too much and your sheep might get a little dirty. Or sick. It’s weirdly motivating to keep a virtual sheep healthy.<\/p>\n<\/p>\n<p><strong>Who it’s for<\/strong><\/p>\n<\/p>\n<p>Busy professionals, founders, students, really anyone who wants to understand their habits without adding another chore to their day.<\/p>\n<\/p>\n<p>I’ve been using it daily while building Composite and it’s genuinely changed how I structure my work. My team has started getting competitive about their sheep, which was not the intended outcome but I’m not complaining \ud83d\ude04<\/p>\n<\/p>\n<p><strong>Shepherd\u2019s completely free and takes less than 30 seconds to set up.<\/strong> It’s a lightweight Chrome extension, with no accounts or onboarding flows to sit through. I’d love your feedback! Check it out at <a href=\"http:\/\/shepherdtime.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">shepherdtime.com<\/a> \ud83d\udc11<\/p>\n<\/p>\n<p>What’s your biggest struggle with staying focused during the day? Would love to hear from you in the comments!<\/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\/@yangfanyun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yangfanyun<\/a> A few folks have asked me about the sheep mechanic so I figured I’d explain how it works – it’s really dead simple:<\/p>\n<\/p>\n<p>Every day you get a new sheep. The longer you spend in the browser, the bigger the sheep gets. The higher the proportion of time is spent on productive sites, the healthier it looks. If you’re all over the place bouncing between tabs and distracting sites, your sheep starts looking rough – dirty, sick, a little gross. By the end of the day you can look at your sheep and immediately know how long you were browsing for, and how productive it was. \ud83d\ude04<\/p>\n<\/p>\n<p>If you’ve already installed it, drop a screenshot of your sheep in the comments. I’d love to see how they’re doing! \ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yangfanyun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yangfanyun<\/a> The sheep mechanic is clever. Have you seen users respond more to the gamification, the visibility, or the weekly health score? Which actually changes behavior long-term?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 everyone, I\u2019m Varun, also on the Composite team that built Shepherd!<\/p>\n<\/p>\n<p>We originally built this for ourselves. Once we started using it internally and seeing what it surfaced, it was obvious other people might want the same visibility.<\/p>\n<\/p>\n<p>The core idea is simple. No setup, no configuration, no productivity theater. Install it and it passively shows you where your time actually goes.<\/p>\n<\/p>\n<p>Also, designing the sheep states was unexpectedly fun. Watching them change based on your behavior makes the feedback loop feel a lot more real.<\/p>\n<\/p>\n<p>Would love for you to try it and tell us what you think.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The gamification with the growing sheep is genius \u2014 way more motivating than a boring time chart. “Anti-brainrot extension” made me laugh. Sometimes you need a little guilt from a virtual sheep to close that 47th tab.<\/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\/@giammbo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giammbo<\/a> Thank you for the feedback Gianmarco!! Excited for you to continue using Shepherd \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone! I’m Charlie, also one of the makers behind Shepherd \ud83d\udc4b<\/p>\n<\/p>\n<p>Since we had so much fun building and using this tool internally, we thought that some of you may love it as well!<\/p>\n<\/p>\n<p>Designing the different sheep stages was one of the most fun parts of the build, watching them evolve from cute lambs to full grown sheep. Would love for you all to give it a try and let us know what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>That’s so cute!!<\/p>\n<\/p>\n<p>sers can probably tweak what counts as productive (e.g., Notion good, Twitter bad for some), but how private is the data really? Does it stay fully local\/on-device, or is there any cloud sync for cross-browser insights? <\/p>\n<\/p>\n<p>Also, do you have integrations or requests for it to play nicer with other productivity tools (like auto-logging focus blocks to calendars, or exporting sheep stats to Notion\/ClickUp)? <\/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\/@cathcorm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathcorm<\/a> Thanks so much Catherine! The sheep appreciate it \ud83d\ude04<\/p>\n<\/p>\n<p>Great questions. We take data security and privacy really seriously. Shepherd wholly utilizes local storage on your device. For the categorization, we use an LLM to classify sites (so we can differentiate between productive uses of, say, YouTube, from unproductive), but we have zero-data retention (ZDR) policies with all our LLM subvendors, so nothing gets stored on their end either.<\/p>\n<\/p>\n<p>There’s no cloud sync between browsers or profiles right now, and that’s by design for privacy and security reasons.<\/p>\n<\/p>\n<p>As for integrations, we don’t have calendar syncing or exporting to Notion\/ClickUp yet, but both are on the roadmap! In terms of prioritization, would love to know which one you’d want first \ud83d\udc11<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I’m Tim, also a fellow maker behind Shepherd! \ud83d\udc11<\/p>\n<p>Shepherd is such an easy extension to just keep in the background as I go about my working day. I’ll admit, when I first started using it, I was a little humbled by how often I got sidetracked. But once I could actually see my habits laid out, I started making real changes. Now there’s nothing more satisfying than ending the day with a fully-grown, pristine sheep! \ud83d\udcaa<\/p>\n<p>My favorite part whenever I check in has to be the daily sheep fact. It’s just a nice touch that adds a bit of personality to the experience. Didn’t know I needed those in my life, but here we are. \ud83d\ude02<\/p>\n<p>I’ll be around for a bit to answer any questions. Would love for you all to try out Shepherd!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love the idea. Is it only tracking my computer, or my phone as well?<br \/>Would love to add the data to my Whoop & Apple Health stats 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\/@peterbuch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterbuch<\/a> Thanks Peter! Currently we\u2019re only tracking your desktop browser. I\u2019m curious – would it be helpful to create an export functionality which allows you to upload more easily to Whoop or Apple Health? <\/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\">love the idea! can i install it on firefox as well or is it only available on chrome?<\/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\/@nourhan_abdallah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nourhan_abdallah<\/a> Currently only available on Chrome!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 Shepherd to Product Hunt \ud83c\udf89<\/p>\n<\/p>\n<p>I really like the user interface and the concept of growing a sheep, great concept to gamify productivity! It’s adorable too. <\/p>\n<\/p>\n<p>Would be cool if you could see each sheep from each day in a farm like tab almost like a streak to see how well you’ve been doing over the week \/ month \/ year. <\/p>\n<\/p>\n<p>Hope more people find this useful. \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@minhajulll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@minhajulll<\/a> Thank you Mj! Really glad you like the UI and the sheep concept \u2764\ufe0f<\/p>\n<p>The farm\/streak idea is awesome actually. We’ve been thinking about something similar where you can look back at your pasture over time, seeing them all interact with each other, and see how your flock has been doing. Definitely on our radar now. Thanks for the suggestion!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The productive vs distracting labeling is where these tools either click or feel judgmental\/wrong. How did you design the categorization system so it\u2019s both accurate and customizable\u2014and what\u2019s your philosophy when a site is \u201ccontext-dependent\u201d (e.g., YouTube for learning vs procrastination)?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question! Shepherd categorizes every website you visit as either productive or distracting using an LLM model. The site’s URL and page title are big indicators which we send to a smart classifier that understands context. So YouTube watching a coding tutorial counts as productive, but YouTube watching cat videos doesn’t. If the confidence is low, we have a second layer of categorization that is much more deterministic.<\/p>\n<p>Very rarely, we may get a website wrong. Feel free to let us know so we can adjust <a href=\"https:\/\/shepherdtime.com\/website-override\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">here<\/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<\/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\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RBXYOCNADRB6R7\" class=\"app-title\">Replit Animated Videos<\/a><\/p>\n<div class=\"one-liner\">AI-Powered Motion Graphics <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">164<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u6210\u5728Replit\u5f00\u53d1\u73af\u5883\u4e2d\u7684AI\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u5373\u53ef\u5feb\u901f\u751f\u6210\u3001\u8fed\u4ee3\u5e76\u5bfc\u51fa\u7a0b\u5e8f\u5316\u52a8\u753b\u89c6\u9891\uff0c\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u3001\u521d\u521b\u56e2\u961f\u548c\u8425\u9500\u4eba\u5458\u89e3\u51b3\u4e86\u4e13\u4e1a\u89c6\u9891\u5236\u4f5c\u6210\u672c\u9ad8\u3001\u95e8\u69db\u9ad8\u3001\u6d41\u7a0b\u5272\u88c2\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/917883fc-daf4-47b5-93a3-8e8c7b978b3f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/75c5c9a0-c4a4-4ee9-8b72-bf505672cede.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\/866ee84c-1b93-41bc-8d53-95c3dc661fe1.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\/22f0d6c4-3110-4906-947c-f686afbd10fc.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/f8b441f9-c362-4309-9444-63db16d65223.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=bh6iwkT9CtY\"><source src=\"https:\/\/www.youtube.com\/watch?v=bh6iwkT9CtY\" 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\">Design Tools<\/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\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7a0b\u5e8f\u5316\u52a8\u753b<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u89c6\u9891\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">React\u52a8\u753b<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">Replit\u751f\u6001<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u80af\u5b9a\u5176\u4ece\u5f00\u53d1\u5de5\u4f5c\u6d41\u4e2d\u76f4\u63a5\u521b\u5efa\u4e13\u4e1a\u52a8\u753b\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\u5728\u4e8e\uff1aAI\u5de5\u5177\u662f\u8d4b\u80fd\u89c6\u9891\u7f16\u8f91\u8005\u63d0\u5347\u6548\u7387\uff0c\u800c\u975e\u5b8c\u5168\u53d6\u4ee3\uff1b\u5176\u7a0b\u5e8f\u5316\u3001\u53ef\u8fed\u4ee3\u7684\u7279\u6027\u4e0e\u751f\u6210\u5f0fAI\u89c6\u9891\u6709\u672c\u8d28\u533a\u522b\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 Replit Animated Videos\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u53c8\u4e00\u4e2a\u201c\u7528AI\u505a\u89c6\u9891\u201d\u7684\u73a9\u5177\u3002\u5b83\u7cbe\u51c6\u5730\u5207\u5165\u4e86\u4e00\u4e2a\u88abRunway\u3001Sora\u7b49\u201c\u597d\u83b1\u575e\u5f0f\u201dAI\u89c6\u9891\u5de5\u5177\u6240\u5ffd\u89c6\u7684\u5229\u57fa\u5e02\u573a\uff1a\u7ed3\u6784\u5316\u3001\u53ef\u91cd\u590d\u3001\u54c1\u724c\u4e00\u81f4\u6027\u7684\u7a0b\u5e8f\u5316\u52a8\u6001\u56fe\u5f62\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u751f\u6210\u201d\uff0c\u800c\u5728\u4e8e\u201c\u53ef\u63a7\u7684\u6784\u5efa\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u89c6\u9891\u521b\u4f5c\u62bd\u8c61\u4e3a\u4e00\u79cd\u53ef\u5bf9\u8bdd\u3001\u53ef\u8fed\u4ee3\u7684\u201c\u4ee3\u7801\u201d\u903b\u8f91\uff0c\u8fd9\u4e0e\u5176\u690d\u6839\u7684\u5f00\u53d1\u8005\u5e73\u53f0\u57fa\u56e0\u4e00\u8109\u76f8\u627f\u3002\u5b83\u89e3\u51b3\u7684\u75db\u70b9\u5f02\u5e38\u5177\u4f53\uff1a\u521d\u521b\u56e2\u961f\u5728\u53d1\u5e03\u4ea7\u54c1\u3001\u66f4\u65b0\u91cc\u7a0b\u7891\u65f6\uff0c\u9762\u4e34\u7684\u662f\u201c\u4e13\u4e1a\u89c6\u9891\u5236\u4f5c\u6602\u8d35\u7e41\u7410\u201d\u4e0e\u201c\u73b0\u6709AI\u89c6\u9891\u5de5\u5177\u8f93\u51fa\u968f\u673a\u3001\u98ce\u683c\u4e0d\u7b26\u201d\u4e4b\u95f4\u7684\u5c34\u5c2c\u771f\u7a7a\u3002\u901a\u8fc7\u57fa\u4e8eReact\u7ec4\u4ef6\u548c\u52a8\u753b\u5e93\u751f\u6210\u89c6\u9891\uff0c\u5b83\u4fdd\u8bc1\u4e86\u8f93\u51fa\u7684\u5e72\u51c0\u3001\u6a21\u5757\u5316\u548c\u53ef\u8c03\u6027\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u201c\u52a8\u6001\u56fe\u5f62\u5373\u670d\u52a1\u201d\u7684\u4f4e\u4ee3\u7801\u5b9e\u73b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u7280\u5229\u4e4b\u5904\u4e5f\u4f34\u968f\u7740\u660e\u663e\u7684\u8fb9\u754c\u3002\u5b83\u5e76\u975e\u901a\u7528\u89c6\u9891\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u662f\u9ad8\u5ea6\u670d\u52a1\u4e8e\u4e92\u8054\u7f51\u4ea7\u54c1\u3001\u79d1\u6280\u516c\u53f8\u7684\u201c\u8bf4\u660e\u4e66\u201d\u548c\u201c\u5e7f\u544a\u724c\u201d\u5236\u4f5c\u3002\u8bc4\u8bba\u4e2d\u201c\u89c6\u9891\u7f16\u8f91\u4e0d\u4f1a\u5931\u4e1a\u201d\u7684\u89c2\u70b9\u70b9\u51fa\u4e86\u5173\u952e\uff1a\u5b83\u8d4b\u80fd\u7684\u662f\u201c\u6709\u660e\u786e\u89c6\u89c9\u6846\u67b6\u548c\u8fed\u4ee3\u9700\u6c42\uff0c\u4f46\u7f3a\u4e4f\u6267\u884c\u8d44\u6e90\u201d\u7684\u6784\u5efa\u8005\uff0c\u800c\u975e\u66ff\u4ee3\u521b\u610f\u53d1\u60f3\u4e0e\u590d\u6742\u53d9\u4e8b\u3002\u5b83\u7684\u5929\u82b1\u677f\uff0c\u5c31\u662f\u7a0b\u5e8f\u5316\u52a8\u753b\u7684\u5929\u82b1\u677f\u2014\u2014\u9ad8\u5ea6\u6709\u6548\uff0c\u4f46\u98ce\u683c\u548c\u60c5\u611f\u8868\u8fbe\u4e0a\u5b58\u5728\u6a21\u677f\u5316\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0c\u6b64\u4e3e\u662fReplit\u5c06\u5f00\u53d1\u73af\u5883\u4ece\u201c\u4ee3\u7801\u7f16\u5199\u573a\u6240\u201d\u6df1\u5316\u4e3a\u201c\u5168\u6808\u4ea7\u54c1\u53d1\u5e03\u4e2d\u5fc3\u201d\u7684\u5173\u952e\u843d\u5b50\u3002\u5f53\u6784\u5efa\u8005\u53ef\u4ee5\u5728\u540c\u4e00\u5e73\u53f0\u5185\u5b8c\u6210\u4ece\u7f16\u7801\u3001\u90e8\u7f72\u5230\u5236\u4f5c\u53d1\u5e03\u5ba3\u4f20\u89c6\u9891\u7684\u5168\u6d41\u7a0b\u65f6\uff0c\u5176\u751f\u6001\u7c98\u6027\u548c\u4ef7\u503c\u4e3b\u5f20\u5c06\u5f97\u5230\u8d28\u7684\u63d0\u5347\u3002\u8fd9\u6b65\u68cb\uff0c\u770b\u4f3c\u5c0f\u5de7\uff0c\u5b9e\u5219\u6df1\u8fdc\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\">Replit Animated Videos<\/span>\n <\/div>\n<div class=\"comment-content\">Generate professional animated videos from everyday language prompts. No expensive agencies or editing skills needed. Built on React with smooth transitions, text overlays, and AI imagery. Export as MP4 or share instantly.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this launch from the team at Replit! \ud83d\ude42<\/p>\n<\/p>\n<p>Animated Videos is a new feature inside Replit Agent that lets you create professional motion graphics just by describing what you want in plain English.<\/p>\n<\/p>\n<p><strong>What is it?<\/strong><\/p>\n<p>Replit Animated Videos allows you to generate programmatic, React-based motion graphics through conversation. You describe the video… a product launch, explainer, brand promo… and the Agent builds it for you. You can iterate via chat and export it as an MP4 in 720p or 1080p.<\/p>\n<\/p>\n<p><strong>Who is it for?<\/strong><\/p>\n<ul>\n<li>\n<p>Indie Hackers launching new products<\/p>\n<\/li>\n<li>\n<p>Startup founders announcing features or fundraising milestones<\/p>\n<\/li>\n<li>\n<p>Marketers creating social content<\/p>\n<\/li>\n<li>\n<p>Developers who want polished visuals without learning video tools<\/p>\n<\/li>\n<li>\n<p>Agencies looking to speed up creative production<\/p>\n<\/li>\n<\/ul>\n<p><strong>The problem <\/strong><br \/>Creating launch videos is painful:<\/p>\n<ul>\n<li>\n<p>Editing tools are complex (and time-consuming to learn)<\/p>\n<\/li>\n<li>\n<p>Hiring a video agency is expensive<\/p>\n<\/li>\n<li>\n<p>AI video tools often generate \u201ccinematic clips\u201d but not structured explainer motion graphics<\/p>\n<\/li>\n<li>\n<p>Iteration is slow and disconnected from your product workflow<\/p>\n<\/li>\n<\/ul>\n<p><strong>The solution<\/strong><br \/>Replit turns video creation into a conversational, iterative workflow:<\/p>\n<ul>\n<li>\n<p>Type a prompt \u2192 get a working animated video<\/p>\n<\/li>\n<li>\n<p>Refine it via chat (\u201cmake transitions smoother\u201d, \u201cadd a logo reveal\u201d)<\/p>\n<\/li>\n<li>\n<p>Export server-side as an MP4<\/p>\n<\/li>\n<\/ul>\n<p>It\u2019s video creation that feels like coding with an AI pair programmer.<\/p>\n<\/p>\n<p><strong>Why it\u2019s different<\/strong><\/p>\n<p>This isn\u2019t AI-generated cinematic footage like <a href=\"https:\/\/www.producthunt.com\/products\/runwayml\" target=\"_blank\" rel=\"noopener\">@RunwayML<\/a> or <a href=\"https:\/\/www.producthunt.com\/products\/sora-by-openai\" target=\"_blank\" rel=\"noopener\">@Sora by OpenAI<\/a>. It\u2019s programmatic animation built with React and animation libraries, meaning:<\/p>\n<ul>\n<li>\n<p>Clean, structured motion graphics<\/p>\n<\/li>\n<li>\n<p>Text overlays, smooth transitions, UI-style animations<\/p>\n<\/li>\n<li>\n<p>Repeatable, controllable outputs<\/p>\n<\/li>\n<li>\n<p>Built directly inside your dev workflow<\/p>\n<\/li>\n<\/ul>\n<p>It\u2019s closer to \u201cdesigning with code\u201d than generating random AI clips.<\/p>\n<\/p>\n<p><strong>Key Features<\/strong><\/p>\n<ul>\n<li>\n<p>Prompt-based video creation<\/p>\n<\/li>\n<li>\n<p>Iterative refinement via chat<\/p>\n<\/li>\n<li>\n<p>Text overlays + transitions + AI-generated images<\/p>\n<\/li>\n<li>\n<p>720p \/ 1080p export (30fps \/ 60fps)<\/p>\n<\/li>\n<li>\n<p>Server-side rendering<\/p>\n<\/li>\n<li>\n<p>Auto-play preview<\/p>\n<\/li>\n<li>\n<p>Available even on the free tier<\/p>\n<\/li>\n<\/ul>\n<p><strong>Use Cases<\/strong><\/p>\n<ul>\n<li>\n<p>Product Hunt launch videos<\/p>\n<\/li>\n<li>\n<p>Feature announcements<\/p>\n<\/li>\n<li>\n<p>Explainer videos (30\u201360 seconds)<\/p>\n<\/li>\n<li>\n<p>Landing page hero animations<\/p>\n<\/li>\n<li>\n<p>Social media motion graphics<\/p>\n<\/li>\n<li>\n<p>Investor milestone updates<\/p>\n<\/li>\n<\/ul>\n<p><strong>The benefits <\/strong><\/p>\n<p>Faster launches.<\/p>\n<p>Unlimited iterations.<\/p>\n<p>Lower production cost. <br \/>Now builders who want to ship storytelling as fast as they ship code.<\/p>\n<p>And it lives inside the same environment where you\u2019re already building your app.<\/p>\n<\/p>\n<p><strong>Over to you!<\/strong><\/p>\n<p>How do you build your launch videos? Are you going to use Replit for it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Those animations are pretty useful. I think that video editors will not lose their jobs, because founders will not have time to “babysit” AI to create something, just video editors will do this but possibly will make output faster. <\/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<\/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\/L7EWGZJKVV22H7\" class=\"app-title\">OpenHunt<\/a><\/p>\n<div class=\"one-liner\">AI-native launch layer for the post-algorithm internet<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">141<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OpenHunt\u662f\u4e00\u4e2aAI\u539f\u751f\u7684\u4ea7\u54c1\u53d1\u73b0\u5e73\u53f0\uff0c\u901a\u8fc7\u8ba9AI\u4ee3\u7406\u5148\u4e8e\u4eba\u7fa4\u5bf9\u63d0\u4ea4\u7684\u4ea7\u54c1\u8fdb\u884c\u591a\u7ef4\u5ea6\u7ed3\u6784\u5316\u5206\u6790\uff0c\u65e8\u5728\u89e3\u51b3\u540e\u7b97\u6cd5\u65f6\u4ee3\u4f18\u8d28\u4ea7\u54c1\u56e0\u7f3a\u4e4f\u521d\u59cb\u5173\u6ce8\u548c\u516c\u5e73\u66dd\u5149\u800c\u201c\u6084\u7136\u6d88\u4ea1\u201d\u7684\u53d1\u5e03\u4e0e\u5206\u53d1\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/817eecb2-4daa-49e4-bbe5-4668bf7732de.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e2528e77-eb71-4af8-a7ec-3452c8fac53e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5a48f9a4-4cfa-472d-991a-5a52c900595a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ea7\u54c1\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u53bb\u4e2d\u5fc3\u5316\u5206\u53d1<\/span><br \/>\n <span class=\"tag\">\u540e\u7b97\u6cd5\u4e92\u8054\u7f51<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u516c\u5e73\u542f\u52a8<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\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\u53cd\u9988\u96c6\u4e2d\u4e8e\u51e0\u70b9\uff1a\u80af\u5b9a\u6838\u5fc3\u7406\u5ff5\uff1b\u62c5\u5fc3AI\u5148\u9a8c\u5206\u6790\u4f1a\u951a\u5b9a\u4eba\u7c7b\u5224\u65ad\uff0c\u5f71\u54cd\u516c\u5e73\uff1b\u8be2\u95eeAI\u8bc4\u4ef7\u7cfb\u7edf\u7684\u9632\u4f5c\u5f0a\u4e0e\u7ea0\u9519\u673a\u5236\uff1b\u5efa\u8bae\u589e\u52a0\u8bc4\u5206\u900f\u660e\u5ea6\u53ca\u201c\u9632\u951a\u5b9a\u201d\u6d4f\u89c8\u6a21\u5f0f\uff1b\u9047\u5230\u6ce8\u518c\u6d41\u7a0b\u7684\u6280\u672f\u9519\u8bef\uff08500\u62a5\u9519\uff09\u53ca\u754c\u9762\u8bed\u8a00\u95ee\u9898\uff08\u4e3b\u8981\u4e3a\u4e2d\u6587\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 OpenHunt\u7684\u91ce\u5fc3\u5728\u4e8e\u98a0\u8986\u4f20\u7edf\u4ea7\u54c1\u53d1\u5e03\u5e73\u53f0\u7684\u6e38\u620f\u89c4\u5219\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u540e\u7b97\u6cd5\u4e92\u8054\u7f51\u201d\u548c\u201cAI\u539f\u751f\u53d1\u73b0\u5c42\u201d\u76f4\u6307\u5f53\u524dProduct Hunt\u7b49\u5e73\u53f0\u7684\u6838\u5fc3\u5f0a\u7aef\uff1a\u5206\u53d1\u4f9d\u8d56\u4e8e\u65e2\u6709\u53d7\u4f17\u89c4\u6a21\u3001\u65f6\u673a\u64cd\u63a7\u548c\u4e92\u8d5e\u5708\u5b50\uff0c\u800c\u975e\u4ea7\u54c1\u771f\u5b9e\u4ef7\u503c\u3002\u5b83\u8bd5\u56fe\u7528\u201cAI\u5148\u5206\u6790\uff0c\u4eba\u7c7b\u540e\u9a8c\u8bc1\u201d\u7684\u6d41\u7a0b\uff0c\u5c06\u53d1\u73b0\u8fc7\u7a0b\u201c\u7a0b\u5e8f\u5316\u201d\uff0c\u4ee5\u5bf9\u6297\u7b97\u6cd5\u64cd\u7eb5\u548c\u5b88\u95e8\u4eba\u6743\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u7eaf\u7cb9\u57fa\u4e8e\u4ef7\u503c\u7684\u53d1\u73b0\u201d\u9762\u4e34\u591a\u91cd\u5c16\u9510\u6311\u6218\u3002\u9996\u5148\uff0c**\u201cAI\u951a\u5b9a\u6548\u5e94\u201d\u98ce\u9669\u5de8\u5927**\u3002\u8bc4\u8bba\u4e2d\u5df2\u654f\u9510\u6307\u51fa\uff0cAI\u751f\u6210\u7684\u7ed3\u6784\u5316\u4fe1\u53f7\uff08\u65e0\u8bba\u662f\u8bc4\u5206\u8fd8\u662f\u6d1e\u5bdf\uff09\u4f1a\u5f3a\u70c8\u5851\u9020\u4eba\u7c7b\u7684\u7b2c\u4e00\u5370\u8c61\u548c\u540e\u7eed\u8ba8\u8bba\u65b9\u5411\uff0c\u8fd9\u53ef\u80fd\u5f62\u6210\u65b0\u7684\u3001\u66f4\u9690\u853d\u7684\u504f\u89c1\uff0c\u800c\u975e\u6d88\u9664\u504f\u89c1\u3002\u5982\u679cAI\u6a21\u578b\u672c\u8eab\u5b58\u5728\u76f2\u70b9\u6216\u503e\u5411\uff0c\u4f1a\u7cfb\u7edf\u6027\u57cb\u6ca1\u7279\u5b9a\u7c7b\u578b\u7684\u4ea7\u54c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c**\u5c06\u201c\u4ef7\u503c\u201d\u8bc4\u4f30\u7a0b\u5e8f\u5316\u672c\u8eab\u662f\u4e00\u4e2a\u54f2\u5b66\u4e0e\u6280\u672f\u9677\u9631**\u3002AI\u4ee3\u7406\u7684\u201c\u591a\u7ef4\u5ea6\u5206\u6790\u201d\u4f9d\u636e\u4f55\u79cd\u6807\u51c6\uff1f\u8fd9\u4e9b\u6807\u51c6\u7531\u8c01\u8bbe\u5b9a\uff1f\u5982\u4f55\u9632\u6b62\u5f00\u53d1\u8005\u901a\u8fc7\u201c\u63d0\u793a\u8bcd\u5de5\u7a0b\u201d\u6216\u9488\u5bf9\u6027SEO\u6765\u201c\u6e38\u620f\u201dAI\u8bc4\u4f30\u7cfb\u7edf\uff1f\u8fd9\u65e0\u975e\u662f\u7528\u4e00\u5957\u9ed1\u76d2\u7b97\u6cd5\u66ff\u4ee3\u53e6\u4e00\u5957\uff0c\u4e14\u53ef\u80fd\u56e0\u5ba3\u79f0\u7684\u201c\u5ba2\u89c2\u6027\u201d\u800c\u66f4\u5177\u8bef\u5bfc\u6027\u3002\u5e73\u53f0\u5fc5\u987b\u6781\u5ea6\u900f\u660e\u5730\u516c\u5f00\u8bc4\u4f30\u7ef4\u5ea6\u548c\u6743\u91cd\uff0c\u5e76\u5efa\u7acb\u9ad8\u6548\u7684\u7ea0\u9519\u673a\u5236\uff0c\u4f46\u8fd9\u5728\u64cd\u4f5c\u4e0a\u6781\u5176\u590d\u6742\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u4e09\uff0c**\u4ea7\u54c1\u9762\u4e34\u201c\u51b7\u542f\u52a8\u201d\u6096\u8bba**\u3002\u5176\u4ef7\u503c\u4f9d\u8d56\u4e8e\u9ad8\u8d28\u91cf\u7684\u4eba\u7c7b\u793e\u533a\u8fdb\u884c\u6700\u7ec8\u9a8c\u8bc1\uff0c\u4f46\u5728\u521d\u671f\uff0c\u7f3a\u4e4f\u6d41\u91cf\u7684\u5e73\u53f0\u5982\u4f55\u5438\u5f15\u8db3\u591f\u591a\u4e14\u516c\u6b63\u7684\u201c\u9a8c\u8bc1\u8005\u201d\uff1f\u8fd9\u5f88\u53ef\u80fd\u91cd\u56de\u4f9d\u8d56\u65e9\u671f\u7528\u6237\u7f51\u7edc\u7684\u65e7\u8def\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u7528AI\u505a\u51fa\u201c\u66f4\u516c\u5e73\u201d\u7684\u5224\u51b3\uff0c\u800c\u5728\u4e8e\u5176\u4f5c\u4e3a**\u4e00\u4e2a\u53ef\u7f16\u7a0b\u7684\u53d1\u73b0\u57fa\u7840\u8bbe\u65bd**\u7684\u6f5c\u529b\u3002\u5982\u8bc4\u8bba\u6240\u5efa\u8bae\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u5b9a\u5236AI\u4ee3\u7406\u7684\u8bc4\u4f30\u6743\u91cd\uff0c\u751a\u81f3\u5141\u8bb8\u7b2c\u4e09\u65b9\u63a5\u5165\u81ea\u5df1\u7684AI\u4ee3\u7406\u8fdb\u884c\u7ade\u4e89\u6027\u5206\u6790\uff0c\u5c06\u5e73\u53f0\u53d8\u4e3a\u4e00\u4e2a\u8bc4\u4f30\u6a21\u578b\u548c\u53d1\u73b0\u903b\u8f91\u7684\u201c\u8bd5\u9a8c\u573a\u201d\u3002\u8fd9\u4ece\u201c\u53d6\u4ee3\u4e3b\u89c2\u7b97\u6cd5\u201d\u8f6c\u5411\u4e86\u201c\u63d0\u4f9b\u591a\u5143\u5316\u7684\u5206\u6790\u5de5\u5177\u201d\uff0c\u5c06\u5224\u65ad\u6743\u66f4\u5f7b\u5e95\u5730\u4ea4\u8fd8\u7ed9\u4eba\u7c7b\uff0c\u53ef\u80fd\u662f\u4e00\u6761\u66f4\u52a1\u5b9e\u4e14\u66f4\u5177\u98a0\u8986\u6027\u7684\u8def\u5f84\u3002\u76ee\u524d\u6765\u770b\uff0cOpenHunt\u63d0\u51fa\u4e86\u4e00\u4e2a\u7cbe\u51c6\u7684\u75db\u70b9\uff0c\u4f46\u89e3\u51b3\u65b9\u6848\u4ecd\u5904\u4e8e\u5371\u9669\u7684\u7406\u60f3\u5316\u9636\u6bb5\uff0c\u5176\u6210\u529f\u4e0e\u5426\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u59a5\u5584\u5904\u7406AI\u4e0e\u4eba\u7c7b\u5224\u65ad\u95f4\u7684\u6743\u529b\u5e73\u8861\uff0c\u5e76\u6784\u5efa\u8d77\u4e00\u4e2a\u771f\u6b63\u6d3b\u8dc3\u3001\u591a\u6837\u5316\u7684\u9a8c\u8bc1\u8005\u793e\u533a\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\">OpenHunt<\/span>\n <\/div>\n<div class=\"comment-content\">SaaS launch platforms are dead. Attention hacks and upvote circles don\u2019t scale in the AI era. OpenHunt is the AI-native discovery layer for builders. Humans submit products. Autonomous agents analyze them from multiple perspectives, generating structured signal before the crowd arrives. Then humans validate what truly deserves attention. No gatekeepers. No algorithm gaming. Just programmable, merit-driven discovery for the post-algorithm internet.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>We built OpenHunt because we kept seeing great products die quietly.<\/p>\n<p>In the vibe-coding era, building is easy. Distribution isn\u2019t. Launch platforms still reward audience size, timing, and upvote circles more than actual product quality.<\/p>\n<p>So we asked:<br \/>\nWhat if AI evaluates first, and humans validate after?<\/p>\n<p>OpenHunt lets builders submit products that are immediately analyzed by multiple autonomous agents. They generate structured insights before the crowd even shows up. Then the community decides what truly deserves attention.<\/p>\n<p>Our goal isn\u2019t to replace humans.<br \/>\nIt\u2019s to upgrade discovery.<\/p>\n<p>We\u2019d love your honest feedback:<\/p>\n<p>\u2022 Does AI-first evaluation make launch fairer?<br \/>\n\u2022 What would you want agents to analyze?<br \/>\n\u2022 Would you plug your own AI agent into a discovery ecosystem?<\/p>\n<p>We\u2019re building this in public and shipping fast.<br \/>\nExcited to hear what you think \ud83e\udd9e<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@openhunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@openhunt<\/a> What great products do you wish had a bigger spotlight here on PH?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@openhunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@openhunt<\/a> \uc815\ub9d0 \ud765\ubbf8\ub86d\uace0 \uc720\uc6a9\ud55c \uc11c\ube44\uc2a4 \uc785\ub2c8\ub2e4. \uc218\uace0 \ub9ce\uc73c\uc168\uc2b5\ub2c8\ub2e4.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! One concern \u2014 if AI generates “structured insights” before humans see the product, doesn’t that anchor the conversation? The first impression matters, and if the AI says “this solves X problem poorly,” humans might not give it a fair shot even if it’s solving a different problem 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>signed up but the content seems to be in Chinese<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It would be great if I could set my language and then see content in it. I can’t read most of this:<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/95e70f33-470a-43ad-9382-40d0078d23bd.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When an AI score\/review is the first filter, what are the hard rules you use to keep it credible (e.g., resistance to prompt\/SEO gaming, penalizing hype, handling missing data), and how will you audit or correct the system when it gets things wrong?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 \u2014 this is a strong thesis for the AI-era distribution problem.<\/p>\n<\/p>\n<p>One thing I\u2019d love to see for GTM teams: transparent scoring controls so builders can tune *how* agent evaluation works (e.g., weighting for clarity, ICP fit, differentiation, proof signals).<\/p>\n<\/p>\n<p>Also curious if you plan to add an anti-anchoring mode where human voters can choose to hide agent analysis on first view, then reveal it after their initial impression. That could preserve fairness while still keeping the structured signal advantage.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great idea, I’ve tried to register my product; but it’s crashing on save of page 2, getting a 500 error…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/LAAN76VEFMD2NL\" class=\"app-title\">YAP<\/a><\/p>\n<div class=\"one-liner\">YAP teaches you to speak a language, not tap it.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">124<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>YAP\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u8bed\u8a00\u5b66\u4e60\u5e94\u7528\uff0c\u901a\u8fc7\u5f3a\u5236\u7528\u6237\u4ece\u7b2c\u4e00\u8bfe\u5f00\u59cb\u5b9e\u65f6\u5f00\u53e3\u8bf4\u8bdd\u5e76\u8fdb\u884c\u97f3\u7d20\u7ea7\u53d1\u97f3\u7ea0\u6b63\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u8bed\u8a00\u5e94\u7528\u201c\u53ea\u4f1a\u70b9\u51fb\u3001\u4e0d\u4f1a\u5bf9\u8bdd\u201d\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u65e8\u5728\u5e2e\u52a9\u7528\u6237\u5728\u771f\u5b9e\u5bf9\u8bdd\u573a\u666f\u4e2d\u771f\u6b63\u638c\u63e1\u8bed\u8a00\u80fd\u529b\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/6ec73943-c0ec-4d20-af0c-799582b6e437.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/cR4HFPhXCo4?feature=share\"><source src=\"https:\/\/youtube.com\/shorts\/cR4HFPhXCo4?feature=share\" 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\/26c4b002-1e09-41d0-a302-bbf1f21facdf.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\/f3045619-dc14-461c-9546-38264dacd854.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1cb75ab1-d0a7-4ade-a319-240e04255c4f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/326891af-465b-4079-a5bb-02ff588504c2.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\">Education<\/span><br \/>\n <span class=\"tag\">Languages<\/span><br \/>\n <span class=\"tag\">Career<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u8a00\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">AI\u53e3\u8bed\u6559\u7ec3<\/span><br \/>\n <span class=\"tag\">\u53d1\u97f3\u7ea0\u6b63<\/span><br \/>\n <span class=\"tag\">\u533a\u5757\u94fe\u51ed\u8bc1<\/span><br \/>\n <span class=\"tag\">\u6c89\u6d78\u5f0f\u7ec3\u4e60<\/span><br \/>\n <span class=\"tag\">CEFR\u8bfe\u7a0b<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u4e3b\u52a8\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">Web3\u6559\u80b2<\/span><br \/>\n <span class=\"tag\">\u66ff\u4ee3Duolingo<\/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\u4f20\u7edf\u5e94\u7528\u201c\u65e0\u6cd5\u5f00\u53e3\u201d\u7684\u75db\u70b9\uff0c\u5bf9\u201c\u4ece\u7b2c\u4e00\u5929\u5c31\u8bf4\u201d\u7684\u7406\u5ff5\u8868\u793a\u671f\u5f85\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\uff1a\u533a\u5757\u94fe\u51ed\u8bc1\u7684\u5177\u4f53\u6570\u636e\u3001\u9632\u4f5c\u5f0a\u673a\u5236\u53ca\u5b9e\u7528\u4ef7\u503c\uff1b\u652f\u6301\u8bed\u8a00\u7684\u6269\u5c55\u8ba1\u5212\uff08\u5982\u5fb7\u8bed\uff09\uff1b\u4ee3\u5e01\u7684\u5b9e\u9645\u6548\u7528\u3002\u521b\u59cb\u4eba\u8be6\u7ec6\u56de\u5e94\u4e86\u51ed\u8bc1\u7684\u9690\u79c1\u8bbe\u8ba1\u3001\u96c7\u4e3b\u9a8c\u8bc1\u573a\u666f\u53caAI\u8bc4\u4f30\u7684\u9632\u4f2a\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n YAP\u7684\u98a0\u8986\u6027\u4e0d\u5728\u4e8e\u201cAI\u8f85\u5bfc\u201d\u6216\u201c\u533a\u5757\u94fe\u51ed\u8bc1\u201d\u8fd9\u4e9b\u6e10\u8d8b\u6cdb\u6ee5\u7684\u6807\u7b7e\uff0c\u800c\u5728\u4e8e\u5b83\u7528\u4e00\u79cd\u8fd1\u4e4e\u504f\u6267\u7684\u4ea7\u54c1\u8bbe\u8ba1\uff0c\u5f3a\u884c\u77eb\u6b63\u4e86\u6570\u5b57\u65f6\u4ee3\u8bed\u8a00\u5b66\u4e60\u7684\u5f02\u5316\u72b6\u6001\u2014\u2014\u5c06\u5b66\u4e60\u4ece\u5c4f\u5e55\u4e0a\u7684\u7b26\u53f7\u70b9\u51fb\uff0c\u62c9\u56de\u4eba\u7c7b\u6700\u539f\u59cb\u7684\u4ea4\u6d41\u672c\u8d28\uff1a\u5f00\u53e3\u8bf4\u8bdd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u9996\u5148\u4f53\u73b0\u5728\u5bf9\u201c\u5b66\u4e60\u6709\u6548\u6027\u201d\u7684\u91cd\u65b0\u5b9a\u4e49\u3002\u5b83\u6233\u7a7f\u4e86\u884c\u4e1a\u7687\u5e1d\u7684\u65b0\u8863\uff1a\u957f\u8fbe\u6570\u767e\u5929\u7684\u8fde\u7eed\u6253\u5361\u4e0e\u771f\u5b9e\u7684\u8bed\u8a00\u80fd\u529b\u4e4b\u95f4\u53ef\u4ee5\u6beb\u65e0\u5173\u7cfb\u3002YAP\u5c06\u201c\u5f00\u53e3\u201d\u8bbe\u4e3a\u552f\u4e00\u901a\u5173\u8def\u5f84\uff0c\u8fd9\u4e0d\u4ec5\u662f\u529f\u80fd\u5dee\u5f02\uff0c\u66f4\u662f\u54f2\u5b66\u5c42\u9762\u7684\u5012\u7f6e\u2014\u2014\u5b83\u627f\u8ba4\u8bed\u8a00\u662f\u808c\u8089\u8bb0\u5fc6\u548c\u793e\u4ea4\u884c\u4e3a\uff0c\u800c\u975e\u77e5\u8bc6\u56e4\u79ef\u3002\u9ad8\u8fbe43%\u7684\u6708\u7559\u5b58\uff08\u81ea\u79f0\u884c\u4e1a\u5e73\u5747\u768424\u500d\uff09\u521d\u6b65\u9a8c\u8bc1\u4e86\u8fd9\u4e00\u5047\u8bbe\uff1a\u5373\u65f6\u7684\u3001\u5177\u8eab\u7684\u6b63\u53cd\u9988\uff08\u611f\u89c9\u81ea\u5df1\u5728\u53d8\u597d\uff09\u6bd4\u4efb\u4f55\u6e38\u620f\u5316\u5fbd\u7ae0\u90fd\u66f4\u5177\u7c98\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u5176\u201c\u94fe\u4e0a\u5b66\u4e60\u8bc1\u660e\u201d\u7684\u91ce\u5fc3\u8fdc\u975e\u201c\u6570\u5b57\u5956\u7ae0\u201d\u3002\u5b83\u8bd5\u56fe\u5c06\u6a21\u7cca\u7684\u201c\u8bed\u8a00\u80fd\u529b\u201d\u8f6c\u5316\u4e3a\u53ef\u9a8c\u8bc1\u3001\u53ef\u643a\u5e26\u7684\u4fe1\u7528\u8d44\u4ea7\u3002\u5173\u952e\u5728\u4e8e\u5176\u8bc4\u4f30\u5c42\uff1a\u901a\u8fc7AI\u5206\u6790\u8fde\u7eed\u8bed\u97f3\u6d41\uff0c\u800c\u975e\u79bb\u6563\u7684\u70b9\u51fb\u9009\u62e9\uff0c\u4ece\u6e90\u5934\u4e0a\u675c\u7edd\u4e86\u201c\u5237\u9898\u5f0f\u4f5c\u5f0a\u201d\u3002\u8fd9\u4e3a\u96c7\u4e3b\u3001\u79fb\u6c11\u673a\u6784\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6f5c\u5728\u7684\u53ef\u4fe1\u4fe1\u53f7\uff0c\u5176\u6311\u6218\u5728\u4e8e\u5982\u4f55\u5efa\u7acb\u8de8\u6587\u5316\u7684\u53d1\u97f3\u8bc4\u4f30\u6807\u51c6\uff0c\u4ee5\u53ca\u8ba9\u5916\u754c\u666e\u904d\u8ba4\u53ef\u8fd9\u4e00\u8bc4\u4f30\u4f53\u7cfb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u6df1\u5c42\u62f7\u95ee\uff1a\u5176\u4e00\uff0c\u201c\u5f3a\u5236\u5f00\u53e3\u201d\u5728\u964d\u4f4e\u521d\u671f\u5fc3\u7406\u95e8\u69db\u7684\u540c\u65f6\uff0c\u662f\u5426\u4f1a\u5bf9\u8bed\u6cd5\u548c\u8bcd\u6c47\u7684\u7cfb\u7edf\u6027\u8f93\u5165\u4e0d\u8db3\uff1f\u5176\u201c\u5634\u5df4\u9886\u5148\uff0c\u5927\u8111\u8ddf\u4e0a\u201d\u7684\u7406\u5ff5\u9002\u7528\u4e8e\u751f\u5b58\u53e3\u8bed\uff0c\u4f46\u5bf9\u4e8e\u9700\u8981\u590d\u6742\u7cbe\u786e\u8868\u8fbe\u7684\u9ad8\u7ea7\u9636\u6bb5\u662f\u5426\u4f9d\u7136\u6709\u6548\uff1f\u5176\u4e8c\uff0c\u94fe\u4e0a\u51ed\u8bc1\u7684\u4ef7\u503c\u5b8c\u5168\u4f9d\u8d56\u4e8eYAP\u81ea\u8eab\u8bc4\u4f30\u4f53\u7cfb\u7684\u516c\u4fe1\u529b\uff0c\u8fd9\u5f62\u6210\u4e86\u4e00\u4e2a\u4e2d\u5fc3\u5316\u6096\u8bba\uff1a\u4e00\u4e2a\u53bb\u4e2d\u5fc3\u5316\u51ed\u8bc1\u7684\u4fe1\u4efb\uff0c\u5374\u6e90\u4e8e\u4e00\u5bb6\u521d\u521b\u516c\u53f8\u7684AI\u6a21\u578b\u3002\u5982\u4f55\u5efa\u7acb\u72ec\u7acb\u5ba1\u8ba1\u6216\u6807\u51c6\u5316\u8ba4\u8bc1\uff0c\u5c06\u662f\u5176\u51ed\u8bc1\u80fd\u5426\u8d70\u51fa\u5c0f\u4f17\u5708\u5c42\u7684\u751f\u6b7b\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n YAP\u66f4\u50cf\u4e00\u573a\u6fc0\u8fdb\u7684\u6559\u80b2\u5b9e\u9a8c\u3002\u5b83\u7528\u6280\u672f\u624b\u6bb5\u89e3\u51b3\u4e86\u4e00\u4e2a\u672c\u8d28\u4e0a\u662f\u4eba\u6027\u4e0e\u52a8\u673a\u7684\u95ee\u9898\u2014\u2014\u4e0d\u662f\u4eba\u4eec\u4e0d\u4f1a\u8bf4\uff0c\u800c\u662f\u6ca1\u6709\u88ab\u6070\u5f53\u7684\u73af\u5883\u201c\u903c\u7740\u53bb\u8bf4\u201d\u3002\u5b83\u7684\u6210\u8d25\uff0c\u5c06\u68c0\u9a8c\u5728\u6570\u5b57\u4e16\u754c\u91cc\uff0c\u6211\u4eec\u7a76\u7adf\u662f\u9700\u8981\u66f4\u7cbe\u81f4\u7684\u865a\u62df\u6559\u5ba4\uff0c\u8fd8\u662f\u4e00\u4e2a\u6c38\u4e0d\u75b2\u5026\u7684\u3001\u903c\u4f60\u5f00\u53e3\u7684\u5bf9\u8bdd\u5e7d\u7075\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\">YAP<\/span>\n <\/div>\n<div class=\"comment-content\">Language apps have a dirty secret: they teach you to tap, not talk. After 300+ days on Duolingo, most users still can’t hold a conversation. YAP is built around speaking from day one. You talk, our AI listens, and gives real-time feedback on your pronunciation. Every lesson you complete is verified onchain as a Proof of Language Learning credential. Just actual speaking practice. Give us an early test as we continue to improve our product! Love, YAP<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone, Christian here, CEO and Co-Founder of YAP.<\/p>\n<p>I want to tell you why I built this. The real reason.<\/p>\n<p>When my mother was dying, I couldn’t talk to her.<\/p>\n<p>I grew up speaking Cantonese and Spanish. When my family immigrated to the United States, I lost most of both. That’s what happens. You stop using a language and it leaves you, quietly, over years, until one day you reach for it and it’s not there.<\/p>\n<p>I took courses throughout my life. I thought I was keeping up. I wasn’t.<\/p>\n<p>In her last moments, I had my phone out trying to look up the words I needed to say to my own mother. I couldn’t tell her what she meant to me. Not in her language. Not in words that came from me. I could say the basics in Cantonese: I love you, I’m so thankful, I’ll miss you. And that was it.<\/p>\n<p>Having your phone between you and your dying mother, searching for the words that should already be yours, is a kind of humiliation I can’t really describe.<\/p>\n<p>After she passed, I had to process two things at once. Her death, and my own failure to speak. That was the tipping point.<\/p>\n<p>I ran 200+ user interviews. The same story showed up again and again, in less extreme forms. People had studied for months or years. Downloaded the apps. Hit the streaks. Then they froze in a real conversation. The problem wasn’t motivation. People were motivated. The problem was that no product made them do the one thing that actually matters: open their mouth and speak.<\/p>\n<p>So we built YAP around one idea. You speak from the first lesson. Not after ten levels of flashcards. Not as a bonus feature. Speaking is the product.<\/p>\n<p>Here’s the insight that most language apps get wrong: people don’t need to understand every word or nail the grammar first. They need to speak. And through speaking, everything else follows. Grammar clicks when you hear yourself using it. Vocabulary sticks when you’ve said it out loud in context. The mouth leads. The mind catches up.<\/p>\n<p>Our AI listens to you in real time and breaks down your pronunciation at the phoneme level. It doesn’t just say “try again.” It tells you what your mouth is doing wrong and how to fix it. Then it coaches you through the correction. Less like an app, more like a patient tutor who never gets tired.<\/p>\n<p>We built this across 5 languages (English, Spanish, French, Italian, Portuguese) with a full CEFR-aligned curriculum. There’s real progression from beginner to advanced.<\/p>\n<p>And every lesson you complete gets recorded onchain as a Proof of Language Learning credential. Language ability should be verifiable. Not just a line on a resume, but a real credential backed by data. Your employer, your university, or an immigration office should be able to confirm what you can actually do, not just what course you sat through.<\/p>\n<p>My cofounder Landon joined in the summer of 2025, after we shipped the web beta, and he’s built the technical foundation that makes all of this work, from the AI pipeline to the blockchain integration on Sei.<\/p>\n<p>We’re a small team with 500+ active users. Our 30-day retention is 43%, roughly 24x the industry average for language apps. We think that’s because when people practice speaking, they feel themselves getting better. That feeling is more powerful than any streak badge.<\/p>\n<p>We’re early. There’s a lot to build. But the core thesis is holding up: make people speak from day one and they learn faster and stay longer.<\/p>\n<p>If you’ve ever felt the gap between “studying” a language and actually being able to speak it, that gap is exactly what we’re here to close.<\/p>\n<p>Try YAP. And if someone you love speaks a language you’ve lost, don’t wait.<\/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\">Yap is great. I spent years on Duolingo and it was helpful in a lot of ways, but not in feeling truly comfortable in having a conversation.<\/div>\n<div class=\"comment-actions\">\n<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\">On the onchain credential: what exactly is being recorded (and what is explicitly not), who is the first \u201cverifier\u201d you\u2019re designing for (employers, schools, immigration, etc.), and how will you prevent it from becoming a vanity badge rather than a trusted signal?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> <\/p>\n<p>What’s recorded on-chain: wallet address, user ID, lesson ID, and performance scores. <\/p>\n<p>Not recorded: personal identity, number of attempts, or anything that could be used against a learner. <\/p>\n<\/p>\n<p><strong>Privacy by design.<\/strong><\/p>\n<p>Who’s the first verifier we’re designing for: employers hiring for roles that require demonstrable language fluency, especially in global and remote contexts. Immigration and academia have longer cycles. We’re starting where the pain is most immediate and the hiring manager already has a problem we can solve today.<\/p>\n<\/p>\n<p><strong>On the vanity badge problem: <\/strong>you’re right that a credential is only as trusted as the assessment behind it. The reason proof of language learning (PoLL) won’t become a vanity badge is because you can’t fake speaking. Our evaluation layer uses AI analysis, not tap-based interactions. A learner can’t click their way to a high score the way they can on Duolingo. The credential reflects actual spoken performance, which is what makes it a signal worth trusting.<\/p>\n<\/p>\n<p>We’re early. But the bet is that the hardest part of building a trusted language credential isn’t the blockchain, it’s having an assessment rigorous enough to back it. That’s what we’re building first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>i tried learn spanish on duolingo and got some vocabular, but i can’t speak nor i know grammar. <\/p>\n<\/p>\n<p>will try yap for sure \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sergeypetrov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergeypetrov<\/a> Thanks Sergey! Please try YAP! Looking forward to seeing how 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>Hi Christian, first off congratulations on the launch. I watched your video, its inspiring to see you were able to turn a difficult situation into something positive! I also like the app idea, Ive been there with duolingo. I do have two questions, 1. what languages do you support? 2. Why the addition of on-chain language tokens?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@janschutte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janschutte<\/a> <\/p>\n<\/p>\n<p>Hi Jan! We have 5 language tracks for now: English, French, Italian, Spanish, and Portuguese (BR).<\/p>\n<\/p>\n<p>We added tokens as a way to provide a token of your hard work (pun intended!). We wanted to make the output of your language learning into an asset, and one of the ways to do that is to make it into a digital asset!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a cool thing, I have the same problem \u2013 I cannot remember certain words or retain them, because tapping is very passive. Active using could help. P.S. Looking forward to see German language in the future \ud83d\ude42 That one has a priority for me \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> <\/p>\n<p>German! We will keep that in mind, it’s a language that has been requested a few times!<\/p>\n<\/p>\n<p>Thanks for the comment and the resonating problem with current language learning! Feel free to sign up for our newsletter on <a href=\"https:\/\/goyap.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">goyap.ai<\/a> to hear when new languages are added!<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">i really love the thought behind this as someone that has had a 300+ days streak on duolingo and is yet to be able to have a conversation using that language. will definitely give it a try and congrats on ranking today!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this and the thought behind it. What does the token do? And how can we actually maximize it? Congrats on the launch. <a href=\"https:\/\/www.producthunt.com\/@yapchristian\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"yapchristian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yapchristian<\/a>! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<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\/PETPSQH2ELSJVG\" class=\"app-title\">Seagull<\/a><\/p>\n<div class=\"one-liner\">Real-time translation overlay for all your computer audio.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">120<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Seagull\u662f\u4e00\u6b3e\u7cfb\u7edf\u7ea7\u5b9e\u65f6\u7ffb\u8bd1\u5b57\u5e55\u5de5\u5177\uff0c\u53ef\u5728\u7528\u6237\u89c2\u770b\u65e0\u5b57\u5e55\u5916\u8bed\u89c6\u9891\u6216\u8fdb\u884c\u8de8\u8bed\u8a00\u8bed\u97f3\u901a\u8bdd\u65f6\uff0c\u5b9e\u65f6\u5c06\u7535\u8111\u97f3\u9891\u7ffb\u8bd1\u5e76\u53e0\u52a0\u663e\u793a\uff0c\u89e3\u51b3\u4e86\u591a\u8bed\u8a00\u573a\u666f\u4e0b\u7684\u5185\u5bb9\u7406\u89e3\u969c\u788d\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e7d656e3-6840-4283-9aa3-79a76d38dd94.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f2c5cd35-9278-4b0c-9a53-0667a3126240.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/826bc4f8-5f5f-499b-9ebd-caa0a530df89.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82254569-6fbd-4e28-a86f-e166bf8eaa2b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1048c9fc-4e9e-4e80-8e90-5582e32a58a9.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\/aafdadde-f37b-45fb-b636-89b4cc1063e7.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=3uk2GHLqC8w\"><source src=\"https:\/\/www.youtube.com\/watch?v=3uk2GHLqC8w\" 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\">Audio<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b9e\u65f6\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u5b57\u5e55\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u7ea7\u8986\u76d6<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u65e0\u969c\u788d\u6c9f\u901a<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u97f3\u89c6\u9891\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u7cfb\u7edf\u7ea7\u8986\u76d6\u548c\u6e90\u4e8e\u771f\u5b9e\u9700\u6c42\u7684\u521b\u610f\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5ef6\u8fdf\u8868\u73b0\u3001\u5bf9Zoom\/Discord\u7b49\u901a\u8baf\u8f6f\u4ef6\u7684\u652f\u6301\u3001\u5177\u4f53\u8bed\u8a00\u652f\u6301\uff08\u5982\u745e\u5178\u8bed\uff09\u3001\u4ee5\u53ca\u672a\u6765\u662f\u5426\u52a0\u5165\u7528\u6237\u7ea0\u9519\u53cd\u9988\u673a\u5236\u4ee5\u4f18\u5316\u7ffb\u8bd1\u51c6\u786e\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Seagull\u7684\u91ce\u5fc3\u5e76\u975e\u505a\u4e00\u4e2a\u7b80\u5355\u7684\u7ffb\u8bd1\u63d2\u4ef6\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u64cd\u4f5c\u7cfb\u7edf\u7ea7\u7684\u201c\u542c\u89c9\u8f85\u52a9\u5c42\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u7ffb\u8bd1\u201d\u4ece\u5e94\u7528\u529f\u80fd\u62bd\u79bb\u4e3a\u7cfb\u7edf\u670d\u52a1\uff0c\u5b9e\u73b0\u4e86\u8de8\u5e94\u7528\u3001\u5168\u573a\u666f\u7684\u97f3\u9891\u6587\u672c\u5316\u4e0e\u5b9e\u65f6\u8f6c\u8bd1\u3002\u8fd9\u76f4\u51fb\u4e86\u4f20\u7edf\u5b57\u5e55\uff08\u4eba\u529b\u5236\u4f5c\u6ede\u540e\uff09\u4e0e\u5b9e\u65f6\u5b57\u5e55\uff08\u51c6\u786e\u7387\u4f4e\u4e0b\uff09\u7684\u53cc\u91cd\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u201c\u7cfb\u7edf\u7ea7\u6355\u83b7\u201d\u4e0e\u201c\u5168\u5c40\u8986\u76d6\u201d\uff0c\u8fd9\u4f7f\u5176\u5728\u6e38\u620f\u3001\u5168\u5c4f\u89c6\u9891\u7b49\u4f20\u7edf\u5b57\u5e55\u5de5\u5177\u96be\u4ee5\u4fb5\u5165\u7684\u573a\u666f\u4e2d\u5efa\u7acb\u4e86\u58c1\u5792\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u4e25\u5cfb\uff1a\u9996\u5148\uff0c\u5b9e\u65f6\u97f3\u9891\u6d41\u7ffb\u8bd1\u5b58\u5728\u56fa\u6709\u7684\u5ef6\u8fdf\u4e0e\u51c6\u786e\u7387\u6096\u8bba\uff0c\u5c24\u5176\u5728\u5904\u7406\u4fda\u8bed\u3001\u591a\u8bed\u6df7\u6742\u5185\u5bb9\u65f6\uff0c\u6280\u672f\u5929\u82b1\u677f\u660e\u663e\uff0c\u56e2\u961f\u8ba1\u5212\u5f15\u5165\u201c\u4eba\u5de5\u8bad\u7ec3\u201d\u53cd\u9988\u673a\u5236\u662f\u8fc8\u5411\u6b63\u786e\u7684\u5173\u952e\u4e00\u6b65\u3002\u5176\u6b21\uff0c\u201c\u96f6\u8bbe\u7f6e\u201d\u7684\u8de8\u5e73\u53f0\u4f53\u9a8c\u662f\u5ba3\u4f20\u4eae\u70b9\uff0c\u4f46\u4e5f\u662f\u6280\u672f\u6df1\u6e0a\uff0cWindows\u3001Mac\u3001Linux\u7684\u97f3\u9891\u67b6\u6784\u4e0e\u56fe\u5f62\u53e0\u52a0\u673a\u5236\u8fe5\u5f02\uff0c\u8981\u4fdd\u8bc1\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u7a33\u5b9a\u6027\u7684\u5168\u5c40\u8986\u76d6\uff0c\u5bf9\u5c0f\u578b\u56e2\u961f\u662f\u6301\u7eed\u7684\u5de5\u7a0b\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\uff0c\u4ea7\u54c1\u5de7\u5999\u5730\u6293\u4f4f\u4e86\u53cc\u8bed\u5bb6\u5ead\u3001\u65e0\u969c\u788d\u89c2\u770b\u8fd9\u4e00\u7cbe\u51c6\u5229\u57fa\u5e02\u573a\uff0c\u5e76\u83b7\u5f97\u4e86\u60c5\u611f\u5171\u9e23\u3002\u4f46\u82e5\u8981\u8d70\u5411\u66f4\u5e7f\u6cdb\u7684\u5b9e\u65f6\u6c9f\u901a\u573a\u666f\uff08\u5982Zoom\u3001DiscDiscord\u4f1a\u8bae\uff09\uff0c\u5219\u5fc5\u987b\u76f4\u9762\u901a\u8baf\u573a\u666f\u4e0b\u7684\u8d85\u4f4e\u5ef6\u8fdf\u8981\u6c42\u3001\u591a\u4eba\u8bed\u97f3\u5206\u79bb\u3001\u4ee5\u53ca\u5bf9\u8bdd\u5f0f\u7ffb\u8bd1\u7684\u8bed\u5883\u8fde\u8d2f\u6027\u95ee\u9898\u3002Seagull\u7684\u6210\u8d25\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u201c\u6cdb\u7528\u6027\u201d\u4e0e\u201c\u6838\u5fc3\u573a\u666f\u4f53\u9a8c\u201d\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\uff0c\u5e76\u6301\u7eed\u4f18\u5316\u5176AI\u7ffb\u8bd1\u5f15\u64ce\u5728\u5608\u6742\u771f\u5b9e\u73af\u5883\u4e0b\u7684\u9c81\u68d2\u6027\u3002\u5b83\u4e0d\u6b62\u662f\u4e00\u4e2a\u5de5\u5177\uff0c\u66f4\u662f\u4e00\u4e2a\u5173\u4e8e\u201c\u65e0\u7f1d\u8bed\u8a00\u5c4f\u969c\u6d88\u9664\u201d\u80fd\u5426\u771f\u6b63\u843d\u5730\u7684\u5b9e\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Seagull<\/span>\n <\/div>\n<div class=\"comment-content\">Real-time translation overlay for Mac, Windows, and Linux. Capture audio from any app, see it translated instantly.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83c\udf81 Notice: We’re giving away 50 gift codes for a free weekly plan to the first 50 people who join our Discord! <a href=\"https:\/\/discord.gg\/H4hXRf8jmg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/H4hXRf8jmg<\/a><\/p>\n<p>Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Eduardo, co-creator of Seagull. My wife and I speak different native languages, and sometimes the things we want to watch together simply don’t have proper translations or subtitles.<\/p>\n<p>When consuming content in another language, most people rely on subtitles, which require a human to create, or real-time auto-captions, which are\u2026 well, famously terrible.<\/p>\n<p>Seagull started from a simple question: what if any audio on your computer could be translated in real-time?<\/p>\n<p>So we set out to build the smartest real-time caption system on the market. That’s Seagull!<\/p>\n<p>Come say hello on our Discord (where we also talk about future updates and product development), we’d love to hear from you: <a href=\"https:\/\/discord.gg\/H4hXRf8jmg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/H4hXRf8jmg<\/a><\/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>Great that it works on a system level, congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cohenco\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cohenco<\/a> Thanks for the comment, Cohen!<\/p>\n<\/p>\n<p>It works for all audio input, and it also overlays on top of games and fullscreen video.<\/p>\n<p>Let me know if you want to try it out, and I’ll send you a monthly gift code. \ud83d\udc26<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Eduardo,<\/p>\n<p>did you implement any kind of human feedback? Like if the user would correct something and your system learn about it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@agraciag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agraciag<\/a> We’ve not implemented anything like that as of now, but we have that on our roadmap for this week’s release!<\/p>\n<p>Especially for slang and dialects, it might be hard for the translation system to pick everything up right away. We will add human training.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 very cool. Is Swedish supported?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jenny_karlsson1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jenny_karlsson1<\/a> Hi Jenny, yes, we support Swedish!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 epic, especially for a bilingual household like mine!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dbul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbul<\/a> That’s awesome, Dan! Let me know if you want to test it out with a free monthly plan, I’ll send you a gift code! \ud83d\udc26<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 ‘subtitles for everything’ framing is sharper than ‘translation app’ \u2014 it immediately makes the use case obvious. The interesting edge is latency: real-time translation on streaming audio has a fundamental delay trade-off. What’s the current lag for live content vs pre-recorded? And does it work on system audio from apps like Zoom or Discord?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love that this was born from a real personal need. The bilingual household use case really resonates \u2014 my partner and I deal with this exact problem watching shows together. The fact that it works as a system-level overlay across all apps is what sets it apart from the clunky subtitle tools out 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Real-world adoption lives or dies on audio capture and overlay UX: what\u2019s the hardest environment you optimized for (full-screen video, games, Discord\/Zoom, multi-monitor, etc.), and what product choices did you make to keep it \u201czero setup\u201d across Mac\/Windows\/Linux?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/56J5RVOFUQSP42\" class=\"app-title\">InboxAgents<\/a><\/p>\n<div class=\"one-liner\">Smart, unified inbox for Linkedin, email & social media.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">109<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>InboxAgents\u662f\u4e00\u6b3e\u667a\u80fd\u7edf\u4e00\u6536\u4ef6\u7bb1\uff0c\u901a\u8fc7\u6574\u5408LinkedIn\u3001\u7535\u5b50\u90ae\u4ef6\u548c\u793e\u4ea4\u5a92\u4f53\u7b499\u4e2a\u5e73\u53f0\u7684\u6d88\u606f\uff0c\u5e76\u5229\u7528AI\u8fdb\u884c\u667a\u80fd\u4f18\u5148\u7ea7\u6392\u5e8f\uff0c\u89e3\u51b3\u4e86\u4e13\u4e1a\u4eba\u58eb\u5728\u591a\u5e73\u53f0\u6c9f\u901a\u4e2d\u4fe1\u606f\u8fc7\u8f7d\u3001\u6613\u9519\u8fc7\u91cd\u8981\u6d88\u606f\uff08\u5c24\u5176\u662fLinkedIn\u79c1\u4fe1\uff09\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28fb0f51-f2e5-4e3e-8c7c-73741118e572.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ba22d79-ad73-4cb4-bd9f-0a2612dc3ab6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c765fa93-7fa6-4141-8d25-61d4298bc928.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45253af8-9cb7-46fc-9c07-4f3be5ddabc9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ed1058f-3f2a-46ce-90b1-d1a910546a0c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/407bc8ab-df4d-4716-8ea9-b5e141ff89ff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1d32470-c187-4831-9fd3-f0bb8761776a.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\">Email<\/span><br \/>\n <span class=\"tag\">Messaging<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7edf\u4e00\u6536\u4ef6\u7bb1<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4CRM<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8fc7\u6ee4<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u901a\u4fe1<\/span><br \/>\n <span class=\"tag\">LinkedIn\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u8d4b\u80fd<\/span><br \/>\n <span class=\"tag\">AI\u4f18\u5148\u7ea7<\/span><br \/>\n <span class=\"tag\">\u6536\u4ef6\u7bb1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">B2B\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3LinkedIn\u6536\u4ef6\u7bb1\u4f53\u9a8c\u5dee\u7684\u521d\u8877\uff0c\u5e76\u5bf9\u6574\u54089\u5e73\u53f0\u8868\u793a\u671f\u5f85\u3002\u6838\u5fc3\u53cd\u9988\u805a\u7126\u4e8e\uff1a1. \u667a\u80fd\u8fc7\u6ee4\u7684\u51c6\u786e\u6027\u4e0e\u53ef\u63a7\u6027\uff08\u62c5\u5fc3\u9020\u6210\u66f4\u5927\u6df7\u4e71\uff09\uff1b2. \u6280\u672f\u5c42\u9762\u5982\u4f55\u5e94\u5bf9\u5404\u5e73\u53f0API\u53d8\u52a8\u98ce\u9669\uff1b3. \u4ef7\u503c\u4e3b\u5f20\u5e94\u4ece\u201c\u63d0\u6548\u201d\u8f6c\u5411\u201c\u633d\u56de\u8425\u6536\u635f\u5931\u201d\u4ee5\u5438\u5f15\u9ad8\u7aef\u7528\u6237\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 InboxAgents\u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u75bc\u75db\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u5c06LinkedIn\u8fd9\u4e2a\u4f53\u9a8c\u7cdf\u7cd5\u4f46\u81f3\u5173\u91cd\u8981\u7684\u5546\u52a1\u6c9f\u901a\u67a2\u7ebd\uff0c\u4e0e\u5176\u4ed6\u793e\u4ea4\u3001\u90ae\u4ef6\u6e20\u9053\u6574\u5408\uff0c\u8bd5\u56fe\u7528AI\u91cd\u6784\u4fe1\u606f\u6d41\u4f18\u5148\u7ea7\u3002\u5176\u91ce\u5fc3\u4e0d\u4ec5\u662f\u805a\u5408\uff0c\u66f4\u662f\u610f\u56fe\u6210\u4e3a\u57fa\u4e8e\u7528\u6237\u4e0a\u4e0b\u6587\uff08\u77e5\u8bc6\u56fe\u8c31\u4e0e\u5411\u91cf\u5d4c\u5165\uff09\u7684\u667a\u80fd\u901a\u4fe1\u4e2d\u67a2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u667a\u80fd\u201d\u6070\u6070\u662f\u6700\u5927\u98ce\u9669\u70b9\u3002\u4ea7\u54c1\u521d\u671f\u7b56\u7565\u201c\u5b81\u8bef\u62a5\uff0c\u52ff\u6f0f\u62a5\u201d\u867d\u663e\u8c28\u614e\uff0c\u4f46\u5b9e\u5219\u662f\u5c06\u8bad\u7ec3AI\u6a21\u578b\u7684\u6210\u672c\u548c\u98ce\u9669\uff08\u5373\u9519\u8fc7\u91cd\u8981\u4fe1\u606f\uff09\u90e8\u5206\u8f6c\u5ac1\u7ed9\u4e86\u65e9\u671f\u7528\u6237\u3002\u8fd9\u4e9b\u7528\u6237\u6070\u6070\u662f\u6700\u9700\u8981\u201c\u96f6\u5931\u8bef\u201d\u7684\u9ad8\u610f\u56fe\u521b\u59cb\u4eba\u6216\u9500\u552e\u3002\u8bc4\u8bba\u4e2d\u201c\u6bcf\u4e2a\u9519\u8fc7\u7684DM\u90fd\u662f\u4e00\u7b14\u6d41\u5931\u7684\u4ea4\u6613\u201d\u4e00\u9488\u89c1\u8840\uff0c\u70b9\u51fa\u4e86\u4ea7\u54c1\u4ef7\u503c\u627f\u8bfa\u4e0e\u521d\u671f\u80fd\u529b\u4e4b\u95f4\u53ef\u80fd\u5b58\u5728\u7684\u81f4\u547d\u843d\u5dee\u3002\u7528\u6237\u5bf9\u201c\u53ef\u63a7\u6027\u201d\u548c\u201c\u53ef\u9884\u6d4b\u6027\u201d\u7684\u53cd\u590d\u5f3a\u8c03\uff0c\u4e5f\u66b4\u9732\u51fa\u5bf9\u9ed1\u76d2AI\u7684\u4e0d\u4fe1\u4efb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u770b\uff0c\u8be5\u4ea7\u54c1\u5b9e\u5219\u5728\u6311\u6218\u4e00\u4e2a\u590d\u6742\u7684\u201c\u4e09\u89d2\u96be\u9898\u201d\uff1a\u8981\u5728\u201c\u5e73\u53f0API\u7684\u8106\u5f31\u6027\u201d\u3001\u201cAI\u8fc7\u6ee4\u7684\u51c6\u786e\u6027\u201d\u548c\u201c\u7528\u6237\u5bf9\u5173\u952e\u4fe1\u606f\u96f6\u9057\u6f0f\u7684\u7edd\u5bf9\u8981\u6c42\u201d\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002\u4efb\u4f55\u4e00\u89d2\u7684\u5d29\u584c\u90fd\u4f1a\u5bfc\u81f4\u4ea7\u54c1\u5931\u6548\u3002\u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u6216\u8bb8\u5e76\u975e\u521d\u671f\u6574\u5408\u80fd\u529b\uff0c\u800c\u662f\u968f\u7740\u4f7f\u7528\u6df1\u5ea6\u589e\u52a0\u800c\u4e0d\u65ad\u8fdb\u5316\u7684\u4e2a\u6027\u5316\u77e5\u8bc6\u56fe\u8c31\uff0c\u4ee5\u53ca\u5e94\u5bf9\u5404\u5e73\u53f0API\u9891\u7e41\u53d8\u52a8\u7684\u7a33\u5065\u5de5\u7a0b\u80fd\u529b\u3002\u82e5\u5176\u80fd\u8de8\u8d8a\u65e9\u671f\u4fe1\u4efb\u9e3f\u6c9f\uff0c\u5b83\u53ef\u80fd\u6f14\u53d8\u4e3a\u4e00\u4e2a\u5173\u952e\u7684\u201c\u5546\u52a1\u6c9f\u901a\u60c5\u62a5\u4e2d\u5fc3\u201d\uff0c\u5426\u5219\uff0c\u5b83\u53ea\u4f1a\u662f\u53e6\u4e00\u4e2a\u8ba9\u6536\u4ef6\u7bb1\u53d8\u5f97\u66f4\u590d\u6742\u7684\u201c\u805a\u5408\u5668\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\">InboxAgents<\/span>\n <\/div>\n<div class=\"comment-content\">Replace your Linkedin inbox. Unify it with emails and other social media platforms and chats. Have the smart inbox surface what is important to you. No need to get lost in Linkedin noise just to check inbounds.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’re launching our next MVP iteration with a core focus on replacing the Linkedin inbox because it sucks. This time we integrate 9 platforms with a new priority interface that learns your context & surfaces important matters to your attention.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! The early days of finding those first customers are such a grind. I remember spending what felt like half my week just on manual outreach and follow-ups. It’s a tough bottleneck to break. Having gone through that recently, I’ve got a couple of growth experiments that might help you get initial traction without the manual slog. No strings attached, just happy to share the 1-page plan if you’re interested. Keep up the great work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>InboxAgents caught my attention. Useful direction if it stays reliable in everyday use. I care most about clear control and predictable results.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sergeypetrov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergeypetrov<\/a> control is our focus! are you mainly interested in linkedin or were there other platforms you’d like to use? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>LinkedIn’s inbox is genuinely one of the worst messaging experiences out there. The fact that you’re pulling 9 platforms into one priority view is bold \u2014 the key will be how well the smart filtering works so you don’t just end up with a bigger mess. Curious to try it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@giammbo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giammbo<\/a> yes indeed. the filtering is a challenge until it has sufficient user context, so if we make it too aggressive too early we risk not detecting the importance of something more nuanced. To start with you could say it is a really good spam filter across multiple platforms and of course something that makes the Linkedin UX alot better. Happy to chat with you to discuss any questions you might have. Appreciate your shout 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The API fragmentation across LinkedIn, Gmail, and social platforms is genuinely painful \u2014 every one has different auth, rate limits, and data models. Curious how InboxAgents handles when LinkedIn changes their API (which they do often) \u2014 is there a fallback scraping layer or does it break until the integration is patched?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch!, InboxAgents is a much needed solution for the LinkedIn DM chaos.<\/p>\n<p>Quick observation from a growth perspective: You’re currently marketing Productivity and Filtering noise. But for a high intent founder, every missed DM is a lost deal.<\/p>\n<p>I just dropped you a DM on X, with a couple of \u201cRevenue-Recovery\u201d copy tweaks that could make your value prop hit 3x harder for high ticket users. Let’s make sure no more revenue leaks through that inbox! Best of luck today!<\/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\">Your pitch hinges on prioritization. What signals are you using to decide what\u2019s \u201cimportant\u201d (sender identity, past replies, keywords, CRM context, revenue tags, recency, relationship strength, etc.), and how do you make that system controllable so users can trust it and avoid both false positives and missing critical messages?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> when the user begins, the product is quite general. it takes some info on your business and needs then constructs a prompt to start spinning up a knowledge graph & creating vector embeddings. <\/p>\n<p>it is not very aggressive at first to avoid hiding things that are possibly valuable but now & again it will produce false positives. we’d prefer false positives than false negatives, but then as it obtains more context on what is important to the user, it starts getting a little more aggressive at filtering based on your personal knowledge graph.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PVHL6KPMC4J2G2\" class=\"app-title\">Callio<\/a><\/p>\n<div class=\"one-liner\">Connect any API with AI Agent under 1 minute<\/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>Callio\u662f\u4e00\u4e2a\u7edf\u4e00\u7684AI\u4ee3\u7406API\u7f51\u5173\uff0c\u53ef\u5728\u4e00\u5206\u949f\u5185\u8fde\u63a5\u4efb\u4f55API\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u7ba1\u7406\u591a\u4e2aAPI\u5bc6\u94a5\u3001\u8ba4\u8bc1\u548c\u9650\u6d41\u65f6\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bcbd3f48-52e7-4f01-bda1-4892e1bcbe66.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f59b919-ff3d-4c3e-8ae7-0aa78317796d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19f78653-368d-4a34-838f-63a9688ec2fd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6fb1813a-0629-4ffd-a3cd-de5a8b4bb7df.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/25c72a1c-8cb0-40af-bf45-d5a973da76e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c61563d-0e1b-45d1-a646-db7da2708767.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><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\">API\u7f51\u5173<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u7edf\u4e00\u8ba4\u8bc1<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">API\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u4e91\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u7b80\u5316API\u96c6\u6210\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u7edf\u4e00\u7ba1\u7406\u5e73\u53f0\u662f\u5f00\u53d1\u8005\u771f\u5b9e\u9700\u6c42\u3002\u5efa\u8bae\u8c03\u6574\u5ba3\u4f20\u8bdd\u672f\uff0c\u4ece\u5f3a\u8c03\u8fde\u63a5\u901f\u5ea6\u8f6c\u5411\u7a81\u51fa\u201c\u65e0\u9650\u4ee3\u7406\u6269\u5c55\u6027\u201d\u548c\u201c\u6570\u636e\u5de5\u4f5c\u6d41\u201d\u7b49\u7ed3\u679c\u5bfc\u5411\u4ef7\u503c\uff0c\u4ee5\u5438\u5f15\u6784\u5efa\u590d\u6742\u751f\u6001\u7684\u5ba2\u6237\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 Callio\u7784\u51c6\u7684\u662fAI\u4ee3\u7406\u751f\u6001\u4e2d\u4e00\u4e2a\u6b63\u5728\u5f62\u6210\u7684\u57fa\u5efa\u5c42\u9700\u6c42\u3002\u5176\u672c\u8d28\u4e0d\u662f\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u4f53\u9a8c\u91cd\u6784\u2014\u2014\u5c06\u6563\u843d\u7684API\u96c6\u6210\u75db\u82e6\uff08\u5bc6\u94a5\u7ba1\u7406\u3001\u8ba4\u8bc1\u9002\u914d\u3001\u9650\u6d41\u76d1\u63a7\uff09\u6253\u5305\u6210\u6807\u51c6\u5316\u670d\u52a1\u3002\u4ea7\u54c1\u806a\u660e\u5730\u501f\u52bfMCP\u534f\u8bae\u751f\u6001\uff0c\u76f4\u63a5\u5d4c\u5165Claude\u3001Cursor\u7b49\u4e3b\u6d41\u5de5\u5177\u94fe\uff0c\u964d\u4f4e\u4e86\u91c7\u7528\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u4e24\u5c42\uff1a\u4e00\u662f\u5982\u4f55\u6784\u5efa\u8db3\u591f\u4e30\u5bcc\u7684API\u5e02\u573a\u5f62\u6210\u7f51\u7edc\u6548\u5e94\uff0c\u800c\u975e\u4ec5\u5145\u5f53\u4ee3\u7406\u4e2d\u95f4\u4ef6\uff1b\u4e8c\u662f\u5176\u201c\u96f6\u914d\u7f6e\u201d\u627f\u8bfa\u5728\u590d\u6742\u4f01\u4e1a\u573a\u666f\u4e0b\u7684\u53ef\u6301\u7eed\u6027\u3002\u5f53\u524d\u514d\u8d39\u5c42\u7b56\u7565\u867d\u80fd\u5438\u5f15\u65e9\u671f\u7528\u6237\uff0c\u5374\u672a\u56de\u7b54\u5173\u952e\u95ee\u9898\uff1a\u5f53\u4ee3\u7406\u9700\u8981\u5904\u7406\u654f\u611f\u6570\u636e\u6216\u5408\u89c4\u8981\u6c42\u65f6\uff0c\u4f01\u4e1a\u662f\u5426\u613f\u610f\u5c06\u8ba4\u8bc1\u67a2\u7ebd\u6258\u4ed8\u7ed9\u7b2c\u4e09\u65b9\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4ece\u529f\u80fd\u5ba3\u4f20\u8f6c\u5411\u4ef7\u503c\u5ba3\u4f20\u201d\u7684\u5efa\u8bae\u5207\u4e2d\u8981\u5bb3\u3002\u4ea7\u54c1\u73b0\u9636\u6bb5\u5f3a\u8c03\u201c\u4e00\u5206\u949f\u8fde\u63a5\u201d\uff0c\u8fd9\u5438\u5f15\u7684\u662f\u6548\u7387\u654f\u611f\u578b\u5f00\u53d1\u8005\uff1b\u4f46\u957f\u671f\u5ba2\u6237\u66f4\u9700\u8981\u7684\u662f\u201c\u53ef\u4fe1\u8d56\u7684\u4ee3\u7406\u6269\u5c55\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u82e5\u4ec5\u5b9a\u4f4d\u4e3aAPI\u805a\u5408\u5668\uff0c\u53ef\u80fd\u9677\u5165\u540c\u8d28\u5316\u7ade\u4e89\uff1b\u82e5\u80fd\u6df1\u5165\u5de5\u4f5c\u6d41\u5c42\uff0c\u6210\u4e3aAI\u4ee3\u7406\u4e0e\u4e1a\u52a1\u7cfb\u7edf\u7684\u667a\u80fd\u8fde\u63a5\u4e2d\u67a2\uff0c\u4ef7\u503c\u5c06\u663e\u8457\u63d0\u5347\u3002\u5176\u6210\u8d25\u5173\u952e\uff0c\u5728\u4e8e\u80fd\u5426\u5728\u7b80\u5316\u4f53\u9a8c\u7684\u540c\u65f6\uff0c\u6784\u5efa\u51fa\u4e0d\u53ef\u66ff\u4ee3\u7684API\u6cbb\u7406\u4e0e\u6d1e\u5bdf\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\">Callio<\/span>\n <\/div>\n<div class=\"comment-content\">Callio is a unified API gateway for AI agents. Instead of managing auth, rate limits, and keys for every API your agent uses, connect them all through one proxy. Works with Claude Code, Cursor, Antigravity, and any MCP-compatible tool. Browse APIs, generate a single Callio key, and start calling \u2014 we handle auth injection, usage tracking, and billing. Free tier included. One key, every API, zero config<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I built \ud835\udc02\ud835\udc1a\ud835\udc25\ud835\udc25\ud835\udc22\ud835\udc28 because connecting AI agents to external APIs is a mess. Every API needs its own key, auth setup, and error handling. It doesn’t scale.<\/p>\n<p>\ud835\udc02\ud835\udc1a\ud835\udc25\ud835\udc25\ud835\udc22\ud835\udc28 fixes this with one unified API key that works across every API in our marketplace.<\/p>\n<p>\u279c Browse APIs on callio.dev<br \/>\u279c Click “Add to Agent” to get your key <br \/>\u279c Your agent calls our proxy, we handle auth and rate limiting<\/p>\n<p>\ud835\udc16\ud835\udc21\ud835\udc32 \ud835\udc02\ud835\udc1a\ud835\udc25\ud835\udc25\ud835\udc22\ud835\udc28:<\/p>\n<p>\u2705 \ud835\udc0c\ud835\udc02\ud835\udc0f \ud835\udc12\ud835\udc1e\ud835\udc2b\ud835\udc2f\ud835\udc1e\ud835\udc2b support for Claude, Cursor and Antigravity<br \/>\u2705 \ud835\udc11\ud835\udc04\ud835\udc12\ud835\udc13 \ud835\udc29\ud835\udc2b\ud835\udc28\ud835\udc31\ud835\udc32 for any AI framework<br \/>\u2705 Real-time \ud835\udc2e\ud835\udc2c\ud835\udc1a\ud835\udc20\ud835\udc1e \ud835\udc1d\ud835\udc1a\ud835\udc2c\ud835\udc21\ud835\udc1b\ud835\udc28\ud835\udc1a\ud835\udc2b\ud835\udc1d<\/p>\n<p>\u2705 \ud835\udc05\ud835\udc2b\ud835\udc1e\ud835\udc1e \ud835\udc2d\ud835\udc22\ud835\udc1e\ud835\udc2b with 50 requests\/month<\/p>\n<\/p>\n<p>\ud83d\udd25 You can try the APIs live at <a href=\"http:\/\/callio.dev\/browse\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">callio.dev\/browse<\/a>, no signup needed to explore!<\/p>\n<p>One key. Every API. Zero config. Try it at \ud835\udc1c\ud835\udc1a\ud835\udc25\ud835\udc25\ud835\udc22\ud835\udc28.\ud835\udc1d\ud835\udc1e\ud835\udc2f \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations on launch \ud83c\udf89<br \/>\nCallio.dev looks useful \ud83d\udc4chaving a single place to manage and work with multiple APIs is something devs really need.<\/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\/@abdullnafayy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abdullnafayy<\/a> Thank you! I am glad you liked it. Please feel free to reach out if you need any help setting it up \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\">Great launch, Team Callio!, Breaking the 1 minute barrier for API integration is impressive.<\/p>\n<p>However, \u201cspeed of connection\u201d is just a feature. The real gap in your copy is the \u201cOutcome of Integration\u201d.<\/p>\n<p>If you shift your messaging to \u201cInfinite Agent Extensibility\u201d or \u201cTurn your siloed data into actionable AI workflows\u201d, you’ll attract founders who are building complex ecosystems, not just testing tools. <\/p>\n<p>I run franvimktg and I have a couple of ideas for your hero section to boost those high tier sign ups, happy to share them!<\/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<\/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\/44J27QIHN4JPCF\" class=\"app-title\">Cuto<\/a><\/p>\n<div class=\"one-liner\">One prompt, commercial-grade video edits<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">98<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cuto\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u89c6\u9891\u7f16\u8f91\u5de5\u5177\uff0c\u901a\u8fc7\u5355\u6b21\u6307\u4ee4\u5373\u53ef\u5b8c\u6210\u5546\u4e1a\u7ea7\u89c6\u9891\u526a\u8f91\uff0c\u91cd\u70b9\u89e3\u51b3\u4e86\u5185\u5bb9\u521b\u4f5c\u8005\u5728\u591a\u5e73\u53f0\u53d1\u5e03\u65f6\u91cd\u590d\u8c03\u6574\u683c\u5f0f\u3001\u6267\u884c\u7e41\u7410\u540e\u671f\u64cd\u4f5c\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/ba7edf03-3d76-4e08-8ac6-e4a4e84e7f83.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=6tevb3ZE9y4\"><source src=\"https:\/\/www.youtube.com\/watch?v=6tevb3ZE9y4\" 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\/9f491140-74fb-4a6b-a298-f2eaef0d7da7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/472b05fb-64c8-488e-9ac1-047155fdc955.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8d69311-d2b0-4e00-95bb-27d764e68a60.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f50a3a32-cf5b-4db3-8223-071d76afe17d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u9002\u914d<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u526a\u8f91<\/span><br \/>\n <span class=\"tag\">\u5b57\u5e55\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u6c34\u5370<\/span><br \/>\n <span class=\"tag\">\u793e\u5a92\u6587\u6848\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u591a\u5e73\u53f0\u5bfc\u51fa\u201d\u529f\u80fd\uff0c\u8ba4\u4e3a\u80fd\u6781\u5927\u8282\u7701\u4e3a\u4e0d\u540c\u5e73\u53f0\uff08\u5982TikTok\u3001YouTube Shorts\uff09\u91cd\u65b0\u683c\u5f0f\u5316\u89c6\u9891\u7684\u65f6\u95f4\u3002\u521b\u59cb\u4eba\u81ea\u8ff0\u65e8\u5728\u89e3\u51b3\u89c6\u9891\u7f16\u8f91\u4e2d\u67af\u71e5\u7684\u91cd\u590d\u52b3\u52a8\u3002\u76ee\u524d\u8bc4\u8bba\u4ee5\u80af\u5b9a\u4e3a\u4e3b\uff0c\u6682\u672a\u53d1\u73b0\u5177\u4f53\u529f\u80fd\u95ee\u9898\u6216\u6539\u8fdb\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Cuto\u6240\u6807\u699c\u7684\u201cOne prompt\u201d\u548c\u201c\u61d2\u4eba\u751f\u4ea7\u529b\u201d\u6982\u5ff5\uff0c\u7cbe\u51c6\u51fb\u4e2d\u4e86\u5f53\u4e0b\u89c6\u9891\u5185\u5bb9\u521b\u4f5c\u4e2d\u201c\u5236\u4f5c\u6210\u672c\u9ad8\u4f01\u201d\u4e0e\u201c\u591a\u5e73\u53f0\u5206\u53d1\u5fc5\u7136\u6027\u201d\u4e4b\u95f4\u7684\u6838\u5fc3\u77db\u76fe\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u5e95\u5c42\u526a\u8f91\u6280\u672f\u7684\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u5de5\u4f5c\u6d41\u201d\u7684\u667a\u80fd\u6574\u5408\u4e0e\u81ea\u52a8\u5316\u91cd\u6784\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06AI\u5b9a\u4f4d\u4e3a\u201c\u7f16\u8f91\u89c4\u5212\u8005\u201d\u4e0e\u201c\u6267\u884c\u52a9\u7406\u201d\uff0c\u800c\u975e\u5355\u7eaf\u7684\u6ee4\u955c\u6216\u7279\u6548\u751f\u6210\u5668\u3002\u8fd9\u4e00\u5b9a\u4f4d\u4f7f\u5176\u4e0e\u540c\u7c7b\u5de5\u5177\u4ea7\u751f\u4e86\u5dee\u5f02\u5316\uff1a\u5b83\u8bd5\u56fe\u63a5\u7ba1\u4ece\u7d20\u6750\u7b5b\u9009\u3001\u8282\u594f\u628a\u63a7\u5230\u5b57\u5e55\u540c\u6b65\u3001\u683c\u5f0f\u8f93\u51fa\u4e43\u81f3\u5ba3\u4f20\u6587\u6848\u751f\u6210\u7684\u6574\u4e2a\u540e\u671f\u94fe\u6761\u3002\u5c24\u5176\u662f\u201c\u591a\u5e73\u53f0\u53d1\u5e03\u590d\u5236\u201d\u529f\u80fd\uff0c\u770b\u4f3c\u5fae\u5c0f\uff0c\u5b9e\u5219\u5207\u4e2d\u4e86\u521b\u4f5c\u8005\u4ece\u201c\u5236\u4f5c\u201d\u8f6c\u5411\u201c\u8fd0\u8425\u201d\u8fc7\u7a0b\u4e2d\u7684\u771f\u5b9e\u75b2\u60eb\u70b9\uff0c\u5c06\u975e\u521b\u9020\u6027\u7684\u3001\u91cd\u590d\u7684\u9002\u914d\u5de5\u4f5c\u81ea\u52a8\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u201c\u5546\u4e1a\u7ea7\u201d\u7f16\u8f91\u662f\u4e00\u4e2a\u6a21\u7cca\u4e14\u9ad8\u6807\u51c6\u7684\u627f\u8bfa\uff0cAI\u7684\u5ba1\u7f8e\u4e0e\u53d9\u4e8b\u903b\u8f91\u80fd\u5426\u6ee1\u8db3\u591a\u6837\u5316\u7684\u4e13\u4e1a\u9700\u6c42\u5b58\u7591\u3002\u5176\u6b21\uff0c\u5de5\u4f5c\u6d41\u6574\u5408\u7c7b\u5de5\u5177\u6781\u6613\u9677\u5165\u201c\u5168\u800c\u4e0d\u7cbe\u201d\u7684\u9677\u9631\uff0c\u6bcf\u4e2a\u73af\u8282\u82e5\u90fd\u53ea\u80fd\u505a\u523080\u5206\uff0c\u5bf9\u4e13\u4e1a\u7528\u6237\u800c\u8a00\u53ef\u80fd\u4ecd\u4e0d\u591f\u7528\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u548c\u5b9a\u4ef7\u7b56\u7565\u5c06\u51b3\u5b9a\u5b83\u662f\u6210\u4e3a\u5c11\u6570\u4eba\u7684\u5229\u5668\u8fd8\u662f\u5927\u4f17\u7684\u798f\u97f3\u3002\u5f53\u524d\u6e29\u548c\u7684\u6295\u7968\u6570\u4e5f\u8868\u660e\uff0c\u5e02\u573a\u4ecd\u5728\u89c2\u5bdf\u5176\u627f\u8bfa\u7684\u53ef\u9760\u6027\u4e0e\u5b9e\u9645\u4f53\u9a8c\u7684\u6d41\u7545\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cCuto\u7684\u4ef7\u503c\u5728\u4e8e\u5176\u201c\u5de5\u4f5c\u6d41\u89c6\u89d2\u201d\u800c\u975e\u201c\u5355\u70b9\u6280\u672f\u7a81\u7834\u201d\u3002\u5982\u679c\u5b83\u80fd\u7a33\u5b9a\u4ea4\u4ed8\u6240\u627f\u8bfa\u7684\u6574\u5408\u4f53\u9a8c\uff0c\u5c06\u6210\u4e3a\u5e7f\u5927\u4e2d\u5c0f\u578b\u521b\u4f5c\u8005\u53ca\u4f01\u4e1a\u7684\u6548\u7387\u57fa\u5efa\uff1b\u82e5\u5176AI\u5904\u7406\u80fd\u529b\u6d41\u4e8e\u8868\u9762\uff0c\u5219\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u5728\u7ea2\u6d77\u5e02\u573a\u4e2d\u589e\u6dfb\u566a\u97f3\u7684\u666e\u901a\u5de5\u5177\u3002\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0cAI\u7684\u201c\u7406\u89e3\u201d\u4e0e\u201c\u6267\u884c\u201d\u6df1\u5ea6\uff0c\u80fd\u5426\u771f\u6b63\u914d\u5f97\u4e0a\u5176\u8bd5\u56fe\u6574\u5408\u7684\u590d\u6742\u5de5\u4f5c\u6d41\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\">Cuto<\/span>\n <\/div>\n<div class=\"comment-content\">Cuto focuses on smart editing: AI edit planning, subtitle and highlight enhancement, branded watermarking, export preview, and multi-platform publishing copy.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The multi-platform export is what caught my eye. Editing is one thing, but reformatting the same video for TikTok, YouTube Shorts, and Instagram is the part that actually eats your afternoon. If this nails that workflow it’s a huge time saver for solo creators.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>I built Cuto because I was frustrated by how much time I spent doing the boring parts of video editing\u2014sifting through raw footage, syncing audio, adding captions, and adjusting the pacing. I wanted a tool that let me focus on the storytelling, not the timeline.<\/p>\n<p>That’s why we created Cuto AI Workspace. It\u2019s not just another complex editor; it\u2019s a “lazy” productivity hack. You simply upload your clips, type what you want, and Cuto does the heavy lifting: identifying highlights, syncing captions, applying effects, and even writing your social media copy!<\/p>\n<p>We\u2019d love to hear your feedback!<br \/>\n– What\u2019s the most tedious part of video editing for you?<br \/>\n– What scene presets would you like us to add next?<\/p>\n<p>I’ll be hanging out in the comments all day to answer any questions! Cheers! \ud83c\udf7b<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zyi<\/a> I was really grinding away at video editing and this tool you made is a total <strong>game-changer<\/strong>. Great job man<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/LFISBKZKEPV3NL\" class=\"app-title\">SkillForge<\/a><\/p>\n<div class=\"one-liner\">Turn Screen Recordings into Agent-Ready Skills<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SkillForge\u662f\u4e00\u6b3e\u901a\u8fc7\u5c4f\u5e55\u5f55\u5236\u548cAI\u89c6\u89c9\u5206\u6790\uff0c\u5c06\u7528\u6237\u8de8\u5e94\u7528\u7684\u65e5\u5e38\u64cd\u4f5c\u6d41\u7a0b\u81ea\u52a8\u8f6c\u5316\u4e3aAI\u667a\u80fd\u4f53\u53ef\u6267\u884c\u6807\u51c6\u5316\u6280\u80fd\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u624b\u52a8\u7f16\u5199\u81ea\u52a8\u5316\u811a\u672c\u590d\u6742\u4e14\u8017\u65f6\uff0c\u4ee5\u53ca\u96be\u4ee5\u5411AI\u667a\u80fd\u4f53\u51c6\u786e\u4f20\u6388\u590d\u6742\u3001\u8de8\u5e94\u7528\u5de5\u4f5c\u6d41\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce296190-7462-40b5-a79e-23ccbb9b9dae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9bb6697e-61a9-4e0f-b27d-7809cd29d676.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f8d2300-2794-429f-ae6f-111fde85df66.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ec8b368-43aa-4bcc-ab3e-da0acde2ff13.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u64cd\u4f5c\u89e3\u6790<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u5c01\u88c5<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e94\u7528\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">RPA\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u64cd\u4f5c\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u6f14\u793a\u7f16\u7a0b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u6f14\u793a\u5373\u7f16\u7a0b\u201d\u7406\u5ff5\u662f\u91cd\u5927\u8f6c\u53d8\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a1. \u4ea7\u54c1\u5982\u4f55\u5904\u7406\u957f\u6d41\u7a0b\u4e2d\u7684\u5931\u8d25\u6062\u590d\u4e0e\u91cd\u8bd5\u903b\u8f91\uff1b2. \u80fd\u5426\u4ece\u5f55\u5236\u4e2d\u63d0\u53d6\u6761\u4ef6\u903b\u8f91\uff0c\u800c\u4e0d\u4ec5\u662f\u7ebf\u6027\u5e8f\u5217\uff1b3. \u5982\u4f55\u5e94\u5bf9UI\u53d8\u5316\u7b49\u8fb9\u7f18\u60c5\u51b5\u3002\u53e6\u6709\u5efa\u8bae\u6307\u51fa\uff0c\u5e94\u5411\u201c\u89c4\u6a21\u5316SOP\u57f9\u8bad\u201d\u7b49\u4f01\u4e1a\u4ef7\u503c\u4e3b\u5f20\u8f6c\u53d8\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 SkillForge\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2aZapier\uff0c\u800c\u5728\u4e8e\u6210\u4e3aAI\u667a\u80fd\u4f53\u7684\u201c\u89c6\u89c9\u76ae\u5c42\u201d\u4e0e\u201c\u808c\u8089\u8bb0\u5fc6\u201d\u751f\u6210\u5668\u3002\u5176\u771f\u6b63\u4ef7\u503c\u662f\u6784\u5efa\u4e86\u4e00\u6761\u4ece\u4eba\u7c7b\u9690\u6027\u77e5\u8bc6\u5230\u673a\u5668\u53ef\u6267\u884c\u6307\u4ee4\u7684\u9ad8\u5e26\u5bbd\u3001\u4f4e\u635f\u8017\u4f20\u8f93\u901a\u9053\u3002\u4f20\u7edfRPA\u6216API\u81ea\u52a8\u5316\u53d7\u9650\u4e8e\u9884\u8bbe\u89c4\u5219\u4e0e\u63a5\u53e3\u53ef\u7528\u6027\uff0c\u800cSkillForge\u8bd5\u56fe\u7528\u591a\u6a21\u6001AI\u7406\u89e3\u5c4f\u5e55\u8fd9\u4e2a\u6700\u901a\u7528\u3001\u6700\u5e95\u5c42\u7684\u201c\u63a5\u53e3\u201d\uff0c\u8fd9\u4f7f\u5176\u7406\u8bba\u4e0a\u80fd\u64cd\u4f5c\u4efb\u4f55\u53ef\u89c1\u7684\u8f6f\u4ef6\uff0c\u7a81\u7834\u4e86\u81ea\u52a8\u5316\u5de5\u5177\u7684\u5386\u53f2\u6027\u8fb9\u754c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u9769\u547d\u6027\u201d\u80cc\u540e\u6f5c\u85cf\u7740\u51e0\u91cd\u5c16\u9510\u6311\u6218\u3002\u9996\u5148\uff0c\u6280\u672f\u5c42\u9762\uff0c\u201c\u7a33\u5b9a\u6027\u201d\u662f\u751f\u6b7b\u7ebf\u3002\u8bc4\u8bba\u4e2d\u591a\u6b21\u63d0\u53ca\u7684\u5931\u8d25\u6062\u590d\u3001\u6761\u4ef6\u903b\u8f91\u3001UI\u6f02\u79fb\u5904\u7406\uff0c\u76f4\u6307\u5176\u6838\u5fc3\u8106\u5f31\u6027\uff1a\u57fa\u4e8e\u5355\u6b21\u5f55\u5236\u7684\u9759\u6001\u5206\u6790\uff0c\u5982\u4f55\u5e94\u5bf9\u52a8\u6001\u53d8\u5316\u7684\u771f\u5b9e\u4e16\u754c\uff1f\u8fd9\u9700\u8981\u7cfb\u7edf\u5177\u5907\u5f3a\u5927\u7684\u63a8\u7406\u4e0e\u6cdb\u5316\u80fd\u529b\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u7cbe\u51c6\u7684\u52a8\u4f5c\u56de\u653e\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u5b9a\u4f4d\u5b58\u5728\u5f20\u529b\u3002\u5b83\u76ee\u524d\u662f\u6781\u5ba2\u4e0e\u65e9\u671f\u91c7\u7528\u8005\u624b\u4e2d\u5236\u4f5c\u667a\u80fd\u4f53\u6280\u80fd\u7684\u201c\u7f16\u8bd1\u5668\u201d\uff0c\u4f46\u8981\u60f3\u83b7\u5f97\u5927\u89c4\u6a21\u5546\u4e1a\u6210\u529f\uff0c\u5fc5\u987b\u5982\u4e00\u6761\u8bc4\u8bba\u6240\u6307\uff0c\u8f6c\u5411\u89e3\u51b3\u4f01\u4e1a\u201c\u89c4\u6a21\u5316SOP\u57f9\u8bad\u201d\u7684\u75db\u70b9\uff0c\u5373\u4ece\u5de5\u5177\u4ef7\u503c\u5347\u7ef4\u81f3\u5e73\u53f0\u4e0e\u6d41\u7a0b\u4ef7\u503c\u3002\u6700\u540e\uff0c\u5176\u8f93\u51fa\u7684\u6807\u51c6\u5316\u6280\u80fd\uff08\u5982SKILL.md\uff09\u80fd\u5426\u6210\u4e3a\u667a\u80fd\u4f53\u9886\u57df\u7684\u901a\u7528\u534f\u8bae\uff0c\u5c06\u51b3\u5b9a\u5176\u751f\u6001\u5929\u82b1\u677f\uff0c\u800c\u975e\u4ec5\u4ec5\u662f\u4e00\u4e2a\u4e3a\u7279\u5b9a\u6846\u67b6\uff08\u5982OpenClaw\uff09\u670d\u52a1\u7684\u4f18\u8d28\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cSkillForge\u662f\u5728\u4e3a\u201c\u5177\u8eab\u667a\u80fd\u201d\u5c1a\u672a\u666e\u53ca\u65f6\uff0c\u4e3a\u684c\u9762\u7ea7\u6570\u5b57\u667a\u80fd\u4f53\u63d0\u4f9b\u4e00\u79cd\u5feb\u901f\u201c\u4e60\u5f97\u201d\u6280\u80fd\u7684\u65b9\u5f0f\u3002\u5b83\u82e5\u6210\u529f\uff0c\u4e0d\u4ec5\u7b80\u5316\u4e86\u81ea\u52a8\u5316\u521b\u5efa\uff0c\u66f4\u53ef\u80fd\u50ac\u751f\u4e00\u4e2a\u57fa\u4e8e\u201c\u6280\u80fd\u5f55\u5236\u4e0e\u4ea4\u6613\u201d\u7684\u65b0\u751f\u6001\u3002\u4f46\u5176\u524d\u8def\u9669\u5cfb\uff0c\u5fc5\u987b\u5728\u6280\u672f\u9c81\u68d2\u6027\u3001\u5546\u4e1a\u5b9a\u4f4d\u4e0e\u751f\u6001\u6784\u5efa\u4e0a\u540c\u65f6\u53d6\u5f97\u7a81\u7834\uff0c\u624d\u80fd\u907f\u514d\u4ece\u201c\u60ca\u8273 demo\u201d\u6ed1\u5411\u201c\u573a\u666f\u6709\u9650\u7684\u7cbe\u81f4\u73a9\u5177\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\">SkillForge<\/span>\n <\/div>\n<div class=\"comment-content\">First app to turn your Cross-App daily workflow into an Agent skill (like for OpenClaw). Stop writing automation scripts by hand. SkillForge transforms a simple screen recording into a structured, replayable skill your AI agent can execute autonomously. How it works: 1. Record \u2014 do the task naturally 2. Extract \u2014 AI analyzes every frame and action 3. Review \u2014 edit the step-by-step workflow 4. Deploy \u2014 export as SKILL.md for any agent Works with any App. Free recording + 100 signup credits.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I built SkillForge because I was frustrated with a simple problem: I know exactly how to do a task on my computer, but teaching an AI agent to do it required hours of scripting, prompt engineering, and debugging.<\/p>\n<p>The “aha” moment came when I realized \u2014 what if I could just SHOW the computer what to do, and AI figures out the rest?<\/p>\n<p>That’s SkillForge. You hit record, perform your task naturally (fill a spreadsheet, file an expense report, update a CRM), and our multimodal AI watches every frame of your screen recording. It identifies each click, each keystroke, each navigation \u2014 then packages everything into a structured skill file that any AI agent can replay.<\/p>\n<p>The key breakthrough is our multi-pass extraction pipeline:<br \/>\n\u2192 Pass 1: Coarse action detection from sampled frames<br \/>\n\u2192 Pass 2: Fine-grained analysis at transition points<br \/>\n\u2192 Pass 3: Metadata merge with system events<br \/>\n\u2192 Pass 4: Intent grouping into logical steps<\/p>\n<p>This gives us dramatically better accuracy than single-pass approaches.<\/p>\n<p>What makes it different from Zapier\/Make:<br \/>\n\u2022 Works with ANY app (not just API-connected ones)<br \/>\n\u2022 Learn-by-demonstration (no manual workflow building)<br \/>\n\u2022 AI vision analysis (understands visual UI, not just data flows)<br \/>\n\u2022 Agent-native output (SKILL.md format, ready for OpenClaw or any framework)<\/p>\n<p>Free to try \u2014 recording and basic editing cost nothing. 100 credits on signup for AI extraction.<\/p>\n<p>Would love your feedback! What workflows would you automate first? \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yaradori\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yaradori<\/a> This is a real shift.<\/p>\n<p>Most \u201cagent tools\u201d still rely on describing workflows in text and hoping the model interprets them correctly.<\/p>\n<p>You\u2019re flipping it: demonstration \u2192 structured intent \u2192 replayable skill.<\/p>\n<p>If the multi-pass pipeline stays stable under UI drift and edge cases, this isn\u2019t just automation \u2014 it\u2019s operational memory for agents.<\/p>\n<p>Curious how you\u2019re handling failure recovery in long cross-app flows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Absolutely agree! The most valuable investment in 2026 is turning your daily personal workflow, which usually spread across multiple apps, into a fully automated agentic skill that allows your personal agent to take over on your local computer.<\/p>\n<\/p>\n<p>That\u2019s exactly why I built SkillForge so that I can record my screen once and have my everyday work completely automated.<\/p>\n<\/p>\n<p>Before, I was struggling to guide OpenClaw to handle cross-software, multi-step, multi-window tasks. It\u2019s extremely hard to write and describe a workflow that is both detailed and flexible at the same time.<\/p>\n<\/p>\n<p>This pain point really struck me, and I decided to build the tool myself:<\/p>\n<\/p>\n<p>1. Record everything in just one day\u2014all my daily workflows<\/p>\n<p>2. Build SkillForge to convert screen recordings into agent skill .md files<\/p>\n<p>3. Feed them into OpenClaw<\/p>\n<p>4. Boom!!! One shot\u2014and it works!!!<\/p>\n<\/p>\n<p>Now my OpenClaw has been running for 5 days straight, following the exact same screen and app interactions from my recording. This \u201caha\u201d moment inspired me deeply to share this tool with all my friends and employees for their daily use.<\/p>\n<\/p>\n<p>And now, I\u2019d love to share it with our community and make it completely FREE for public good. Welcome to the new era\u2014personalize your agent!<\/p>\n<\/p>\n<p>Your future is here: <a href=\"http:\/\/skillforge.expert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">skillforge.expert<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch!, SkillForge is a massive step for AI autonomy.<\/p>\n<p>Quick observation: You’re currently selling the \u201chow\u201d (recordings to skills). But for a business owner, the real value is Scaling SOPs.<\/p>\n<p>If you pivot your messaging to \u201cInstant AI Workforce Training\u201d or \u201cStop writing manuals, start recording skills\u201d, the perceived ROI for enterprise clients doubles. <\/p>\n<p>I specialize in these pivots at franvimktg, happy to drop a few copy tweaks to help you nail that Automation Leader positioning.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ‘screen recording \u2192 agent skill’ pipeline is a clever abstraction. The hard part has always been capturing intent, not just actions \u2014 does SkillForge extract conditional logic (if X then Y) from recordings, or is it more linear action sequences? Curious how it handles edge cases the recording didn’t cover.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super cool idea \u2014 surely the easiest way of saying “here is what I do, do it for me”.<\/p>\n<p>How does it handle failures midway through? Especially if the workflow is a little bit longer, does it just fail or have some kind of retry logic?<\/p>\n<p>Especially worried when the skills is about creating and not just reading data, the ability to fail gracefully will be important.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/7THOPA3VPIE3BQ\" class=\"app-title\">App Cleaner & Uninstaller 9.1<\/a><\/p>\n<div class=\"one-liner\">Smarter updates, app permissions, trust & AI insights<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">90<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u5e94\u7528\u5378\u8f7d\u3001\u6743\u9650\u7ba1\u7406\u3001\u6279\u91cf\u66f4\u65b0\u548cAI\u6d1e\u5bdf\u4e8e\u4e00\u4f53\u7684macOS\u5168\u751f\u547d\u5468\u671f\u5e94\u7528\u7ba1\u7406\u5de5\u5177\uff0c\u89e3\u51b3\u4e86Mac\u7528\u6237\u8f6f\u4ef6\u7ba1\u7406\u5206\u6563\u3001\u9690\u79c1\u4e0d\u900f\u660e\u548c\u6b8b\u7559\u6e05\u7406\u56f0\u96be\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5363ada-127f-40c2-81d6-c141f2f18da6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d9787be6-9ca6-4915-bce2-0e0e3301bf13.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2efe15db-f925-4494-97ba-204b68880612.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/50677171-1557-4341-a6ca-eeafc45d657d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a6e2e83d-312c-4897-a20f-8d7b979985d3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4a02c357-14b3-4605-8127-e5d79afe560f.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\/a97a4944-079a-4a6a-aa0e-945d46365268.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ue4fQyDdYVo\"><source src=\"https:\/\/youtu.be\/ue4fQyDdYVo\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">User Experience<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u5e94\u7528\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5378\u8f7d<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u6279\u91cf\u66f4\u65b0<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u542f\u52a8\u9879\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u6e05\u7406<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u7ba1\u5bb6<\/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\u5bf9\u201c\u4e00\u7ad9\u5f0f\u66f4\u65b0\u201d\u548c\u201c\u6743\u9650\u68c0\u67e5\u201d\u529f\u80fd\u8868\u793a\u8d5e\u8d4f\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a\u80fd\u5426\u4e3a\u6d3b\u52a8\u76d1\u89c6\u5668\u4e2d\u7684\u8fdb\u7a0b\u63d0\u4f9bAI\u6458\u8981\uff0c\u4ee5\u53ca\u662f\u5426\u652f\u6301Homebrew formulae\u7b49\u66f4\u591a\u5b89\u88c5\u6e90\u7684\u7ba1\u7406\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\uff0c\u8868\u793a\u6b63\u8003\u8651\u6269\u5c55\u5bf9\u540e\u53f0\u6d3b\u52a8\u7684\u6d1e\u5bdf\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 \u6b64\u6b21\u4ece\u201c\u6e05\u7406\u5378\u8f7d\u5de5\u5177\u201d\u5230\u201c\u5b8c\u6574\u5e94\u7528\u7ba1\u7406\u5668\u201d\u7684\u8f6c\u578b\uff0c\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u8d5b\u9053\u5347\u7ef4\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u529f\u80fd\u5806\u780c\uff0c\u800c\u5728\u4e8e\u6293\u4f4f\u4e86macOS\u7cfb\u7edf\u7ba1\u7406\u7684\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u65e5\u76ca\u589e\u957f\u7684\u5e94\u7528\u6570\u91cf\u4e0e\u7cfb\u7edf\u539f\u751f\u7ba1\u7406\u5de5\u5177\u5206\u6563\u3001\u88ab\u52a8\u4e4b\u95f4\u7684\u77db\u76fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u201c\u4fe1\u606f\u900f\u660e\u201d\u548c\u201c\u96c6\u4e2d\u63a7\u5236\u201d\u4f5c\u4e3a\u6838\u5fc3\u5356\u70b9\uff0c\u76f4\u51fb\u9ad8\u7ea7\u7528\u6237\u548c\u9690\u79c1\u654f\u611f\u7528\u6237\u7684\u75db\u70b9\u3002\u6743\u9650\u53ef\u89c6\u5316\u4e0eApple\u516c\u8bc1\u72b6\u6001\u68c0\u67e5\uff0c\u5b9e\u8d28\u4e0a\u662f\u5c06iOS\u7684\u6743\u9650\u7ba1\u7406\u7406\u5ff5\u548c\u4fe1\u4efb\u94fe\u5ba1\u67e5\u524d\u7f6e\u5230\u4e86macOS\uff0c\u8fd9\u5728\u6076\u610f\u8f6f\u4ef6\u9891\u53d1\u7684\u5f53\u4e0b\u9887\u5177\u5438\u5f15\u529b\u3002AI\u751f\u6210\u5e94\u7528\u6458\u8981\u529f\u80fd\uff0c\u770b\u4f3c\u662f\u8425\u9500\u5671\u5934\uff0c\u5b9e\u5219\u964d\u4f4e\u4e86\u4e13\u4e1a\u8f6f\u4ef6\uff08\u5c24\u5176\u662f\u5f00\u53d1\u5de5\u5177\uff09\u7684\u7406\u89e3\u95e8\u69db\uff0c\u8bd5\u56fe\u89e3\u51b3\u201c\u8fd9\u4e2aApp\u662f\u5e72\u4ec0\u4e48\u7684\uff0c\u80fd\u5426\u5220\u9664\u201d\u8fd9\u4e00\u7ecf\u5178\u56f0\u60d1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5176\u201c\u4e00\u7ad9\u5f0f\u66f4\u65b0\u201d\u529f\u80fd\u5c06\u76f4\u63a5\u4e0eMac App Store\u548c\u4f17\u591a\u5e94\u7528\u81ea\u8eab\u7684\u66f4\u65b0\u673a\u5236\u7ade\u4e89\uff0c\u80fd\u5426\u4fdd\u6301\u66f4\u5168\u9762\u3001\u66f4\u53ca\u65f6\u7684\u66f4\u65b0\u5e93\u662f\u6210\u8d25\u5173\u952e\u3002\u5176\u6b21\uff0c\u5bf9Homebrew\u7b49\u9ad8\u7ea7\u5305\u7ba1\u7406\u5668\u7684\u652f\u6301\u4ecd\u4e0d\u5b8c\u6574\uff0c\u8fd9\u6070\u6070\u662f\u6838\u5fc3\u6280\u672f\u7528\u6237\u6700\u9700\u8981\u7684\u573a\u666f\uff0c\u66b4\u9732\u4e86\u5176\u4f5c\u4e3a\u201c\u7ba1\u7406\u5668\u201d\u7684\u8fb9\u754c\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5b58\u7591\uff1a\u5728\u6e05\u7406\u529f\u80fd\u5df2\u6709\u591a\u6b3e\u514d\u8d39\u5de5\u5177\u7684\u60c5\u51b5\u4e0b\uff0c\u65b0\u589e\u7684\u201c\u7ba1\u7406\u201d\u529f\u80fd\u662f\u5426\u8db3\u4ee5\u652f\u6491\u5176\u4ed8\u8d39\u8f6c\u5316\uff1f\u7528\u6237\u662f\u4e3a\u201c\u5378\u8f7d\u201d\u4e70\u5355\uff0c\u8fd8\u662f\u4e3a\u201c\u6d1e\u5bdf\u201d\u4e70\u5355\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3amacOS\u7684\u201c\u63a7\u5236\u9762\u677f\u201d\uff0c\u4f46macOS\u7cfb\u7edf\u7684\u5c01\u95ed\u6027\u4e0e\u5f00\u653e\u6027\u5e76\u5b58\u7684\u7279\u8d28\uff0c\u4f7f\u5f97\u8fd9\u7c7b\u5de5\u5177\u6c38\u8fdc\u5728\u201c\u7cfb\u7edf\u6743\u9650\u201d\u7684\u94a2\u4e1d\u4e0a\u884c\u8d70\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u63d0\u4f9b\u6df1\u5ea6\u7cfb\u7edf\u63a7\u5236\u7684\u540c\u65f6\uff0c\u7ef4\u6301\u6781\u81f4\u7684\u7a33\u5b9a\u4e0e\u5b89\u5168\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u573a\u8c6a\u8d4c\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\">App Cleaner & Uninstaller 9.1<\/span>\n <\/div>\n<div class=\"comment-content\">App Cleaner & Uninstaller is no longer just an uninstaller – it\u2019s now a complete app manager for macOS. We\u2019ve rebuilt it to give you full visibility and control over every app on your Mac. Now you can: \u2022 Update apps in one place without searching manually \u2022 See detailed app permissions (camera, mic, disk, location, etc.) \u2022 Get AI-generated app summaries to quickly understand what an app does \u2022 Check Apple notarization to know which apps you can trust<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Excited to be back on Product Hunt! \ud83d\ude80<br \/>\nI\u2019m Yuriy, CTO at Nektony, and today we\u2019re relaunching App Cleaner & Uninstaller – now evolved into a complete app manager for macOS.<br \/>\nFor years, we were known for fully removing apps. But modern Mac users need more than uninstalling, so we turned it into a full control center for everything installed on your Mac.<br \/>\nNow you can:<br \/>\n\ud83d\ude80 Manage the full app lifecycle<br \/>\n\u2022 Completely uninstall apps (no leftovers)<br \/>\n\u2022 Update apps in one place<br \/>\n\u2022 Remove stubborn system extensions<br \/>\n\u2022 Control startup items<br \/>\n\ud83d\udd10 Improve security & transparency<br \/>\n\u2022 Check Apple notarization status to ensure the app is trusted<br \/>\n\u2022 See detailed app permissions (camera, mic, disk, location, etc.)<br \/>\n\u2022 Understand what runs in the background<br \/>\n\u2022 Get AI summaries to instantly understand each app<\/p>\n<p>Our goal is simple: give Mac users clarity, control, and confidence.<br \/>\nIf you\u2019ve ever wondered what\u2019s safe to remove, struggled with leftovers, or wanted better visibility into your apps – this release is for you.<br \/>\nWould love your feedback – what\u2019s missing from your ideal Mac app manager? \ud83d\udc47<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love the new <strong>App permissions <\/strong>feature to check which apps have access to my camera and location. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really excited to see how App Cleaner & Uninstaller has evolved into a full app manager. The updater is my favorite feature \u2014 updating all my apps in one click feels amazing \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Can it do AI-generated summaries for process names in activity monitor.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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> Great question! Thanks for asking!<\/p>\n<\/p>\n<p>App Cleaner & Uninstaller focuses on installed applications rather than raw process lists like Activity Monitor. AI summaries are generated for the apps we detect on your Mac, helping you quickly understand what each app is.<\/p>\n<\/p>\n<p>The app doesn\u2019t display individual system processes, so summaries are tied specifically to applications.<\/p>\n<\/p>\n<p>Really appreciate the idea! Expanding clarity around background activity is definitely something we\u2019re thinking about as the product evolves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This cool! Can it handle brew and other similar sources?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sergeypetrov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergeypetrov<\/a> If we\u2019re talking about the updater feature, App Cleaner & Uninstaller can now detect updates for brew casks, but not for brew formulae. Maybe that\u2019s something they\u2019re planning to add.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@sergeypetrov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergeypetrov<\/a> Thanks for your question!<\/p>\n<p>App Cleaner & Uninstaller can detect and update apps installed via Homebrew (including casks).<\/p>\n<p>If an app was installed through Brew and has a standard macOS app bundle, App Cleaner & Uninstaller will recognize it and let you manage it just like any other app.<\/p>\n<p>We\u2019re continuously improving support for different installation sources. If there\u2019s a specific workflow you\u2019d like us to cover, I\u2019d love to hear it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OO4N6YLBXITVSJ\" class=\"app-title\">AnnotateAI<\/a><\/p>\n<div class=\"one-liner\">Human-guided AI data annotation, fast & scalable<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">81<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AnnotateAI\u662f\u4e00\u4e2a\u4eba\u7c7b\u5728\u73af\u7684\u667a\u80fd\u6570\u636e\u6807\u6ce8\u5e73\u53f0\uff0c\u4e3a\u8ba1\u7b97\u673a\u89c6\u89c9\u56e2\u961f\u89e3\u51b3\u4e86\u5728\u8ffd\u6c42\u6807\u6ce8\u6548\u7387\u65f6\u96be\u4ee5\u4fdd\u969c\u6570\u636e\u8d28\u91cf\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u901a\u8fc7\u4eba\u673a\u534f\u540c\u5b9e\u73b0\u4e86\u5feb\u901f\u3001\u53ef\u6269\u5c55\u7684\u9ad8\u8d28\u91cf\u6807\u6ce8\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb242d76-bcc0-4afb-a205-fceef2461380.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ecd56fe5-86f5-48f6-90a8-c517edf9a95d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ce154cf-cc8b-457d-aa63-72fd9ac4c89e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8e3d6b0-fd17-4b54-a39c-fc049730bf36.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/acaabc0f-03a0-4e2a-a90d-1934b8f08695.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\/149ee69a-d171-454d-9e32-93d75ae13bef.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/NGIRsEB1dCQ\"><source src=\"https:\/\/youtu.be\/NGIRsEB1dCQ\" 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\">\u6570\u636e\u6807\u6ce8\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u8ba1\u7b97\u673a\u89c6\u89c9<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u4eba\u7c7b\u5728\u73af<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u8d28\u91cf<\/span><br \/>\n <span class=\"tag\">\u53ef\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6d41\u7a0b<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u5e72\u9884<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u201c\u4eba\u7c7b\u5728\u73af\u201d\u7684\u4ef7\u503c\uff0c\u6307\u51fa\u5168\u81ea\u52a8\u6807\u6ce8\u5b58\u5728\u8d28\u91cf\u98ce\u9669\u3002\u521b\u59cb\u4eba\u4e3b\u52a8\u5bfb\u6c42\u53cd\u9988\uff0c\u5e76\u8be2\u95ee\u7528\u6237\u5f53\u524d\u6807\u6ce8\u6d41\u7a0b\u4e2d\u6700\u75db\u82e6\u7684\u90e8\u5206\uff0c\u4ee5\u6307\u5bfc\u4ea7\u54c1\u672a\u6765\u5728\u6807\u6ce8\u7c7b\u578b\u3001\u56e2\u961f\u534f\u4f5c\u7b49\u529f\u80fd\u4e0a\u7684\u8fed\u4ee3\u65b9\u5411\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n AnnotateAI\u5207\u5165\u7684\u662fAI\u5de5\u4e1a\u5316\u8fdb\u7a0b\u4e2d\u4e00\u4e2a\u5173\u952e\u4f46\u6c89\u95f7\u7684\u73af\u8282\uff1a\u6570\u636e\u6807\u6ce8\u3002\u5176\u5ba3\u79f0\u7684\u201cHuman-guided, agentic\u201d\u5b9a\u4f4d\uff0c\u8bd5\u56fe\u5728\u201c\u5168\u624b\u52a8\u4f4e\u6548\u201d\u4e0e\u201c\u5168\u81ea\u52a8\u4e0d\u53ef\u63a7\u201d\u4e4b\u95f4\u5f00\u8f9f\u4e00\u6761\u52a1\u5b9e\u8def\u5f84\u3002\u4ea7\u54c1\u903b\u8f91\u6e05\u6670\u2014\u2014\u7528AI\u63d0\u901f\u6d41\u7a0b\uff0c\u7528\u4eba\u8111\u628a\u5173\u7cbe\u5ea6\uff0c\u8fd9\u76f4\u6307\u5f53\u524dAI\u843d\u5730\u4e2d\u201c\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\u201d\u7684\u666e\u904d\u56f0\u5883\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u6280\u672f\u6982\u5ff5\u7684\u62fc\u63a5\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u5e72\u9884\u201d\u65f6\u673a\u4e0e\u6210\u672c\u7684\u6781\u81f4\u628a\u63a7\u3002\u5e73\u53f0\u9700\u8981\u8bc1\u660e\uff0c\u5176\u7cfb\u7edf\u80fd\u7cbe\u51c6\u8bc6\u522b\u51fa\u54ea\u4e9b\u6807\u6ce8\u9700\u8981\u4eba\u7c7b\u4ecb\u5165\uff08\u5373\u4e0d\u786e\u5b9a\u6027\u9ad8\u3001\u5bf9\u6a21\u578b\u5f71\u54cd\u5927\u7684\u90e8\u5206\uff09\uff0c\u4ece\u800c\u5c06\u4eba\u529b\u4ece\u7e41\u590d\u52b3\u52a8\u4e2d\u89e3\u653e\uff0c\u805a\u7126\u4e8e\u5173\u952e\u51b3\u7b56\u3002\u5426\u5219\uff0c\u5b83\u53ea\u4f1a\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u589e\u52a0\u4e86\u7ba1\u7406\u590d\u6742\u5ea6\u7684\u534a\u81ea\u52a8\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u548c\u521b\u59cb\u4eba\u56de\u5e94\u770b\uff0c\u4ea7\u54c1\u4ecd\u5904\u65e9\u671f\u3002\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\u80fd\u5426\u5c06\u201c\u4eba\u7c7b\u5728\u73af\u201d\u4ece\u4e00\u4e2a\u7406\u5ff5\u8f6c\u5316\u4e3a\u53ef\u91cf\u5316\u3001\u4f4e\u6469\u64e6\u7684\u5de5\u4f5c\u6d41\uff0c\u5e76\u56f4\u7ed5\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u591a\u6837\u5316\u7684\u6807\u6ce8\u9700\u6c42\uff08\u5982\u5b9e\u4f8b\u5206\u5272\u30013D\u70b9\u4e91\uff09\u5feb\u901f\u8fed\u4ee3\u3002\u82e5\u80fd\u6210\u529f\uff0c\u5b83\u5c06\u6210\u4e3a\u6a21\u578b\u8fed\u4ee3\u6548\u7387\u7684\u771f\u6b63\u6760\u6746\uff1b\u82e5\u5931\u8d25\uff0c\u5219\u53ea\u662f\u6807\u6ce8\u5de5\u5177\u7ea2\u6d77\u4e2d\u53c8\u4e00\u4e2a\u7a0d\u7eb5\u5373\u901d\u7684\u6ce1\u6cab\u3002\u521b\u59cb\u4eba\u4e3b\u52a8\u63a2\u8be2\u7528\u6237\u201c\u6700\u75db\u4e4b\u5904\u201d\uff0c\u662f\u8d70\u5411\u4ea7\u54c1\u5e02\u573a\u5339\u914d\u7684\u6b63\u786e\u4e00\u6b65\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">AnnotateAI<\/span>\n <\/div>\n<div class=\"comment-content\">AnnotateAI is a human-guided, agentic data annotation platform for computer vision teams. Upload your dataset, auto-create annotation jobs, track progress in real time, and intervene whenever precision matters. Get high-quality, model-ready data faster with AI speed and human control, built to scale from experiments to production.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The human-in-the-loop approach is key here. Fully automated annotation sounds great until you realize your model learned that stop signs are red rectangles. Being able to intervene in real time instead of cleaning up bad labels after the fact saves so much pain.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@giammbo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giammbo<\/a> Absolutely!! My goal was to create a system where Human can use AI instead of being dependent on AI totally.<\/p>\n<p>Can u try this out and give some feedback? That’d be really great!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I\u2019m Akash, the maker of AnnotateAI.<\/p>\n<p>I built this after struggling with slow, manual data annotation while training computer vision models during hackathons and projects. Most tools were either fully manual, expensive, or removed human control completely, and that trade-off between speed and accuracy kept hurting my workflows.<\/p>\n<p>So AnnotateAI is my take on a better approach:<br \/>\n\u26a1 AI-assisted annotation for speed<br \/>\n\ud83e\uddd1\u200d\ud83d\udcbb Human-in-the-loop when precision matters<br \/>\n\ud83d\udce6 Upload a ZIP \u2192 auto job pipeline<br \/>\n\ud83d\udcca Real-time job tracking<br \/>\n\ud83d\udd01 Built to scale for large datasets<\/p>\n<p>It\u2019s designed for students, researchers, and ML teams who want model-ready data without annotation becoming a bottleneck.<\/p>\n<p>We\u2019re still early, and your feedback will directly shape what comes next \u2014 especially around new annotation types, team collaboration, and active learning loops.<\/p>\n<p>If you work with CV datasets, I\u2019d love to know:<br \/>\nWhat\u2019s the most painful part of your annotation workflow today?<\/p>\n<p>Thanks for checking it out and supporting the launch \u2764\ufe0f<\/p>\n<p>\u2014 Akash<\/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<\/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\/QFYWLX6OPTMVM7\" class=\"app-title\">PipedriveSheets<\/a><\/p>\n<div class=\"one-liner\">Two-way sync between Pipedrive CRM and Google Sheets<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">81<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5b9e\u73b0Pipedrive CRM\u4e0eGoogle Sheets\u53cc\u5411\u6570\u636e\u540c\u6b65\u7684\u63d2\u4ef6\uff0c\u89e3\u51b3\u4e86\u9500\u552e\u8fd0\u8425\u56e2\u961f\u5728\u7535\u5b50\u8868\u683c\u4e0eCRM\u7cfb\u7edf\u95f4\u624b\u52a8\u5207\u6362\u3001\u6570\u636e\u66f4\u65b0\u4e0d\u540c\u6b65\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/815531ac-5e38-40b3-ab8f-e954ca84a48a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cfdb6c32-bc67-4c1f-b692-44f13a0f4672.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/585a1aab-e5d1-4d3d-bbc6-48471d799f8f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37876cfa-857d-4c5a-81c0-b7f54ab80aa6.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\/c5a8522d-3db4-4f40-9d85-5a7d929db4de.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=J6iIx1FI2u4\"><source src=\"https:\/\/www.youtube.com\/watch?v=J6iIx1FI2u4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Spreadsheets<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">CRM\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">Google Sheets\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u9610\u8ff0\u4e86\u5f00\u53d1\u52a8\u673a\uff08\u89e3\u51b3\u624b\u52a8\u5bfc\u51fa\u75db\u70b9\uff09\u5e76\u5f3a\u8c03\u5176\u201c\u771f\u6b63\u53cc\u5411\u540c\u6b65\u201d\u7684\u5dee\u5f02\u5316\u4f18\u52bf\u3002\u7528\u6237\u8bc4\u8bba\u80af\u5b9a\u4e86\u5176\u4ef7\u503c\uff0c\u5e76\u7280\u5229\u63d0\u95ee\u4e86\u4e24\u4e2a\u5173\u952e\u95ee\u9898\uff1a1. \u53cc\u5411\u7f16\u8f91\u51b2\u7a81\u89e3\u51b3\u673a\u5236\uff1b2. \u4e3b\u8981\u7528\u6237\u753b\u50cf\uff08\u4e2a\u4eba\u6216\u5c0f\u56e2\u961f\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 PipedriveSheets\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u201c\u4f2a\u81ea\u52a8\u5316\u201d\u5de5\u5177\u957f\u671f\u5360\u636e\u7684\u7f1d\u9699\u5e02\u573a\u3002Zapier\u7b49\u901a\u7528\u5de5\u5177\u63d0\u4f9b\u7684\u5355\u5411\u6570\u636e\u6d41\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u6570\u636e\u4ed3\u5e93\u4e0e\u64cd\u4f5c\u524d\u53f0\u5272\u88c2\uff0c\u7528\u6237\u4ecd\u9700\u5728CRM\u4e2d\u5b8c\u6210\u6700\u7ec8\u64cd\u4f5c\u3002\u8be5\u4ea7\u54c1\u5ba3\u79f0\u7684\u201c\u771f\u6b63\u53cc\u5411\u540c\u6b65\u201d\uff0c\u5176\u9769\u547d\u6027\u5728\u4e8e\u8bd5\u56fe\u5c06Google Sheets\u8fd9\u4e2a\u5f3a\u5927\u7684\u534f\u4f5c\u4e0e\u5206\u6790\u754c\u9762\uff0c\u76f4\u63a5\u5347\u7ea7\u4e3aCRM\u7cfb\u7edf\u7684\u539f\u751f\u64cd\u4f5c\u7ec8\u7aef\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u771f\u6b63\u53cc\u5411\u540c\u6b65\u201d\u9762\u4e34\u4e00\u4e2a\u7ecf\u5178\u7684\u6280\u672f\u4e0e\u4ea7\u54c1\u54f2\u5b66\u6311\u6218\uff1a\u51b2\u7a81\u89e3\u51b3\u3002\u5f53\u4e24\u5904\u6570\u636e\u8fd1\u4e4e\u540c\u65f6\u4fee\u6539\u65f6\uff0c\u4ee5\u4f55\u8005\u4e3a\u201c\u771f\u7406\u6e90\u201d\uff1f\u8fd9\u5e76\u975e\u5355\u7eaf\u7684\u6280\u672f\u95ee\u9898\uff0c\u800c\u662f\u5bf9\u7528\u6237\u5de5\u4f5c\u6d41\u548c\u6743\u9650\u6a21\u578b\u7684\u6df1\u5ea6\u7406\u89e3\u3002\u4ea7\u54c1\u82e5\u91c7\u7528\u201c\u6700\u540e\u5199\u5165\u83b7\u80dc\u201d\u7684\u7b80\u5355\u7b56\u7565\uff0c\u53ef\u80fd\u5728\u56e2\u961f\u534f\u4f5c\u4e2d\u5f15\u53d1\u6570\u636e\u6df7\u4e71\uff1b\u82e5\u5f15\u5165\u590d\u6742\u7684\u5408\u5e76\u89c4\u5219\u6216\u5ba1\u6279\u6d41\uff0c\u5219\u4f1a\u727a\u7272\u5176\u5ba3\u79f0\u7684\u7b80\u6d01\u6027\u3002\u8fd9\u662f\u5176\u4ece\u201c\u6709\u7528\u5de5\u5177\u201d\u8fc8\u5411\u201c\u53ef\u9760\u57fa\u7840\u8bbe\u65bd\u201d\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u4ef7\u503c\u4e0d\u4ec5\u5728\u4e8e\u8282\u7701\u624b\u52a8\u5bfc\u51fa\u5bfc\u5165\u7684\u65f6\u95f4\uff0c\u66f4\u5728\u4e8e\u5b83\u91ca\u653e\u4e86Google Sheets\u5728\u81ea\u5b9a\u4e49\u5206\u6790\u3001\u4e34\u65f6\u534f\u4f5c\u548c\u7075\u6d3b\u89c6\u56fe\u65b9\u9762\u7684\u5de8\u5927\u6f5c\u529b\uff0c\u8ba9CRM\u6570\u636e\u771f\u6b63\u201c\u6d3b\u201d\u5728\u56e2\u961f\u6700\u719f\u6089\u7684\u5de5\u4f5c\u73af\u5883\u4e2d\u3002\u4f46\u5b83\u7684\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\uff1a\u6df1\u5ea6\u7ed1\u5b9aGoogle\u751f\u6001\uff0c\u96be\u4ee5\u6269\u5c55\uff1b\u5176\u529f\u80fd\u8fb9\u754c\u4e0ePipedrive\u5b98\u65b9\u529f\u80fd\u53caAPI\u7684\u6f14\u8fdb\u65b9\u5411\u7d27\u5bc6\u76f8\u5173\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u608d\u7684\u201c\u8d85\u7ea7\u5916\u6302\u201d\uff0c\u5176\u957f\u671f\u751f\u5b58\u53d6\u51b3\u4e8e\u80fd\u5426\u5728Pipedrive\u5e73\u53f0\u751f\u6001\u4e0e\u7528\u6237\u81ea\u5b9a\u4e49\u5de5\u4f5c\u6d41\u4e4b\u95f4\uff0c\u627e\u5230\u4e00\u4e2a\u4e0d\u53ef\u66ff\u4ee3\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">PipedriveSheets<\/span>\n <\/div>\n<div class=\"comment-content\">PipedriveSheets is the only Google Sheets add-on with true two-way sync for Pipedrive CRM. Import deals, contacts, organizations, activities, leads, and products \u2014 then edit directly in your spreadsheet and push changes back to Pipedrive with one click. Filter-based imports, custom field support, scheduled auto-sync, and team collaboration built in. Free plan available. Install in 2 minutes, no coding needed.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! I built PipedriveSheets because I was tired of manually exporting CSVs from Pipedrive every time I needed to work with CRM data in a spreadsheet.<\/p>\n<p>The existing options (Zapier, Make, Coupler.io) are general-purpose tools that only do one-way data dumps. None of them let you edit data in Google Sheets and sync it back to Pipedrive. <\/p>\n<p>So I built a native Google Sheets add-on that does true two-way sync. You can import your Pipedrive data, edit it in the spreadsheet, and push changes back. It supports all 6 entity types (deals, contacts, orgs, activities, leads, products), custom fields, filters, and scheduled auto-sync.<\/p>\n<p>Would love to hear your feedback. Let me know what features would make this more useful for your workflow.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pipedrivesheets\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pipedrivesheets<\/a> Congrats on the launch \ud83d\udc4f<\/p>\n<\/p>\n<p>The two-way sync angle is strong \u2014 especially for teams that basically live inside Sheets. Most tools really do stop at one-way exports.<\/p>\n<\/p>\n<p>Wanted to ask how you\u2019re handling conflict resolution when edits happen both in Pipedrive and Sheets around the same time? Feels like that\u2019s where true two-way sync gets tricky.<\/p>\n<\/p>\n<p>Also, are you seeing more solo operators adopt this, or small sales 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<\/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\/623D7IUIAOG3G6\" class=\"app-title\">Vibesafe<\/a><\/p>\n<div class=\"one-liner\">The condom for your vibe-coded apps.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">47<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Vibesafe\u662f\u4e00\u6b3e\u9488\u5bf9AI\u751f\u6210\u4ee3\u7801\uff08Vibe-coding\uff09\u5e94\u7528\u7684\u81ea\u52a8\u5316\u5b89\u5168\u626b\u63cf\u4e0e\u4fee\u590d\u5de5\u5177\uff0c\u80fd\u572860\u79d2\u5185\u68c0\u6d4b\u66b4\u9732\u7684API\u5bc6\u94a5\u3001\u7f3a\u5931\u8ba4\u8bc1\u7b4955+\u79cd\u5e38\u89c1\u6f0f\u6d1e\uff0c\u5e76\u76f4\u63a5\u901a\u8fc7GitHub\u63d0\u4ea4AI\u751f\u6210\u7684\u4fee\u590d\u4ee3\u7801\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u56e0\u5feb\u901f\u539f\u578b\u5f00\u53d1\u800c\u5ffd\u89c6\u5b89\u5168\u914d\u7f6e\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5a8397ef-81a1-4ae9-a378-0a407f889552.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8b903aa5-d3a0-4f50-8673-d95504de06b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c02a3a7-a728-4dbd-8342-198352b6caa2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df9439fa-cda2-40e7-9618-61ecf837698c.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\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ee3\u7801\u5b89\u5168\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">AI\u751f\u6210\u4ee3\u7801\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6f0f\u6d1e\u4fee\u590d<\/span><br \/>\n <span class=\"tag\">DevSecOps<\/span><br \/>\n <span class=\"tag\">API\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u4fee\u590d<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u5de6\u79fb<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u5f3a\u70c8\u8ba4\u540c\u89e3\u51b3\u201cvibe-coding\u201d\u5e94\u7528\u5b89\u5168\u7f3a\u5931\u7684\u75db\u70b9\uff0c\u8ba4\u4e3a\u8fd9\u662f\u6025\u9700\u7684\u670d\u52a1\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\u5e0c\u671b\u6269\u5c55\u5230\u66f4\u6df1\u5c42\u7684\u67b6\u6784\u9519\u8bef\u914d\u7f6e\u68c0\u6d4b\uff0c\u5982\u7f3a\u5931\u901f\u7387\u9650\u5236\u3002\u5f00\u53d1\u8005\u56de\u5e94\u6b64\u7c7b\u529f\u80fd\u5df2\u5728\u89c4\u5212\u4e2d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Vibesafe\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u65b0\u5174\u4e14\u5371\u9669\u7684\u77db\u76fe\u70b9\uff1aAI\u8f85\u52a9\u5f00\u53d1\uff08\u5982Cursor\u3001Claude Code\uff09\u5728\u63d0\u5347\u201c vibe\u201d\u548c\u6548\u7387\u7684\u540c\u65f6\uff0c\u56e0\u5176\u4ee3\u7801\u751f\u6210\u6a21\u5f0f\u5316\u3001\u5f00\u53d1\u8005\u5b89\u5168\u77e5\u8bc6\u8131\u8282\uff0c\u7cfb\u7edf\u6027\u5236\u9020\u4e86\u6d77\u91cf\u201c\u53ef\u9884\u6d4b\u201d\u7684\u5b89\u5168\u6f0f\u6d1e\u3002\u4ea7\u54c1\u4ef7\u503c\u4e0d\u5728\u4e8e\u5176\u68c0\u6d4b\u6280\u672f\u7684\u72ec\u521b\u6027\uff08\u4f20\u7edfSAST\/DAST\u5de5\u5177\u65e9\u5df2\u8986\u76d6\uff09\uff0c\u800c\u5728\u4e8e\u5176\u201c\u573a\u666f\u5316\u5c01\u88c5\u201d\u548c\u201c\u95ed\u73af\u5904\u7406\u201d\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u5c06\u6563\u843d\u7684\u5b89\u5168\u77e5\u8bc6\uff08\u5982Supabase\u89c4\u5219\u914d\u7f6e\u3001\u5b89\u5168\u5934\u8bbe\u7f6e\uff09\u8f6c\u5316\u4e3a\u9488\u5bf9AI\u4ee3\u7801\u751f\u6210\u6a21\u5f0f\u7684\u4e13\u9879\u68c0\u67e5\u6e05\u5355\uff0c\u964d\u4f4e\u4e86\u5b89\u5168\u95e8\u69db\u3002\u66f4\u5173\u952e\u7684\u4e00\u6b65\u662f\u76f4\u63a5\u63d0\u4f9bAI\u751f\u6210\u7684\u4fee\u590dPR\uff0c\u5c06\u201c\u53d1\u73b0\u95ee\u9898-\u5bfb\u627e\u65b9\u6848-\u5b9e\u65bd\u4fee\u590d\u201d\u7684\u957f\u94fe\u6761\u538b\u7f29\u4e3a\u201c\u4e00\u952e\u5408\u5e76\u201d\uff0c\u8bd5\u56fe\u7528\u81ea\u52a8\u5316\u6253\u7834\u201c\u5f00\u53d1\u8005\u77e5\u6653\u6f0f\u6d1e\u5374\u62d6\u5ef6\u4fee\u590d\u201d\u7684\u60f0\u6027\u5faa\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u5728\u4e8e\u201c\u732b\u9f20\u6e38\u620f\u201d\u7684\u5347\u7ea7\uff1aAI\u4ee3\u7801\u751f\u6210\u5668\u5728\u8fdb\u5316\uff0c\u5176\u9519\u8bef\u6a21\u5f0f\u4e5f\u5728\u53d8\u5316\uff0cVibesafe\u7684\u89c4\u5219\u5e93\u80fd\u5426\u6301\u7eed\u540c\u6b65\uff1f\u66f4\u6838\u5fc3\u7684\u662f\uff0c\u5176\u201c\u4fee\u590d\u201d\u672c\u8d28\u662f\u53e6\u4e00\u5c42AI\u751f\u6210\u7684\u4ee3\u7801\u8865\u4e01\uff0c\u8fd9\u5f15\u5165\u4e86\u65b0\u7684\u4fe1\u4efb\u98ce\u9669\u2014\u2014\u4fee\u590d\u4ee3\u7801\u672c\u8eab\u662f\u5426\u5f15\u5165\u6f0f\u6d1e\u6216\u903b\u8f91\u9519\u8bef\uff1f\u8fd9\u6216\u5c06\u5b89\u5168\u8d23\u4efb\u4ece\u5e94\u7528\u5f00\u53d1\u8005\u90e8\u5206\u8f6c\u79fb\u5230\u4e86Vibesafe\u7684\u4fee\u590d\u7b97\u6cd5\u4e0a\u3002\u5b83\u65e2\u662f\u201cAI\u751f\u6210\u4ee3\u7801\u5b89\u5168\u95ee\u9898\u7684\u89e3\u6bd2\u5242\u201d\uff0c\u5176\u672c\u8eab\u53c8\u91cd\u5ea6\u4f9d\u8d56AI\uff0c\u5f62\u6210\u4e86\u4e00\u4e2a\u6709\u8da3\u7684\u5143\u5faa\u73af\u3002\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\u4fee\u590d\u4ee3\u7801\u7684\u53ef\u9760\u6027\u4e0e\u900f\u660e\u5ea6\uff0c\u5426\u5219\u5b83\u53ea\u662f\u4e00\u4e2a\u9ad8\u6548\u7684\u95ee\u9898\u53d1\u73b0\u8005\uff0c\u800c\u975e\u771f\u6b63\u7684\u89e3\u51b3\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\">Vibesafe<\/span>\n <\/div>\n<div class=\"comment-content\">Paste your URL. Get a security report in 60 seconds. 55+ checks tuned for the mistakes Cursor, Bolt, Lovable, and Claude Code make – exposed API keys, missing auth, open Supabase rules, leaked env vars. But we don’t just find bugs – we fix them. Connect your GitHub repo and VibeSafe opens a pull request with AI-generated fixes for every vulnerability found. One click. Real code. Merged and shipped. Free scan. No signup. Don’t ship naked. Practice safe shipping.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Vibecoders, I have built something I have previously many times faced issues with. I published an app and made 9 bucks and was so happy until I got someone telling me the security is weak. I thought it was a dummy threat but I went in and there it was. Exposed keys. Open API routes. No security headers. The whole thing was naked. <\/p>\n<p>That’s why I build Vibesafe. Seriously. Vibe. Safe. People assume vibe-coding is just a click of a button and voila you have a million dollar machine. There is struggle, endurance and diligence behind every build and direction. So Vibesafe and feel free to ask any questions you have. <\/p>\n<p>Thank you for the chance!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@arthi_arumugam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arthi_arumugam<\/a> This is a much needed service – most people don’t bother adding prompts on how to secure their app. I recently had a friend expose visible admin endpoints from an app I was working on. Saved me some embarrassment. Will check this out. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@arthi_arumugam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arthi_arumugam<\/a> ! Love the idea behind it, seriously limiting the risks of vibecoded software.<\/p>\n<p>Have you considered expanding it to other, more architectural misconfigurations (for example missing rate limiting in endpoints)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lukaszsagol\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lukaszsagol<\/a> Thanks \u0141ukasz! Yes – rate limiting detection is on our roadmap. Right now we check surface-level patterns (headers, exposed secrets, CORS, auth gaps), but the next phase is deeper architectural checks like missing rate limiting, broken access control patterns, and insecure API design. The goal is to catch everything an AI tool gets wrong, not just the obvious stuff. Appreciate the feedback \ud83d\ude42 this tells me we’re prioritizing the right 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<\/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\/Q67C3DZSPFKHXZ\" class=\"app-title\">aImsg<\/a><\/p>\n<div class=\"one-liner\">Code From The Coffee Line. Ship from the Subway.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">32<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7iMessage\u76f4\u63a5\u8fde\u63a5GitHub\u7684AI\u7f16\u7a0b\u52a9\u624b\uff0c\u8ba9\u5f00\u53d1\u8005\u65e0\u9700\u4efb\u4f55\u590d\u6742\u8bbe\u7f6e\uff0c\u4ec5\u901a\u8fc7\u53d1\u77ed\u4fe1\u5c31\u80fd\u968f\u65f6\u968f\u5730\u7f16\u5199\u3001\u5ba1\u67e5\u548c\u63d0\u4ea4\u4ee3\u7801\uff0c\u89e3\u51b3\u4e86\u4f20\u7edfAI\u7f16\u7a0b\u5de5\u5177\u542f\u52a8\u95e8\u69db\u9ad8\u3001\u6d41\u7a0b\u7e41\u7410\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d875ad43-6efe-4f71-bc7b-d4618137eea6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0250a52-85cc-4985-94a4-26ea65fd58de.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/309015e7-ed1b-40bf-9e85-440d0d616742.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37491a57-5534-41b3-8b1e-36b03620eb78.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\/616d22ce-81fb-4261-a340-c7d271e4ee56.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ouOXTkssx9g\"><source src=\"https:\/\/youtu.be\/ouOXTkssx9g\" 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\">Messaging<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u901a\u8baf\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u4e3b\u4e49<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u654f\u6377\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5ba1\u67e5<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u4e3b\u8981\u6765\u81ea\u5f00\u53d1\u8005\u56e2\u961f\u81ea\u8ff0\u3002\u4ed6\u4eec\u5f3a\u8c03\u4ea7\u54c1\u89e3\u51b3\u4e86AI\u7f16\u7a0b\u4ee3\u7406\u201c\u6fc0\u6d3b\u80fd\u91cf\u201d\u8fc7\u9ad8\u7684\u95ee\u9898\uff0c\u5c06\u590d\u6742\u90e8\u7f72\u7b80\u5316\u4e3a\u77ed\u4fe1\u5bf9\u8bdd\u3002\u6838\u5fc3\u4f18\u52bf\u662f\u96f6\u5b89\u88c5\u3001\u96f6\u914d\u7f6e\u7684\u5373\u65f6\u6027\u3002\u56e2\u961f\u4e5f\u8868\u8fbe\u4e86\u521d\u671f\u5bf9\u4ea7\u54c1\u8fc7\u4e8e\u7b80\u5355\u7684\u62c5\u5fe7\uff0c\u5e76\u8ba1\u5212\u672a\u6765\u96c6\u6210Claude Code\u3001\u6269\u5c55\u81f3Slack\u7b49\u5e73\u53f0\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n aImsg\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u63d0\u4f9b\u53c8\u4e00\u4e2a\u66f4\u5f3a\u5927\u7684AI\u7f16\u7801\u4ee3\u7406\uff0c\u800c\u5728\u4e8e\u53d1\u8d77\u4e00\u573a\u9488\u5bf9\u201c\u5f00\u53d1\u8005\u5de5\u5177\u4f7f\u7528\u8303\u5f0f\u201d\u7684\u7cbe\u51c6\u72d9\u51fb\u3002\u5b83\u654f\u9510\u5730\u523a\u4e2d\u4e86\u5f53\u524dAI\u7f16\u7a0b\u5de5\u5177\u7684\u8f6f\u808b\uff1a\u5728\u7ade\u76f8\u5806\u780c\u6a21\u578b\u80fd\u529b\u4e0e\u529f\u80fd\u590d\u6742\u5ea6\u7684\u519b\u5907\u7ade\u8d5b\u4e2d\uff0c\u5ffd\u89c6\u4e86\u6700\u81f4\u547d\u7684\u201c\u542f\u52a8\u6469\u64e6\u201d\u3002\u4ea7\u54c1\u5c06\u201c\u9a8c\u8bc1\u624b\u673a\u53f7-\u5173\u8054GitHub\u201d\u4f5c\u4e3a\u552f\u4e00\u7684\u542f\u52a8\u8def\u5f84\uff0c\u5e76\u5bc4\u751f\u5728iMessage\u8fd9\u4e2a\u6700\u9ad8\u9891\u3001\u6700\u5e95\u5c42\u7684\u7cfb\u7edf\u5e94\u7528\u4e0a\uff0c\u672c\u8d28\u4e0a\u662f\u5bf9\u201c\u7528\u6237\u4e60\u60ef\u201d\u548c\u201c\u7cfb\u7edf\u6743\u9650\u201d\u7684\u6781\u81f4\u5229\u7528\uff0c\u5b9e\u73b0\u4e86\u4e00\u79cd\u201c\u964d\u7ef4\u6253\u51fb\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4ef7\u503c\u5728\u4e8e\u201c\u7a7a\u95f4\u89e3\u8026\u201d\u548c\u201c\u5fc3\u667a\u51cf\u8d1f\u201d\u3002\u5b83\u8ba9\u4ee3\u7801\u5e93\u64cd\u4f5c\u8131\u79bb\u4e86IDE\u3001\u7ec8\u7aef\u4e43\u81f3\u7b14\u8bb0\u672c\u7535\u8111\u7684\u7269\u7406\u675f\u7f1a\uff0c\u6e17\u900f\u8fdb\u901a\u52e4\u3001\u6392\u961f\u7b49\u788e\u7247\u5316\u573a\u666f\uff0c\u5c06\u5f00\u53d1\u52a8\u4f5c\u4ece\u4e00\u9879\u9700\u8981\u201c\u6b63\u895f\u5371\u5750\u201d\u7684\u4efb\u52a1\uff0c\u89e3\u6784\u6210\u53ef\u968f\u65f6\u53d1\u8d77\u548c\u4e2d\u65ad\u7684\u201c\u5bf9\u8bdd\u201d\u3002\u8fd9\u5e76\u975e\u8981\u53d6\u4ee3\u4e13\u4e1a\u5f00\u53d1\u73af\u5883\uff0c\u800c\u662f\u65e8\u5728\u586b\u8865\u90a3\u4e9b\u201c\u4e0d\u503c\u5f97\u6253\u5f00\u7535\u8111\u201d\u4f46\u53c8\u9700\u8981\u5904\u7406\u4ee3\u7801\u7684\u7a7a\u767d\u9700\u6c42\uff0c\u6784\u5efa\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u3001\u5f02\u6b65\u5316\u7684\u201c\u7b2c\u4e8c\u5de5\u4f5c\u6d41\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6210\u529f\u7684\u98ce\u9669\u4e5f\u5728\u4e8e\u6b64\u3002\u201c\u77ed\u4fe1\u7f16\u7a0b\u201d\u7684\u6781\u7b80\u5f62\u6001\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5bf9\u4e8e\u590d\u6742\u4efb\u52a1\uff0c\u5176\u4ea4\u4e92\u6df1\u5ea6\u548c\u6548\u7387\u53ef\u80fd\u906d\u9047\u5929\u82b1\u677f\uff1b\u5c06\u9ad8\u5371\u7684GitHub\u5199\u6743\u9650\u7f6e\u4e8e\u77ed\u4fe1\u754c\u9762\uff0c\u867d\u6709\u591a\u91cd\u786e\u8ba4\u673a\u5236\uff0c\u4f46\u5176\u5b89\u5168\u5fc3\u667a\u6a21\u578b\u7684\u5efa\u7acb\u4ecd\u9700\u65f6\u95f4\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5de7\u7684\u201c\u7279\u6d1b\u4f0a\u6728\u9a6c\u201d\uff0c\u7528\u65e0\u4e0e\u4f26\u6bd4\u7684\u4fbf\u6377\u6027\u5438\u5f15\u7528\u6237\u4e0a\u8239\uff0c\u4f46\u5176\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u5904\u7406\u5fae\u4efb\u52a1\u201d\u7684\u73a9\u5177\uff0c\u6f14\u8fdb\u4e3a\u80fd\u53ef\u4fe1\u8d56\u5730\u5904\u7406\u66f4\u4e25\u8083\u5de5\u4f5c\u7684\u201c\u63a7\u5236\u5e73\u9762\u201d\u3002\u5b83\u63ed\u793a\u4e86\u4e00\u4e2a\u672a\u6765\u8d8b\u52bf\uff1a\u6700\u6210\u529f\u7684AI\u5de5\u5177\uff0c\u6216\u8bb8\u4e0d\u662f\u529f\u80fd\u6700\u5f3a\u7684\uff0c\u800c\u662f\u80fd\u5c06\u81ea\u5df1\u65e0\u7f1d\u7f16\u7ec7\u8fdb\u7528\u6237\u73b0\u6709\u4e60\u60ef\u4e0e\u6d41\u7a0b\u4e2d\uff0c\u5c06\u201c\u4f7f\u7528AI\u201d\u672c\u8eab\u53d8\u5f97\u65e0\u611f\u7684\u90a3\u4e2a\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\">aImsg<\/span>\n <\/div>\n<div class=\"comment-content\">Code from your phone in 30 seconds. No setup, no IDE, just text. Write, edit, and review code via text message.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We loved what OpenClaw does – AI coding agents that plug into your GitHub repos and actually move code forward. But the irony was impossible to ignore: getting an AI coding agent running felt like provisioning infrastructure. CLI installs. Config files. Environment variables. API keys passed through terminals. You don\u2019t just \u201ctry it.\u201d You allocate an hour.<\/p>\n<p>And that\u2019s where the friction lives.<\/p>\n<p>The issue wasn\u2019t intelligence. It wasn\u2019t capability. It was activation energy. Every extra step between \u201cI want to see what this can do\u201d and \u201cI\u2019m actually using it\u201d quietly kills momentum. Curiosity fades fast. Setup friction compounds.<\/p>\n<p>So we asked a simple question: what if the setup disappeared?<\/p>\n<p>Not streamlined. Not improved. Gone.<\/p>\n<p>What if you could just text it?<\/p>\n<p>aImsg connects to your GitHub repos directly through iMessage. You verify your phone, link GitHub, and you\u2019re live. No IDE required. No terminal. No Docker container spinning up. You send a message. It proposes edits. You confirm. It pushes to a new branch. Nothing touches main without your explicit approval. From zero to first action takes under a minute.<\/p>\n<p>The idea didn\u2019t start there.<\/p>\n<p>Initially, we were building what we thought was a better CLI experience \u2014 cleaner commands, smarter defaults, smoother onboarding. But that approach still assumed developers were willing to invest setup time before seeing value. We realized the real bottleneck wasn\u2019t the interface layer. It was the barrier to entry.<\/p>\n<p>Every dev tool competes on capability. Very few compete on immediacy.<\/p>\n<p>iMessage was already installed. Already trusted. Already habitual. No app store. No downloads. No learning curve. Just a conversation in a place you already use daily. Instead of introducing another dashboard or terminal abstraction, we embedded the control layer inside something universal.<\/p>\n<p>That shift changed everything.<\/p>\n<p>The challenge then became architectural: how do you make something feel instant and conversational without sacrificing safety? GitHub write access is not casual. So every destructive or write action requires explicit confirmation. All changes are isolated to new branches. There are no silent mutations, no background merges, no surprise pushes. You remain in control at every step.<\/p>\n<p>What started as an attempt to refine a tool evolved into a rethink of how coding agents should be accessed at all. Instead of treating AI as another piece of infrastructure to deploy, we treated it like a persistent channel \u2014 always available, lightweight, and responsive.<\/p>\n<p>The goal wasn\u2019t to replace the IDE. It was to compress the distance between intention and action.<\/p>\n<p>If you can reduce \u201cI need to handle this\u201d to a single message, you unlock an entirely different workflow. Quick reviews while commuting. Lightweight fixes without opening a laptop. Async approvals. Repo questions answered instantly. A control plane for your codebase that fits in your pocket.<\/p>\n<p>That\u2019s what aImsg became: not just an AI coding agent \u2014 but a frictionless layer between you and your repositories.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>If you have any input or criticisms, please let us know!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>We almost didn\u2019t ship this.<\/p>\n<p>Not because it didn\u2019t work.<br \/>Because it felt too simple.<\/p>\n<p>A coding agent that lives in messages. No installs. No setup. Just text.<br \/>We kept wondering if people would take it seriously.<\/p>\n<p>But every time we showed it, the pattern was the same.<br \/>Someone would try it, watch a branch get created, then pause for a second.<br \/>You could see the moment it clicked.<\/p>\n<p>That reaction made the decision for us.<\/p>\n<p>So we shipped.<\/p>\n<p>And this is just the start.<br \/>We\u2019re exploring Claude Code, OpenClaw integrations, and bringing this into places people already work like email, Slack, and Teams.<br \/>The goal is simple.<br \/>AI that meets you where you already are.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/A7JJNTVHU66YGY\" class=\"app-title\">YourClaw: 1-Click Openclaw Orchestration<\/a><\/p>\n<div class=\"one-liner\">Zero-config hosting to launch specialized AI teams instantly<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">32<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3aOpenClaw\u751f\u6001\u8bbe\u8ba1\u7684\u96f6\u914d\u7f6e\u6258\u7ba1\u5e73\u53f0\uff0c\u901a\u8fc7\u6d88\u9664\u90e8\u7f72\u548c\u914d\u7f6e\u7684\u590d\u6742\u6027\uff0c\u8ba9\u7528\u6237\u80fd\u5728\u4e00\u5206\u949f\u5185\u5feb\u901f\u90e8\u7f72\u5e76\u7ec4\u5408\u5177\u5907\u7279\u5b9a\u6280\u80fd\u7684AI\u667a\u80fd\u4f53\u56e2\u961f\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u8fd0\u7ef4\u548c\u6269\u5c55AI\u4ee3\u7406\u65f6\u9762\u4e34\u7684\u201cDocker\u96be\u9898\u201d\u548c\u534f\u4f5c\u6548\u7387\u4f4e\u4e0b\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/388efe53-19a9-445c-b623-fb9f5391dbc9.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=-lKSh7GFde0\"><source src=\"https:\/\/www.youtube.com\/watch?v=-lKSh7GFde0\" 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\/24f5fb45-147f-47e3-9e44-6ed8ad5d72cc.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\/3fd7d63e-c4b9-429a-b469-8edbce917647.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\/31d797ca-7f13-4953-807d-e2499fbdfbcd.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\/47f5851c-a6b5-4c45-b330-f41b94f2d96a.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\">Open Source<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u96f6\u914d\u7f6e\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">OpenClaw\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u591a\u4ee3\u7406\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u786c\u4ef6<\/span><br \/>\n <span class=\"tag\">\u6d88\u606f\u7f51\u5173<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">AI\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u81ea\u52a8\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u6b63\u9762\uff0c\u8ba4\u53ef\u5176\u6d88\u9664\u57fa\u7840\u8bbe\u65bd\u6469\u64e6\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u5f00\u53d1\u8005\u81ea\u8ff0\u89e3\u51b3\u81ea\u8eab\u75db\u70b9\u800c\u521b\u5efa\u3002\u6709\u7528\u6237\u8be2\u95ee\u76ee\u6807\u5ba2\u6237\u662f\u673a\u6784\u8fd8\u662f\u4f01\u4e1a\u5185\u90e8\u56e2\u961f\uff0c\u521b\u59cb\u4eba\u56de\u590d\u76ee\u524d\u805a\u7126\u4e8e\u7ec8\u7aef\u7528\u6237\u548c\u5185\u90e8\u56e2\u961f\uff0c\u65e8\u5728\u5b9e\u73b0\u201c\u5373\u63d2\u5373\u7528\u201d\u7684\u5feb\u901f\u534f\u4f5c\u7f51\u7edc\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 YourClaw\u7684\u5b9e\u8d28\uff0c\u662f\u5c06\u5f53\u4e0b\u706b\u70ed\u7684AI\u667a\u80fd\u4f53\uff08Agent\uff09\u7f16\u6392\u4e0e\u90e8\u7f72\uff0c\u4ece\u4e00\u79cd\u6280\u672f\u6311\u6218\u964d\u7ef4\u6210\u4e00\u79cd\u53ef\u6d88\u8d39\u7684\u4e91\u670d\u52a1\u3002\u5176\u5ba3\u79f0\u7684\u201c\u96f6\u914d\u7f6e\u201d\u548c\u201c\u4e00\u5206\u949f\u90e8\u7f72\u201d\uff0c\u76f4\u6307\u5f53\u524dAI\u5e94\u7528\u5f00\u53d1\u4e2d\u6700\u987d\u56fa\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u95ee\u9898\uff1a\u5373\u4f7f\u6709\u4e86\u5f3a\u5927\u7684\u5f00\u6e90\u6846\u67b6\uff08\u5982OpenClaw\uff09\uff0c\u5c06\u539f\u578b\u8f6c\u5316\u4e3a\u7a33\u5b9a\u3001\u53ef\u6269\u5c55\u3001\u53ef\u96c6\u6210\u7684\u670d\u52a1\u4f9d\u7136\u95e8\u69db\u6781\u9ad8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u7684\u7cbe\u660e\u4e4b\u5904\u5728\u4e8e\u4e09\u5c42\u5305\u88c5\uff1a\u9996\u5148\uff0c\u4ee5\u201c\u6d88\u9664Docker\u620f\u5267\u201d\u4e3a\u94a9\u5b50\uff0c\u5438\u5f15\u538c\u5026\u8fd0\u7ef4\u7684\u5f00\u53d1\u8005\uff1b\u5176\u6b21\uff0c\u6784\u5efa\u201c\u6280\u80fd\u5e02\u573a\u201d\uff0c\u5c06\u667a\u80fd\u4f53\u80fd\u529b\u6a21\u5757\u5316\u3001\u5546\u54c1\u5316\uff0c\u8bd5\u56fe\u521b\u9020\u751f\u6001\u7c98\u6027\u548c\u65b0\u7684\u6536\u5165\u6e20\u9053\uff1b\u6700\u540e\uff0c\u63d0\u4f9b\u4f01\u4e1a\u7ea7\u786c\u4ef6\u548c\u4e3b\u6d41\u901a\u8baf\u7f51\u5173\uff0c\u6697\u793a\u5176\u670d\u52a1\u7684\u751f\u4ea7\u5c31\u7eea\u6027\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u552e\u5356\u201c\u6613\u7528\u6027\u201d\u548c\u201c\u65f6\u95f4\u201d\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u65e9\u671f\u7684Web\u6258\u7ba1\u670d\u52a1\u5982\u51fa\u4e00\u8f99\uff0c\u53ea\u662f\u6258\u7ba1\u5bf9\u8c61\u4ece\u7f51\u7ad9\u53d8\u6210\u4e86AI\u667a\u80fd\u4f53\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u6df1\u5ea6\u7ed1\u5b9aOpenClaw\u751f\u6001\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u8be5\u751f\u6001\u7684\u5174\u8870\u5c06\u76f4\u63a5\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u3002\u5176\u6b21\uff0c\u201c\u6280\u80fd\u5e02\u573a\u201d\u7684\u6210\u529f\u6781\u5ea6\u4f9d\u8d56\u793e\u533a\u6d3b\u8dc3\u5ea6\u548c\u6280\u80fd\u8d28\u91cf\uff0c\u8fd9\u9700\u8981\u6301\u7eed\u7684\u8fd0\u8425\u548c\u6fc0\u52b1\uff0c\u975e\u6280\u672f\u4ea7\u54c1\u672c\u8eab\u6240\u80fd\u4fdd\u8bc1\u3002\u6700\u540e\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u201c\u96f6\u914d\u7f6e\u201d\u5728\u9762\u4e34\u4f01\u4e1a\u7ea7\u5ba2\u6237\u590d\u6742\u7684\u5b9a\u5236\u5316\u3001\u5b89\u5168\u5408\u89c4\u9700\u6c42\u65f6\uff0c\u80fd\u7ef4\u6301\u591a\u4e45\u503c\u5f97\u6000\u7591\u3002\u5f53\u524d\u7248\u672c\u66f4\u50cf\u662f\u4e00\u4e2a\u9762\u5411\u65e9\u671f\u91c7\u7528\u8005\u548c\u7231\u597d\u8005\u7684\u6548\u7387\u5de5\u5177\uff0c\u5176\u80fd\u5426\u8de8\u8d8a\u9e3f\u6c9f\uff0c\u6210\u4e3a\u4f01\u4e1aIT\u6808\u4e2d\u53ef\u9760\u7684\u4e00\u73af\uff0c\u53d6\u51b3\u4e8e\u540e\u7eed\u5728\u53ef\u89c2\u6d4b\u6027\u3001\u6210\u672c\u4f18\u5316\uff08\u5982\u5176\u8def\u7ebf\u56fe\u6240\u8ff0\uff09\u53ca\u4f01\u4e1a\u96c6\u6210\u80fd\u529b\u4e0a\u7684\u6df1\u5ea6\uff0c\u800c\u975e\u4ec5\u4ec5\u662f\u90e8\u7f72\u901f\u5ea6\u3002\u5b83\u6293\u4f4f\u4e86\u5f53\u4e0b\u7684\u4e00\u4e2a\u771f\u75db\u70b9\uff0c\u4f46\u8fdc\u672a\u5230\u9ad8\u6795\u65e0\u5fe7\u7684\u65f6\u523b\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\">YourClaw: 1-Click Openclaw Orchestration<\/span>\n <\/div>\n<div class=\"comment-content\">YourClaw is built for the OpenClaw ecosystem. We\u2019ve eliminated the “Docker drama” so you can deploy, skill, and scale a collaborative team of AI agents in seconds. With zero-config messaging gateways for WhatsApp\/Telegram and a built-in Skill Market, we turn your single bot into a specialized workforce on enterprise-grade hardware. Stop debugging, start scaling.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>As a software engineer, I spent too many hours fighting Docker errors and port conflicts just to keep an AI agent online. I built YourClaw to be the “Command Center” I always wanted for OpenClaw.<\/p>\n<p>Beyond just hosting, we wanted to make scaling effortless. You can now take a base agent, inject specific skills from our marketplace, and build a coordinated team of bots in under a minute.<\/p>\n<p>Key highlights for today’s launch:<br \/>\n– Zero-Config Gateways: Instant WhatsApp, Telegram, and Discord connectivity.<br \/>\n– Mission Control: Pro-level monitoring of your agent\u2019s health, memory, and uptime and task management.<br \/>\n– Skill Market: One-click upgrades to expand your agent’s capabilities.<\/p>\n<p>What\u2019s Next on our Roadmap:<br \/>\n– Token Usage Optimization: Advanced tools to monitor and reduce your LLM costs.<br \/>\n– Ready-to-Apply Templates: Specialized setups for Marketing, Sales, and App Development to make your OpenClaw super powerful instantly.<\/p>\n<p>We\u2019re offering the PH community 25% OFF with code YourClaw25.<\/p>\n<p>\ud83d\ude80 <a href=\"https:\/\/www.yourclaw.cloud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Deploy your first agent in 60 seconds<\/a>.<\/p>\n<p>I\u2019ll be here all day to answer your technical questions let\u2019s see what kind of teams you build!<\/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\">Congrats on the launch Abdellah! I’m currently self-hosting my OpenClaw, but totally see the value for people who want zero config:)<\/div>\n<div class=\"comment-actions\">\n<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\">@basma_el_khamlichi Thanks Basma! Self-hosting is great, but we\u2019re here for everyone who wants to skip the config and just start building! \ud83d\ude0a<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 an interesting evolution of the OpenClaw ecosystem.<\/p>\n<\/p>\n<p>Removing infra friction is such an underrated unlock for AI builders. The Skill Market concept is especially cool feels like going from one intern to a full team instantly.<\/p>\n<\/p>\n<p>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\">@iimedr Thanks Mohamed! Making that full team jump instant is exactly why we built this. \ud83d\ude80<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 @adam_crafts<br \/>\nI m experimenting a lot with Openclaw this days.<br \/>\nI m curious to know who is your target?<br \/>\nAgencies to install openclaw for their clients.<br \/>\nOr companies for their teams<\/div>\n<div class=\"comment-actions\">\n<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\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> Love the curiosity! Right now, we\u2019re actually laser-focused on the end user and internal teams.<\/p>\n<\/p>\n<p>We want to make setting up multi-agent flows in a collab network as fast and easy as possible basically ‘plug and play’ for teams who want to move quick. Would love to hear how the setup process is feeling for you so far! \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\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4ZALU2CSMOLDDE\" class=\"app-title\">Atomic AGI<\/a><\/p>\n<div class=\"one-liner\">AI-native SEO analytics & agents<\/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>Atomic AGI\u662f\u4e00\u6b3eAI\u539f\u751f\u7684SEO\u5206\u6790\u5e73\u53f0\uff0c\u5728AI\u641c\u7d22\u65f6\u4ee3\uff0c\u4e3a\u8425\u9500\u548cSEO\u56e2\u961f\u63d0\u4f9b\u8de8ChatGPT\u3001Gemini\u3001Perplexity\u3001Claude\u53caGoogle\u7684\u80fd\u89c1\u5ea6\u8ffd\u8e2a\u4e0e\u81ea\u52a8\u5316\u4f18\u5316\u4ee3\u7406\uff0c\u89e3\u51b3\u4e86\u591a\u5de5\u5177\u6570\u636e\u5272\u88c2\u548c\u4eba\u5de5\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02d3d373-5bbb-46ee-bd02-45ef9751c54c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ae3af97-fca6-422a-8f3d-096a6fc5ee7b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e4c5288f-5abd-4427-a882-58ca55a57a93.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/280a4811-1563-4180-bf0b-e2fc127986e9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e836582e-1c57-4086-abd8-34bc3c6c7671.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/54d5bdb4-2f75-410e-a5b2-2ed6444aff25.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u539f\u751fSEO<\/span><br \/>\n <span class=\"tag\">\u641c\u7d22\u5f15\u64ce\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u80fd\u89c1\u5ea6\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u5e73\u53f0<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u4e00\u4f53\u5316\u201d\u6574\u5408\u80fd\u529b\uff0c\u66ff\u4ee3\u4e86\u591a\u4e2a\u6602\u8d35\u5de5\u5177\uff0c\u4e3a\u975e\u4e13\u5bb6\u7528\u6237\u8bbe\u8ba1\uff0c\u64cd\u4f5c\u7b80\u5355\u3002\u6b63\u9762\u53cd\u9988\u96c6\u4e2d\u5728\u6570\u636e\u96c6\u4e2d\u3001\u51b3\u7b56\u652f\u6301\u3001\u4ea7\u54c1\u8fed\u4ee3\u5feb\u3002\u672a\u53d1\u73b0\u5177\u4f53\u529f\u80fd\u7f3a\u9677\u6216\u6539\u8fdb\u5efa\u8bae\u7684\u8bc4\u8bba\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 Atomic AGI\u7684\u53d9\u4e8b\u5de7\u5999\u5730\u8e29\u5728\u4e86\u4e24\u4e2a\u98ce\u53e3\u4e0a\uff1aAI\u641c\u7d22\u7684\u5d1b\u8d77\u4e0e\u4f20\u7edfSEO\u5de5\u5177\u7684\u50f5\u5316\u3002\u5176\u5ba3\u79f0\u7684\u201cAI-native\u201d\u5e76\u975e\u7a7a\u8c08\uff0c\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u6570\u636e\u8ffd\u8e2a\u4e0e\u5206\u6790\u4ece\u5355\u4e00\u7684Google\u5e1d\u56fd\uff0c\u62d3\u5c55\u81f3ChatGPT\u3001Claude\u7b49LLM\u6784\u6210\u7684\u201c\u6697\u6d77\u201d\u9886\u57df\u3002\u8fd9\u76f4\u51fb\u4e86\u5f53\u524d\u8425\u9500\u8005\u6700\u6df1\u7684\u7126\u8651\uff1a\u4f20\u7edfSEO\u5de5\u5177\u5bf9AI\u641c\u7d22\u6d41\u91cf\u51e0\u4e4e\u76f2\u89c6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u53ef\u80fd\u4e0d\u5728\u4e8e\u201c\u770b\u89c1\u201d\uff0c\u800c\u5728\u4e8e\u201c\u4ee3\u7406\u201d\u3002\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201cdeploy agents that automate optimization workflows\u201d\u4e00\u53e5\uff0c\u6697\u793a\u4e86\u5176\u4ece\u5206\u6790\u5de5\u5177\u5411\u81ea\u52a8\u5316\u6267\u884c\u5e73\u53f0\u7684\u91ce\u5fc3\u3002\u8fd9\u4e0d\u518d\u662f\u63d0\u4f9b\u4e00\u4efd\u5f85\u529e\u6e05\u5355\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u81ea\u52a8\u5b8c\u6210\u6e05\u5355\u7684\u201c\u6570\u5b57\u5458\u5de5\u201d\u3002\u5982\u679c\u5176\u4ee3\u7406\u80fd\u529b\u8db3\u591f\u6df1\u5165\u53ef\u9760\uff0c\u5c06\u53ef\u80fd\u91cd\u6784SEO\u5de5\u4f5c\u6d41\uff0c\u4ece\u201c\u4eba\u5206\u6790\u5de5\u5177\u201d\u8f6c\u5411\u201c\u4eba\u7ba1\u7406AI\u4ee3\u7406\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u8bc4\u8bba\u4e2d\u201ceverything in one place\u201d\u7684\u8d5e\u8a89\uff0c\u4e5f\u53cd\u886c\u51fa\u5f53\u524dSEO\u5de5\u5177\u5e02\u573a\u7684\u788e\u7247\u5316\u4e0e\u6602\u8d35\u75fc\u75be\u3002Atomic AGI\u4ee5\u6574\u5408\u8005\u59ff\u6001\u51fa\u73b0\uff0c\u964d\u4f4e\u4e86\u6570\u636e\u83b7\u53d6\u95e8\u69db\u548c\u64cd\u4f5c\u590d\u6742\u5ea6\uff0c\u7784\u51c6\u4e86\u4e2d\u5c0f\u56e2\u961f\u548c\u975e\u4e13\u5bb6\u7528\u6237\uff0c\u8fd9\u662f\u4e00\u4e2a\u660e\u667a\u7684\u5dee\u5f02\u5316\u5207\u5165\u7b56\u7565\u3002\u4f46\u9700\u8b66\u60d5\u7684\u662f\uff0c\u4e00\u4f53\u5316\u5f80\u5f80\u4f34\u968f\u6df1\u5ea6\u59a5\u534f\u3002\u5728\u4e13\u4e1aSEO\u5de5\u7a0b\u5e08\u773c\u4e2d\uff0c\u5176\u6570\u636e\u5206\u6790\u7684\u9897\u7c92\u5ea6\u3001\u5ba1\u8ba1\u7684\u4e25\u8c28\u6027\u3001\u4ee3\u7406\u51b3\u7b56\u7684\u900f\u660e\u5ea6\uff0c\u80fd\u5426\u4e0e\u8001\u724c\u5782\u76f4\u5de5\u5177\u6297\u8861\uff0c\u4ecd\u662f\u672a\u77e5\u6570\u3002\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u51fa\u8272\u7684\u201c\u6218\u7565\u4eea\u8868\u76d8\u201d\u800c\u975e\u201c\u5168\u80fd\u5de5\u574a\u201d\u3002\u5176\u957f\u671f\u6210\u529f\u7684\u5173\u952e\uff0c\u5728\u4e8e\u80fd\u5426\u5728\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\u7684\u540c\u65f6\uff0c\u4e0d\u727a\u7272\u4e13\u4e1a\u573a\u666f\u4e0b\u7684\u529f\u80fd\u6df1\u5ea6\uff0c\u5e76\u771f\u6b63\u5efa\u7acb\u8d77AI\u4ee3\u7406\u6267\u884c\u6548\u679c\u7684\u4fe1\u4efb\u58c1\u5792\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u5728\u7ea2\u6d77\u4e2d\u6dfb\u52a0\u4e86AI\u6807\u7b7e\u7684\u6574\u5408\u578b\u5de5\u5177\uff0c\u96be\u8a00\u9769\u547d\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\">Atomic AGI<\/span>\n <\/div>\n<div class=\"comment-content\">Atomic AGI is an AI-native SEO platform with analytics and AI agents built for the AI search era. Track visibility across ChatGPT, Gemini, Perplexity, Claude, and Google, analyze performance and conversions, run technical audits, and deploy agents that automate optimization workflows. Atomic unifies data tracking, processing, analysis, and execution so teams can scale growth across Google and LLMs – without scaling headcount.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Not only AGI, everything is in one place, website status, opportunities, no need for 5 different overpriced tools when you need simple data to make decisions that count.<\/p>\n<p>Great tool team!<\/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\/@ralic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ralic<\/a> Exactly. Why pay for 5 disconnected tools when the data you actually need can be centralized in one? Happy you’re getting value from 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>Happy customer. You guys rock!<\/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\/@1aleksa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@1aleksa<\/a> Thank you! We built it for people exactly like you, more coming soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been using it since the alpha, amazing progress of the product, good luck!<\/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\/@lazarkrstic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lazarkrstic<\/a> Thank you for your trust!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>AI search is already impacting traffic, brand visibility, and conversions, but most teams have zero insight into it.<\/p>\n<p>I’m glad Atomic is here to change that and excited for what this unlocks \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Using this tool on all my websites, it’s really helpful for non-SEO experts<\/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\/@marko_mandic94\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marko_mandic94<\/a> Glad to hear that, we’ve built it with non-SEO-experts and no-code marketers audience in mind.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Work-changing tool. You can actually see where you show up, where you don\u2019t, what to fix, and HOW! It feels like someone finally built a tool for how discovery actually works.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) {\n e.preventDefault();\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u5173\u95ed\u6a21\u6001\u6846\n closeBtn.onclick = function() {\n modal.style.display = \"none\";\n \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"auto\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n closeBtn.addEventListener('touchstart', function(e) {\n e.preventDefault();\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }, { passive: false });\n }<\/p>\n<p> \/\/ \u70b9\u51fb\u6a21\u6001\u6846\u5916\u90e8\u5173\u95ed\n window.onclick = function(event) {\n if (event.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n modal.addEventListener('touchstart', function(e) {\n if (e.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }, { passive: true });\n }<\/p>\n<p> \/\/ \u6309ESC\u952e\u5173\u95ed\u6a21\u6001\u6846\n document.addEventListener('keydown', function(event) {\n if (event.key === 'Escape' && modal.style.display === 'block') {\n modal.style.display = 'none';\n document.body.style.overflow = \"auto\";\n }\n });<\/p>\n<p> \/\/ \u68c0\u67e5\u6bcf\u4e2a\u5a92\u4f53\u753b\u5eca\u4e2d\u662f\u5426\u53ea\u6709\u4e00\u4e2a\u9879\u76ee\uff0c\u5982\u679c\u662f\uff0c\u6dfb\u52a0single-item\u7c7b\n document.querySelectorAll('.media-gallery').forEach(gallery => {\n if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n gallery.classList.add('single-item');\n }\n });<\/p>\n<p> \/\/ \u521d\u59cb\u5316\u89e6\u6478\u4f18\u5316\n addTouchOptimization();<\/p>\n<p> \/\/ \u7a97\u53e3\u5927\u5c0f\u53d8\u5316\u65f6\u91cd\u65b0\u68c0\u67e5\u753b\u5eca\u72b6\u6001\n window.addEventListener('resize', function() {\n document.querySelectorAll('.media-gallery').forEach(gallery => {\n if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n gallery.classList.add('single-item');\n } else {\n gallery.classList.remove('single-item');\n }\n });\n });<\/p>\n<p> \/\/ --- \u8bc4\u8bba\u533a\u57df\u6298\u53e0\/\u5c55\u5f00\u529f\u80fd ---\n const commentToggles = document.querySelectorAll('.comments-toggle');<\/p>\n<p> commentToggles.forEach(toggle => {\n toggle.addEventListener('click', function() {\n \/\/ \u5207\u6362\u5f53\u524dtoggle\u7684open\u72b6\u6001\n this.classList.toggle('open');<\/p>\n<p> \/\/ \u83b7\u53d6\u5bf9\u5e94\u7684\u8bc4\u8bba\u5bb9\u5668\n const commentsContainer = this.nextElementSibling;\n if (commentsContainer && commentsContainer.classList.contains('comments-container')) {\n commentsContainer.classList.toggle('open');\n }\n });\n });\n<\/script><\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-02-23 PH\u70ed\u699c | 2026-02-23 #1 Sitel […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"template-clean-canvas.php","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-142","post","type-post","status-publish","format-standard","hentry","category-producthunt"],"_links":{"self":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/142","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/comments?post=142"}],"version-history":[{"count":0,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/142\/revisions"}],"wp:attachment":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/media?parent=142"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/categories?post=142"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/tags?post=142"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":142,"date":"2026-02-24T11:19:46","date_gmt":"2026-02-24T03:19:46","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/02\/24\/2026-02-23\/"},"modified":"2026-02-24T11:19:46","modified_gmt":"2026-02-24T03:19:46","slug":"2026-02-23","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/02\/24\/2026-02-23\/","title":{"rendered":"PH\u70ed\u699c | 2026-02-23"},"content":{"rendered":"

\n
\n
\n
\n
\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-02-23<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-02-23<\/h1>\n<p> <\/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\/SDRIJNI22NWPMU\" class=\"app-title\">Siteline<\/a><\/p>\n<div class=\"one-liner\">Growth analytics for the agentic web<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">439<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411\u201c\u667a\u80fd\u4f53\u7f51\u7edc\u201d\u7684\u589e\u957f\u5206\u6790\u5de5\u5177\uff0c\u901a\u8fc7\u8ffd\u8e2aAI\u667a\u80fd\u4f53\u4e0e\u673a\u5668\u4eba\u5bf9\u7f51\u7ad9\u7684\u8bbf\u95ee\u4e0e\u4ea4\u4e92\u884c\u4e3a\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5728\u4f20\u7edf\u4eba\u7c7b\u6d41\u91cf\u4e4b\u5916\uff0c\u6d1e\u5bdfAI\u6d41\u91cf\u8d8b\u52bf\u53ca\u5176\u5411\u771f\u5b9e\u5ba2\u6237\u8f6c\u5316\u7684\u8def\u5f84\uff0c\u89e3\u51b3AI\u65f6\u4ee3\u6d41\u91cf\u6765\u6e90\u9ed1\u76d2\u5316\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4d6faf3e-8135-44c6-92e6-9dadac6f0e86.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c6b7e6d-e4c5-4a26-939a-0ff4b0faa0c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4aaa3fc0-f2fe-4dd8-b78d-cc8532efbb68.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0335a8a-2a0a-43e7-b9f8-c3b2ad7b6374.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58192fb6-96ed-45f9-bea4-ff95cb73b627.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fe669edf-d992-4965-99ea-178af76fe8c9.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\/e7ffadc8-5dfc-433f-9d0d-67f8f99aeaca.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=abfsQYVS7IY\"><source src=\"https:\/\/www.youtube.com\/watch?v=abfsQYVS7IY\" 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\">Analytics<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u5206\u6790<\/span><br \/>\n <span class=\"tag\">SEO\/AEO\/GEO<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u6d41\u91cf\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7b56\u7565<\/span><br \/>\n <span class=\"tag\">B2B SaaS<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u79d1\u6280<\/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\u586b\u8865\u4e86\u5e02\u573a\u7a7a\u767d\uff0c\u6838\u5fc3\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a1. \u6280\u672f\u5b9e\u73b0\uff08\u5982\u4f55\u90e8\u7f72\u3001\u5bf9\u6027\u80fd\u5f71\u54cd\u3001\u80fd\u5426\u8bc6\u522b\u4f2a\u88c5\u6d41\u91cf\uff09\uff1b2. \u6570\u636e\u51c6\u786e\u6027\uff08\u5982\u4f55\u5f52\u56e0AI\u6d41\u91cf\u5230\u4eba\u7c7b\u8f6c\u5316\u3001\u4e0eGA4\u7b49\u5de5\u5177\u7684\u5dee\u5f02\uff09\uff1b3. \u5b9e\u7528\u4ef7\u503c\uff08\u5982\u4f55\u4f18\u5316\u7f51\u7ad9\u4ee5\u63d0\u5347AI\u5f15\u7528\u3001\u5177\u4f53\u7684\u6570\u636e\u6d1e\u5bdf\u884c\u52a8\u5efa\u8bae\uff09\u3002\u521b\u59cb\u4eba\u56de\u590d\u4e13\u4e1a\u8be6\u5c3d\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 Siteline\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u8feb\u5728\u7709\u776b\u7684\u8d5b\u9053\u7f1d\u9699\uff1a\u5728AI\u667a\u80fd\u4f53\u6d41\u91cf\u5df2\u5360\u7f51\u7edc\u6d41\u91cf\u8fd1\u4e09\u5206\u4e4b\u4e00\u7684\u5f53\u4e0b\uff0c\u4f20\u7edf\u5206\u6790\u5de5\u5177\u56e0\u5176\u4f9d\u8d56JavaScript\u6807\u7b7e\u800c\u5bf9\u6b64\u89c6\u800c\u4e0d\u89c1\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4e0d\u5728\u4e8e\u201c\u53e6\u4e00\u4e2a\u5206\u6790\u9762\u677f\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u201c\u6d41\u91cf\u6f0f\u6597\u201d\u7684\u8d77\u70b9\u2014\u2014\u5c06AI\u667a\u80fd\u4f53\u7684\u201c\u9605\u8bfb\u201d\u3001\u201c\u5f15\u7528\u201d\u884c\u4e3a\uff0c\u4f5c\u4e3a\u65b0\u4e00\u4ee3\u7528\u6237\u83b7\u53d6\u65c5\u7a0b\u7684\u9876\u7aef\u5165\u53e3\u8fdb\u884c\u91cf\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u907f\u5f00\u4e86\u5f53\u524dAEO\/GEO\u5de5\u5177\u201c\u6a21\u62df\u63d0\u793a\u8bcd\u201d\u7684\u6602\u8d35\u731c\u8c1c\u6e38\u620f\uff0c\u8f6c\u800c\u91c7\u7528\u66f4\u5e95\u5c42\u7684\u670d\u52a1\u5668\u7aef\u65e5\u5fd7\u5206\u6790\uff0c\u76f4\u63a5\u6d4b\u91cf\u771f\u5b9e\u53d1\u751f\u7684\u667a\u80fd\u4f53\u8bbf\u95ee\u3002\u8fd9\u79cd\u201c\u8bc1\u636e\u4f18\u5148\u201d\u7684\u65b9\u6cd5\uff0c\u5728AI\u641c\u7d22\u7ed3\u679c\u5145\u6ee1\u4e0d\u786e\u5b9a\u6027\u7684\u5f53\u4e0b\uff0c\u63d0\u4f9b\u4e86\u66f4\u53ef\u9760\u7684\u57fa\u51c6\u6570\u636e\u3002\u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\uff1a\u6570\u636e\u201c\u662f\u4ec0\u4e48\u201d\u5f88\u6e05\u6670\uff0c\u4f46\u201c\u4e3a\u4ec0\u4e48\u201d\u548c\u201c\u600e\u4e48\u529e\u201d\u4ecd\u5177\u6311\u6218\u3002\u5b83\u80fd\u544a\u8bc9\u4f60OpenAI\u722c\u866b\u6293\u53d6\u4e86\u54ea\u4e2a\u9875\u9762\uff0c\u5374\u96be\u4ee5\u5b8c\u5168\u7a7f\u900f\u9ed1\u76d2\uff0c\u63ed\u793a\u8be5\u5185\u5bb9\u5728ChatGPT\u56de\u7b54\u4e2d\u6392\u540d\u51e0\u4f55\u3001\u8bed\u5883\u5982\u4f55\u3002\u5176\u5ba3\u79f0\u7684\u201c\u5b8c\u6574AI\u8d2d\u4e70\u6f0f\u6597\u201d\u4e2d\uff0c\u201c\u7b54\u6848\u53ef\u89c1\u6027\u201d\u73af\u8282\u4ecd\u662f\u76f8\u5bf9\u8584\u5f31\u7684\u4e00\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0cSiteline\u7684\u4ef7\u503c\u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u72ec\u7acb\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u4e2a\u5173\u952e\u7684\u201c\u6570\u636e\u7ba1\u9053\u201d\u3002\u5b83\u5fc5\u987b\u4e0e\u65e2\u6709\u7684GA4\u3001SEO\u5957\u4ef6\u534f\u540c\uff0c\u626e\u6f14AI\u6d41\u91cf\u6570\u636e\u7684\u201c\u6ce8\u5165\u5668\u201d\u89d2\u8272\u3002\u5b83\u7684\u6210\u529f\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u8bca\u65ad\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u5904\u65b9\u7cfb\u7edf\u201d\u2014\u2014\u5373\u4e0d\u4ec5\u53d1\u73b0\u95ee\u9898\uff08\u5982\u67d0\u9875\u9762\u88abAI\u5ffd\u7565\uff09\uff0c\u66f4\u80fd\u63d0\u4f9b\u9ad8\u786e\u5b9a\u6027\u7684\u4f18\u5316\u52a8\u4f5c\uff08\u5982\u5982\u4f55\u8c03\u6574\u5185\u5bb9\u7ed3\u6784\u80fd\u76f4\u63a5\u63d0\u5347\u5f15\u7528\u7387\uff09\u3002\u5f53\u524d\u5e02\u573a\u7a97\u53e3\u671f\u5b58\u5728\uff0c\u4f46\u5de8\u5934\uff08\u5982Google Analytics\uff09\u4e00\u65e6\u89c9\u9192\u5e76\u539f\u751f\u652f\u6301\u6b64\u7c7b\u5206\u6790\uff0c\u5176\u751f\u5b58\u7a7a\u95f4\u5c06\u9762\u4e34\u6324\u538b\u3002\u5b83\u9700\u8981\u5feb\u901f\u6784\u5efa\u57fa\u4e8e\u72ec\u5bb6\u6570\u636e\u7684\u3001\u96be\u4ee5\u590d\u5236\u7684\u6d1e\u5bdf\u4e0e\u884c\u52a8\u5efa\u8bae\u58c1\u5792\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\">Siteline<\/span>\n <\/div>\n<div class=\"comment-content\">Track how AI agents and bots interact with your website. Analyze traffic trends by platform, page, and topic. See how this traffic turns into human visits. Get your first insights in minutes – and go deeper once you have your aha moment about how it impacts your product growth.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello fellow makers \ud83d\udc4b<\/p>\n<p>David here, founder of Siteline – <strong>Growth analytics for the agentic web<\/strong>. Think Google Analytics, but for AI agents and bots.<\/p>\n<p><strong>Why we built Siteline<\/strong><\/p>\n<p>The web as we know it is changing. Humans are no longer the only customers visiting websites to research products and brands. Agents, bots and crawlers already make up 30% of web traffic and are hired by humans through apps like ChatGPT to visit hundreds of websites on their behalf, report back their findings and even make purchases.<\/p>\n<p><strong>The problem<\/strong><\/p>\n<p>The way people discover potential products is moving from direct web visits to indirect access through chatbots and agents, yet the web is still built only for human visitors. While new \u201cAEO\u201d \/ \u201cGEO\u201d tools provide some visibility, they don\u2019t show what\u2019s actually happening on your website. Additionally, they rely on running simulated prompts to determine if your brand appears in AI answers. But without reliable data about what people are actually asking ChatGPT and other AI chatbots, this approach has proven to be misleading and expensive.<\/p>\n<p><strong>Our approach<\/strong><\/p>\n<p>I\u2019m a data nerd with 10+ years of experience at companies like Twitter & Glovo and thought there had to be a more evidence-based way. So instead of guessing prompts and simulating outcomes, my co-founder <a href=\"https:\/\/www.producthunt.com\/@vzotov\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vzotov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vzotov<\/a> and I developed a different approach which measures the full AI purchase funnel: from bot \/ agent visits, to citations & answer visibility, all the way to real customer traffic coming from AI apps.<\/p>\n<p><strong>What Siteline helps you answer:<\/strong><\/p>\n<\/p>\n<p><strong>Is my site a go-to source for AI?<\/strong><\/p>\n<p>See which AI agents visit your site, how often, and where they get blocked – with clear recommendations for what needs to be fixed or improved.<\/p>\n<\/p>\n<p><strong>Is my most important content actually referenced by AI?<\/strong><\/p>\n<p>Understand which pages and topics AI fetches or ignores, and build a truly data-driven content strategy. Especially useful for info-heavy products that target AI power users (developers, product folks, marketers).<\/p>\n<\/p>\n<p><strong>How does agent & bot activity translate into human traffic and new customers?<\/strong><\/p>\n<p>Cross-reference actual AI bot visits with prompt visibility to understand how AI exposure translates into traffic and authority.<\/p>\n<\/p>\n<p><strong>Thanks so much for checking out Siteline – we\u2019d love your support and feedback \ud83d\ude4f<\/strong><\/p>\n<\/p>\n<p>Our basic agent analytics and AI visibility product is forever free. To unlock more features and higher limits at 30% off for 2 months <strong>use the promo code PH30<\/strong>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Congratulations on the launch!<\/p>\n<p>As someone who works on marketing side, actively iterating with SEO\/AEO\/GEO, I think this piqued my interest today really. Going to check it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vzotov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vzotov<\/a> <a href=\"https:\/\/www.producthunt.com\/@davidkaufmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davidkaufmann<\/a> this is exactly what’s been missing.<\/p>\n<\/p>\n<p>we’re building <a href=\"http:\/\/bloggingmachine.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">bloggingmachine.io<\/a> (AI-powered SEO content) and the question we keep getting is: “how do I know if AI is actually picking up my content?”<\/p>\n<\/p>\n<p>current tools give you some visibility, but not the full picture \u2014 especially what’s happening on your actual site.<\/p>\n<\/p>\n<p>being able to see which pages AI agents actually crawl vs ignore is huge for content strategy. especially for programmatic SEO where you’re publishing at scale.<\/p>\n<\/p>\n<p>congrats on the launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vzotov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vzotov<\/a> <a href=\"https:\/\/www.producthunt.com\/@davidkaufmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davidkaufmann<\/a> Definitely gonna give it a try! \ud83d\udc40\ud83d\udd25<\/p>\n<\/p>\n<p>I\u2019m curious about attribution \u2013 how reliably can you connect agent visits to downstream human traffic or conversions? Especially when users jump across devices and channels.<\/p>\n<\/p>\n<p>Feels like this could become a core analytics layer if the signal quality is strong. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey David, that line about existing tools relying on simulated prompts being misleading and expensive says a lot. Was there a specific moment where you looked at one of those AEO tools, saw the data, and thought wait, this doesn\u2019t actually tell me what\u2019s happening on my site?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> definitely! The biggest wake up call is just seeing how much your visibility is biased by which prompts you select. We saw some cases where if the prompts we’re focused only on the brand \/ products strong-suits the visibility was 80%, but when more balanced and representative of what people are <em>likely<\/em> asking, the visibility dropped in half \ud83d\udc40.<\/p>\n<p>We still believe visibility tracking is valuable (and still offer it in the product), but feel the selection should be done in a smart way. So far the best technique I’ve seen is by using a mix of Google search volume for similar keywords (from Semrush for example) + which pages \/ topics on your site are visited by user-initiated AI agents like ‘ChatGPT-user’. It’s not perfect, but it’s much more likely to be aligned with what people are actually asking \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How difficult is it to implement? If it\u2019s script-based, does it affect a website performance?<br \/>\nCheers and congrats on the launch! \ud83d\udc4f\ud83c\udffb<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@helga_impalpable\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@helga_impalpable<\/a> great questions! We have a few different options to implement including no-code (~5 min setup) with Vercel and WordPress. We also have Cloudflare and AWS integrations. All are integrated server side (script-based tag solutions used by GA and others don’t detect agent \/ bot traffic) and are out of the run path so there is no impact on performance. All our options are here: <a href=\"https:\/\/docs.siteline.ai\/introduction#get-started-with-agent-analytics\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.siteline.ai\/introduction#get-started-with-agent-analytics<\/a><\/p>\n<p>Let us know if you have any if you have any questions or need help getting going!<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/siteline\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"siteline\" target=\"_blank\" rel=\"noopener\">@Siteline<\/a> great product, impressed. Do you provide any suggestions on how to reshape product to optimize AI bots scrapping?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a> thanks Anton! Yes, once you get set up we have a whole section of ‘Tech recommendations’ that analyze your site and recommend changes. In general the biggest improvements we’ve found that impact digestibility are:<\/p>\n<ul>\n<li>\n<p>Ensuring all content is rendered server-side and doesn’t require Javascript — most AI bots don’t run JS and instead just pull everything from the server in one go unlike a human (or even the Google bot)<\/p>\n<\/li>\n<li>\n<p>Fast load-times for all pages (should be <300ms)<\/p>\n<\/li>\n<li>\n<p>Nothing blocking bot access by mistake – this can be robots.txt but is often 3rd party services like Cloudflare, Captcha, etc<\/p>\n<\/li>\n<li>\n<p>Don’t require location to be set to show pricing or other features<\/p>\n<\/li>\n<li>\n<p>Put key content \/ summaries towards the top of each page, bots will often read a bit of what they pull then leave if they don’t find what they’re looking for<\/p>\n<\/li>\n<\/ul>\n<p>Hope this helps! Have you tried anything so far that you’ve seen working?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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>\n<p>Quick questions for the team : <\/p>\n<ol>\n<li>\n<p>How do you handle differentiation from traditional analytics (GA4, Plausible, etc.) when agents mimic human behavior more and more?<\/p>\n<\/li>\n<li>\n<p>What’s one quick win you’ve seen that boosts how often agents cite\/reference your site\/pages in their responses (without gaming the system)?<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cathcorm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathcorm<\/a> great points! On the GA4 side, at the moment it’s all Javascript tag based, so they miss most AI agent traffic which just renders everything from the server. That’s not to say they couldn’t start to measure it of course, but I think the real value comes with connecting the AI \/ bot traffic to your citations and visibility data. Then once you add referrals that come to your site from AI apps you have a full picture of the funnel: ingested, cited, visible in answers, acquired human traffic.<\/p>\n<p>And regarding quick wins, what we’ve seen work best is using the agent visit data to figure out which topics \/ content users on ChatGPT are actually asking about and then filling that gap with high quality content that answers users’ questions. Maybe a bit more substantial than a “quick win” but as you mention, a lot of people try to game the system with hacks that end up backfiring… Anything you’ve seen working so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Looks powerful. Haven’t seen any platform that covers this much breadth. Do you support Vercel? Do you have any sort of service offering to help companies increase their AI visibility?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Thanks! We have a zero-code integration with Vercel log drains that takes about 5 mins to set up: <a href=\"https:\/\/docs.siteline.ai\/integrations\/vercel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.siteline.ai\/integrations\/vercel<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Have been using the product since their private beta. It helped us get insights into our ai seo visibility and take steps towards improving it as efficiently as possible. The team is also great – extremely responsive, helpful and knowledgable. Congrats on the launch, Siteline!<\/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>much appreciated <a href=\"https:\/\/www.producthunt.com\/@anna_paykina_cerbos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anna_paykina_cerbos<\/a> ! You’re a top customer \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Seems like a compelling product, congrats on the launch! Do the scraping agents from the big labs all set a proper user agent? Or in other words, could they hide this data from you?<\/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\/@wilco_kruijer1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wilco_kruijer1<\/a> great question. From what we’ve seen the biggest labs (OpenAI, Anthropic, etc) value transparency and publish their user-agent strings and IP ranges for verification. In theory it’s in their interest to make sure websites are accessible for consumption \/ scraping for their LLMs and live agents. <\/p>\n<\/p>\n<p>However we do see impersonation from less reputable platforms trying to mimic ChatGPT agents for example, but we catch and filter that out with IP and other verification methods. Have you experimented with the agent \/ bot analytics data at all?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \ud83d\udd25<\/p>\n<p>Looks interesting, will give it a try! <\/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\/@danshipit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danshipit<\/a> awesome, thank you! Please let us know if you see anything surprising in your agent or bot traffic or have any feedback \ud83d\ude4f\ud83c\udffc<\/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>The “stop guessing prompts, measure actual bot traffic” approach is way smarter than most AEO tools. I’ve seen products spend $500\/month on prompt simulation tools that don’t reflect what users actually ask ChatGPT. Does Siteline differentiate between OpenAI’s crawler vs actual ChatGPT browsing on behalf of users?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dronidev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dronidev<\/a> we do! For OpenAI we differentiate between crawling for LLM training and search indexing vs. agent visits that are “user-initiated” i.e. are trigger live when a user is asking something on ChatGPT. <\/p>\n<\/p>\n<p>Would be curious to hear your experience with Siteline compared to other AEO \/ GEO tools when you get a chance. Thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck guys!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch!<\/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\/@nastassia_k\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nastassia_k<\/a> thanks for the support!<\/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\">If a company already has GA4\/Search Console + an SEO suite + maybe a log\/WAF setup, what does an ideal adoption look like in the first week\u2014who owns it, what integrations are \u201cmust-have,\u201d and what\u2019s the first dashboard or alert that proves value?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> great question. After integrating and start to see traffic flow in I would immediately check if your key pages are being covered by agents from the top platforms (OpenAI, Anthropic, Google, etc) and if there any errors \/ timeouts or permissions issues. <\/p>\n<p>Then by day 2 you should already be able to see trends emerge that are help inform content optimization: which pages and topics (we cluster pages automatically for you) receive the most traffic from “user-initiated” agents and how does that convert to referred “human” traffic from the AI apps. From there you’re off to the races \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><em>Looks promising \ud83d\ude38. I’ll surely try.<\/em><\/p>\n<p><em>But i have few doubts, normaly we can track ai agents due to their user agent. But can this product track the ai agents who uses ip rotation.<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Oh super cool product guys! Hope this transparency make al this market more visible<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@volk13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@volk13<\/a> thanks a lot! AI Search transparency and data-driven insights – that’s what AI search space lacks currently, and we are doing our best to change that<\/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>Congratulations!! Looks great<\/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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thanks Madalina! Have you already tried any AI Search visibility tools? What are your impressions so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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!<br \/>Getting visibility in the AI agent era for website traffic is a must-have<\/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\/@jeetendra_kumar2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeetendra_kumar2<\/a> thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very beautiful site with clear messaging. I am not in the market for this category of products but I’ll definitely recommend it to others \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uladzislau_rasliak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uladzislau_rasliak<\/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>Congrats! Checking it out now for <a href=\"https:\/\/respira.press\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">respira.press<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s super cool David. Getting insights from AI traffic to turn it into human visits makes absolutely sense and I’m sure many of us will take the most of it. Wish you all the best here!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vzotov\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vzotov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vzotov<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vzotov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vzotov<\/a> <a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> thanks! Would love to hear your thoughts once you’ve had the chance to take a look<\/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>Super cool idea – really different behavior between agents and users. Agents won’t fall for the typical funnel\/checkout optimizations.<\/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\/@alexpadraic1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexpadraic1<\/a> yeah, great point. And on the flip side in some regards they are more ‘fragile’ at the moment when it comes to navigating tricky or ‘beautiful’ UI designed for humans \u00af\\_(\u30c4)_\/\u00af <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I met David a bunch of times while he was developing this and it really is differentiated from the other things in the market atm<\/p>\n<p>Nice job David , \ud83d\udcaa<\/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 \ud83d\udd25<br \/>Do you see this becoming a new standard layer of analytics, alongside GA, or something more niche for AI-heavy businesses?<\/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\/@honoramma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@honoramma<\/a> I think no question (good) AI visitors will start to be an important segment to pay attention optimize for just like you currently think about a human conversion funnel on your website. We’re still a bit away, but once agents start taking commercial actions with more frequency e.g. submit a lead form, sign up, make purchases etc I think these metrics will accelerate and become more mainstream<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \ud83c\udf89 !!<\/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\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> thanks a lot for your support! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch!, Tracking agentic traffic is going to be the #1 challenge for SaaS this year.<\/p>\n<p>I noticed your current copy focuses heavily on \u201cmonitoring\u201d. However, the real pain for founders is \u201cVisibility Loss\u201d. If the agents can’t parse the site, they don’t recommend the product.<\/p>\n<p>If you pivot your messaging to \u201cOptimizing for the Agent-Led Economy\u201d or \u201cThe Google Analytics for Agentic SEO\u201d, you\u2019ll capture the high intent CMOs who are terrified of losing traffic to AI. I’ve got a few copy tweaks that could make this feel like a Revenue Insurance tool.<\/p>\n<p>The best of the luck with the launch!<\/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<\/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\/6T5QC3TVMGDHRS\" class=\"app-title\">Wispr Flow for Android<\/a><\/p>\n<div class=\"one-liner\">AI dictation that turns messy speech into polished text.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">366<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7AI\u8bed\u97f3\u8f6c\u6587\u5b57\uff0c\u5c06\u6742\u4e71\u53e3\u8bed\u5b9e\u65f6\u8f6c\u5316\u4e3a\u7cbe\u70bc\u3001\u53ef\u53d1\u9001\u6587\u672c\u7684Android\u6d6e\u52a8\u5de5\u5177\u680f\uff0c\u65e8\u5728\u8ba9\u8bed\u97f3\u53d6\u4ee3\u952e\u76d8\u8f93\u5165\uff0c\u63d0\u5347\u79fb\u52a8\u7aef\u5185\u5bb9\u521b\u4f5c\u548c\u6c9f\u901a\u6548\u7387\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/35e60052-1fe0-42ed-b48b-b76419d65208.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6b92785-da36-42b6-ab6e-fb39abaa77a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/223d5cb4-238d-4e1a-96bd-9219a83711c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dcc38b2b-6c9d-4b84-b14e-830d2e48c49d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8738d0d3-e00e-47a6-a66a-6ac5685c9faf.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\/f71ce6d2-6c3f-4887-823f-95bf3eedd5c3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/7g7LShvXXt4\"><source src=\"https:\/\/youtu.be\/7g7LShvXXt4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">AI\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u7ea0\u9519<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e94\u7528\u6d6e\u52a8\u5de5\u5177\u680f<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u6df7\u5408\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Android\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u683c\u5f0f\u5316<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u589e\u503c<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/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\u5bf9Android\u7248\u53d1\u5e03\u611f\u5230\u5174\u594b\uff0c\u8ba4\u53ef\u5176\u8de8\u5e94\u7528\u6d6e\u52a8\u8bbe\u8ba1\u3001\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u51c6\u786e\u7387\u53ca\u591a\u8bed\u8a00\u6df7\u5408\u8f93\u5165\u80fd\u529b\u3002\u6838\u5fc3\u5efa\u8bae\u4e0e\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u540e\u53f0\u8fd0\u884c\u7684\u7535\u6c60\u4f18\u5316\u3001\u9690\u79c1\u4fdd\u62a4\u3001\u6587\u672c\u6a21\u677f\/\u54c1\u724c\u8bed\u97f3\u7b49\u9ad8\u7ea7\u529f\u80fd\u96c6\u6210\u3001\u7279\u5b9a\u573a\u666f\uff08\u5982\u94fe\u63a5\u8bc6\u522b\uff09\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\uff0c\u4ee5\u53caiOS\u5e73\u53f0\u529f\u80fd\u5bf9\u7b49\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 Wispr Flow for Android \u7684\u53d1\u5e03\uff0c\u8fdc\u4e0d\u6b62\u662f\u7b80\u5355\u7684\u5e73\u53f0\u79fb\u690d\uff0c\u800c\u662f\u4e00\u6b21\u5bf9\u79fb\u52a8\u7aef\u8bed\u97f3\u8f93\u5165\u8303\u5f0f\u7684\u6fc0\u8fdb\u6311\u6218\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5355\u7eaf\u7684\u201c\u8bed\u97f3\u8f6c\u6587\u5b57\u201d\u7cbe\u5ea6\u63d0\u5347\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u201c\u6d6e\u52a8\u4e8e\u4e00\u5207\u5e94\u7528\u4e4b\u4e0a\u201d\u7684\u7cfb\u7edf\u7ea7\u4ea4\u4e92\u8bbe\u8ba1\uff0c\u8bd5\u56fe\u5c06\u8bed\u97f3\u4ece\u201c\u5907\u7528\u8f93\u5165\u65b9\u6848\u201d\u91cd\u5851\u4e3a\u201c\u9996\u8981\u4ea4\u4e92\u754c\u9762\u201d\u3002\u8fd9\u76f4\u63a5\u51fb\u4e2d\u4e86\u79fb\u52a8\u7aef\u5185\u5bb9\u751f\u4ea7\u7684\u6838\u5fc3\u75db\u70b9\uff1a\u5728\u788e\u7247\u5316\u573a\u666f\u4e2d\uff0c\u601d\u7ef4\u6d41\u4e0e\u8f93\u5165\u6d41\u56e0\u952e\u76d8\u64cd\u4f5c\u800c\u88ab\u8feb\u4e2d\u65ad\u7684\u77db\u76fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u5f3a\u8c03\u7684\u201c\u6e05\u7406\u586b\u5145\u8bcd\u3001\u81ea\u52a8\u7ea0\u6b63\u3001\u683c\u5f0f\u5316\u201d\uff0c\u5b9e\u5219\u662f\u8bd5\u56fe\u5c06\u540e\u671f\u7f16\u8f91\u6210\u672c\u5f52\u96f6\uff0c\u5176\u7ec8\u6781\u76ee\u6807\u662f\u8ba9\u8f93\u51fa\u73af\u8282\u201c\u9690\u5f62\u201d\uff0c\u4f7f\u4eba\u673a\u5bf9\u8bdd\u65e0\u9650\u903c\u8fd1\u4eba\u4eba\u5bf9\u8bdd\u7684\u81ea\u7136\u611f\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u70ed\u8bae\u7684\u6df7\u5408\u8bed\u8a00\u652f\u6301\uff08\u5982Hinglish\uff09\uff0c\u5219\u66b4\u9732\u4e86\u5168\u7403\u5316\u80cc\u666f\u4e0b\u5355\u4e00\u8bed\u8a00\u6a21\u578b\u7684\u5c40\u9650\u6027\uff0cWispr\u5c06\u6b64\u4f5c\u4e3a\u5356\u70b9\uff0c\u5b9e\u5219\u662f\u62bc\u6ce8\u4e8e\u672a\u6765\u6df7\u5408\u8bed\u79cd\u4ea4\u6d41\u7684\u666e\u53ca\u8d8b\u52bf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u73af\u4e4b\u4e0b\u9690\u5fe7\u6d6e\u73b0\u3002\u5176\u4e00\uff0c\u6280\u672f\u666e\u60e0\u6027\u4e0e\u5546\u4e1a\u5316\u7684\u77db\u76fe\uff1a\u5f53\u524d\u201c\u9650\u65f6\u514d\u8d39\u201d\u7b56\u7565\u867d\u80fd\u5feb\u901f\u83b7\u5ba2\uff0c\u4f46\u8bc4\u8bba\u4e2d\u5df2\u51fa\u73b0\u7528\u6237\u5bf9\u201c\u8ba2\u9605\u75b2\u52b3\u201d\u7684\u660e\u786e\u62b5\u89e6\u3002\u5176\u4e8c\uff0c\u201c\u7cfb\u7edf\u7ea7\u201d\u80fd\u529b\u5e26\u6765\u7684\u526f\u4f5c\u7528\uff1a\u7528\u6237\u5bf9\u7535\u6c60\u7eed\u822a\u548c\u9690\u79c1\u7684\u62c5\u5fe7\uff0c\u6b63\u662f\u5176\u6df1\u5ea6\u96c6\u6210\u7cfb\u7edf\u5fc5\u7136\u9762\u4e34\u7684\u4ee3\u4ef7\u3002\u5176\u4e09\uff0c\u573a\u666f\u5316\u667a\u80fd\u7684\u4e0d\u8db3\uff1a\u6709\u7528\u6237\u6307\u51fa\u5176\u5728\u8bc6\u522b\u201c\u63d0\u53ca\u94fe\u63a5\u201d\u4e0e\u201c\u63d2\u5165\u94fe\u63a5\u201d\u65f6\u7f3a\u4e4f\u4e0a\u4e0b\u6587\u5224\u65ad\uff0c\u8fd9\u63ed\u793a\u4e86\u5f53\u524dAI\u5728\u7406\u89e3\u590d\u6742\u6c9f\u901a\u610f\u56fe\u4e0a\u7684\u5929\u82b1\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cWispr Flow \u662f\u4e00\u573a\u8c6a\u8d4c\uff1a\u8d4c\u7528\u6237\u613f\u610f\u4e3a\u201c\u65e0\u7f1d\u201d\u4f53\u9a8c\u653e\u5f03\u90e8\u5206\u7535\u91cf\u4e0e\u9690\u79c1\uff0c\u8d4c\u8bed\u97f3\u4ea4\u4e92\u7684\u4fbf\u5229\u6027\u8db3\u4ee5\u98a0\u8986\u6570\u5341\u5e74\u7684\u952e\u76d8\u808c\u8089\u8bb0\u5fc6\u3002\u5b83\u4e0d\u518d\u662f\u4e00\u4e2a\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u79fb\u52a8\u7aef\u8f93\u5165\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u5165\u53e3\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u8f6c\u5199\u51c6\u786e\u7387\u662f\u5426\u518d\u63d0\u53471%\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u771f\u5b9e\u3001\u590d\u6742\u7684\u591a\u4efb\u52a1\u79fb\u52a8\u573a\u666f\u4e2d\uff0c\u8bc1\u660e\u201c\u53ea\u52a8\u53e3\u4e0d\u52a8\u624b\u201d\u7684\u4f53\u9a8c\uff0c\u5728\u6574\u4f53\u6548\u7387\u4e0e\u4f53\u9a8c\u4e0a\uff0c\u5bf9\u201c\u52a8\u624b\u4fee\u6b63\u201d\u62e5\u6709\u538b\u5012\u6027\u4f18\u52bf\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\">Wispr Flow for Android<\/span>\n <\/div>\n<div class=\"comment-content\">Now on Android: smart voice-to-text that turns rambling speech into clean, ready-to-send text. Wispr Flow works seamlessly in any app, continues across app switches, and cleans up filler words, course corrections, punctuation, and formatting automatically. Free and unlimited for a limited time only!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For two years, people kept asking me one question: When is Flow coming to Android?<\/p>\n<p>We didn’t want to ship a “checkbox” Android app. We waited until we could ship something that genuinely replaces typing.<\/p>\n<p>\ud83d\udcf1 Nearly 4 billion people are on Android, yet voice on Android has always felt like a second citizen. Slow. Error-prone. Something you keep fixing.<\/p>\n<\/p>\n<p>Today we’re changing that.<\/p>\n<p>Wispr Flow floats above every app. No keyboard switching. No rewriting your own words to make them sound like you. If you can speak, you can stop using your keyboard.<\/p>\n<p>\u26a1 We also just completed a major infrastructure rewrite that made Flow 30% faster across the board. And we now support 100+ languages, including Hinglish for people who naturally switch between English and Hindi mid-sentence. \ud83c\udf0d<\/p>\n<p>This isn’t a “mobile version” of Flow. It’s the same intelligent system across Android, iPhone, Mac, and Windows. One experience. Every device.<\/p>\n<p>\ud83c\udf81 We’re offering unlimited free dictation on Android for a limited time at launch. Try it. Push it hard. Tell us where it breaks.<\/p>\n<p>We’ve been obsessing over latency and accuracy for years. Today is the first time we feel like voice on Android is ready to be the primary interface, not the fallback.<\/p>\n<p>Excited to finally ship this. Now it’s your turn to just talk instead of type, and send without needing to edit \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tanaykothari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanaykothari<\/a> Congrats on the launch of the Android version of Wispr Flow. \ud83d\ude42 <\/p>\n<p>A few quick questions on mobile optimization, features, and integrations:<\/p>\n<\/p>\n<p><strong>Battery & Performance<\/strong>: Since the app runs in the background, how do you optimize for battery life? Any plans for deeper mobile OS integration to avoid constant background drain (like many current apps)?<\/p>\n<\/p>\n<p><strong>Privacy<\/strong>: How do you ensure user privacy with always-on functionality?<\/p>\n<\/p>\n<p><strong>Text Expanders\/Templates<\/strong>: Will it support saving text expanders and templates (similar to <a href=\"https:\/\/www.producthunt.com\/products\/text-blaze\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"text-blaze\" target=\"_blank\" rel=\"noopener\">@Text Blaze<\/a>) soon?<\/p>\n<\/p>\n<p><strong>Custom Brand Voice<\/strong>: Any plans to let users create custom brand voices based on their own prompts\/instructions?<\/p>\n<\/p>\n<p><strong>Prompt-Based Replies<\/strong>: Support for prompt-driven actions like \u201creply to this email\u201d or \u201cwrite an OOO message\u201d?<\/p>\n<\/p>\n<p><strong>Auto-Formatting<\/strong>: Options for platform-specific auto-formatting (e.g., emojis, paragraphs) tailored to email, messengers, or social apps? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tanaykothari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanaykothari<\/a> Definitely makes everyone a super human!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tanaykothari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanaykothari<\/a> Voice is the way!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the launch I’ve been most excited about since joining Wispr.<\/p>\n<\/p>\n<p>Android has been our #1 most requested feature for over two years. Every week we’d get messages asking when it was coming. We could have shipped something basic early on, but the team wanted to make sure the Android experience was on par with what we’d built on Mac and iOS.<\/p>\n<\/p>\n<p>What makes this different from other voice-to-text apps on Android: Flow floats above every app. You don’t switch keyboards or change modes. You just tap, speak, and it writes in your voice. It matches your tone, cleans up filler words, and formats everything so you can send without going back to edit.<\/p>\n<\/p>\n<p>We also built support for 100+ languages, including mixed-language dictation. If you switch between English and Hindi (or any other combo) mid-sentence, Flow handles it natively. That was a hard problem to solve and I haven’t seen another app do it well on Android. I switch between English and Polish very often, and the ability to switch between the two without issue is crazy useful every day. <\/p>\n<\/p>\n<p>Over a million people already use Flow daily across Mac, Windows, and iPhone. We’re offering unlimited free dictation on Android at launch because we want as many people as possible to push it hard and tell us what they think.<\/p>\n<\/p>\n<p>Try it: <a href=\"https:\/\/wisprflow.ai\/android\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/wisprflow.ai\/android<\/a><\/p>\n<\/p>\n<p>Would love to hear how it feels compared to whatever you’re using now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mswulinski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mswulinski<\/a> Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mswulinski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mswulinski<\/a> Was waiting for this!!<\/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\/@mswulinski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mswulinski<\/a> Congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very excited for the Android launch, even though I don’t have an Android phone. I’ve been using Wispr Flow on iOS for a while, and it’s really changed the way I think on the go. I often have ideas or realizations when I’m on the go and write them down in personal notes using Bear. With Wispr Flow, I can dictate long, complex ideas on the go.<\/p>\n<p>While I love the iOS functionality, it is a bit high-friction to get into Wispr Flow because of limitations on iOS’s side. I’m really intrigued (and envious of Android users) to see what Wispr built in Android with less system restrictions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rajiv_ayyangar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajiv_ayyangar<\/a> I really want the cross-app, floating Wispr Flow UI on iOS!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This team ships \ud83d\udca5 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Nice to see wispr flow power for android users as well<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was lucky enough to be in the alpha and beta for the app. It was amazing to use even before the team added the additional product features. I’ve been dictating text messages and notes while on runs, alarm descriptions, todos, and all sorts of other things I always assumed I’d have to use a keyboard for. I’m excited to see other people using it too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Building Wispr Flow for Android was one of my favorite projects for the year — and I’m so excited for all of you to try it. We’ve built a truly native experience that lets you speak anywhere you use your phone. Please share any feedback you have and we’ll keep making it better and better!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m using Flow right now to dictate this message. I have used this app now for around a week or two. I find it extremely fast. I would say 99% accurate or 98% accurate.<\/p>\n<p>It works wonderfully, especially with somebody like me who speaks more than one language. It does wonderfully especially in Arabic. Yes it has its own issues when it comes to Arabic but that’s totally accepted or expected.<\/p>\n<p>Honestly the app is functioning as it should be, very smooth, no issues, no problems. It delivers what it needs to deliver. Yes it has some issues, for example, if you try to say when I say “<a href=\"https:\/\/www.linkedin.com\/in\/aalkulaib\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.linkedin.com\/in\/aalkulaib\/<\/a>” you post your full <a href=\"https:\/\/www.linkedin.com\/in\/aalkulaib\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.linkedin.com\/in\/aalkulaib\/<\/a> page. It doesn’t always have the right context when you don’t want to actually paste the link for your <a href=\"https:\/\/www.linkedin.com\/in\/aalkulaib\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.linkedin.com\/in\/aalkulaib\/<\/a> page but rather you want to say to someone “I checked it in <a href=\"https:\/\/www.linkedin.com\/in\/aalkulaib\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.linkedin.com\/in\/aalkulaib\/<\/a>” in a different sense, rather than “Oh here’s my <a href=\"https:\/\/www.linkedin.com\/in\/aalkulaib\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.linkedin.com\/in\/aalkulaib\/<\/a>“.<\/p>\n<p>I’ve downloaded the app on Android since I use an Android phone and it has worked flawlessly so far, so perfect launch, guys, great job! <\/p>\n<p>Other than that I don’t have any gripes. To be honest the only thing I’ve been avoiding is trying to subscribe to the service because I feel exhausted with all the subscriptions I have right now with so many different apps and so many different things. I’m bound to do that sooner or later.<\/p>\n<p>Great job, amazing work. Honestly thank you from the heart. I will even leave the errors for antiquity’s sake.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very excited for this launch – WisprFlow is a huge unlock in my workflow and love seeing it on Android. Congrats, team! <\/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>Well done on the release folks! <\/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>At one point, the Flow team had 12 people who collectively spoke 22 languages. So, for many of us, it’s a personal milestone to bring Flow to a platform that’s inherently international. <\/p>\n<\/p>\n<p>It’s been a privilege to see <a href=\"https:\/\/www.producthunt.com\/@rajbhattayushi\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rajbhattayushi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajbhattayushi<\/a> <a href=\"https:\/\/www.producthunt.com\/@zhdan_philippov\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"zhdan_philippov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zhdan_philippov<\/a> <a href=\"https:\/\/www.producthunt.com\/@sumitobroi\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sumitobroi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sumitobroi<\/a> and more bring Flow’s characteristic smooth interaction the Android world. Excited for folks to try it!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>been a customer for a while now – our whole team is also on it!! Congrats on launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Yay a new feature!! <\/p>\n<\/p>\n<p>Since it supports mixed-language dictation and learns over time, have you seen any wild\/creative use cases popping up like devs dictating code comments in VS Code, multilingual teams handling Hinglish\/Spanglish in chats, or creators blasting out long-form content? <\/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 mixed-language dictation is what really caught my eye. I switch between English and Chinese constantly and every other voice tool completely falls apart with that. Also smart move making it a floating overlay instead of a keyboard replacement \u2014 way less friction to actually use.<\/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>Congrats on the launch!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations! This is going to be huge for android 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<\/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\/B4O3SGVB4EZA3G\" class=\"app-title\">TypeBoost<\/a><\/p>\n<div class=\"one-liner\">Your personal AI writing toolkit. Inside any app.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">303<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u6df1\u5ea6\u96c6\u6210\u4e8emacOS\u7cfb\u7edf\u5185\u7684\u4e2a\u4ebaAI\u5199\u4f5c\u5de5\u5177\u5305\uff0c\u5141\u8bb8\u7528\u6237\u5728\u4efb\u4f55\u5e94\u7528\u7a0b\u5e8f\u4e2d\u76f4\u63a5\u5bf9\u9009\u5b9a\u6587\u672c\u6267\u884c\u81ea\u5b9a\u4e49AI\u6307\u4ee4\uff0c\u5b9e\u73b0\u65e0\u9700\u5207\u6362\u5de5\u5177\u3001\u65e0\u9700\u590d\u5236\u7c98\u8d34\u7684\u6d41\u7545\u5199\u4f5c\u4f53\u9a8c\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u591a\u4e2aAI\u5de5\u5177\u95f4\u9891\u7e41\u5207\u6362\u3001\u6307\u4ee4\u65e0\u6cd5\u590d\u7528\u3001\u5199\u4f5c\u6d41\u7a0b\u5272\u88c2\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/177b909b-6437-49d5-8e06-4aa70d012936.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\/d705e326-8b20-44ad-885d-c68e865c1665.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\/f9318e75-e708-4b73-b20c-ab491d60bf28.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\/4de9a203-643c-49bf-856f-cf87eb74e0df.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\/c3e9d14f-a865-4d52-b6bb-634b7fabeaef.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\/8501f4cf-4531-4ea5-b2b7-62539d36da26.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/093c322f-48a5-4def-8703-a5c486702af7.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/wwrtLK5JN7M\"><source src=\"https:\/\/youtu.be\/wwrtLK5JN7M\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Writing<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5199\u4f5c\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">macOS\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u65e0\u4e0a\u4e0b\u6587\u5207\u6362<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u63d0\u793a\u8bcd<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">\u8de8\u8bbe\u5907\u540c\u6b65<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u626c\u5176\u65e0\u7f1d\u96c6\u6210\u7684\u5de5\u4f5c\u6d41\u548c\u5353\u8d8a\u7684UX\u8bbe\u8ba1\uff0c\u663e\u8457\u63d0\u5347\u4e86\u5199\u4f5c\u6548\u7387\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u6570\u636e\u9690\u79c1\u3001API\u5bc6\u94a5\u6a21\u5f0f\u3001\u56e2\u961f\u5171\u4eab\u529f\u80fd\u7f3a\u5931\u4ee5\u53ca\u5bf9\u8bdd\u5386\u53f2\u5ef6\u7eed\u6027\u4e0a\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u590d\uff0c\u89e3\u91ca\u4e86\u6280\u672f\u5b9e\u73b0\u4e0e\u9690\u79c1\u7b56\u7565\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 TypeBoost\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u901a\u7528\u7684AI\u804a\u5929\u524d\u7aef\uff0c\u800c\u5728\u4e8e\u5c06\u81ea\u5df1\u201c\u539f\u5b50\u5316\u201d\u4e3a\u64cd\u4f5c\u7cfb\u7edf\u7ea7\u522b\u7684\u5199\u4f5c\u57fa\u5ea7\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u4ec5\u4ec5\u662f\u201c\u5feb\u6377\u8c03\u7528AI\u201d\uff0c\u800c\u662f\u901a\u8fc7\u201c**\u4e8b\u4ef6\u9a71\u52a8**\u201d\u548c\u201c**\u7cbe\u786e\u9009\u533a**\u201d\u4e24\u5927\u539f\u5219\uff0c\u91cd\u6784\u4e86\u4eba\u673a\u534f\u4f5c\u7684\u4ea4\u4e92\u8303\u5f0f\u3002\u5b83\u5c06AI\u4ece\u72ec\u7acb\u7684\u201c\u5e94\u7528\u201d\u964d\u7ef4\u6210\u968f\u5904\u53ef\u7528\u7684\u201c\u7cfb\u7edf\u670d\u52a1\u201d\uff0c\u8fd9\u76f4\u51fb\u4e86\u5f53\u524dAI\u5de5\u5177\u4f7f\u7528\u7684\u6838\u5fc3\u6096\u8bba\uff1a\u80fd\u529b\u8d8a\u5f3a\uff0c\u5207\u6362\u6210\u672c\u8d8a\u9ad8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u6210\u529f\u5173\u952e\u5728\u4e8e**\u514b\u5236\u7684\u6743\u9650\u8bbe\u8ba1**\uff08\u4ec5\u54cd\u5e94\u663e\u5f0f\u9009\u62e9\uff0c\u675c\u7edd\u540e\u53f0\u76d1\u63a7\uff09\u548c**\u5bf9\u201c\u63a7\u5236\u611f\u201d\u7684\u6781\u81f4\u6ee1\u8db3**\uff08\u9010\u5b57\u63a5\u53d7\/\u62d2\u7edd\u4fee\u6539\uff09\u3002\u8fd9\u4f7f\u5176\u4e0eGrammarly\u7b49\u201c\u9ed1\u76d2\u201d\u8f85\u52a9\u5de5\u5177\u5212\u6e05\u4e86\u754c\u9650\uff0c\u8fce\u5408\u4e86\u4e13\u4e1a\u521b\u4f5c\u8005\u65e2\u60f3\u589e\u6548\u53c8\u9700\u4fdd\u6301\u4e2a\u4eba\u98ce\u683c\u7684\u77db\u76fe\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u5f53\u524d\u4f9d\u8d56\u5355\u4e00\u5f00\u53d1\u8005API\u5bc6\u94a5\u7684SaaS\u6a21\u5f0f\uff0c\u5728\u9690\u79c1\u654f\u611f\u548c\u4f01\u4e1a\u573a\u666f\u4e0b\u662f\u589e\u957f\u5929\u82b1\u677f\u3002\u7528\u6237\u5173\u4e8e\u201c\u81ea\u5e26\u5bc6\u94a5\u201d\u548c\u201c\u56e2\u961f\u5171\u4eab\u201d\u7684\u63d0\u95ee\uff0c\u6070\u6070\u6307\u5411\u4e86\u5176\u4ece\u201c\u6548\u7387\u73a9\u5177\u201d\u8fc8\u5411\u201c\u751f\u4ea7\u529b\u5e73\u53f0\u201d\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\u3002\u6b64\u5916\uff0c\u5176\u201c\u65e0\u5386\u53f2\u4e0a\u4e0b\u6587\u201d\u7684\u8bbe\u8ba1\u867d\u662f\u51fa\u4e8e\u7b80\u6d01\uff0c\u4f46\u4e5f\u9650\u5236\u4e86\u5904\u7406\u590d\u6742\u3001\u591a\u8f6e\u4fee\u8ba2\u4efb\u52a1\u7684\u80fd\u529b\u3002\u672c\u8d28\u4e0a\uff0cTypeBoost\u662fAI\u5e73\u6c11\u5316\u8fdb\u7a0b\u4e2d\u7684\u4e00\u6b21\u7cbe\u5999\u201c\u63a5\u53e3\u9769\u547d\u201d\uff0c\u4f46\u5b83\u80fd\u5426\u4ece\u4e2a\u4eba\u9ed1\u5ba2\u7684\u5229\u5668\uff0c\u8fdb\u5316\u6210\u56e2\u961f\u534f\u4f5c\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u4e0b\u4e00\u6b65\u5728\u67b6\u6784\u5f00\u653e\u6027\u4e0e\u534f\u4f5c\u529f\u80fd\u4e0a\u7684\u6743\u8861\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\">TypeBoost<\/span>\n <\/div>\n<div class=\"comment-content\">Turn your prompts into a personal AI writing toolkit. Use it inside any app on macOS. No copy-paste. No switching tools. Apply custom AI actions directly to selected text, see and control every change, and write faster while still sounding like you. Fully customizable prompts, model choice, voice input, and learning over time. Better writing. Faster. Still yours.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Benny, the maker of TypeBoost.<\/p>\n<\/p>\n<p>I use AI a lot. But it often felt messy: copy-pasting text, switching to ChatGPT, rewriting the same instructions, juggling Gemini, Claude, Apple Intelligence, or whatever. Plus, the better the prompt, the better the result. Which meant: you\u2019d better write a good one. That felt wrong.<\/p>\n<\/p>\n<p>What I really wanted was AI inside my workflow. Right inside any app. And full control over <em>how<\/em> my text is improved. My actions. My style. My prompts. My rules.<\/p>\n<\/p>\n<p>So I built TypeBoost for macOS.<\/p>\n<\/p>\n<p>It\u2019s not “just another AI assistant”.<\/p>\n<p>It\u2019s a personal, fully customizable AI writing toolkit that lets you apply your own prompts directly to selected text, see exactly what changed, accept\/reject edits on a granular level. All without breaking focus. Voice input included \ud83c\udf99\ufe0f<\/p>\n<\/p>\n<p>Once it becomes a habit, it\u2019s insanely productive.<\/p>\n<p>There\u2019s also an iOS app that stays fully in sync. E.g. capture ideas by voice on the go, and they\u2019re waiting for you on your Mac later. Or what ever you need.<\/p>\n<\/p>\n<p>I genuinely hope TypeBoost helps you as much as it helps me.<\/p>\n<p>If you\u2019ve got questions, ideas, or feedback \u2014 I\u2019m here \ud83d\ude0a<\/p>\n<\/p>\n<p>Cheers<\/p>\n<p>Benny<\/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\/@bennyqp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bennyqp<\/a>You did a really amazing job building TypeBoost, been using it for the past 6 months, and it is a real part of my stack!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bennyqp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bennyqp<\/a> You mention it becomes a habit. What\u2019s the specific moment where users feel the shift, first granular accept\/reject experience, or when they stop copy-pasting into ChatGPT entirely?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 use Typeboost every single day and honestly can’t live without it anymore<\/p>\n<\/p>\n<p>I reckon I’m saving like 1-2 hours a day thanks to the shortcuts<\/p>\n<p>Total game changer!<\/p>\n<\/p>\n<p>Can’t wait to see what’s next<\/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\/@clement_janssens\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clement_janssens<\/a> Hey Cl\u00e9ment, thank you so much for your comment and support! <\/p>\n<\/p>\n<p>You have been one of the very first users, and I appreciate that you always trusted in TypeBoost and also already provided a lot of valuable feedback. So thank you!! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been using Typeboost for 2 months now, and it is absolutely amazing. \ud83d\udc9a<\/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\/@2567910\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@2567910<\/a> Thanks Lukas, I’m glad you like 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>Love the value proposition and how you make the toolkit usable from anywhere. Solid UX work. A clear agentic replacement to Grammarly. Quality++<\/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\/@said_aitmbarek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@said_aitmbarek<\/a> Thanks, Said, really appreciate this feedback! As someone coming from a design background, good UX is always a top priority for me. Also, one of the main differences compared to Grammarly: With your personalized Prompt Actions, you have 100% control over what should happen and how.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool – nice to see something using ai personalized and helping get better instead of automated ai spamming on different channels. Is it bring your own key or use yours as saas?<\/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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Yes exactly, that’s one of the key ideas. To use AI to write faster, but with your actual thoughts and words and not let ai bots produce slop that just annoys everyone. At the moment it’s only working as saas with my api key. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@bennyqp one question: if the adoption scales, how would you tackle – bring your own key OR a key pool of yours? this is a problem we makers face.. so, your answer will help me design for scale later.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>very helpful for my non-coding activities<\/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\/@jemikanegara\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jemikanegara<\/a> Happy to hear that! But yeah, it’s not best for coding (though it can still be useful in some situations), but for so many other tasks it’s truly a huge help \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Quick question on privacy. I work with some sensitive client stuff and I’d want to know where my text goes when it’s processed. Is anything stored on your end or does it just pass through?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@solodnev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@solodnev<\/a> That\u2019s an important question, thanks!<\/p>\n<p>Here\u2019s exactly what happens when you process text with TypeBoost:<\/p>\n<ol>\n<li>\n<p><strong>Processing<\/strong>: Your selected text is sent to the chosen AI provider (e.g. OpenAI, Anthropic, Google) to generate the result. TypeBoost does not process AI requests locally \u2014 it uses these providers\u2019 APIs.<\/p>\n<\/li>\n<li>\n<p><strong>Storage<\/strong>: The input and output are stored encrypted on our servers (Google Cloud, Frankfurt, Germany). This enables cross-device sync (e.g. start on iPhone, continue on Mac). Access to stored data is restricted and secured.<\/p>\n<\/li>\n<li>\n<p><strong>Retention:<\/strong> Text history is kept only for a limited time depending on your plan. After that period, it is permanently deleted.<\/p>\n<\/li>\n<\/ol>\n<p>TypeBoost only ever sees the text you explicitly load into it. Nothing else is accessed or transmitted.<br \/>If you\u2019re working with highly sensitive material, I\u2019m happy to go deeper into the technical setup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool product, as someone who built an AI CMS for a blog recently I really see the benefit of not having to switch focus while writing \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danilo_stojanovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danilo_stojanovic<\/a> Thanks! Yeah, especially because you can use it for a blog, but email as well, or LinkedIn. Simply anywhere. All the same tool. Your specific prompt instructions \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I’ve been using ChatGPT for most of my writing but honestly this looks awesome. Not needing to switch to ChatGPT for every little thing is great. Can I get started quickly or does it take some time to set things up?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ayan_das12\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayan_das12<\/a> Love that! That\u2019s exactly why I built it.<\/p>\n<\/p>\n<p>You can get started pretty much immediately. After installing, there are some solid default prompts already set up, so you can use it right away. ~2 min<\/p>\n<\/p>\n<p>If you want more, there\u2019s a prompt library on the website with a lot of tested prompts you can instantly clone into your account. ~3-4 min<\/p>\n<\/p>\n<p>And if you have a specific use case, you can create your own prompt. There\u2019s a built-in prompt generator, so you can describe what you want (even by voice), and it sets up a clean prompt structure for you. ~5 min<\/p>\n<\/p>\n<p>So you see, getting started is really quick and easy. Of course, you can also do everything fully manually for full control.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey there, happy launch day! <\/p>\n<p>What’s been the biggest technical hurdle in making it work reliably across any app (e.g., permissions, text selection in sandboxed apps, or shortcuts\/hotkeys conflicts)? And how do you make onboarding feel instant without overwhelming new users?<\/p>\n<\/p>\n<p>Also, have you seen users combining voice dictation with text selection for hybrid workflows (like dictating into emails\/docs then refining selected parts)? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cathcorm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathcorm<\/a> Thanks Catherine, these are great questions.<\/p>\n<\/p>\n<p>The biggest technical hurdle was definitely making text extraction reliable across apps using the macOS Accessibility API. Yeah, especially with sandboxed apps and edge cases. I ended up implementing multiple fallback strategies to make it stable across different environments.<\/p>\n<\/p>\n<p>On onboarding: I obsessed over making it feel intentional, not overwhelming. Permissions are requested exactly at the moment they make sense … not all at once (was like that at one point). The goal was: explain why, then ask. I also embedded short videos directly in the flow so users never feel stuck.<\/p>\n<\/p>\n<p>And yes, the hybrid workflow is actually one of my favorite use cases. And a lot of users do it. <\/p>\n<\/p>\n<p>If you select text and trigger Voice Mode, you can dictate an instant instruction for that specific text. So instead of using a predefined prompt, you can say something like: “Make this shorter and more direct.” That combination, selection + voice instruction, is surprisingly powerful.<\/p>\n<\/p>\n<p>To really feel the magic, you kind of have to try it. That\u2019s usually when it clicks \ud83d\ude42<\/p>\n<p>Happy to dive deeper if you\u2019re curious about any specific part.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 amazing \ud83d\ude4c<br \/>super clean and easy to use \ud83d\ude42<\/p>\n<p>been following your journey on twitter… really excited to see this live \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@heyalizaid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@heyalizaid<\/a> Thank you, Ali. I really appreciate this feedback, and I’m so happy you like it. If you ever have any additional feedback or requests, let me know. \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\">Building \u201cAI inside any app\u201d usually means heavy OS permissions and lots of edge cases\u2014what tradeoffs did you make to keep it seamless while still earning user trust, and where did you draw the line on what the app will never access or do?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Thanks for the question. This was actually one of the core design decisions.<\/p>\n<\/p>\n<p>On macOS, TypeBoost only requires Accessibility permission (and Microphone if you want to use Voice Mode). There\u2019s no background scraping, no passive monitoring.<\/p>\n<\/p>\n<p>The app only reads text you\u2019ve explicitly selected at the moment you trigger it. Nothing else. It doesn\u2019t scan documents, emails, or apps in the background.<\/p>\n<\/p>\n<p>The line I drew very clearly was this:<\/p>\n<\/p>\n<p>TypeBoost does not:<\/p>\n<ul>\n<li>\n<p>Monitor your screen<\/p>\n<\/li>\n<li>\n<p>Read entire documents automatically<\/p>\n<\/li>\n<li>\n<p>Store or analyze text without you triggering it<\/p>\n<\/li>\n<li>\n<p>Access anything without a deliberate action<\/p>\n<\/li>\n<\/ul>\n<p>The tradeoff is intentional: instead of trying to be “magically aware” of everything happening on your system, TypeBoost stays event-based and user-triggered.<\/p>\n<\/p>\n<p>That keeps it predictable, minimal, and fully under your control.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using this tool for a while. One thing I can say. The UI is superior for me. I love the simplicity and ease of use. That’s it. All I need in a good tool.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kavolis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kavolis<\/a> Thank you, Jorkinas, this makes me genuinely happy to hear! Yeah, a clean, minimal, but powerful UI has always been one of my top priorities! If you ever have any feedback or need help with anything, let me know! \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\">Congratulations on your launch \ud83e\udd1d @bennyqp<br \/>\nBut for teams, is there a way to share prompt toolkits (e.g. brand voice packs) across members?<br \/>\nThis would be sooo nice for founders and operators who live in email, Notion, Slack, etc.<br \/>\nI\u2019m a content strategist, so if you\u2019re planning to position Typeboost beyond PH, I\u2019d be curious how you\u2019re framing it as a productivity tool.<\/div>\n<div class=\"comment-actions\">\n<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\/@george_esther\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@george_esther<\/a> Thank you, Esther!<\/p>\n<\/p>\n<p>Shared prompt actions for teams are really awesome. Right now, the main focus, however, is on individual users, but that’s something I would love to add soon. I heard from so many teams that keeping brand voice consistent across everyone is a big challenge. This is such a great use case for TypeBoost.<\/p>\n<p>Yeah, I definitely want to position it in the market, so let’s stay in touch \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>Great stuff. I am interested in trying this over the next weeks and see my prompting efficiency increasing. But one question: are follow-up prompts possible? Or is a user limited to the prior saved prompts to execute? thanks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexander_herten\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexander_herten<\/a> Awesome, happy to hear that! Check it out and let me know what you think \ud83d\ude42<\/p>\n<\/p>\n<p>You’re not limited to saved prompts at all. You can always give instructions on the go (via voice or text), which is great for one-off tasks. As for follow-up prompts, you can do them, but the conversation history isn’t carried over yet, so each one starts fresh. That’s definitely something I’m adding soon though!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “apply custom AI actions directly to selected text” is exactly what’s missing from most AI writing tools. I’m constantly copy-pasting between Claude and my editor when writing docs or blog posts. Quick question \u2014 does it support custom shortcuts for specific prompts (e.g., \u2318+Shift+E for “explain technical concept simply”)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dronidev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dronidev<\/a> I’m happy you like the idea! Yes, it exactly makes things like this faster, easier, and your workflow more efficient.<\/p>\n<\/p>\n<p>Currently, there are just two shortcuts (Text Mode & Voice Mode). The process of selecting a prompt is really fast.<\/p>\n<\/p>\n<p>But of course, I could put custom shortcuts for specific prompts on the roadmap for the future \ud83d\ude42 Would that be something you’re interested in?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The no-context-switch angle here is genuinely useful \u2014 how many times do you write something, open a new tab, wait for a response, then try to remember where you were. What does the ‘learning over time’ feature look like in practice? Style adaptation based on your edits, or more explicit prompt memory?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 Benny, TypeBoost sounds like a thoughtful take on bringing AI directly into the workflow instead of bouncing between tools. Love the focus on customization and granular edits without breaking focus. Feels like something power users will really appreciate. Great work getting this out 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Voice Mode is interesting. Like it’s more than Voice to Text right, you instantly apply a prompt to this? Sounds powerful. But I also think just plain transcription like Wispr etc. makes most sense a lot of the time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Benedikt, <\/p>\n<p>Tried the app out today , really cool – i just wish it also had transcription like wispr flow<\/p>\n<p>both the editing and transcription today will really increase the stickness of the product <\/p>\n<p>Congrats on the launch! \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> Thanks Arush, appreciate your words! Actually it has transcription like Wispr Flow \ud83d\ude42 You can craft your own prompts defining what should happen to your voice input in voice mode. You can totally create an action for plain transcription that removes filler words, etc.<\/p>\n<\/p>\n<p>If you need any help, let me know anytime \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>Time to get rid of pains on writing elegantly! Btw, how does it differ from those generic embedded AI writing helper in gmail 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Yeah! The main difference is that you have full control over the model, system prompt, chat history, etc. So you can fully control how the AI should behave, whereas Gmail (etc.) just decides for you, or you have limited control.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! looks really 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@khashayar_mansourizadeh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khashayar_mansourizadeh1<\/a> Thanks, Khashayar! Feel free to try it and let me know what you think! Really curious 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\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XKCATMIWNDDKPW\" class=\"app-title\">Grok 4.2<\/a><\/p>\n<div class=\"one-liner\">Four AI agents debate internally to build your answer<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">247<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Grok 4.2\u901a\u8fc7\u5185\u7f6e\u56db\u4e2a\u5404\u53f8\u5176\u804c\u7684AI\u667a\u80fd\u4f53\u8fdb\u884c\u5185\u90e8\u8fa9\u8bba\u4e0e\u4ea4\u53c9\u9a8c\u8bc1\uff0c\u5728\u5e94\u5bf9\u590d\u6742\u3001\u5f00\u653e\u7684\u5de5\u7a0b\u4e0e\u521b\u610f\u95ee\u9898\u65f6\uff0c\u663e\u8457\u964d\u4f4e\u4e86AI\u5e7b\u89c9\u7387\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u66f4\u53ef\u9760\u3001\u6df1\u523b\u7684\u7b54\u6848\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0451be10-62ef-41ff-8e41-8c53a4835ea6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3af6cf4a-019d-4b0e-a92b-df8b92232832.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b9482b25-6952-490a-b093-e1d9fcadf183.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84ca0ceb-2183-4990-8360-aeda362f387e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7df9bdc4-70a4-4854-846d-c1501e01b0fc.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\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u591a\u667a\u80fd\u4f53AI<\/span><br \/>\n <span class=\"tag\">\u5185\u90e8\u8fa9\u8bba<\/span><br \/>\n <span class=\"tag\">\u4e8b\u5b9e\u6838\u67e5<\/span><br \/>\n <span class=\"tag\">\u964d\u4f4e\u5e7b\u89c9<\/span><br \/>\n <span class=\"tag\">\u63a8\u7406\u8fc7\u7a0b\u900f\u660e<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u590d\u6742\u95ee\u9898\u6c42\u89e3<\/span><br \/>\n <span class=\"tag\">\u534f\u4f5cAI\u7cfb\u7edf<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8bc4\u4ef7\u5176\u67b6\u6784\u521b\u65b0\u6027\u4e0e\u601d\u7ef4\u8fc7\u7a0b\u7684\u53ef\u89c6\u5316\uff0c\u8ba4\u4e3a\u5176\u901a\u8fc7\u591a\u667a\u80fd\u4f53\u5206\u5de5\u534f\u4f5c\u4e0e\u5185\u90e8\u8fa9\u8bba\uff0c\u5728\u590d\u6742\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u6781\u4f4e\u7684\u5e7b\u89c9\u7387\u3002\u53e6\u6709\u7528\u6237\u8be2\u95ee\u5176\u5728\u5904\u7406\u6a21\u7cca\u8bed\u97f3\u8f93\u5165\u7b49\u8fb9\u7f18\u573a\u666f\u7684\u5e94\u7528\u6f5c\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Grok 4.2\u6240\u6807\u699c\u7684\u201c\u591a\u667a\u80fd\u4f53\u8fa9\u8bba\u201d\u67b6\u6784\uff0c\u4e0e\u5176\u8bf4\u662f\u6280\u672f\u98de\u8dc3\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5bf9AI\u201c\u9ed1\u7bb1\u201d\u95ee\u9898\u7684\u7cbe\u5de7\u5de5\u7a0b\u5b66\u56de\u5e94\u3002\u5b83\u5c06\u5355\u4e00\u6a21\u578b\u7684\u63a8\u7406\u8fc7\u7a0b\u620f\u5267\u5316\u5730\u5916\u663e\u4e3a\u56db\u4e2a\u89d2\u8272\uff08\u534f\u8c03\u8005\u3001\u7814\u7a76\u5458\u3001\u903b\u8f91\u8005\u3001\u521b\u610f\u8005\uff09\u7684\u8fa9\u8bba\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u521b\u9020\u4e86\u65b0\u667a\u80fd\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u5957\u5185\u751f\u7684\u201c\u5236\u8861\u4e0e\u5ba1\u8ba1\u201d\u673a\u5236\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u79cd\u8bbe\u8ba1\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u7528\u7ed3\u6784\u590d\u6742\u6027\u6362\u53d6\u7ed3\u679c\u53ef\u9760\u6027\u3002\u901a\u8fc7\u5f3a\u5236\u6027\u7684\u5185\u90e8\u4ea4\u53c9\u9a8c\u8bc1\uff0c\u5c06\u4e8b\u5b9e\u6838\u67e5\u3001\u903b\u8f91\u4e25\u5bc6\u5ea6\u548c\u521b\u610f\u53d1\u6563\u4ece\u201c\u4e8b\u540e\u8865\u6551\u201d\u53d8\u4e3a\u201c\u4e8b\u4e2d\u6d41\u7a0b\u201d\uff0c\u8fd9\u76f4\u63a5\u7784\u51c6\u4e86\u5f53\u524d\u5927\u6a21\u578b\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u201c\u4e00\u672c\u6b63\u7ecf\u80e1\u8bf4\u516b\u9053\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002\u7136\u800c\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u8ba1\u7b97\u8d44\u6e90\u7684\u518d\u5206\u914d\u4e0e\u6548\u7387\u59a5\u534f\u2014\u2014\u7528\u66f4\u9ad8\u7684\u8ba1\u7b97\u6210\u672c\uff08\u56db\u4e2a\u4e13\u5bb6\u534f\u540c\uff09\u6765\u6362\u53d6\u66f4\u4f4e\u7684\u9519\u8bef\u7387\u3002\u5176\u5ba3\u79f0\u7684\u201c\u6bcf\u5468\u5feb\u901f\u5b66\u4e60\u201d\u4e5f\u6697\u793a\u4e86\u6a21\u578b\u5c1a\u672a\u6536\u655b\uff0c\u5f53\u524d\u7684\u4f4e\u5e7b\u89c9\u7387\u8868\u73b0\uff0c\u7a76\u7adf\u6e90\u4e8e\u67b6\u6784\u4f18\u52bf\uff0c\u8fd8\u662f\u6e90\u4e8e\u5bf9\u7279\u5b9a\u6d4b\u8bd5\u96c6\u7684\u8fc7\u62df\u5408\uff0c\u4ecd\u9700\u65f6\u95f4\u68c0\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u5bf9\u201c\u89c2\u770b\u8fa9\u8bba\u8fc7\u7a0b\u201d\u7684\u5174\u594b\uff0c\u63ed\u793a\u4e86\u5e02\u573a\u5bf9AI\u53ef\u89e3\u91ca\u6027\u7684\u5f3a\u70c8\u6e34\u671b\u3002Grok 4.2\u5c06\u53ef\u89e3\u91ca\u6027\u5305\u88c5\u6210\u4e86\u4e00\u573a\u53ef\u4f9b\u89c2\u6469\u7684\u201c\u620f\u5267\u201d\uff0c\u8fd9\u65e0\u7591\u662f\u51fa\u8272\u7684\u4ea7\u54c1\u5316\u601d\u7ef4\u3002\u4f46\u9700\u8b66\u60d5\uff0c\u8fd9\u79cd\u89d2\u8272\u5316\u7684\u53d9\u4e8b\u53ef\u80fd\u7b80\u5316\u751a\u81f3\u8bef\u5bfc\u4eba\u4eec\u5bf9\u5e95\u5c42\u771f\u6b63\u534f\u4f5c\u673a\u5236\u7684\u7406\u89e3\u3002\u5b83\u662f\u5426\u53ea\u662f\u5bf9\u5355\u4e00\u6a21\u578b\u4e0d\u540c\u601d\u7ef4\u94fe\u7684\u62df\u4eba\u5316\u5305\u88c5\uff1f\u5176\u201c\u8fa9\u8bba\u201d\u89c4\u5219\u662f\u9884\u8bbe\u7684\u56fa\u5b9a\u6d41\u7a0b\uff0c\u8fd8\u662f\u5177\u5907\u52a8\u6001\u6f14\u8fdb\u80fd\u529b\uff1f\u8fd9\u4e9b\u95ee\u9898\u51b3\u5b9a\u4e86\u5b83\u662f\u8fc8\u5411\u201c\u96c6\u4f53\u667a\u80fd\u201d\u7684\u575a\u5b9e\u4e00\u6b65\uff0c\u8fd8\u662f\u4e00\u4e2a\u9ad8\u7ea7\u7684\u4ea4\u4e92\u5671\u5934\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cGrok 4.2\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u63d0\u4f9b\u4e86\u4e00\u6761\u89e3\u51b3AI\u53ef\u4fe1\u5ea6\u95ee\u9898\u7684\u5dee\u5f02\u5316\u8def\u5f84\uff1a\u4e0d\u7eaf\u7cb9\u8ffd\u6c42\u6a21\u578b\u7684\u201c\u66f4\u5927\u66f4\u5168\u80fd\u201d\uff0c\u800c\u662f\u8ffd\u6c42\u7cfb\u7edf\u7684\u201c\u66f4\u7a33\u66f4\u53ef\u4fe1\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u8fd9\u79cd\u591a\u667a\u80fd\u4f53\u67b6\u6784\u5e26\u6765\u7684\u51c6\u786e\u6027\u63d0\u5347\uff0c\u80fd\u5426\u6301\u7eed\u62b5\u6d88\u5176\u5fc5\u7136\u589e\u52a0\u7684\u5ef6\u8fdf\u4e0e\u6210\u672c\uff0c\u5e76\u5728\u771f\u5b9e\u4e16\u754c\u7684\u5f00\u653e\u57df\u6311\u6218\u4e2d\u7ecf\u53d7\u4f4f\u8003\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Grok 4.2<\/span>\n <\/div>\n<div class=\"comment-content\">Grok 4.2 is a native multi agent system where four specialized heads share the same context. They run parallel reasoning and debate internally to cross check facts before answering. It also features a rapid learning loop that improves every week.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>There are so many new models dropping lately, but 4.2 is one of the very few that instantly feels genuinely innovative. Haven’t experienced this kind of raw fascination in a while.<\/p>\n<p>The coolest part is being able to audit the thought process and actually watch the four agents battle it out before giving you an answer.<\/p>\n<p>I’d say the structural shift is what makes this special. Instead of a single monolithic brain, you are querying a <strong>native team<\/strong>. You have:<\/p>\n<ul>\n<li>\n<p><strong>Grok (Grok Leader)<\/strong> coordinating everything<\/p>\n<\/li>\n<li>\n<p><strong>Harper (Agent 1)<\/strong> pulling real-time research & fact-checking<\/p>\n<\/li>\n<li>\n<p><strong>Benjamin (Agent 2)<\/strong> pushing heavy logic, math, and code verification<\/p>\n<\/li>\n<li>\n<p><strong>Lucas (Agent 3)<\/strong> injecting creative angles and out-of-the-box ideas<\/p>\n<\/li>\n<\/ul>\n<p>They debate and peer-review internally, which is why the hallucination rate on complex engineering tasks is insanely low right now. The architecture also supports rapid learning, meaning the weights aren’t static after launch. We are getting weekly improvements based on user feedback.<\/p>\n<p>And according to <a href=\"https:\/\/x.com\/elonmusk\/status\/2023836036896555294\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Elon<\/a>:<\/p>\n<blockquote>\n<p>“Grok 4.2 will be about an order of magnitude smarter and faster than Grok 4 when the public beta concludes next month.”<\/p>\n<\/blockquote>\n<p>If you want to see this internal debate dynamic in action, open your <a href=\"https:\/\/grok.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Grok<\/a>, manually select 4.2 in the menu and throw your hardest open-ended problem at it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Oh yeah, new stuff to test \ud83e\udd24<\/p>\n<\/p>\n<p>Curious here! Have you seen use cases where users prompt Grok 4.2 to “debate” ambiguous voice inputs (e.g., rambling feedback or mixed-language dictation) and arrive at cleaner, more accurate outputs? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/T5ECNG22KFGPV5\" class=\"app-title\">Shepherd<\/a><\/p>\n<div class=\"one-liner\">Focus & Productivity Time Tracker<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">237<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u81ea\u52a8\u8ffd\u8e2a\u6d4f\u89c8\u5668\u4f7f\u7528\u65f6\u95f4\u3001\u667a\u80fd\u5206\u7c7b\u7f51\u7ad9\u5e76\u8f85\u4ee5\u517b\u7f8a\u6e38\u620f\u5316\u6fc0\u52b1\u7684\u514d\u8d39Chrome\u63d2\u4ef6\uff0c\u4e3a\u9700\u8981\u65e0\u611f\u6d1e\u5bdf\u6570\u5b57\u5de5\u4f5c\u4e60\u60ef\u7684\u7528\u6237\u63d0\u4f9b\u4e86\u76f4\u89c2\u7684\u4e13\u6ce8\u529b\u7ba1\u7406\u65b9\u6848\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9d0d163d-1f50-49f1-b91e-57c206358d0f.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\/c9e0e476-184e-41cf-af4a-e8303b4609e4.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\/3881bdea-9f58-4edf-8b77-1605deae2c22.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\/3326e2a8-4f6c-4072-b5ce-6aeed4959ca5.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\/88c1eef4-2a55-4d78-ab69-9b3a2be53fc6.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/04987f0a-ecb1-4223-86f0-47708554ae74.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/OxR8W_uUGdQ\"><source src=\"https:\/\/youtu.be\/OxR8W_uUGdQ\" 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\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Data Visualization<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65f6\u95f4\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\u529b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u559c\u7231\u6e38\u620f\u5316\u8bbe\u8ba1\uff08\u517b\u7f8a\uff09\u548c\u7b80\u6d01UI\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u6570\u636e\u9690\u79c1\u4e0e\u672c\u5730\u5b58\u50a8\u7684\u786e\u8ba4\u3001\u652f\u6301Firefox\u7b49\u5176\u4ed6\u6d4f\u89c8\u5668\u3001\u5f00\u53d1\u79fb\u52a8\u7aef\u3001\u96c6\u6210\u5bfc\u51fa\u81f3\u5065\u5eb7\/\u65e5\u5386\/Notion\u7b49\u7b2c\u4e09\u65b9\u5de5\u5177\u3001\u4ee5\u53ca\u957f\u671f\u6570\u636e\u53ef\u89c6\u5316\uff08\u5982\u201c\u519c\u573a\u201d\u5386\u53f2\u89c6\u56fe\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 Shepherd\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u5176\u65f6\u95f4\u8ffd\u8e2a\u6280\u672f\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u7528\u6781\u4f4e\u7684\u8ba4\u77e5\u4e0e\u64cd\u4f5c\u6210\u672c\uff0c\u7834\u89e3\u4e00\u4e2a\u7ecf\u5178\u96be\u9898\uff1a\u5982\u4f55\u8ba9\u7528\u6237\u8bda\u5b9e\u5730\u9762\u5bf9\u5e76\u4e3b\u52a8\u6539\u5584\u81ea\u5df1\u7684\u6570\u5b57\u884c\u4e3a\u4e60\u60ef\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u6784\u5efa\u4e86\u4e00\u4e2a\u4e09\u5c42\u53cd\u9988\u4f53\u7cfb\u3002\u5e95\u5c42\u662f**\u65e0\u611f\u5168\u81ea\u52a8\u8ffd\u8e2a**\uff0c\u6d88\u9664\u4e86\u624b\u52a8\u8bb0\u5f55\u7684\u53cd\u4eba\u6027\u6469\u64e6\uff0c\u8fd9\u662f\u83b7\u53d6\u771f\u5b9e\u6570\u636e\u7684\u524d\u63d0\u3002\u4e2d\u5c42\u662f**\u57fa\u4e8eLLM\u7684\u4e0a\u4e0b\u6587\u667a\u80fd\u5206\u7c7b**\uff0c\u5b83\u5c1d\u8bd5\u7406\u89e3\u201c\u5b66\u4e60\u578bYouTube\u201d\u4e0e\u201c\u5a31\u4e50\u578bYouTube\u201d\u7684\u533a\u522b\uff0c\u8fd9\u6bd4\u7c97\u66b4\u7684\u7f51\u7ad9\u9ed1\u540d\u5355\u66f4\u5408\u7406\uff0c\u4f46\u4e5f\u662f\u5176\u6700\u5927\u98ce\u9669\u70b9\u2014\u2014\u5206\u7c7b\u7684\u51c6\u786e\u6027\u4e0e\u201c\u5ba1\u5224\u611f\u201d\u7684\u8fb9\u754c\u9700\u8981\u6301\u7eed\u5fae\u8c03\u3002\u6700\u4e0a\u5c42\u662f**\u5177\u8c61\u5316\u7684\u6e38\u620f\u5316\u53cd\u9988\uff08\u517b\u7f8a\uff09**\uff0c\u5c06\u62bd\u8c61\u7684\u201c\u751f\u4ea7\u529b\u6570\u636e\u201d\u8f6c\u5316\u4e3a\u6709\u60c5\u611f\u8054\u7ed3\u7684\u865a\u62df\u751f\u547d\u4f53\u72b6\u6001\u3002\u8fd9\u79cd\u8bbe\u8ba1\u7684\u9ad8\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u7528\u201c\u7167\u987e\u751f\u7075\u201d\u7684\u79ef\u6781\u5fc3\u7406\u6697\u793a\uff0c\u66ff\u4ee3\u4e86\u4f20\u7edf\u751f\u4ea7\u529b\u5de5\u5177\u51b0\u51b7\u7684\u6570\u5b57\u8c34\u8d23\u6216\u8bf4\u6559\uff0c\u5c06\u8d1f\u7f6a\u611f\u8f6c\u5316\u4e3a\u8d23\u4efb\u611f\u4e0e\u8da3\u5473\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u4e5f\u663e\u800c\u6613\u89c1\u3002\u9996\u5148\uff0c\u5176\u4ef7\u503c\u4e25\u91cd\u4f9d\u8d56**\u5355\u70b9\u573a\u666f\uff08\u684c\u9762\u6d4f\u89c8\u5668\uff09**\uff0c\u73b0\u4ee3\u4eba\u7684\u6ce8\u610f\u529b\u5206\u6563\u662f\u8de8\u8bbe\u5907\u7684\uff08\u624b\u673a\u3001\u5e73\u677f\uff09\uff0c\u4ec5\u4f18\u5316\u6d4f\u89c8\u5668\u884c\u4e3a\u72b9\u5982\u6cbb\u7406\u5b64\u5c9b\u3002\u5176\u6b21\uff0c**\u957f\u671f\u6fc0\u52b1\u7684\u53ef\u6301\u7eed\u6027\u5b58\u7591**\u3002\u5f53\u517b\u7f8a\u7684\u65b0\u9c9c\u611f\u892a\u53bb\uff0c\u7528\u6237\u662f\u5426\u8fd8\u4f1a\u5173\u5fc3\uff1f\u8bc4\u8bba\u4e2d\u201c\u519c\u573a\u201d\u5386\u53f2\u89c6\u56fe\u7684\u5efa\u8bae\uff0c\u6b63\u662f\u7528\u6237\u5bf9\u957f\u671f\u4ef7\u503c\u4e0e\u6210\u5c31\u7cfb\u7edf\u7684\u6f5c\u5728\u9700\u6c42\u3002\u6700\u540e\uff0c\u4f5c\u4e3a\u514d\u8d39\u5de5\u5177\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u672a\u6765\u53d1\u5c55\u8def\u5f84\u5c1a\u4e0d\u660e\u786e\u3002\u9690\u79c1\u627f\u8bfa\uff08\u5b8c\u5168\u672c\u5730\u5316\u3001\u96f6\u6570\u636e\u4fdd\u7559\uff09\u56fa\u7136\u662f\u5f3a\u5927\u5356\u70b9\uff0c\u4f46\u4e5f\u53ef\u80fd\u9650\u5236\u5176\u5f00\u53d1\u9ad8\u7ea7\u534f\u540c\u6216\u6df1\u5ea6\u5206\u6790\u529f\u80fd\u7684\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cShepherd\u662f\u4e00\u6b3e\u5728\u7ec6\u5206\u75db\u70b9\uff08\u6d4f\u89c8\u5668\u5185\u4e13\u6ce8\u529b\uff09\u4e0a\u8bbe\u8ba1\u7cbe\u5de7\u7684\u201c\u6700\u5c0f\u5316\u53ef\u7231\u4ea7\u54c1\u201d\u3002\u5b83\u6210\u529f\u5730\u5c06\u884c\u4e3a\u7ecf\u6d4e\u5b66\u4e0e\u8f7b\u91cf\u7ea7\u6e38\u620f\u5316\u7ed3\u5408\uff0c\u63d0\u4f9b\u4e86\u6109\u60a6\u7684\u521d\u59cb\u4f53\u9a8c\u3002\u4f46\u8981\u771f\u6b63\u6539\u53d8\u7528\u6237\u4e60\u60ef\uff0c\u5b83\u9700\u8981\u4ece\u201c\u53ef\u7231\u7684\u73a9\u5177\u201d\u8fdb\u5316\u6210\u201c\u53ef\u4fe1\u8d56\u7684\u7cfb\u7edf\u201d\uff0c\u8fd9\u610f\u5473\u7740\u66f4\u5b8c\u6574\u7684\u8de8\u8bbe\u5907\u8986\u76d6\u3001\u66f4\u806a\u660e\u7684\u6570\u636e\u6d1e\u5bdf\u4ee5\u53ca\u80fd\u7ef4\u7cfb\u957f\u671f\u6295\u5165\u7684\u6fc0\u52b1\u95ed\u73af\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Shepherd<\/span>\n <\/div>\n<div class=\"comment-content\">Free Chrome extension that auto-tracks your focus, labels sites as productive or not, and grows a sheep based on how you spend your time. It\u2019s effortless, private, and a little too honest about your browser habits.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I’m Yang, one of the makers behind Shepherd \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m also Co-Founder of Composite (<a href=\"http:\/\/composite.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">composite.com<\/a>), and Shepherd came from wanting to understand where my time was actually going in the browser, instead of just feeling guilty about procrastinating.<\/p>\n<\/p>\n<p><strong>Why we built this<\/strong><\/p>\n<\/p>\n<p>I used to end every week with the same uneasy feeling: I was busy, but what did I actually do? My days are long as a founder, and I couldn’t tell you where any of my time went. I tried pomodoro timers, but they couldn’t account for longer work sessions. And manual time tracking felt like another exhausting errand to remember.<\/p>\n<\/p>\n<p>My problem wasn’t discipline, it was the lack of visibility and granular insights into how I was actually spending my time online.<\/p>\n<\/p>\n<p>So I built Shepherd! The name (and the sheep) are a little homage to where I’m from. I grew up in New Zealand, a 10-minute drive from sheep farms, so it felt right to bring a bit of home into the product \ud83c\uddf3\ud83c\uddff<\/p>\n<\/p>\n<p>I got our team at Composite hooked on it, then my friends from Stanford started using it too. Turns out everyone had the same blind spot.<\/p>\n<\/p>\n<p><strong>What makes Shepherd different<\/strong><\/p>\n<\/p>\n<p>Shepherd quietly runs in the background and tracks how you spend your day in Chrome. No manual input, no start\/stop buttons, no friction, super lightweight, and completely passive.<\/p>\n<\/p>\n<p>\ud83d\udc11 Simple layout \u2013 Your browsing is categorized as productive or distracting in real time. One panel shows you exactly where your day is going, right now.<\/p>\n<\/p>\n<p>\ud83d\udc11 Live tracking \u2013 We visualize when you’re typically distracted throughout the day, and give you a weekly health score. You can stop bad trends before they snowball, or double down on what’s working.<\/p>\n<\/p>\n<p>\ud83d\udc11 Grow your sheep \u2013 This is the fun part! Every day, you get a new sheep that grows based on how you spend your time. Stay focused in long sessions and your pasture flourishes, and your sheep grows up healthy and strong. Get distracted too much and your sheep might get a little dirty. Or sick. It’s weirdly motivating to keep a virtual sheep healthy.<\/p>\n<\/p>\n<p><strong>Who it’s for<\/strong><\/p>\n<\/p>\n<p>Busy professionals, founders, students, really anyone who wants to understand their habits without adding another chore to their day.<\/p>\n<\/p>\n<p>I’ve been using it daily while building Composite and it’s genuinely changed how I structure my work. My team has started getting competitive about their sheep, which was not the intended outcome but I’m not complaining \ud83d\ude04<\/p>\n<\/p>\n<p><strong>Shepherd\u2019s completely free and takes less than 30 seconds to set up.<\/strong> It’s a lightweight Chrome extension, with no accounts or onboarding flows to sit through. I’d love your feedback! Check it out at <a href=\"http:\/\/shepherdtime.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">shepherdtime.com<\/a> \ud83d\udc11<\/p>\n<\/p>\n<p>What’s your biggest struggle with staying focused during the day? Would love to hear from you in the comments!<\/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\/@yangfanyun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yangfanyun<\/a> A few folks have asked me about the sheep mechanic so I figured I’d explain how it works – it’s really dead simple:<\/p>\n<\/p>\n<p>Every day you get a new sheep. The longer you spend in the browser, the bigger the sheep gets. The higher the proportion of time is spent on productive sites, the healthier it looks. If you’re all over the place bouncing between tabs and distracting sites, your sheep starts looking rough – dirty, sick, a little gross. By the end of the day you can look at your sheep and immediately know how long you were browsing for, and how productive it was. \ud83d\ude04<\/p>\n<\/p>\n<p>If you’ve already installed it, drop a screenshot of your sheep in the comments. I’d love to see how they’re doing! \ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yangfanyun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yangfanyun<\/a> The sheep mechanic is clever. Have you seen users respond more to the gamification, the visibility, or the weekly health score? Which actually changes behavior long-term?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 everyone, I\u2019m Varun, also on the Composite team that built Shepherd!<\/p>\n<\/p>\n<p>We originally built this for ourselves. Once we started using it internally and seeing what it surfaced, it was obvious other people might want the same visibility.<\/p>\n<\/p>\n<p>The core idea is simple. No setup, no configuration, no productivity theater. Install it and it passively shows you where your time actually goes.<\/p>\n<\/p>\n<p>Also, designing the sheep states was unexpectedly fun. Watching them change based on your behavior makes the feedback loop feel a lot more real.<\/p>\n<\/p>\n<p>Would love for you to try it and tell us what you think.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The gamification with the growing sheep is genius \u2014 way more motivating than a boring time chart. “Anti-brainrot extension” made me laugh. Sometimes you need a little guilt from a virtual sheep to close that 47th tab.<\/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\/@giammbo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giammbo<\/a> Thank you for the feedback Gianmarco!! Excited for you to continue using Shepherd \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone! I’m Charlie, also one of the makers behind Shepherd \ud83d\udc4b<\/p>\n<\/p>\n<p>Since we had so much fun building and using this tool internally, we thought that some of you may love it as well!<\/p>\n<\/p>\n<p>Designing the different sheep stages was one of the most fun parts of the build, watching them evolve from cute lambs to full grown sheep. Would love for you all to give it a try and let us know what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>That’s so cute!!<\/p>\n<\/p>\n<p>sers can probably tweak what counts as productive (e.g., Notion good, Twitter bad for some), but how private is the data really? Does it stay fully local\/on-device, or is there any cloud sync for cross-browser insights? <\/p>\n<\/p>\n<p>Also, do you have integrations or requests for it to play nicer with other productivity tools (like auto-logging focus blocks to calendars, or exporting sheep stats to Notion\/ClickUp)? <\/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\/@cathcorm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathcorm<\/a> Thanks so much Catherine! The sheep appreciate it \ud83d\ude04<\/p>\n<\/p>\n<p>Great questions. We take data security and privacy really seriously. Shepherd wholly utilizes local storage on your device. For the categorization, we use an LLM to classify sites (so we can differentiate between productive uses of, say, YouTube, from unproductive), but we have zero-data retention (ZDR) policies with all our LLM subvendors, so nothing gets stored on their end either.<\/p>\n<\/p>\n<p>There’s no cloud sync between browsers or profiles right now, and that’s by design for privacy and security reasons.<\/p>\n<\/p>\n<p>As for integrations, we don’t have calendar syncing or exporting to Notion\/ClickUp yet, but both are on the roadmap! In terms of prioritization, would love to know which one you’d want first \ud83d\udc11<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I’m Tim, also a fellow maker behind Shepherd! \ud83d\udc11<\/p>\n<p>Shepherd is such an easy extension to just keep in the background as I go about my working day. I’ll admit, when I first started using it, I was a little humbled by how often I got sidetracked. But once I could actually see my habits laid out, I started making real changes. Now there’s nothing more satisfying than ending the day with a fully-grown, pristine sheep! \ud83d\udcaa<\/p>\n<p>My favorite part whenever I check in has to be the daily sheep fact. It’s just a nice touch that adds a bit of personality to the experience. Didn’t know I needed those in my life, but here we are. \ud83d\ude02<\/p>\n<p>I’ll be around for a bit to answer any questions. Would love for you all to try out Shepherd!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love the idea. Is it only tracking my computer, or my phone as well?<br \/>Would love to add the data to my Whoop & Apple Health stats 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\/@peterbuch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterbuch<\/a> Thanks Peter! Currently we\u2019re only tracking your desktop browser. I\u2019m curious – would it be helpful to create an export functionality which allows you to upload more easily to Whoop or Apple Health? <\/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\">love the idea! can i install it on firefox as well or is it only available on chrome?<\/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\/@nourhan_abdallah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nourhan_abdallah<\/a> Currently only available on Chrome!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 Shepherd to Product Hunt \ud83c\udf89<\/p>\n<\/p>\n<p>I really like the user interface and the concept of growing a sheep, great concept to gamify productivity! It’s adorable too. <\/p>\n<\/p>\n<p>Would be cool if you could see each sheep from each day in a farm like tab almost like a streak to see how well you’ve been doing over the week \/ month \/ year. <\/p>\n<\/p>\n<p>Hope more people find this useful. \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@minhajulll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@minhajulll<\/a> Thank you Mj! Really glad you like the UI and the sheep concept \u2764\ufe0f<\/p>\n<p>The farm\/streak idea is awesome actually. We’ve been thinking about something similar where you can look back at your pasture over time, seeing them all interact with each other, and see how your flock has been doing. Definitely on our radar now. Thanks for the suggestion!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The productive vs distracting labeling is where these tools either click or feel judgmental\/wrong. How did you design the categorization system so it\u2019s both accurate and customizable\u2014and what\u2019s your philosophy when a site is \u201ccontext-dependent\u201d (e.g., YouTube for learning vs procrastination)?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question! Shepherd categorizes every website you visit as either productive or distracting using an LLM model. The site’s URL and page title are big indicators which we send to a smart classifier that understands context. So YouTube watching a coding tutorial counts as productive, but YouTube watching cat videos doesn’t. If the confidence is low, we have a second layer of categorization that is much more deterministic.<\/p>\n<p>Very rarely, we may get a website wrong. Feel free to let us know so we can adjust <a href=\"https:\/\/shepherdtime.com\/website-override\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">here<\/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<\/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\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RBXYOCNADRB6R7\" class=\"app-title\">Replit Animated Videos<\/a><\/p>\n<div class=\"one-liner\">AI-Powered Motion Graphics <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">164<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u6210\u5728Replit\u5f00\u53d1\u73af\u5883\u4e2d\u7684AI\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u5373\u53ef\u5feb\u901f\u751f\u6210\u3001\u8fed\u4ee3\u5e76\u5bfc\u51fa\u7a0b\u5e8f\u5316\u52a8\u753b\u89c6\u9891\uff0c\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u3001\u521d\u521b\u56e2\u961f\u548c\u8425\u9500\u4eba\u5458\u89e3\u51b3\u4e86\u4e13\u4e1a\u89c6\u9891\u5236\u4f5c\u6210\u672c\u9ad8\u3001\u95e8\u69db\u9ad8\u3001\u6d41\u7a0b\u5272\u88c2\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/917883fc-daf4-47b5-93a3-8e8c7b978b3f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/75c5c9a0-c4a4-4ee9-8b72-bf505672cede.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\/866ee84c-1b93-41bc-8d53-95c3dc661fe1.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\/22f0d6c4-3110-4906-947c-f686afbd10fc.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/f8b441f9-c362-4309-9444-63db16d65223.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=bh6iwkT9CtY\"><source src=\"https:\/\/www.youtube.com\/watch?v=bh6iwkT9CtY\" 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\">Design Tools<\/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\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7a0b\u5e8f\u5316\u52a8\u753b<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u89c6\u9891\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">React\u52a8\u753b<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">Replit\u751f\u6001<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u80af\u5b9a\u5176\u4ece\u5f00\u53d1\u5de5\u4f5c\u6d41\u4e2d\u76f4\u63a5\u521b\u5efa\u4e13\u4e1a\u52a8\u753b\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\u5728\u4e8e\uff1aAI\u5de5\u5177\u662f\u8d4b\u80fd\u89c6\u9891\u7f16\u8f91\u8005\u63d0\u5347\u6548\u7387\uff0c\u800c\u975e\u5b8c\u5168\u53d6\u4ee3\uff1b\u5176\u7a0b\u5e8f\u5316\u3001\u53ef\u8fed\u4ee3\u7684\u7279\u6027\u4e0e\u751f\u6210\u5f0fAI\u89c6\u9891\u6709\u672c\u8d28\u533a\u522b\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 Replit Animated Videos\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u53c8\u4e00\u4e2a\u201c\u7528AI\u505a\u89c6\u9891\u201d\u7684\u73a9\u5177\u3002\u5b83\u7cbe\u51c6\u5730\u5207\u5165\u4e86\u4e00\u4e2a\u88abRunway\u3001Sora\u7b49\u201c\u597d\u83b1\u575e\u5f0f\u201dAI\u89c6\u9891\u5de5\u5177\u6240\u5ffd\u89c6\u7684\u5229\u57fa\u5e02\u573a\uff1a\u7ed3\u6784\u5316\u3001\u53ef\u91cd\u590d\u3001\u54c1\u724c\u4e00\u81f4\u6027\u7684\u7a0b\u5e8f\u5316\u52a8\u6001\u56fe\u5f62\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u751f\u6210\u201d\uff0c\u800c\u5728\u4e8e\u201c\u53ef\u63a7\u7684\u6784\u5efa\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u89c6\u9891\u521b\u4f5c\u62bd\u8c61\u4e3a\u4e00\u79cd\u53ef\u5bf9\u8bdd\u3001\u53ef\u8fed\u4ee3\u7684\u201c\u4ee3\u7801\u201d\u903b\u8f91\uff0c\u8fd9\u4e0e\u5176\u690d\u6839\u7684\u5f00\u53d1\u8005\u5e73\u53f0\u57fa\u56e0\u4e00\u8109\u76f8\u627f\u3002\u5b83\u89e3\u51b3\u7684\u75db\u70b9\u5f02\u5e38\u5177\u4f53\uff1a\u521d\u521b\u56e2\u961f\u5728\u53d1\u5e03\u4ea7\u54c1\u3001\u66f4\u65b0\u91cc\u7a0b\u7891\u65f6\uff0c\u9762\u4e34\u7684\u662f\u201c\u4e13\u4e1a\u89c6\u9891\u5236\u4f5c\u6602\u8d35\u7e41\u7410\u201d\u4e0e\u201c\u73b0\u6709AI\u89c6\u9891\u5de5\u5177\u8f93\u51fa\u968f\u673a\u3001\u98ce\u683c\u4e0d\u7b26\u201d\u4e4b\u95f4\u7684\u5c34\u5c2c\u771f\u7a7a\u3002\u901a\u8fc7\u57fa\u4e8eReact\u7ec4\u4ef6\u548c\u52a8\u753b\u5e93\u751f\u6210\u89c6\u9891\uff0c\u5b83\u4fdd\u8bc1\u4e86\u8f93\u51fa\u7684\u5e72\u51c0\u3001\u6a21\u5757\u5316\u548c\u53ef\u8c03\u6027\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u201c\u52a8\u6001\u56fe\u5f62\u5373\u670d\u52a1\u201d\u7684\u4f4e\u4ee3\u7801\u5b9e\u73b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u7280\u5229\u4e4b\u5904\u4e5f\u4f34\u968f\u7740\u660e\u663e\u7684\u8fb9\u754c\u3002\u5b83\u5e76\u975e\u901a\u7528\u89c6\u9891\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u662f\u9ad8\u5ea6\u670d\u52a1\u4e8e\u4e92\u8054\u7f51\u4ea7\u54c1\u3001\u79d1\u6280\u516c\u53f8\u7684\u201c\u8bf4\u660e\u4e66\u201d\u548c\u201c\u5e7f\u544a\u724c\u201d\u5236\u4f5c\u3002\u8bc4\u8bba\u4e2d\u201c\u89c6\u9891\u7f16\u8f91\u4e0d\u4f1a\u5931\u4e1a\u201d\u7684\u89c2\u70b9\u70b9\u51fa\u4e86\u5173\u952e\uff1a\u5b83\u8d4b\u80fd\u7684\u662f\u201c\u6709\u660e\u786e\u89c6\u89c9\u6846\u67b6\u548c\u8fed\u4ee3\u9700\u6c42\uff0c\u4f46\u7f3a\u4e4f\u6267\u884c\u8d44\u6e90\u201d\u7684\u6784\u5efa\u8005\uff0c\u800c\u975e\u66ff\u4ee3\u521b\u610f\u53d1\u60f3\u4e0e\u590d\u6742\u53d9\u4e8b\u3002\u5b83\u7684\u5929\u82b1\u677f\uff0c\u5c31\u662f\u7a0b\u5e8f\u5316\u52a8\u753b\u7684\u5929\u82b1\u677f\u2014\u2014\u9ad8\u5ea6\u6709\u6548\uff0c\u4f46\u98ce\u683c\u548c\u60c5\u611f\u8868\u8fbe\u4e0a\u5b58\u5728\u6a21\u677f\u5316\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0c\u6b64\u4e3e\u662fReplit\u5c06\u5f00\u53d1\u73af\u5883\u4ece\u201c\u4ee3\u7801\u7f16\u5199\u573a\u6240\u201d\u6df1\u5316\u4e3a\u201c\u5168\u6808\u4ea7\u54c1\u53d1\u5e03\u4e2d\u5fc3\u201d\u7684\u5173\u952e\u843d\u5b50\u3002\u5f53\u6784\u5efa\u8005\u53ef\u4ee5\u5728\u540c\u4e00\u5e73\u53f0\u5185\u5b8c\u6210\u4ece\u7f16\u7801\u3001\u90e8\u7f72\u5230\u5236\u4f5c\u53d1\u5e03\u5ba3\u4f20\u89c6\u9891\u7684\u5168\u6d41\u7a0b\u65f6\uff0c\u5176\u751f\u6001\u7c98\u6027\u548c\u4ef7\u503c\u4e3b\u5f20\u5c06\u5f97\u5230\u8d28\u7684\u63d0\u5347\u3002\u8fd9\u6b65\u68cb\uff0c\u770b\u4f3c\u5c0f\u5de7\uff0c\u5b9e\u5219\u6df1\u8fdc\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\">Replit Animated Videos<\/span>\n <\/div>\n<div class=\"comment-content\">Generate professional animated videos from everyday language prompts. No expensive agencies or editing skills needed. Built on React with smooth transitions, text overlays, and AI imagery. Export as MP4 or share instantly.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this launch from the team at Replit! \ud83d\ude42<\/p>\n<\/p>\n<p>Animated Videos is a new feature inside Replit Agent that lets you create professional motion graphics just by describing what you want in plain English.<\/p>\n<\/p>\n<p><strong>What is it?<\/strong><\/p>\n<p>Replit Animated Videos allows you to generate programmatic, React-based motion graphics through conversation. You describe the video… a product launch, explainer, brand promo… and the Agent builds it for you. You can iterate via chat and export it as an MP4 in 720p or 1080p.<\/p>\n<\/p>\n<p><strong>Who is it for?<\/strong><\/p>\n<ul>\n<li>\n<p>Indie Hackers launching new products<\/p>\n<\/li>\n<li>\n<p>Startup founders announcing features or fundraising milestones<\/p>\n<\/li>\n<li>\n<p>Marketers creating social content<\/p>\n<\/li>\n<li>\n<p>Developers who want polished visuals without learning video tools<\/p>\n<\/li>\n<li>\n<p>Agencies looking to speed up creative production<\/p>\n<\/li>\n<\/ul>\n<p><strong>The problem <\/strong><br \/>Creating launch videos is painful:<\/p>\n<ul>\n<li>\n<p>Editing tools are complex (and time-consuming to learn)<\/p>\n<\/li>\n<li>\n<p>Hiring a video agency is expensive<\/p>\n<\/li>\n<li>\n<p>AI video tools often generate \u201ccinematic clips\u201d but not structured explainer motion graphics<\/p>\n<\/li>\n<li>\n<p>Iteration is slow and disconnected from your product workflow<\/p>\n<\/li>\n<\/ul>\n<p><strong>The solution<\/strong><br \/>Replit turns video creation into a conversational, iterative workflow:<\/p>\n<ul>\n<li>\n<p>Type a prompt \u2192 get a working animated video<\/p>\n<\/li>\n<li>\n<p>Refine it via chat (\u201cmake transitions smoother\u201d, \u201cadd a logo reveal\u201d)<\/p>\n<\/li>\n<li>\n<p>Export server-side as an MP4<\/p>\n<\/li>\n<\/ul>\n<p>It\u2019s video creation that feels like coding with an AI pair programmer.<\/p>\n<\/p>\n<p><strong>Why it\u2019s different<\/strong><\/p>\n<p>This isn\u2019t AI-generated cinematic footage like <a href=\"https:\/\/www.producthunt.com\/products\/runwayml\" target=\"_blank\" rel=\"noopener\">@RunwayML<\/a> or <a href=\"https:\/\/www.producthunt.com\/products\/sora-by-openai\" target=\"_blank\" rel=\"noopener\">@Sora by OpenAI<\/a>. It\u2019s programmatic animation built with React and animation libraries, meaning:<\/p>\n<ul>\n<li>\n<p>Clean, structured motion graphics<\/p>\n<\/li>\n<li>\n<p>Text overlays, smooth transitions, UI-style animations<\/p>\n<\/li>\n<li>\n<p>Repeatable, controllable outputs<\/p>\n<\/li>\n<li>\n<p>Built directly inside your dev workflow<\/p>\n<\/li>\n<\/ul>\n<p>It\u2019s closer to \u201cdesigning with code\u201d than generating random AI clips.<\/p>\n<\/p>\n<p><strong>Key Features<\/strong><\/p>\n<ul>\n<li>\n<p>Prompt-based video creation<\/p>\n<\/li>\n<li>\n<p>Iterative refinement via chat<\/p>\n<\/li>\n<li>\n<p>Text overlays + transitions + AI-generated images<\/p>\n<\/li>\n<li>\n<p>720p \/ 1080p export (30fps \/ 60fps)<\/p>\n<\/li>\n<li>\n<p>Server-side rendering<\/p>\n<\/li>\n<li>\n<p>Auto-play preview<\/p>\n<\/li>\n<li>\n<p>Available even on the free tier<\/p>\n<\/li>\n<\/ul>\n<p><strong>Use Cases<\/strong><\/p>\n<ul>\n<li>\n<p>Product Hunt launch videos<\/p>\n<\/li>\n<li>\n<p>Feature announcements<\/p>\n<\/li>\n<li>\n<p>Explainer videos (30\u201360 seconds)<\/p>\n<\/li>\n<li>\n<p>Landing page hero animations<\/p>\n<\/li>\n<li>\n<p>Social media motion graphics<\/p>\n<\/li>\n<li>\n<p>Investor milestone updates<\/p>\n<\/li>\n<\/ul>\n<p><strong>The benefits <\/strong><\/p>\n<p>Faster launches.<\/p>\n<p>Unlimited iterations.<\/p>\n<p>Lower production cost. <br \/>Now builders who want to ship storytelling as fast as they ship code.<\/p>\n<p>And it lives inside the same environment where you\u2019re already building your app.<\/p>\n<\/p>\n<p><strong>Over to you!<\/strong><\/p>\n<p>How do you build your launch videos? Are you going to use Replit for it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Those animations are pretty useful. I think that video editors will not lose their jobs, because founders will not have time to “babysit” AI to create something, just video editors will do this but possibly will make output faster. <\/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<\/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\/L7EWGZJKVV22H7\" class=\"app-title\">OpenHunt<\/a><\/p>\n<div class=\"one-liner\">AI-native launch layer for the post-algorithm internet<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">141<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OpenHunt\u662f\u4e00\u4e2aAI\u539f\u751f\u7684\u4ea7\u54c1\u53d1\u73b0\u5e73\u53f0\uff0c\u901a\u8fc7\u8ba9AI\u4ee3\u7406\u5148\u4e8e\u4eba\u7fa4\u5bf9\u63d0\u4ea4\u7684\u4ea7\u54c1\u8fdb\u884c\u591a\u7ef4\u5ea6\u7ed3\u6784\u5316\u5206\u6790\uff0c\u65e8\u5728\u89e3\u51b3\u540e\u7b97\u6cd5\u65f6\u4ee3\u4f18\u8d28\u4ea7\u54c1\u56e0\u7f3a\u4e4f\u521d\u59cb\u5173\u6ce8\u548c\u516c\u5e73\u66dd\u5149\u800c\u201c\u6084\u7136\u6d88\u4ea1\u201d\u7684\u53d1\u5e03\u4e0e\u5206\u53d1\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/817eecb2-4daa-49e4-bbe5-4668bf7732de.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e2528e77-eb71-4af8-a7ec-3452c8fac53e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5a48f9a4-4cfa-472d-991a-5a52c900595a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ea7\u54c1\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u53bb\u4e2d\u5fc3\u5316\u5206\u53d1<\/span><br \/>\n <span class=\"tag\">\u540e\u7b97\u6cd5\u4e92\u8054\u7f51<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u516c\u5e73\u542f\u52a8<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\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\u53cd\u9988\u96c6\u4e2d\u4e8e\u51e0\u70b9\uff1a\u80af\u5b9a\u6838\u5fc3\u7406\u5ff5\uff1b\u62c5\u5fc3AI\u5148\u9a8c\u5206\u6790\u4f1a\u951a\u5b9a\u4eba\u7c7b\u5224\u65ad\uff0c\u5f71\u54cd\u516c\u5e73\uff1b\u8be2\u95eeAI\u8bc4\u4ef7\u7cfb\u7edf\u7684\u9632\u4f5c\u5f0a\u4e0e\u7ea0\u9519\u673a\u5236\uff1b\u5efa\u8bae\u589e\u52a0\u8bc4\u5206\u900f\u660e\u5ea6\u53ca\u201c\u9632\u951a\u5b9a\u201d\u6d4f\u89c8\u6a21\u5f0f\uff1b\u9047\u5230\u6ce8\u518c\u6d41\u7a0b\u7684\u6280\u672f\u9519\u8bef\uff08500\u62a5\u9519\uff09\u53ca\u754c\u9762\u8bed\u8a00\u95ee\u9898\uff08\u4e3b\u8981\u4e3a\u4e2d\u6587\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 OpenHunt\u7684\u91ce\u5fc3\u5728\u4e8e\u98a0\u8986\u4f20\u7edf\u4ea7\u54c1\u53d1\u5e03\u5e73\u53f0\u7684\u6e38\u620f\u89c4\u5219\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u540e\u7b97\u6cd5\u4e92\u8054\u7f51\u201d\u548c\u201cAI\u539f\u751f\u53d1\u73b0\u5c42\u201d\u76f4\u6307\u5f53\u524dProduct Hunt\u7b49\u5e73\u53f0\u7684\u6838\u5fc3\u5f0a\u7aef\uff1a\u5206\u53d1\u4f9d\u8d56\u4e8e\u65e2\u6709\u53d7\u4f17\u89c4\u6a21\u3001\u65f6\u673a\u64cd\u63a7\u548c\u4e92\u8d5e\u5708\u5b50\uff0c\u800c\u975e\u4ea7\u54c1\u771f\u5b9e\u4ef7\u503c\u3002\u5b83\u8bd5\u56fe\u7528\u201cAI\u5148\u5206\u6790\uff0c\u4eba\u7c7b\u540e\u9a8c\u8bc1\u201d\u7684\u6d41\u7a0b\uff0c\u5c06\u53d1\u73b0\u8fc7\u7a0b\u201c\u7a0b\u5e8f\u5316\u201d\uff0c\u4ee5\u5bf9\u6297\u7b97\u6cd5\u64cd\u7eb5\u548c\u5b88\u95e8\u4eba\u6743\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u7eaf\u7cb9\u57fa\u4e8e\u4ef7\u503c\u7684\u53d1\u73b0\u201d\u9762\u4e34\u591a\u91cd\u5c16\u9510\u6311\u6218\u3002\u9996\u5148\uff0c**\u201cAI\u951a\u5b9a\u6548\u5e94\u201d\u98ce\u9669\u5de8\u5927**\u3002\u8bc4\u8bba\u4e2d\u5df2\u654f\u9510\u6307\u51fa\uff0cAI\u751f\u6210\u7684\u7ed3\u6784\u5316\u4fe1\u53f7\uff08\u65e0\u8bba\u662f\u8bc4\u5206\u8fd8\u662f\u6d1e\u5bdf\uff09\u4f1a\u5f3a\u70c8\u5851\u9020\u4eba\u7c7b\u7684\u7b2c\u4e00\u5370\u8c61\u548c\u540e\u7eed\u8ba8\u8bba\u65b9\u5411\uff0c\u8fd9\u53ef\u80fd\u5f62\u6210\u65b0\u7684\u3001\u66f4\u9690\u853d\u7684\u504f\u89c1\uff0c\u800c\u975e\u6d88\u9664\u504f\u89c1\u3002\u5982\u679cAI\u6a21\u578b\u672c\u8eab\u5b58\u5728\u76f2\u70b9\u6216\u503e\u5411\uff0c\u4f1a\u7cfb\u7edf\u6027\u57cb\u6ca1\u7279\u5b9a\u7c7b\u578b\u7684\u4ea7\u54c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c**\u5c06\u201c\u4ef7\u503c\u201d\u8bc4\u4f30\u7a0b\u5e8f\u5316\u672c\u8eab\u662f\u4e00\u4e2a\u54f2\u5b66\u4e0e\u6280\u672f\u9677\u9631**\u3002AI\u4ee3\u7406\u7684\u201c\u591a\u7ef4\u5ea6\u5206\u6790\u201d\u4f9d\u636e\u4f55\u79cd\u6807\u51c6\uff1f\u8fd9\u4e9b\u6807\u51c6\u7531\u8c01\u8bbe\u5b9a\uff1f\u5982\u4f55\u9632\u6b62\u5f00\u53d1\u8005\u901a\u8fc7\u201c\u63d0\u793a\u8bcd\u5de5\u7a0b\u201d\u6216\u9488\u5bf9\u6027SEO\u6765\u201c\u6e38\u620f\u201dAI\u8bc4\u4f30\u7cfb\u7edf\uff1f\u8fd9\u65e0\u975e\u662f\u7528\u4e00\u5957\u9ed1\u76d2\u7b97\u6cd5\u66ff\u4ee3\u53e6\u4e00\u5957\uff0c\u4e14\u53ef\u80fd\u56e0\u5ba3\u79f0\u7684\u201c\u5ba2\u89c2\u6027\u201d\u800c\u66f4\u5177\u8bef\u5bfc\u6027\u3002\u5e73\u53f0\u5fc5\u987b\u6781\u5ea6\u900f\u660e\u5730\u516c\u5f00\u8bc4\u4f30\u7ef4\u5ea6\u548c\u6743\u91cd\uff0c\u5e76\u5efa\u7acb\u9ad8\u6548\u7684\u7ea0\u9519\u673a\u5236\uff0c\u4f46\u8fd9\u5728\u64cd\u4f5c\u4e0a\u6781\u5176\u590d\u6742\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u4e09\uff0c**\u4ea7\u54c1\u9762\u4e34\u201c\u51b7\u542f\u52a8\u201d\u6096\u8bba**\u3002\u5176\u4ef7\u503c\u4f9d\u8d56\u4e8e\u9ad8\u8d28\u91cf\u7684\u4eba\u7c7b\u793e\u533a\u8fdb\u884c\u6700\u7ec8\u9a8c\u8bc1\uff0c\u4f46\u5728\u521d\u671f\uff0c\u7f3a\u4e4f\u6d41\u91cf\u7684\u5e73\u53f0\u5982\u4f55\u5438\u5f15\u8db3\u591f\u591a\u4e14\u516c\u6b63\u7684\u201c\u9a8c\u8bc1\u8005\u201d\uff1f\u8fd9\u5f88\u53ef\u80fd\u91cd\u56de\u4f9d\u8d56\u65e9\u671f\u7528\u6237\u7f51\u7edc\u7684\u65e7\u8def\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u7528AI\u505a\u51fa\u201c\u66f4\u516c\u5e73\u201d\u7684\u5224\u51b3\uff0c\u800c\u5728\u4e8e\u5176\u4f5c\u4e3a**\u4e00\u4e2a\u53ef\u7f16\u7a0b\u7684\u53d1\u73b0\u57fa\u7840\u8bbe\u65bd**\u7684\u6f5c\u529b\u3002\u5982\u8bc4\u8bba\u6240\u5efa\u8bae\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u5b9a\u5236AI\u4ee3\u7406\u7684\u8bc4\u4f30\u6743\u91cd\uff0c\u751a\u81f3\u5141\u8bb8\u7b2c\u4e09\u65b9\u63a5\u5165\u81ea\u5df1\u7684AI\u4ee3\u7406\u8fdb\u884c\u7ade\u4e89\u6027\u5206\u6790\uff0c\u5c06\u5e73\u53f0\u53d8\u4e3a\u4e00\u4e2a\u8bc4\u4f30\u6a21\u578b\u548c\u53d1\u73b0\u903b\u8f91\u7684\u201c\u8bd5\u9a8c\u573a\u201d\u3002\u8fd9\u4ece\u201c\u53d6\u4ee3\u4e3b\u89c2\u7b97\u6cd5\u201d\u8f6c\u5411\u4e86\u201c\u63d0\u4f9b\u591a\u5143\u5316\u7684\u5206\u6790\u5de5\u5177\u201d\uff0c\u5c06\u5224\u65ad\u6743\u66f4\u5f7b\u5e95\u5730\u4ea4\u8fd8\u7ed9\u4eba\u7c7b\uff0c\u53ef\u80fd\u662f\u4e00\u6761\u66f4\u52a1\u5b9e\u4e14\u66f4\u5177\u98a0\u8986\u6027\u7684\u8def\u5f84\u3002\u76ee\u524d\u6765\u770b\uff0cOpenHunt\u63d0\u51fa\u4e86\u4e00\u4e2a\u7cbe\u51c6\u7684\u75db\u70b9\uff0c\u4f46\u89e3\u51b3\u65b9\u6848\u4ecd\u5904\u4e8e\u5371\u9669\u7684\u7406\u60f3\u5316\u9636\u6bb5\uff0c\u5176\u6210\u529f\u4e0e\u5426\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u59a5\u5584\u5904\u7406AI\u4e0e\u4eba\u7c7b\u5224\u65ad\u95f4\u7684\u6743\u529b\u5e73\u8861\uff0c\u5e76\u6784\u5efa\u8d77\u4e00\u4e2a\u771f\u6b63\u6d3b\u8dc3\u3001\u591a\u6837\u5316\u7684\u9a8c\u8bc1\u8005\u793e\u533a\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\">OpenHunt<\/span>\n <\/div>\n<div class=\"comment-content\">SaaS launch platforms are dead. Attention hacks and upvote circles don\u2019t scale in the AI era. OpenHunt is the AI-native discovery layer for builders. Humans submit products. Autonomous agents analyze them from multiple perspectives, generating structured signal before the crowd arrives. Then humans validate what truly deserves attention. No gatekeepers. No algorithm gaming. Just programmable, merit-driven discovery for the post-algorithm internet.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>We built OpenHunt because we kept seeing great products die quietly.<\/p>\n<p>In the vibe-coding era, building is easy. Distribution isn\u2019t. Launch platforms still reward audience size, timing, and upvote circles more than actual product quality.<\/p>\n<p>So we asked:<br \/>\nWhat if AI evaluates first, and humans validate after?<\/p>\n<p>OpenHunt lets builders submit products that are immediately analyzed by multiple autonomous agents. They generate structured insights before the crowd even shows up. Then the community decides what truly deserves attention.<\/p>\n<p>Our goal isn\u2019t to replace humans.<br \/>\nIt\u2019s to upgrade discovery.<\/p>\n<p>We\u2019d love your honest feedback:<\/p>\n<p>\u2022 Does AI-first evaluation make launch fairer?<br \/>\n\u2022 What would you want agents to analyze?<br \/>\n\u2022 Would you plug your own AI agent into a discovery ecosystem?<\/p>\n<p>We\u2019re building this in public and shipping fast.<br \/>\nExcited to hear what you think \ud83e\udd9e<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@openhunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@openhunt<\/a> What great products do you wish had a bigger spotlight here on PH?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@openhunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@openhunt<\/a> \uc815\ub9d0 \ud765\ubbf8\ub86d\uace0 \uc720\uc6a9\ud55c \uc11c\ube44\uc2a4 \uc785\ub2c8\ub2e4. \uc218\uace0 \ub9ce\uc73c\uc168\uc2b5\ub2c8\ub2e4.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! One concern \u2014 if AI generates “structured insights” before humans see the product, doesn’t that anchor the conversation? The first impression matters, and if the AI says “this solves X problem poorly,” humans might not give it a fair shot even if it’s solving a different problem 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>signed up but the content seems to be in Chinese<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It would be great if I could set my language and then see content in it. I can’t read most of this:<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/95e70f33-470a-43ad-9382-40d0078d23bd.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When an AI score\/review is the first filter, what are the hard rules you use to keep it credible (e.g., resistance to prompt\/SEO gaming, penalizing hype, handling missing data), and how will you audit or correct the system when it gets things wrong?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 \u2014 this is a strong thesis for the AI-era distribution problem.<\/p>\n<\/p>\n<p>One thing I\u2019d love to see for GTM teams: transparent scoring controls so builders can tune *how* agent evaluation works (e.g., weighting for clarity, ICP fit, differentiation, proof signals).<\/p>\n<\/p>\n<p>Also curious if you plan to add an anti-anchoring mode where human voters can choose to hide agent analysis on first view, then reveal it after their initial impression. That could preserve fairness while still keeping the structured signal advantage.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great idea, I’ve tried to register my product; but it’s crashing on save of page 2, getting a 500 error…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/LAAN76VEFMD2NL\" class=\"app-title\">YAP<\/a><\/p>\n<div class=\"one-liner\">YAP teaches you to speak a language, not tap it.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">124<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>YAP\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u8bed\u8a00\u5b66\u4e60\u5e94\u7528\uff0c\u901a\u8fc7\u5f3a\u5236\u7528\u6237\u4ece\u7b2c\u4e00\u8bfe\u5f00\u59cb\u5b9e\u65f6\u5f00\u53e3\u8bf4\u8bdd\u5e76\u8fdb\u884c\u97f3\u7d20\u7ea7\u53d1\u97f3\u7ea0\u6b63\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u8bed\u8a00\u5e94\u7528\u201c\u53ea\u4f1a\u70b9\u51fb\u3001\u4e0d\u4f1a\u5bf9\u8bdd\u201d\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u65e8\u5728\u5e2e\u52a9\u7528\u6237\u5728\u771f\u5b9e\u5bf9\u8bdd\u573a\u666f\u4e2d\u771f\u6b63\u638c\u63e1\u8bed\u8a00\u80fd\u529b\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/6ec73943-c0ec-4d20-af0c-799582b6e437.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/cR4HFPhXCo4?feature=share\"><source src=\"https:\/\/youtube.com\/shorts\/cR4HFPhXCo4?feature=share\" 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\/26c4b002-1e09-41d0-a302-bbf1f21facdf.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\/f3045619-dc14-461c-9546-38264dacd854.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1cb75ab1-d0a7-4ade-a319-240e04255c4f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/326891af-465b-4079-a5bb-02ff588504c2.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\">Education<\/span><br \/>\n <span class=\"tag\">Languages<\/span><br \/>\n <span class=\"tag\">Career<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u8a00\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">AI\u53e3\u8bed\u6559\u7ec3<\/span><br \/>\n <span class=\"tag\">\u53d1\u97f3\u7ea0\u6b63<\/span><br \/>\n <span class=\"tag\">\u533a\u5757\u94fe\u51ed\u8bc1<\/span><br \/>\n <span class=\"tag\">\u6c89\u6d78\u5f0f\u7ec3\u4e60<\/span><br \/>\n <span class=\"tag\">CEFR\u8bfe\u7a0b<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u4e3b\u52a8\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">Web3\u6559\u80b2<\/span><br \/>\n <span class=\"tag\">\u66ff\u4ee3Duolingo<\/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\u4f20\u7edf\u5e94\u7528\u201c\u65e0\u6cd5\u5f00\u53e3\u201d\u7684\u75db\u70b9\uff0c\u5bf9\u201c\u4ece\u7b2c\u4e00\u5929\u5c31\u8bf4\u201d\u7684\u7406\u5ff5\u8868\u793a\u671f\u5f85\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\uff1a\u533a\u5757\u94fe\u51ed\u8bc1\u7684\u5177\u4f53\u6570\u636e\u3001\u9632\u4f5c\u5f0a\u673a\u5236\u53ca\u5b9e\u7528\u4ef7\u503c\uff1b\u652f\u6301\u8bed\u8a00\u7684\u6269\u5c55\u8ba1\u5212\uff08\u5982\u5fb7\u8bed\uff09\uff1b\u4ee3\u5e01\u7684\u5b9e\u9645\u6548\u7528\u3002\u521b\u59cb\u4eba\u8be6\u7ec6\u56de\u5e94\u4e86\u51ed\u8bc1\u7684\u9690\u79c1\u8bbe\u8ba1\u3001\u96c7\u4e3b\u9a8c\u8bc1\u573a\u666f\u53caAI\u8bc4\u4f30\u7684\u9632\u4f2a\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n YAP\u7684\u98a0\u8986\u6027\u4e0d\u5728\u4e8e\u201cAI\u8f85\u5bfc\u201d\u6216\u201c\u533a\u5757\u94fe\u51ed\u8bc1\u201d\u8fd9\u4e9b\u6e10\u8d8b\u6cdb\u6ee5\u7684\u6807\u7b7e\uff0c\u800c\u5728\u4e8e\u5b83\u7528\u4e00\u79cd\u8fd1\u4e4e\u504f\u6267\u7684\u4ea7\u54c1\u8bbe\u8ba1\uff0c\u5f3a\u884c\u77eb\u6b63\u4e86\u6570\u5b57\u65f6\u4ee3\u8bed\u8a00\u5b66\u4e60\u7684\u5f02\u5316\u72b6\u6001\u2014\u2014\u5c06\u5b66\u4e60\u4ece\u5c4f\u5e55\u4e0a\u7684\u7b26\u53f7\u70b9\u51fb\uff0c\u62c9\u56de\u4eba\u7c7b\u6700\u539f\u59cb\u7684\u4ea4\u6d41\u672c\u8d28\uff1a\u5f00\u53e3\u8bf4\u8bdd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u9996\u5148\u4f53\u73b0\u5728\u5bf9\u201c\u5b66\u4e60\u6709\u6548\u6027\u201d\u7684\u91cd\u65b0\u5b9a\u4e49\u3002\u5b83\u6233\u7a7f\u4e86\u884c\u4e1a\u7687\u5e1d\u7684\u65b0\u8863\uff1a\u957f\u8fbe\u6570\u767e\u5929\u7684\u8fde\u7eed\u6253\u5361\u4e0e\u771f\u5b9e\u7684\u8bed\u8a00\u80fd\u529b\u4e4b\u95f4\u53ef\u4ee5\u6beb\u65e0\u5173\u7cfb\u3002YAP\u5c06\u201c\u5f00\u53e3\u201d\u8bbe\u4e3a\u552f\u4e00\u901a\u5173\u8def\u5f84\uff0c\u8fd9\u4e0d\u4ec5\u662f\u529f\u80fd\u5dee\u5f02\uff0c\u66f4\u662f\u54f2\u5b66\u5c42\u9762\u7684\u5012\u7f6e\u2014\u2014\u5b83\u627f\u8ba4\u8bed\u8a00\u662f\u808c\u8089\u8bb0\u5fc6\u548c\u793e\u4ea4\u884c\u4e3a\uff0c\u800c\u975e\u77e5\u8bc6\u56e4\u79ef\u3002\u9ad8\u8fbe43%\u7684\u6708\u7559\u5b58\uff08\u81ea\u79f0\u884c\u4e1a\u5e73\u5747\u768424\u500d\uff09\u521d\u6b65\u9a8c\u8bc1\u4e86\u8fd9\u4e00\u5047\u8bbe\uff1a\u5373\u65f6\u7684\u3001\u5177\u8eab\u7684\u6b63\u53cd\u9988\uff08\u611f\u89c9\u81ea\u5df1\u5728\u53d8\u597d\uff09\u6bd4\u4efb\u4f55\u6e38\u620f\u5316\u5fbd\u7ae0\u90fd\u66f4\u5177\u7c98\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u5176\u201c\u94fe\u4e0a\u5b66\u4e60\u8bc1\u660e\u201d\u7684\u91ce\u5fc3\u8fdc\u975e\u201c\u6570\u5b57\u5956\u7ae0\u201d\u3002\u5b83\u8bd5\u56fe\u5c06\u6a21\u7cca\u7684\u201c\u8bed\u8a00\u80fd\u529b\u201d\u8f6c\u5316\u4e3a\u53ef\u9a8c\u8bc1\u3001\u53ef\u643a\u5e26\u7684\u4fe1\u7528\u8d44\u4ea7\u3002\u5173\u952e\u5728\u4e8e\u5176\u8bc4\u4f30\u5c42\uff1a\u901a\u8fc7AI\u5206\u6790\u8fde\u7eed\u8bed\u97f3\u6d41\uff0c\u800c\u975e\u79bb\u6563\u7684\u70b9\u51fb\u9009\u62e9\uff0c\u4ece\u6e90\u5934\u4e0a\u675c\u7edd\u4e86\u201c\u5237\u9898\u5f0f\u4f5c\u5f0a\u201d\u3002\u8fd9\u4e3a\u96c7\u4e3b\u3001\u79fb\u6c11\u673a\u6784\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6f5c\u5728\u7684\u53ef\u4fe1\u4fe1\u53f7\uff0c\u5176\u6311\u6218\u5728\u4e8e\u5982\u4f55\u5efa\u7acb\u8de8\u6587\u5316\u7684\u53d1\u97f3\u8bc4\u4f30\u6807\u51c6\uff0c\u4ee5\u53ca\u8ba9\u5916\u754c\u666e\u904d\u8ba4\u53ef\u8fd9\u4e00\u8bc4\u4f30\u4f53\u7cfb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u6df1\u5c42\u62f7\u95ee\uff1a\u5176\u4e00\uff0c\u201c\u5f3a\u5236\u5f00\u53e3\u201d\u5728\u964d\u4f4e\u521d\u671f\u5fc3\u7406\u95e8\u69db\u7684\u540c\u65f6\uff0c\u662f\u5426\u4f1a\u5bf9\u8bed\u6cd5\u548c\u8bcd\u6c47\u7684\u7cfb\u7edf\u6027\u8f93\u5165\u4e0d\u8db3\uff1f\u5176\u201c\u5634\u5df4\u9886\u5148\uff0c\u5927\u8111\u8ddf\u4e0a\u201d\u7684\u7406\u5ff5\u9002\u7528\u4e8e\u751f\u5b58\u53e3\u8bed\uff0c\u4f46\u5bf9\u4e8e\u9700\u8981\u590d\u6742\u7cbe\u786e\u8868\u8fbe\u7684\u9ad8\u7ea7\u9636\u6bb5\u662f\u5426\u4f9d\u7136\u6709\u6548\uff1f\u5176\u4e8c\uff0c\u94fe\u4e0a\u51ed\u8bc1\u7684\u4ef7\u503c\u5b8c\u5168\u4f9d\u8d56\u4e8eYAP\u81ea\u8eab\u8bc4\u4f30\u4f53\u7cfb\u7684\u516c\u4fe1\u529b\uff0c\u8fd9\u5f62\u6210\u4e86\u4e00\u4e2a\u4e2d\u5fc3\u5316\u6096\u8bba\uff1a\u4e00\u4e2a\u53bb\u4e2d\u5fc3\u5316\u51ed\u8bc1\u7684\u4fe1\u4efb\uff0c\u5374\u6e90\u4e8e\u4e00\u5bb6\u521d\u521b\u516c\u53f8\u7684AI\u6a21\u578b\u3002\u5982\u4f55\u5efa\u7acb\u72ec\u7acb\u5ba1\u8ba1\u6216\u6807\u51c6\u5316\u8ba4\u8bc1\uff0c\u5c06\u662f\u5176\u51ed\u8bc1\u80fd\u5426\u8d70\u51fa\u5c0f\u4f17\u5708\u5c42\u7684\u751f\u6b7b\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n YAP\u66f4\u50cf\u4e00\u573a\u6fc0\u8fdb\u7684\u6559\u80b2\u5b9e\u9a8c\u3002\u5b83\u7528\u6280\u672f\u624b\u6bb5\u89e3\u51b3\u4e86\u4e00\u4e2a\u672c\u8d28\u4e0a\u662f\u4eba\u6027\u4e0e\u52a8\u673a\u7684\u95ee\u9898\u2014\u2014\u4e0d\u662f\u4eba\u4eec\u4e0d\u4f1a\u8bf4\uff0c\u800c\u662f\u6ca1\u6709\u88ab\u6070\u5f53\u7684\u73af\u5883\u201c\u903c\u7740\u53bb\u8bf4\u201d\u3002\u5b83\u7684\u6210\u8d25\uff0c\u5c06\u68c0\u9a8c\u5728\u6570\u5b57\u4e16\u754c\u91cc\uff0c\u6211\u4eec\u7a76\u7adf\u662f\u9700\u8981\u66f4\u7cbe\u81f4\u7684\u865a\u62df\u6559\u5ba4\uff0c\u8fd8\u662f\u4e00\u4e2a\u6c38\u4e0d\u75b2\u5026\u7684\u3001\u903c\u4f60\u5f00\u53e3\u7684\u5bf9\u8bdd\u5e7d\u7075\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\">YAP<\/span>\n <\/div>\n<div class=\"comment-content\">Language apps have a dirty secret: they teach you to tap, not talk. After 300+ days on Duolingo, most users still can’t hold a conversation. YAP is built around speaking from day one. You talk, our AI listens, and gives real-time feedback on your pronunciation. Every lesson you complete is verified onchain as a Proof of Language Learning credential. Just actual speaking practice. Give us an early test as we continue to improve our product! Love, YAP<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone, Christian here, CEO and Co-Founder of YAP.<\/p>\n<p>I want to tell you why I built this. The real reason.<\/p>\n<p>When my mother was dying, I couldn’t talk to her.<\/p>\n<p>I grew up speaking Cantonese and Spanish. When my family immigrated to the United States, I lost most of both. That’s what happens. You stop using a language and it leaves you, quietly, over years, until one day you reach for it and it’s not there.<\/p>\n<p>I took courses throughout my life. I thought I was keeping up. I wasn’t.<\/p>\n<p>In her last moments, I had my phone out trying to look up the words I needed to say to my own mother. I couldn’t tell her what she meant to me. Not in her language. Not in words that came from me. I could say the basics in Cantonese: I love you, I’m so thankful, I’ll miss you. And that was it.<\/p>\n<p>Having your phone between you and your dying mother, searching for the words that should already be yours, is a kind of humiliation I can’t really describe.<\/p>\n<p>After she passed, I had to process two things at once. Her death, and my own failure to speak. That was the tipping point.<\/p>\n<p>I ran 200+ user interviews. The same story showed up again and again, in less extreme forms. People had studied for months or years. Downloaded the apps. Hit the streaks. Then they froze in a real conversation. The problem wasn’t motivation. People were motivated. The problem was that no product made them do the one thing that actually matters: open their mouth and speak.<\/p>\n<p>So we built YAP around one idea. You speak from the first lesson. Not after ten levels of flashcards. Not as a bonus feature. Speaking is the product.<\/p>\n<p>Here’s the insight that most language apps get wrong: people don’t need to understand every word or nail the grammar first. They need to speak. And through speaking, everything else follows. Grammar clicks when you hear yourself using it. Vocabulary sticks when you’ve said it out loud in context. The mouth leads. The mind catches up.<\/p>\n<p>Our AI listens to you in real time and breaks down your pronunciation at the phoneme level. It doesn’t just say “try again.” It tells you what your mouth is doing wrong and how to fix it. Then it coaches you through the correction. Less like an app, more like a patient tutor who never gets tired.<\/p>\n<p>We built this across 5 languages (English, Spanish, French, Italian, Portuguese) with a full CEFR-aligned curriculum. There’s real progression from beginner to advanced.<\/p>\n<p>And every lesson you complete gets recorded onchain as a Proof of Language Learning credential. Language ability should be verifiable. Not just a line on a resume, but a real credential backed by data. Your employer, your university, or an immigration office should be able to confirm what you can actually do, not just what course you sat through.<\/p>\n<p>My cofounder Landon joined in the summer of 2025, after we shipped the web beta, and he’s built the technical foundation that makes all of this work, from the AI pipeline to the blockchain integration on Sei.<\/p>\n<p>We’re a small team with 500+ active users. Our 30-day retention is 43%, roughly 24x the industry average for language apps. We think that’s because when people practice speaking, they feel themselves getting better. That feeling is more powerful than any streak badge.<\/p>\n<p>We’re early. There’s a lot to build. But the core thesis is holding up: make people speak from day one and they learn faster and stay longer.<\/p>\n<p>If you’ve ever felt the gap between “studying” a language and actually being able to speak it, that gap is exactly what we’re here to close.<\/p>\n<p>Try YAP. And if someone you love speaks a language you’ve lost, don’t wait.<\/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\">Yap is great. I spent years on Duolingo and it was helpful in a lot of ways, but not in feeling truly comfortable in having a conversation.<\/div>\n<div class=\"comment-actions\">\n<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\">On the onchain credential: what exactly is being recorded (and what is explicitly not), who is the first \u201cverifier\u201d you\u2019re designing for (employers, schools, immigration, etc.), and how will you prevent it from becoming a vanity badge rather than a trusted signal?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> <\/p>\n<p>What’s recorded on-chain: wallet address, user ID, lesson ID, and performance scores. <\/p>\n<p>Not recorded: personal identity, number of attempts, or anything that could be used against a learner. <\/p>\n<\/p>\n<p><strong>Privacy by design.<\/strong><\/p>\n<p>Who’s the first verifier we’re designing for: employers hiring for roles that require demonstrable language fluency, especially in global and remote contexts. Immigration and academia have longer cycles. We’re starting where the pain is most immediate and the hiring manager already has a problem we can solve today.<\/p>\n<\/p>\n<p><strong>On the vanity badge problem: <\/strong>you’re right that a credential is only as trusted as the assessment behind it. The reason proof of language learning (PoLL) won’t become a vanity badge is because you can’t fake speaking. Our evaluation layer uses AI analysis, not tap-based interactions. A learner can’t click their way to a high score the way they can on Duolingo. The credential reflects actual spoken performance, which is what makes it a signal worth trusting.<\/p>\n<\/p>\n<p>We’re early. But the bet is that the hardest part of building a trusted language credential isn’t the blockchain, it’s having an assessment rigorous enough to back it. That’s what we’re building first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>i tried learn spanish on duolingo and got some vocabular, but i can’t speak nor i know grammar. <\/p>\n<\/p>\n<p>will try yap for sure \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sergeypetrov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergeypetrov<\/a> Thanks Sergey! Please try YAP! Looking forward to seeing how 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>Hi Christian, first off congratulations on the launch. I watched your video, its inspiring to see you were able to turn a difficult situation into something positive! I also like the app idea, Ive been there with duolingo. I do have two questions, 1. what languages do you support? 2. Why the addition of on-chain language tokens?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@janschutte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janschutte<\/a> <\/p>\n<\/p>\n<p>Hi Jan! We have 5 language tracks for now: English, French, Italian, Spanish, and Portuguese (BR).<\/p>\n<\/p>\n<p>We added tokens as a way to provide a token of your hard work (pun intended!). We wanted to make the output of your language learning into an asset, and one of the ways to do that is to make it into a digital asset!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a cool thing, I have the same problem \u2013 I cannot remember certain words or retain them, because tapping is very passive. Active using could help. P.S. Looking forward to see German language in the future \ud83d\ude42 That one has a priority for me \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> <\/p>\n<p>German! We will keep that in mind, it’s a language that has been requested a few times!<\/p>\n<\/p>\n<p>Thanks for the comment and the resonating problem with current language learning! Feel free to sign up for our newsletter on <a href=\"https:\/\/goyap.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">goyap.ai<\/a> to hear when new languages are added!<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">i really love the thought behind this as someone that has had a 300+ days streak on duolingo and is yet to be able to have a conversation using that language. will definitely give it a try and congrats on ranking today!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this and the thought behind it. What does the token do? And how can we actually maximize it? Congrats on the launch. <a href=\"https:\/\/www.producthunt.com\/@yapchristian\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"yapchristian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yapchristian<\/a>! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<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\/PETPSQH2ELSJVG\" class=\"app-title\">Seagull<\/a><\/p>\n<div class=\"one-liner\">Real-time translation overlay for all your computer audio.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">120<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Seagull\u662f\u4e00\u6b3e\u7cfb\u7edf\u7ea7\u5b9e\u65f6\u7ffb\u8bd1\u5b57\u5e55\u5de5\u5177\uff0c\u53ef\u5728\u7528\u6237\u89c2\u770b\u65e0\u5b57\u5e55\u5916\u8bed\u89c6\u9891\u6216\u8fdb\u884c\u8de8\u8bed\u8a00\u8bed\u97f3\u901a\u8bdd\u65f6\uff0c\u5b9e\u65f6\u5c06\u7535\u8111\u97f3\u9891\u7ffb\u8bd1\u5e76\u53e0\u52a0\u663e\u793a\uff0c\u89e3\u51b3\u4e86\u591a\u8bed\u8a00\u573a\u666f\u4e0b\u7684\u5185\u5bb9\u7406\u89e3\u969c\u788d\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e7d656e3-6840-4283-9aa3-79a76d38dd94.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f2c5cd35-9278-4b0c-9a53-0667a3126240.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/826bc4f8-5f5f-499b-9ebd-caa0a530df89.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82254569-6fbd-4e28-a86f-e166bf8eaa2b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1048c9fc-4e9e-4e80-8e90-5582e32a58a9.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\/aafdadde-f37b-45fb-b636-89b4cc1063e7.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=3uk2GHLqC8w\"><source src=\"https:\/\/www.youtube.com\/watch?v=3uk2GHLqC8w\" 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\">Audio<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b9e\u65f6\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u5b57\u5e55\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u7ea7\u8986\u76d6<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u65e0\u969c\u788d\u6c9f\u901a<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u97f3\u89c6\u9891\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u7cfb\u7edf\u7ea7\u8986\u76d6\u548c\u6e90\u4e8e\u771f\u5b9e\u9700\u6c42\u7684\u521b\u610f\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5ef6\u8fdf\u8868\u73b0\u3001\u5bf9Zoom\/Discord\u7b49\u901a\u8baf\u8f6f\u4ef6\u7684\u652f\u6301\u3001\u5177\u4f53\u8bed\u8a00\u652f\u6301\uff08\u5982\u745e\u5178\u8bed\uff09\u3001\u4ee5\u53ca\u672a\u6765\u662f\u5426\u52a0\u5165\u7528\u6237\u7ea0\u9519\u53cd\u9988\u673a\u5236\u4ee5\u4f18\u5316\u7ffb\u8bd1\u51c6\u786e\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Seagull\u7684\u91ce\u5fc3\u5e76\u975e\u505a\u4e00\u4e2a\u7b80\u5355\u7684\u7ffb\u8bd1\u63d2\u4ef6\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u64cd\u4f5c\u7cfb\u7edf\u7ea7\u7684\u201c\u542c\u89c9\u8f85\u52a9\u5c42\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u7ffb\u8bd1\u201d\u4ece\u5e94\u7528\u529f\u80fd\u62bd\u79bb\u4e3a\u7cfb\u7edf\u670d\u52a1\uff0c\u5b9e\u73b0\u4e86\u8de8\u5e94\u7528\u3001\u5168\u573a\u666f\u7684\u97f3\u9891\u6587\u672c\u5316\u4e0e\u5b9e\u65f6\u8f6c\u8bd1\u3002\u8fd9\u76f4\u51fb\u4e86\u4f20\u7edf\u5b57\u5e55\uff08\u4eba\u529b\u5236\u4f5c\u6ede\u540e\uff09\u4e0e\u5b9e\u65f6\u5b57\u5e55\uff08\u51c6\u786e\u7387\u4f4e\u4e0b\uff09\u7684\u53cc\u91cd\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u201c\u7cfb\u7edf\u7ea7\u6355\u83b7\u201d\u4e0e\u201c\u5168\u5c40\u8986\u76d6\u201d\uff0c\u8fd9\u4f7f\u5176\u5728\u6e38\u620f\u3001\u5168\u5c4f\u89c6\u9891\u7b49\u4f20\u7edf\u5b57\u5e55\u5de5\u5177\u96be\u4ee5\u4fb5\u5165\u7684\u573a\u666f\u4e2d\u5efa\u7acb\u4e86\u58c1\u5792\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u4e25\u5cfb\uff1a\u9996\u5148\uff0c\u5b9e\u65f6\u97f3\u9891\u6d41\u7ffb\u8bd1\u5b58\u5728\u56fa\u6709\u7684\u5ef6\u8fdf\u4e0e\u51c6\u786e\u7387\u6096\u8bba\uff0c\u5c24\u5176\u5728\u5904\u7406\u4fda\u8bed\u3001\u591a\u8bed\u6df7\u6742\u5185\u5bb9\u65f6\uff0c\u6280\u672f\u5929\u82b1\u677f\u660e\u663e\uff0c\u56e2\u961f\u8ba1\u5212\u5f15\u5165\u201c\u4eba\u5de5\u8bad\u7ec3\u201d\u53cd\u9988\u673a\u5236\u662f\u8fc8\u5411\u6b63\u786e\u7684\u5173\u952e\u4e00\u6b65\u3002\u5176\u6b21\uff0c\u201c\u96f6\u8bbe\u7f6e\u201d\u7684\u8de8\u5e73\u53f0\u4f53\u9a8c\u662f\u5ba3\u4f20\u4eae\u70b9\uff0c\u4f46\u4e5f\u662f\u6280\u672f\u6df1\u6e0a\uff0cWindows\u3001Mac\u3001Linux\u7684\u97f3\u9891\u67b6\u6784\u4e0e\u56fe\u5f62\u53e0\u52a0\u673a\u5236\u8fe5\u5f02\uff0c\u8981\u4fdd\u8bc1\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u7a33\u5b9a\u6027\u7684\u5168\u5c40\u8986\u76d6\uff0c\u5bf9\u5c0f\u578b\u56e2\u961f\u662f\u6301\u7eed\u7684\u5de5\u7a0b\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\uff0c\u4ea7\u54c1\u5de7\u5999\u5730\u6293\u4f4f\u4e86\u53cc\u8bed\u5bb6\u5ead\u3001\u65e0\u969c\u788d\u89c2\u770b\u8fd9\u4e00\u7cbe\u51c6\u5229\u57fa\u5e02\u573a\uff0c\u5e76\u83b7\u5f97\u4e86\u60c5\u611f\u5171\u9e23\u3002\u4f46\u82e5\u8981\u8d70\u5411\u66f4\u5e7f\u6cdb\u7684\u5b9e\u65f6\u6c9f\u901a\u573a\u666f\uff08\u5982Zoom\u3001DiscDiscord\u4f1a\u8bae\uff09\uff0c\u5219\u5fc5\u987b\u76f4\u9762\u901a\u8baf\u573a\u666f\u4e0b\u7684\u8d85\u4f4e\u5ef6\u8fdf\u8981\u6c42\u3001\u591a\u4eba\u8bed\u97f3\u5206\u79bb\u3001\u4ee5\u53ca\u5bf9\u8bdd\u5f0f\u7ffb\u8bd1\u7684\u8bed\u5883\u8fde\u8d2f\u6027\u95ee\u9898\u3002Seagull\u7684\u6210\u8d25\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u201c\u6cdb\u7528\u6027\u201d\u4e0e\u201c\u6838\u5fc3\u573a\u666f\u4f53\u9a8c\u201d\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\uff0c\u5e76\u6301\u7eed\u4f18\u5316\u5176AI\u7ffb\u8bd1\u5f15\u64ce\u5728\u5608\u6742\u771f\u5b9e\u73af\u5883\u4e0b\u7684\u9c81\u68d2\u6027\u3002\u5b83\u4e0d\u6b62\u662f\u4e00\u4e2a\u5de5\u5177\uff0c\u66f4\u662f\u4e00\u4e2a\u5173\u4e8e\u201c\u65e0\u7f1d\u8bed\u8a00\u5c4f\u969c\u6d88\u9664\u201d\u80fd\u5426\u771f\u6b63\u843d\u5730\u7684\u5b9e\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Seagull<\/span>\n <\/div>\n<div class=\"comment-content\">Real-time translation overlay for Mac, Windows, and Linux. Capture audio from any app, see it translated instantly.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83c\udf81 Notice: We’re giving away 50 gift codes for a free weekly plan to the first 50 people who join our Discord! <a href=\"https:\/\/discord.gg\/H4hXRf8jmg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/H4hXRf8jmg<\/a><\/p>\n<p>Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Eduardo, co-creator of Seagull. My wife and I speak different native languages, and sometimes the things we want to watch together simply don’t have proper translations or subtitles.<\/p>\n<p>When consuming content in another language, most people rely on subtitles, which require a human to create, or real-time auto-captions, which are\u2026 well, famously terrible.<\/p>\n<p>Seagull started from a simple question: what if any audio on your computer could be translated in real-time?<\/p>\n<p>So we set out to build the smartest real-time caption system on the market. That’s Seagull!<\/p>\n<p>Come say hello on our Discord (where we also talk about future updates and product development), we’d love to hear from you: <a href=\"https:\/\/discord.gg\/H4hXRf8jmg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/H4hXRf8jmg<\/a><\/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>Great that it works on a system level, congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cohenco\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cohenco<\/a> Thanks for the comment, Cohen!<\/p>\n<\/p>\n<p>It works for all audio input, and it also overlays on top of games and fullscreen video.<\/p>\n<p>Let me know if you want to try it out, and I’ll send you a monthly gift code. \ud83d\udc26<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Eduardo,<\/p>\n<p>did you implement any kind of human feedback? Like if the user would correct something and your system learn about it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@agraciag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agraciag<\/a> We’ve not implemented anything like that as of now, but we have that on our roadmap for this week’s release!<\/p>\n<p>Especially for slang and dialects, it might be hard for the translation system to pick everything up right away. We will add human training.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 very cool. Is Swedish supported?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jenny_karlsson1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jenny_karlsson1<\/a> Hi Jenny, yes, we support Swedish!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 epic, especially for a bilingual household like mine!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dbul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbul<\/a> That’s awesome, Dan! Let me know if you want to test it out with a free monthly plan, I’ll send you a gift code! \ud83d\udc26<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 ‘subtitles for everything’ framing is sharper than ‘translation app’ \u2014 it immediately makes the use case obvious. The interesting edge is latency: real-time translation on streaming audio has a fundamental delay trade-off. What’s the current lag for live content vs pre-recorded? And does it work on system audio from apps like Zoom or Discord?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love that this was born from a real personal need. The bilingual household use case really resonates \u2014 my partner and I deal with this exact problem watching shows together. The fact that it works as a system-level overlay across all apps is what sets it apart from the clunky subtitle tools out 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Real-world adoption lives or dies on audio capture and overlay UX: what\u2019s the hardest environment you optimized for (full-screen video, games, Discord\/Zoom, multi-monitor, etc.), and what product choices did you make to keep it \u201czero setup\u201d across Mac\/Windows\/Linux?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/56J5RVOFUQSP42\" class=\"app-title\">InboxAgents<\/a><\/p>\n<div class=\"one-liner\">Smart, unified inbox for Linkedin, email & social media.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">109<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>InboxAgents\u662f\u4e00\u6b3e\u667a\u80fd\u7edf\u4e00\u6536\u4ef6\u7bb1\uff0c\u901a\u8fc7\u6574\u5408LinkedIn\u3001\u7535\u5b50\u90ae\u4ef6\u548c\u793e\u4ea4\u5a92\u4f53\u7b499\u4e2a\u5e73\u53f0\u7684\u6d88\u606f\uff0c\u5e76\u5229\u7528AI\u8fdb\u884c\u667a\u80fd\u4f18\u5148\u7ea7\u6392\u5e8f\uff0c\u89e3\u51b3\u4e86\u4e13\u4e1a\u4eba\u58eb\u5728\u591a\u5e73\u53f0\u6c9f\u901a\u4e2d\u4fe1\u606f\u8fc7\u8f7d\u3001\u6613\u9519\u8fc7\u91cd\u8981\u6d88\u606f\uff08\u5c24\u5176\u662fLinkedIn\u79c1\u4fe1\uff09\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28fb0f51-f2e5-4e3e-8c7c-73741118e572.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ba22d79-ad73-4cb4-bd9f-0a2612dc3ab6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c765fa93-7fa6-4141-8d25-61d4298bc928.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45253af8-9cb7-46fc-9c07-4f3be5ddabc9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ed1058f-3f2a-46ce-90b1-d1a910546a0c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/407bc8ab-df4d-4716-8ea9-b5e141ff89ff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1d32470-c187-4831-9fd3-f0bb8761776a.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\">Email<\/span><br \/>\n <span class=\"tag\">Messaging<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7edf\u4e00\u6536\u4ef6\u7bb1<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4CRM<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8fc7\u6ee4<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u901a\u4fe1<\/span><br \/>\n <span class=\"tag\">LinkedIn\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u8d4b\u80fd<\/span><br \/>\n <span class=\"tag\">AI\u4f18\u5148\u7ea7<\/span><br \/>\n <span class=\"tag\">\u6536\u4ef6\u7bb1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">B2B\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3LinkedIn\u6536\u4ef6\u7bb1\u4f53\u9a8c\u5dee\u7684\u521d\u8877\uff0c\u5e76\u5bf9\u6574\u54089\u5e73\u53f0\u8868\u793a\u671f\u5f85\u3002\u6838\u5fc3\u53cd\u9988\u805a\u7126\u4e8e\uff1a1. \u667a\u80fd\u8fc7\u6ee4\u7684\u51c6\u786e\u6027\u4e0e\u53ef\u63a7\u6027\uff08\u62c5\u5fc3\u9020\u6210\u66f4\u5927\u6df7\u4e71\uff09\uff1b2. \u6280\u672f\u5c42\u9762\u5982\u4f55\u5e94\u5bf9\u5404\u5e73\u53f0API\u53d8\u52a8\u98ce\u9669\uff1b3. \u4ef7\u503c\u4e3b\u5f20\u5e94\u4ece\u201c\u63d0\u6548\u201d\u8f6c\u5411\u201c\u633d\u56de\u8425\u6536\u635f\u5931\u201d\u4ee5\u5438\u5f15\u9ad8\u7aef\u7528\u6237\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 InboxAgents\u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u75bc\u75db\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u5c06LinkedIn\u8fd9\u4e2a\u4f53\u9a8c\u7cdf\u7cd5\u4f46\u81f3\u5173\u91cd\u8981\u7684\u5546\u52a1\u6c9f\u901a\u67a2\u7ebd\uff0c\u4e0e\u5176\u4ed6\u793e\u4ea4\u3001\u90ae\u4ef6\u6e20\u9053\u6574\u5408\uff0c\u8bd5\u56fe\u7528AI\u91cd\u6784\u4fe1\u606f\u6d41\u4f18\u5148\u7ea7\u3002\u5176\u91ce\u5fc3\u4e0d\u4ec5\u662f\u805a\u5408\uff0c\u66f4\u662f\u610f\u56fe\u6210\u4e3a\u57fa\u4e8e\u7528\u6237\u4e0a\u4e0b\u6587\uff08\u77e5\u8bc6\u56fe\u8c31\u4e0e\u5411\u91cf\u5d4c\u5165\uff09\u7684\u667a\u80fd\u901a\u4fe1\u4e2d\u67a2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u667a\u80fd\u201d\u6070\u6070\u662f\u6700\u5927\u98ce\u9669\u70b9\u3002\u4ea7\u54c1\u521d\u671f\u7b56\u7565\u201c\u5b81\u8bef\u62a5\uff0c\u52ff\u6f0f\u62a5\u201d\u867d\u663e\u8c28\u614e\uff0c\u4f46\u5b9e\u5219\u662f\u5c06\u8bad\u7ec3AI\u6a21\u578b\u7684\u6210\u672c\u548c\u98ce\u9669\uff08\u5373\u9519\u8fc7\u91cd\u8981\u4fe1\u606f\uff09\u90e8\u5206\u8f6c\u5ac1\u7ed9\u4e86\u65e9\u671f\u7528\u6237\u3002\u8fd9\u4e9b\u7528\u6237\u6070\u6070\u662f\u6700\u9700\u8981\u201c\u96f6\u5931\u8bef\u201d\u7684\u9ad8\u610f\u56fe\u521b\u59cb\u4eba\u6216\u9500\u552e\u3002\u8bc4\u8bba\u4e2d\u201c\u6bcf\u4e2a\u9519\u8fc7\u7684DM\u90fd\u662f\u4e00\u7b14\u6d41\u5931\u7684\u4ea4\u6613\u201d\u4e00\u9488\u89c1\u8840\uff0c\u70b9\u51fa\u4e86\u4ea7\u54c1\u4ef7\u503c\u627f\u8bfa\u4e0e\u521d\u671f\u80fd\u529b\u4e4b\u95f4\u53ef\u80fd\u5b58\u5728\u7684\u81f4\u547d\u843d\u5dee\u3002\u7528\u6237\u5bf9\u201c\u53ef\u63a7\u6027\u201d\u548c\u201c\u53ef\u9884\u6d4b\u6027\u201d\u7684\u53cd\u590d\u5f3a\u8c03\uff0c\u4e5f\u66b4\u9732\u51fa\u5bf9\u9ed1\u76d2AI\u7684\u4e0d\u4fe1\u4efb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u770b\uff0c\u8be5\u4ea7\u54c1\u5b9e\u5219\u5728\u6311\u6218\u4e00\u4e2a\u590d\u6742\u7684\u201c\u4e09\u89d2\u96be\u9898\u201d\uff1a\u8981\u5728\u201c\u5e73\u53f0API\u7684\u8106\u5f31\u6027\u201d\u3001\u201cAI\u8fc7\u6ee4\u7684\u51c6\u786e\u6027\u201d\u548c\u201c\u7528\u6237\u5bf9\u5173\u952e\u4fe1\u606f\u96f6\u9057\u6f0f\u7684\u7edd\u5bf9\u8981\u6c42\u201d\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002\u4efb\u4f55\u4e00\u89d2\u7684\u5d29\u584c\u90fd\u4f1a\u5bfc\u81f4\u4ea7\u54c1\u5931\u6548\u3002\u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u6216\u8bb8\u5e76\u975e\u521d\u671f\u6574\u5408\u80fd\u529b\uff0c\u800c\u662f\u968f\u7740\u4f7f\u7528\u6df1\u5ea6\u589e\u52a0\u800c\u4e0d\u65ad\u8fdb\u5316\u7684\u4e2a\u6027\u5316\u77e5\u8bc6\u56fe\u8c31\uff0c\u4ee5\u53ca\u5e94\u5bf9\u5404\u5e73\u53f0API\u9891\u7e41\u53d8\u52a8\u7684\u7a33\u5065\u5de5\u7a0b\u80fd\u529b\u3002\u82e5\u5176\u80fd\u8de8\u8d8a\u65e9\u671f\u4fe1\u4efb\u9e3f\u6c9f\uff0c\u5b83\u53ef\u80fd\u6f14\u53d8\u4e3a\u4e00\u4e2a\u5173\u952e\u7684\u201c\u5546\u52a1\u6c9f\u901a\u60c5\u62a5\u4e2d\u5fc3\u201d\uff0c\u5426\u5219\uff0c\u5b83\u53ea\u4f1a\u662f\u53e6\u4e00\u4e2a\u8ba9\u6536\u4ef6\u7bb1\u53d8\u5f97\u66f4\u590d\u6742\u7684\u201c\u805a\u5408\u5668\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\">InboxAgents<\/span>\n <\/div>\n<div class=\"comment-content\">Replace your Linkedin inbox. Unify it with emails and other social media platforms and chats. Have the smart inbox surface what is important to you. No need to get lost in Linkedin noise just to check inbounds.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’re launching our next MVP iteration with a core focus on replacing the Linkedin inbox because it sucks. This time we integrate 9 platforms with a new priority interface that learns your context & surfaces important matters to your attention.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! The early days of finding those first customers are such a grind. I remember spending what felt like half my week just on manual outreach and follow-ups. It’s a tough bottleneck to break. Having gone through that recently, I’ve got a couple of growth experiments that might help you get initial traction without the manual slog. No strings attached, just happy to share the 1-page plan if you’re interested. Keep up the great work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>InboxAgents caught my attention. Useful direction if it stays reliable in everyday use. I care most about clear control and predictable results.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sergeypetrov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergeypetrov<\/a> control is our focus! are you mainly interested in linkedin or were there other platforms you’d like to use? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>LinkedIn’s inbox is genuinely one of the worst messaging experiences out there. The fact that you’re pulling 9 platforms into one priority view is bold \u2014 the key will be how well the smart filtering works so you don’t just end up with a bigger mess. Curious to try it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@giammbo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giammbo<\/a> yes indeed. the filtering is a challenge until it has sufficient user context, so if we make it too aggressive too early we risk not detecting the importance of something more nuanced. To start with you could say it is a really good spam filter across multiple platforms and of course something that makes the Linkedin UX alot better. Happy to chat with you to discuss any questions you might have. Appreciate your shout 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The API fragmentation across LinkedIn, Gmail, and social platforms is genuinely painful \u2014 every one has different auth, rate limits, and data models. Curious how InboxAgents handles when LinkedIn changes their API (which they do often) \u2014 is there a fallback scraping layer or does it break until the integration is patched?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch!, InboxAgents is a much needed solution for the LinkedIn DM chaos.<\/p>\n<p>Quick observation from a growth perspective: You’re currently marketing Productivity and Filtering noise. But for a high intent founder, every missed DM is a lost deal.<\/p>\n<p>I just dropped you a DM on X, with a couple of \u201cRevenue-Recovery\u201d copy tweaks that could make your value prop hit 3x harder for high ticket users. Let’s make sure no more revenue leaks through that inbox! Best of luck today!<\/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\">Your pitch hinges on prioritization. What signals are you using to decide what\u2019s \u201cimportant\u201d (sender identity, past replies, keywords, CRM context, revenue tags, recency, relationship strength, etc.), and how do you make that system controllable so users can trust it and avoid both false positives and missing critical messages?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> when the user begins, the product is quite general. it takes some info on your business and needs then constructs a prompt to start spinning up a knowledge graph & creating vector embeddings. <\/p>\n<p>it is not very aggressive at first to avoid hiding things that are possibly valuable but now & again it will produce false positives. we’d prefer false positives than false negatives, but then as it obtains more context on what is important to the user, it starts getting a little more aggressive at filtering based on your personal knowledge graph.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PVHL6KPMC4J2G2\" class=\"app-title\">Callio<\/a><\/p>\n<div class=\"one-liner\">Connect any API with AI Agent under 1 minute<\/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>Callio\u662f\u4e00\u4e2a\u7edf\u4e00\u7684AI\u4ee3\u7406API\u7f51\u5173\uff0c\u53ef\u5728\u4e00\u5206\u949f\u5185\u8fde\u63a5\u4efb\u4f55API\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u7ba1\u7406\u591a\u4e2aAPI\u5bc6\u94a5\u3001\u8ba4\u8bc1\u548c\u9650\u6d41\u65f6\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bcbd3f48-52e7-4f01-bda1-4892e1bcbe66.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f59b919-ff3d-4c3e-8ae7-0aa78317796d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19f78653-368d-4a34-838f-63a9688ec2fd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6fb1813a-0629-4ffd-a3cd-de5a8b4bb7df.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/25c72a1c-8cb0-40af-bf45-d5a973da76e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c61563d-0e1b-45d1-a646-db7da2708767.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><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\">API\u7f51\u5173<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u7edf\u4e00\u8ba4\u8bc1<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">API\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u4e91\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u7b80\u5316API\u96c6\u6210\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u7edf\u4e00\u7ba1\u7406\u5e73\u53f0\u662f\u5f00\u53d1\u8005\u771f\u5b9e\u9700\u6c42\u3002\u5efa\u8bae\u8c03\u6574\u5ba3\u4f20\u8bdd\u672f\uff0c\u4ece\u5f3a\u8c03\u8fde\u63a5\u901f\u5ea6\u8f6c\u5411\u7a81\u51fa\u201c\u65e0\u9650\u4ee3\u7406\u6269\u5c55\u6027\u201d\u548c\u201c\u6570\u636e\u5de5\u4f5c\u6d41\u201d\u7b49\u7ed3\u679c\u5bfc\u5411\u4ef7\u503c\uff0c\u4ee5\u5438\u5f15\u6784\u5efa\u590d\u6742\u751f\u6001\u7684\u5ba2\u6237\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 Callio\u7784\u51c6\u7684\u662fAI\u4ee3\u7406\u751f\u6001\u4e2d\u4e00\u4e2a\u6b63\u5728\u5f62\u6210\u7684\u57fa\u5efa\u5c42\u9700\u6c42\u3002\u5176\u672c\u8d28\u4e0d\u662f\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u4f53\u9a8c\u91cd\u6784\u2014\u2014\u5c06\u6563\u843d\u7684API\u96c6\u6210\u75db\u82e6\uff08\u5bc6\u94a5\u7ba1\u7406\u3001\u8ba4\u8bc1\u9002\u914d\u3001\u9650\u6d41\u76d1\u63a7\uff09\u6253\u5305\u6210\u6807\u51c6\u5316\u670d\u52a1\u3002\u4ea7\u54c1\u806a\u660e\u5730\u501f\u52bfMCP\u534f\u8bae\u751f\u6001\uff0c\u76f4\u63a5\u5d4c\u5165Claude\u3001Cursor\u7b49\u4e3b\u6d41\u5de5\u5177\u94fe\uff0c\u964d\u4f4e\u4e86\u91c7\u7528\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u4e24\u5c42\uff1a\u4e00\u662f\u5982\u4f55\u6784\u5efa\u8db3\u591f\u4e30\u5bcc\u7684API\u5e02\u573a\u5f62\u6210\u7f51\u7edc\u6548\u5e94\uff0c\u800c\u975e\u4ec5\u5145\u5f53\u4ee3\u7406\u4e2d\u95f4\u4ef6\uff1b\u4e8c\u662f\u5176\u201c\u96f6\u914d\u7f6e\u201d\u627f\u8bfa\u5728\u590d\u6742\u4f01\u4e1a\u573a\u666f\u4e0b\u7684\u53ef\u6301\u7eed\u6027\u3002\u5f53\u524d\u514d\u8d39\u5c42\u7b56\u7565\u867d\u80fd\u5438\u5f15\u65e9\u671f\u7528\u6237\uff0c\u5374\u672a\u56de\u7b54\u5173\u952e\u95ee\u9898\uff1a\u5f53\u4ee3\u7406\u9700\u8981\u5904\u7406\u654f\u611f\u6570\u636e\u6216\u5408\u89c4\u8981\u6c42\u65f6\uff0c\u4f01\u4e1a\u662f\u5426\u613f\u610f\u5c06\u8ba4\u8bc1\u67a2\u7ebd\u6258\u4ed8\u7ed9\u7b2c\u4e09\u65b9\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4ece\u529f\u80fd\u5ba3\u4f20\u8f6c\u5411\u4ef7\u503c\u5ba3\u4f20\u201d\u7684\u5efa\u8bae\u5207\u4e2d\u8981\u5bb3\u3002\u4ea7\u54c1\u73b0\u9636\u6bb5\u5f3a\u8c03\u201c\u4e00\u5206\u949f\u8fde\u63a5\u201d\uff0c\u8fd9\u5438\u5f15\u7684\u662f\u6548\u7387\u654f\u611f\u578b\u5f00\u53d1\u8005\uff1b\u4f46\u957f\u671f\u5ba2\u6237\u66f4\u9700\u8981\u7684\u662f\u201c\u53ef\u4fe1\u8d56\u7684\u4ee3\u7406\u6269\u5c55\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u82e5\u4ec5\u5b9a\u4f4d\u4e3aAPI\u805a\u5408\u5668\uff0c\u53ef\u80fd\u9677\u5165\u540c\u8d28\u5316\u7ade\u4e89\uff1b\u82e5\u80fd\u6df1\u5165\u5de5\u4f5c\u6d41\u5c42\uff0c\u6210\u4e3aAI\u4ee3\u7406\u4e0e\u4e1a\u52a1\u7cfb\u7edf\u7684\u667a\u80fd\u8fde\u63a5\u4e2d\u67a2\uff0c\u4ef7\u503c\u5c06\u663e\u8457\u63d0\u5347\u3002\u5176\u6210\u8d25\u5173\u952e\uff0c\u5728\u4e8e\u80fd\u5426\u5728\u7b80\u5316\u4f53\u9a8c\u7684\u540c\u65f6\uff0c\u6784\u5efa\u51fa\u4e0d\u53ef\u66ff\u4ee3\u7684API\u6cbb\u7406\u4e0e\u6d1e\u5bdf\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\">Callio<\/span>\n <\/div>\n<div class=\"comment-content\">Callio is a unified API gateway for AI agents. Instead of managing auth, rate limits, and keys for every API your agent uses, connect them all through one proxy. Works with Claude Code, Cursor, Antigravity, and any MCP-compatible tool. Browse APIs, generate a single Callio key, and start calling \u2014 we handle auth injection, usage tracking, and billing. Free tier included. One key, every API, zero config<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I built \ud835\udc02\ud835\udc1a\ud835\udc25\ud835\udc25\ud835\udc22\ud835\udc28 because connecting AI agents to external APIs is a mess. Every API needs its own key, auth setup, and error handling. It doesn’t scale.<\/p>\n<p>\ud835\udc02\ud835\udc1a\ud835\udc25\ud835\udc25\ud835\udc22\ud835\udc28 fixes this with one unified API key that works across every API in our marketplace.<\/p>\n<p>\u279c Browse APIs on callio.dev<br \/>\u279c Click “Add to Agent” to get your key <br \/>\u279c Your agent calls our proxy, we handle auth and rate limiting<\/p>\n<p>\ud835\udc16\ud835\udc21\ud835\udc32 \ud835\udc02\ud835\udc1a\ud835\udc25\ud835\udc25\ud835\udc22\ud835\udc28:<\/p>\n<p>\u2705 \ud835\udc0c\ud835\udc02\ud835\udc0f \ud835\udc12\ud835\udc1e\ud835\udc2b\ud835\udc2f\ud835\udc1e\ud835\udc2b support for Claude, Cursor and Antigravity<br \/>\u2705 \ud835\udc11\ud835\udc04\ud835\udc12\ud835\udc13 \ud835\udc29\ud835\udc2b\ud835\udc28\ud835\udc31\ud835\udc32 for any AI framework<br \/>\u2705 Real-time \ud835\udc2e\ud835\udc2c\ud835\udc1a\ud835\udc20\ud835\udc1e \ud835\udc1d\ud835\udc1a\ud835\udc2c\ud835\udc21\ud835\udc1b\ud835\udc28\ud835\udc1a\ud835\udc2b\ud835\udc1d<\/p>\n<p>\u2705 \ud835\udc05\ud835\udc2b\ud835\udc1e\ud835\udc1e \ud835\udc2d\ud835\udc22\ud835\udc1e\ud835\udc2b with 50 requests\/month<\/p>\n<\/p>\n<p>\ud83d\udd25 You can try the APIs live at <a href=\"http:\/\/callio.dev\/browse\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">callio.dev\/browse<\/a>, no signup needed to explore!<\/p>\n<p>One key. Every API. Zero config. Try it at \ud835\udc1c\ud835\udc1a\ud835\udc25\ud835\udc25\ud835\udc22\ud835\udc28.\ud835\udc1d\ud835\udc1e\ud835\udc2f \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations on launch \ud83c\udf89<br \/>\nCallio.dev looks useful \ud83d\udc4chaving a single place to manage and work with multiple APIs is something devs really need.<\/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\/@abdullnafayy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abdullnafayy<\/a> Thank you! I am glad you liked it. Please feel free to reach out if you need any help setting it up \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\">Great launch, Team Callio!, Breaking the 1 minute barrier for API integration is impressive.<\/p>\n<p>However, \u201cspeed of connection\u201d is just a feature. The real gap in your copy is the \u201cOutcome of Integration\u201d.<\/p>\n<p>If you shift your messaging to \u201cInfinite Agent Extensibility\u201d or \u201cTurn your siloed data into actionable AI workflows\u201d, you’ll attract founders who are building complex ecosystems, not just testing tools. <\/p>\n<p>I run franvimktg and I have a couple of ideas for your hero section to boost those high tier sign ups, happy to share them!<\/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<\/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\/44J27QIHN4JPCF\" class=\"app-title\">Cuto<\/a><\/p>\n<div class=\"one-liner\">One prompt, commercial-grade video edits<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">98<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cuto\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u89c6\u9891\u7f16\u8f91\u5de5\u5177\uff0c\u901a\u8fc7\u5355\u6b21\u6307\u4ee4\u5373\u53ef\u5b8c\u6210\u5546\u4e1a\u7ea7\u89c6\u9891\u526a\u8f91\uff0c\u91cd\u70b9\u89e3\u51b3\u4e86\u5185\u5bb9\u521b\u4f5c\u8005\u5728\u591a\u5e73\u53f0\u53d1\u5e03\u65f6\u91cd\u590d\u8c03\u6574\u683c\u5f0f\u3001\u6267\u884c\u7e41\u7410\u540e\u671f\u64cd\u4f5c\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/ba7edf03-3d76-4e08-8ac6-e4a4e84e7f83.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=6tevb3ZE9y4\"><source src=\"https:\/\/www.youtube.com\/watch?v=6tevb3ZE9y4\" 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\/9f491140-74fb-4a6b-a298-f2eaef0d7da7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/472b05fb-64c8-488e-9ac1-047155fdc955.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8d69311-d2b0-4e00-95bb-27d764e68a60.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f50a3a32-cf5b-4db3-8223-071d76afe17d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u9002\u914d<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u526a\u8f91<\/span><br \/>\n <span class=\"tag\">\u5b57\u5e55\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u6c34\u5370<\/span><br \/>\n <span class=\"tag\">\u793e\u5a92\u6587\u6848\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u591a\u5e73\u53f0\u5bfc\u51fa\u201d\u529f\u80fd\uff0c\u8ba4\u4e3a\u80fd\u6781\u5927\u8282\u7701\u4e3a\u4e0d\u540c\u5e73\u53f0\uff08\u5982TikTok\u3001YouTube Shorts\uff09\u91cd\u65b0\u683c\u5f0f\u5316\u89c6\u9891\u7684\u65f6\u95f4\u3002\u521b\u59cb\u4eba\u81ea\u8ff0\u65e8\u5728\u89e3\u51b3\u89c6\u9891\u7f16\u8f91\u4e2d\u67af\u71e5\u7684\u91cd\u590d\u52b3\u52a8\u3002\u76ee\u524d\u8bc4\u8bba\u4ee5\u80af\u5b9a\u4e3a\u4e3b\uff0c\u6682\u672a\u53d1\u73b0\u5177\u4f53\u529f\u80fd\u95ee\u9898\u6216\u6539\u8fdb\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Cuto\u6240\u6807\u699c\u7684\u201cOne prompt\u201d\u548c\u201c\u61d2\u4eba\u751f\u4ea7\u529b\u201d\u6982\u5ff5\uff0c\u7cbe\u51c6\u51fb\u4e2d\u4e86\u5f53\u4e0b\u89c6\u9891\u5185\u5bb9\u521b\u4f5c\u4e2d\u201c\u5236\u4f5c\u6210\u672c\u9ad8\u4f01\u201d\u4e0e\u201c\u591a\u5e73\u53f0\u5206\u53d1\u5fc5\u7136\u6027\u201d\u4e4b\u95f4\u7684\u6838\u5fc3\u77db\u76fe\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u5e95\u5c42\u526a\u8f91\u6280\u672f\u7684\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u5de5\u4f5c\u6d41\u201d\u7684\u667a\u80fd\u6574\u5408\u4e0e\u81ea\u52a8\u5316\u91cd\u6784\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06AI\u5b9a\u4f4d\u4e3a\u201c\u7f16\u8f91\u89c4\u5212\u8005\u201d\u4e0e\u201c\u6267\u884c\u52a9\u7406\u201d\uff0c\u800c\u975e\u5355\u7eaf\u7684\u6ee4\u955c\u6216\u7279\u6548\u751f\u6210\u5668\u3002\u8fd9\u4e00\u5b9a\u4f4d\u4f7f\u5176\u4e0e\u540c\u7c7b\u5de5\u5177\u4ea7\u751f\u4e86\u5dee\u5f02\u5316\uff1a\u5b83\u8bd5\u56fe\u63a5\u7ba1\u4ece\u7d20\u6750\u7b5b\u9009\u3001\u8282\u594f\u628a\u63a7\u5230\u5b57\u5e55\u540c\u6b65\u3001\u683c\u5f0f\u8f93\u51fa\u4e43\u81f3\u5ba3\u4f20\u6587\u6848\u751f\u6210\u7684\u6574\u4e2a\u540e\u671f\u94fe\u6761\u3002\u5c24\u5176\u662f\u201c\u591a\u5e73\u53f0\u53d1\u5e03\u590d\u5236\u201d\u529f\u80fd\uff0c\u770b\u4f3c\u5fae\u5c0f\uff0c\u5b9e\u5219\u5207\u4e2d\u4e86\u521b\u4f5c\u8005\u4ece\u201c\u5236\u4f5c\u201d\u8f6c\u5411\u201c\u8fd0\u8425\u201d\u8fc7\u7a0b\u4e2d\u7684\u771f\u5b9e\u75b2\u60eb\u70b9\uff0c\u5c06\u975e\u521b\u9020\u6027\u7684\u3001\u91cd\u590d\u7684\u9002\u914d\u5de5\u4f5c\u81ea\u52a8\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u201c\u5546\u4e1a\u7ea7\u201d\u7f16\u8f91\u662f\u4e00\u4e2a\u6a21\u7cca\u4e14\u9ad8\u6807\u51c6\u7684\u627f\u8bfa\uff0cAI\u7684\u5ba1\u7f8e\u4e0e\u53d9\u4e8b\u903b\u8f91\u80fd\u5426\u6ee1\u8db3\u591a\u6837\u5316\u7684\u4e13\u4e1a\u9700\u6c42\u5b58\u7591\u3002\u5176\u6b21\uff0c\u5de5\u4f5c\u6d41\u6574\u5408\u7c7b\u5de5\u5177\u6781\u6613\u9677\u5165\u201c\u5168\u800c\u4e0d\u7cbe\u201d\u7684\u9677\u9631\uff0c\u6bcf\u4e2a\u73af\u8282\u82e5\u90fd\u53ea\u80fd\u505a\u523080\u5206\uff0c\u5bf9\u4e13\u4e1a\u7528\u6237\u800c\u8a00\u53ef\u80fd\u4ecd\u4e0d\u591f\u7528\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u548c\u5b9a\u4ef7\u7b56\u7565\u5c06\u51b3\u5b9a\u5b83\u662f\u6210\u4e3a\u5c11\u6570\u4eba\u7684\u5229\u5668\u8fd8\u662f\u5927\u4f17\u7684\u798f\u97f3\u3002\u5f53\u524d\u6e29\u548c\u7684\u6295\u7968\u6570\u4e5f\u8868\u660e\uff0c\u5e02\u573a\u4ecd\u5728\u89c2\u5bdf\u5176\u627f\u8bfa\u7684\u53ef\u9760\u6027\u4e0e\u5b9e\u9645\u4f53\u9a8c\u7684\u6d41\u7545\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cCuto\u7684\u4ef7\u503c\u5728\u4e8e\u5176\u201c\u5de5\u4f5c\u6d41\u89c6\u89d2\u201d\u800c\u975e\u201c\u5355\u70b9\u6280\u672f\u7a81\u7834\u201d\u3002\u5982\u679c\u5b83\u80fd\u7a33\u5b9a\u4ea4\u4ed8\u6240\u627f\u8bfa\u7684\u6574\u5408\u4f53\u9a8c\uff0c\u5c06\u6210\u4e3a\u5e7f\u5927\u4e2d\u5c0f\u578b\u521b\u4f5c\u8005\u53ca\u4f01\u4e1a\u7684\u6548\u7387\u57fa\u5efa\uff1b\u82e5\u5176AI\u5904\u7406\u80fd\u529b\u6d41\u4e8e\u8868\u9762\uff0c\u5219\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u5728\u7ea2\u6d77\u5e02\u573a\u4e2d\u589e\u6dfb\u566a\u97f3\u7684\u666e\u901a\u5de5\u5177\u3002\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0cAI\u7684\u201c\u7406\u89e3\u201d\u4e0e\u201c\u6267\u884c\u201d\u6df1\u5ea6\uff0c\u80fd\u5426\u771f\u6b63\u914d\u5f97\u4e0a\u5176\u8bd5\u56fe\u6574\u5408\u7684\u590d\u6742\u5de5\u4f5c\u6d41\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\">Cuto<\/span>\n <\/div>\n<div class=\"comment-content\">Cuto focuses on smart editing: AI edit planning, subtitle and highlight enhancement, branded watermarking, export preview, and multi-platform publishing copy.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The multi-platform export is what caught my eye. Editing is one thing, but reformatting the same video for TikTok, YouTube Shorts, and Instagram is the part that actually eats your afternoon. If this nails that workflow it’s a huge time saver for solo creators.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>I built Cuto because I was frustrated by how much time I spent doing the boring parts of video editing\u2014sifting through raw footage, syncing audio, adding captions, and adjusting the pacing. I wanted a tool that let me focus on the storytelling, not the timeline.<\/p>\n<p>That’s why we created Cuto AI Workspace. It\u2019s not just another complex editor; it\u2019s a “lazy” productivity hack. You simply upload your clips, type what you want, and Cuto does the heavy lifting: identifying highlights, syncing captions, applying effects, and even writing your social media copy!<\/p>\n<p>We\u2019d love to hear your feedback!<br \/>\n– What\u2019s the most tedious part of video editing for you?<br \/>\n– What scene presets would you like us to add next?<\/p>\n<p>I’ll be hanging out in the comments all day to answer any questions! Cheers! \ud83c\udf7b<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zyi<\/a> I was really grinding away at video editing and this tool you made is a total <strong>game-changer<\/strong>. Great job man<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/LFISBKZKEPV3NL\" class=\"app-title\">SkillForge<\/a><\/p>\n<div class=\"one-liner\">Turn Screen Recordings into Agent-Ready Skills<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SkillForge\u662f\u4e00\u6b3e\u901a\u8fc7\u5c4f\u5e55\u5f55\u5236\u548cAI\u89c6\u89c9\u5206\u6790\uff0c\u5c06\u7528\u6237\u8de8\u5e94\u7528\u7684\u65e5\u5e38\u64cd\u4f5c\u6d41\u7a0b\u81ea\u52a8\u8f6c\u5316\u4e3aAI\u667a\u80fd\u4f53\u53ef\u6267\u884c\u6807\u51c6\u5316\u6280\u80fd\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u624b\u52a8\u7f16\u5199\u81ea\u52a8\u5316\u811a\u672c\u590d\u6742\u4e14\u8017\u65f6\uff0c\u4ee5\u53ca\u96be\u4ee5\u5411AI\u667a\u80fd\u4f53\u51c6\u786e\u4f20\u6388\u590d\u6742\u3001\u8de8\u5e94\u7528\u5de5\u4f5c\u6d41\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce296190-7462-40b5-a79e-23ccbb9b9dae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9bb6697e-61a9-4e0f-b27d-7809cd29d676.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f8d2300-2794-429f-ae6f-111fde85df66.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ec8b368-43aa-4bcc-ab3e-da0acde2ff13.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u64cd\u4f5c\u89e3\u6790<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u5c01\u88c5<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e94\u7528\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">RPA\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u64cd\u4f5c\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u6f14\u793a\u7f16\u7a0b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u6f14\u793a\u5373\u7f16\u7a0b\u201d\u7406\u5ff5\u662f\u91cd\u5927\u8f6c\u53d8\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a1. \u4ea7\u54c1\u5982\u4f55\u5904\u7406\u957f\u6d41\u7a0b\u4e2d\u7684\u5931\u8d25\u6062\u590d\u4e0e\u91cd\u8bd5\u903b\u8f91\uff1b2. \u80fd\u5426\u4ece\u5f55\u5236\u4e2d\u63d0\u53d6\u6761\u4ef6\u903b\u8f91\uff0c\u800c\u4e0d\u4ec5\u662f\u7ebf\u6027\u5e8f\u5217\uff1b3. \u5982\u4f55\u5e94\u5bf9UI\u53d8\u5316\u7b49\u8fb9\u7f18\u60c5\u51b5\u3002\u53e6\u6709\u5efa\u8bae\u6307\u51fa\uff0c\u5e94\u5411\u201c\u89c4\u6a21\u5316SOP\u57f9\u8bad\u201d\u7b49\u4f01\u4e1a\u4ef7\u503c\u4e3b\u5f20\u8f6c\u53d8\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 SkillForge\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2aZapier\uff0c\u800c\u5728\u4e8e\u6210\u4e3aAI\u667a\u80fd\u4f53\u7684\u201c\u89c6\u89c9\u76ae\u5c42\u201d\u4e0e\u201c\u808c\u8089\u8bb0\u5fc6\u201d\u751f\u6210\u5668\u3002\u5176\u771f\u6b63\u4ef7\u503c\u662f\u6784\u5efa\u4e86\u4e00\u6761\u4ece\u4eba\u7c7b\u9690\u6027\u77e5\u8bc6\u5230\u673a\u5668\u53ef\u6267\u884c\u6307\u4ee4\u7684\u9ad8\u5e26\u5bbd\u3001\u4f4e\u635f\u8017\u4f20\u8f93\u901a\u9053\u3002\u4f20\u7edfRPA\u6216API\u81ea\u52a8\u5316\u53d7\u9650\u4e8e\u9884\u8bbe\u89c4\u5219\u4e0e\u63a5\u53e3\u53ef\u7528\u6027\uff0c\u800cSkillForge\u8bd5\u56fe\u7528\u591a\u6a21\u6001AI\u7406\u89e3\u5c4f\u5e55\u8fd9\u4e2a\u6700\u901a\u7528\u3001\u6700\u5e95\u5c42\u7684\u201c\u63a5\u53e3\u201d\uff0c\u8fd9\u4f7f\u5176\u7406\u8bba\u4e0a\u80fd\u64cd\u4f5c\u4efb\u4f55\u53ef\u89c1\u7684\u8f6f\u4ef6\uff0c\u7a81\u7834\u4e86\u81ea\u52a8\u5316\u5de5\u5177\u7684\u5386\u53f2\u6027\u8fb9\u754c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u9769\u547d\u6027\u201d\u80cc\u540e\u6f5c\u85cf\u7740\u51e0\u91cd\u5c16\u9510\u6311\u6218\u3002\u9996\u5148\uff0c\u6280\u672f\u5c42\u9762\uff0c\u201c\u7a33\u5b9a\u6027\u201d\u662f\u751f\u6b7b\u7ebf\u3002\u8bc4\u8bba\u4e2d\u591a\u6b21\u63d0\u53ca\u7684\u5931\u8d25\u6062\u590d\u3001\u6761\u4ef6\u903b\u8f91\u3001UI\u6f02\u79fb\u5904\u7406\uff0c\u76f4\u6307\u5176\u6838\u5fc3\u8106\u5f31\u6027\uff1a\u57fa\u4e8e\u5355\u6b21\u5f55\u5236\u7684\u9759\u6001\u5206\u6790\uff0c\u5982\u4f55\u5e94\u5bf9\u52a8\u6001\u53d8\u5316\u7684\u771f\u5b9e\u4e16\u754c\uff1f\u8fd9\u9700\u8981\u7cfb\u7edf\u5177\u5907\u5f3a\u5927\u7684\u63a8\u7406\u4e0e\u6cdb\u5316\u80fd\u529b\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u7cbe\u51c6\u7684\u52a8\u4f5c\u56de\u653e\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u5b9a\u4f4d\u5b58\u5728\u5f20\u529b\u3002\u5b83\u76ee\u524d\u662f\u6781\u5ba2\u4e0e\u65e9\u671f\u91c7\u7528\u8005\u624b\u4e2d\u5236\u4f5c\u667a\u80fd\u4f53\u6280\u80fd\u7684\u201c\u7f16\u8bd1\u5668\u201d\uff0c\u4f46\u8981\u60f3\u83b7\u5f97\u5927\u89c4\u6a21\u5546\u4e1a\u6210\u529f\uff0c\u5fc5\u987b\u5982\u4e00\u6761\u8bc4\u8bba\u6240\u6307\uff0c\u8f6c\u5411\u89e3\u51b3\u4f01\u4e1a\u201c\u89c4\u6a21\u5316SOP\u57f9\u8bad\u201d\u7684\u75db\u70b9\uff0c\u5373\u4ece\u5de5\u5177\u4ef7\u503c\u5347\u7ef4\u81f3\u5e73\u53f0\u4e0e\u6d41\u7a0b\u4ef7\u503c\u3002\u6700\u540e\uff0c\u5176\u8f93\u51fa\u7684\u6807\u51c6\u5316\u6280\u80fd\uff08\u5982SKILL.md\uff09\u80fd\u5426\u6210\u4e3a\u667a\u80fd\u4f53\u9886\u57df\u7684\u901a\u7528\u534f\u8bae\uff0c\u5c06\u51b3\u5b9a\u5176\u751f\u6001\u5929\u82b1\u677f\uff0c\u800c\u975e\u4ec5\u4ec5\u662f\u4e00\u4e2a\u4e3a\u7279\u5b9a\u6846\u67b6\uff08\u5982OpenClaw\uff09\u670d\u52a1\u7684\u4f18\u8d28\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cSkillForge\u662f\u5728\u4e3a\u201c\u5177\u8eab\u667a\u80fd\u201d\u5c1a\u672a\u666e\u53ca\u65f6\uff0c\u4e3a\u684c\u9762\u7ea7\u6570\u5b57\u667a\u80fd\u4f53\u63d0\u4f9b\u4e00\u79cd\u5feb\u901f\u201c\u4e60\u5f97\u201d\u6280\u80fd\u7684\u65b9\u5f0f\u3002\u5b83\u82e5\u6210\u529f\uff0c\u4e0d\u4ec5\u7b80\u5316\u4e86\u81ea\u52a8\u5316\u521b\u5efa\uff0c\u66f4\u53ef\u80fd\u50ac\u751f\u4e00\u4e2a\u57fa\u4e8e\u201c\u6280\u80fd\u5f55\u5236\u4e0e\u4ea4\u6613\u201d\u7684\u65b0\u751f\u6001\u3002\u4f46\u5176\u524d\u8def\u9669\u5cfb\uff0c\u5fc5\u987b\u5728\u6280\u672f\u9c81\u68d2\u6027\u3001\u5546\u4e1a\u5b9a\u4f4d\u4e0e\u751f\u6001\u6784\u5efa\u4e0a\u540c\u65f6\u53d6\u5f97\u7a81\u7834\uff0c\u624d\u80fd\u907f\u514d\u4ece\u201c\u60ca\u8273 demo\u201d\u6ed1\u5411\u201c\u573a\u666f\u6709\u9650\u7684\u7cbe\u81f4\u73a9\u5177\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\">SkillForge<\/span>\n <\/div>\n<div class=\"comment-content\">First app to turn your Cross-App daily workflow into an Agent skill (like for OpenClaw). Stop writing automation scripts by hand. SkillForge transforms a simple screen recording into a structured, replayable skill your AI agent can execute autonomously. How it works: 1. Record \u2014 do the task naturally 2. Extract \u2014 AI analyzes every frame and action 3. Review \u2014 edit the step-by-step workflow 4. Deploy \u2014 export as SKILL.md for any agent Works with any App. Free recording + 100 signup credits.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I built SkillForge because I was frustrated with a simple problem: I know exactly how to do a task on my computer, but teaching an AI agent to do it required hours of scripting, prompt engineering, and debugging.<\/p>\n<p>The “aha” moment came when I realized \u2014 what if I could just SHOW the computer what to do, and AI figures out the rest?<\/p>\n<p>That’s SkillForge. You hit record, perform your task naturally (fill a spreadsheet, file an expense report, update a CRM), and our multimodal AI watches every frame of your screen recording. It identifies each click, each keystroke, each navigation \u2014 then packages everything into a structured skill file that any AI agent can replay.<\/p>\n<p>The key breakthrough is our multi-pass extraction pipeline:<br \/>\n\u2192 Pass 1: Coarse action detection from sampled frames<br \/>\n\u2192 Pass 2: Fine-grained analysis at transition points<br \/>\n\u2192 Pass 3: Metadata merge with system events<br \/>\n\u2192 Pass 4: Intent grouping into logical steps<\/p>\n<p>This gives us dramatically better accuracy than single-pass approaches.<\/p>\n<p>What makes it different from Zapier\/Make:<br \/>\n\u2022 Works with ANY app (not just API-connected ones)<br \/>\n\u2022 Learn-by-demonstration (no manual workflow building)<br \/>\n\u2022 AI vision analysis (understands visual UI, not just data flows)<br \/>\n\u2022 Agent-native output (SKILL.md format, ready for OpenClaw or any framework)<\/p>\n<p>Free to try \u2014 recording and basic editing cost nothing. 100 credits on signup for AI extraction.<\/p>\n<p>Would love your feedback! What workflows would you automate first? \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yaradori\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yaradori<\/a> This is a real shift.<\/p>\n<p>Most \u201cagent tools\u201d still rely on describing workflows in text and hoping the model interprets them correctly.<\/p>\n<p>You\u2019re flipping it: demonstration \u2192 structured intent \u2192 replayable skill.<\/p>\n<p>If the multi-pass pipeline stays stable under UI drift and edge cases, this isn\u2019t just automation \u2014 it\u2019s operational memory for agents.<\/p>\n<p>Curious how you\u2019re handling failure recovery in long cross-app flows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Absolutely agree! The most valuable investment in 2026 is turning your daily personal workflow, which usually spread across multiple apps, into a fully automated agentic skill that allows your personal agent to take over on your local computer.<\/p>\n<\/p>\n<p>That\u2019s exactly why I built SkillForge so that I can record my screen once and have my everyday work completely automated.<\/p>\n<\/p>\n<p>Before, I was struggling to guide OpenClaw to handle cross-software, multi-step, multi-window tasks. It\u2019s extremely hard to write and describe a workflow that is both detailed and flexible at the same time.<\/p>\n<\/p>\n<p>This pain point really struck me, and I decided to build the tool myself:<\/p>\n<\/p>\n<p>1. Record everything in just one day\u2014all my daily workflows<\/p>\n<p>2. Build SkillForge to convert screen recordings into agent skill .md files<\/p>\n<p>3. Feed them into OpenClaw<\/p>\n<p>4. Boom!!! One shot\u2014and it works!!!<\/p>\n<\/p>\n<p>Now my OpenClaw has been running for 5 days straight, following the exact same screen and app interactions from my recording. This \u201caha\u201d moment inspired me deeply to share this tool with all my friends and employees for their daily use.<\/p>\n<\/p>\n<p>And now, I\u2019d love to share it with our community and make it completely FREE for public good. Welcome to the new era\u2014personalize your agent!<\/p>\n<\/p>\n<p>Your future is here: <a href=\"http:\/\/skillforge.expert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">skillforge.expert<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch!, SkillForge is a massive step for AI autonomy.<\/p>\n<p>Quick observation: You’re currently selling the \u201chow\u201d (recordings to skills). But for a business owner, the real value is Scaling SOPs.<\/p>\n<p>If you pivot your messaging to \u201cInstant AI Workforce Training\u201d or \u201cStop writing manuals, start recording skills\u201d, the perceived ROI for enterprise clients doubles. <\/p>\n<p>I specialize in these pivots at franvimktg, happy to drop a few copy tweaks to help you nail that Automation Leader positioning.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ‘screen recording \u2192 agent skill’ pipeline is a clever abstraction. The hard part has always been capturing intent, not just actions \u2014 does SkillForge extract conditional logic (if X then Y) from recordings, or is it more linear action sequences? Curious how it handles edge cases the recording didn’t cover.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super cool idea \u2014 surely the easiest way of saying “here is what I do, do it for me”.<\/p>\n<p>How does it handle failures midway through? Especially if the workflow is a little bit longer, does it just fail or have some kind of retry logic?<\/p>\n<p>Especially worried when the skills is about creating and not just reading data, the ability to fail gracefully will be important.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/7THOPA3VPIE3BQ\" class=\"app-title\">App Cleaner & Uninstaller 9.1<\/a><\/p>\n<div class=\"one-liner\">Smarter updates, app permissions, trust & AI insights<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">90<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u5e94\u7528\u5378\u8f7d\u3001\u6743\u9650\u7ba1\u7406\u3001\u6279\u91cf\u66f4\u65b0\u548cAI\u6d1e\u5bdf\u4e8e\u4e00\u4f53\u7684macOS\u5168\u751f\u547d\u5468\u671f\u5e94\u7528\u7ba1\u7406\u5de5\u5177\uff0c\u89e3\u51b3\u4e86Mac\u7528\u6237\u8f6f\u4ef6\u7ba1\u7406\u5206\u6563\u3001\u9690\u79c1\u4e0d\u900f\u660e\u548c\u6b8b\u7559\u6e05\u7406\u56f0\u96be\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5363ada-127f-40c2-81d6-c141f2f18da6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d9787be6-9ca6-4915-bce2-0e0e3301bf13.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2efe15db-f925-4494-97ba-204b68880612.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/50677171-1557-4341-a6ca-eeafc45d657d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a6e2e83d-312c-4897-a20f-8d7b979985d3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4a02c357-14b3-4605-8127-e5d79afe560f.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\/a97a4944-079a-4a6a-aa0e-945d46365268.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ue4fQyDdYVo\"><source src=\"https:\/\/youtu.be\/ue4fQyDdYVo\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">User Experience<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u5e94\u7528\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5378\u8f7d<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u6279\u91cf\u66f4\u65b0<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u542f\u52a8\u9879\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u6e05\u7406<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u7ba1\u5bb6<\/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\u5bf9\u201c\u4e00\u7ad9\u5f0f\u66f4\u65b0\u201d\u548c\u201c\u6743\u9650\u68c0\u67e5\u201d\u529f\u80fd\u8868\u793a\u8d5e\u8d4f\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a\u80fd\u5426\u4e3a\u6d3b\u52a8\u76d1\u89c6\u5668\u4e2d\u7684\u8fdb\u7a0b\u63d0\u4f9bAI\u6458\u8981\uff0c\u4ee5\u53ca\u662f\u5426\u652f\u6301Homebrew formulae\u7b49\u66f4\u591a\u5b89\u88c5\u6e90\u7684\u7ba1\u7406\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\uff0c\u8868\u793a\u6b63\u8003\u8651\u6269\u5c55\u5bf9\u540e\u53f0\u6d3b\u52a8\u7684\u6d1e\u5bdf\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 \u6b64\u6b21\u4ece\u201c\u6e05\u7406\u5378\u8f7d\u5de5\u5177\u201d\u5230\u201c\u5b8c\u6574\u5e94\u7528\u7ba1\u7406\u5668\u201d\u7684\u8f6c\u578b\uff0c\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u8d5b\u9053\u5347\u7ef4\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u529f\u80fd\u5806\u780c\uff0c\u800c\u5728\u4e8e\u6293\u4f4f\u4e86macOS\u7cfb\u7edf\u7ba1\u7406\u7684\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u65e5\u76ca\u589e\u957f\u7684\u5e94\u7528\u6570\u91cf\u4e0e\u7cfb\u7edf\u539f\u751f\u7ba1\u7406\u5de5\u5177\u5206\u6563\u3001\u88ab\u52a8\u4e4b\u95f4\u7684\u77db\u76fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u201c\u4fe1\u606f\u900f\u660e\u201d\u548c\u201c\u96c6\u4e2d\u63a7\u5236\u201d\u4f5c\u4e3a\u6838\u5fc3\u5356\u70b9\uff0c\u76f4\u51fb\u9ad8\u7ea7\u7528\u6237\u548c\u9690\u79c1\u654f\u611f\u7528\u6237\u7684\u75db\u70b9\u3002\u6743\u9650\u53ef\u89c6\u5316\u4e0eApple\u516c\u8bc1\u72b6\u6001\u68c0\u67e5\uff0c\u5b9e\u8d28\u4e0a\u662f\u5c06iOS\u7684\u6743\u9650\u7ba1\u7406\u7406\u5ff5\u548c\u4fe1\u4efb\u94fe\u5ba1\u67e5\u524d\u7f6e\u5230\u4e86macOS\uff0c\u8fd9\u5728\u6076\u610f\u8f6f\u4ef6\u9891\u53d1\u7684\u5f53\u4e0b\u9887\u5177\u5438\u5f15\u529b\u3002AI\u751f\u6210\u5e94\u7528\u6458\u8981\u529f\u80fd\uff0c\u770b\u4f3c\u662f\u8425\u9500\u5671\u5934\uff0c\u5b9e\u5219\u964d\u4f4e\u4e86\u4e13\u4e1a\u8f6f\u4ef6\uff08\u5c24\u5176\u662f\u5f00\u53d1\u5de5\u5177\uff09\u7684\u7406\u89e3\u95e8\u69db\uff0c\u8bd5\u56fe\u89e3\u51b3\u201c\u8fd9\u4e2aApp\u662f\u5e72\u4ec0\u4e48\u7684\uff0c\u80fd\u5426\u5220\u9664\u201d\u8fd9\u4e00\u7ecf\u5178\u56f0\u60d1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5176\u201c\u4e00\u7ad9\u5f0f\u66f4\u65b0\u201d\u529f\u80fd\u5c06\u76f4\u63a5\u4e0eMac App Store\u548c\u4f17\u591a\u5e94\u7528\u81ea\u8eab\u7684\u66f4\u65b0\u673a\u5236\u7ade\u4e89\uff0c\u80fd\u5426\u4fdd\u6301\u66f4\u5168\u9762\u3001\u66f4\u53ca\u65f6\u7684\u66f4\u65b0\u5e93\u662f\u6210\u8d25\u5173\u952e\u3002\u5176\u6b21\uff0c\u5bf9Homebrew\u7b49\u9ad8\u7ea7\u5305\u7ba1\u7406\u5668\u7684\u652f\u6301\u4ecd\u4e0d\u5b8c\u6574\uff0c\u8fd9\u6070\u6070\u662f\u6838\u5fc3\u6280\u672f\u7528\u6237\u6700\u9700\u8981\u7684\u573a\u666f\uff0c\u66b4\u9732\u4e86\u5176\u4f5c\u4e3a\u201c\u7ba1\u7406\u5668\u201d\u7684\u8fb9\u754c\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5b58\u7591\uff1a\u5728\u6e05\u7406\u529f\u80fd\u5df2\u6709\u591a\u6b3e\u514d\u8d39\u5de5\u5177\u7684\u60c5\u51b5\u4e0b\uff0c\u65b0\u589e\u7684\u201c\u7ba1\u7406\u201d\u529f\u80fd\u662f\u5426\u8db3\u4ee5\u652f\u6491\u5176\u4ed8\u8d39\u8f6c\u5316\uff1f\u7528\u6237\u662f\u4e3a\u201c\u5378\u8f7d\u201d\u4e70\u5355\uff0c\u8fd8\u662f\u4e3a\u201c\u6d1e\u5bdf\u201d\u4e70\u5355\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3amacOS\u7684\u201c\u63a7\u5236\u9762\u677f\u201d\uff0c\u4f46macOS\u7cfb\u7edf\u7684\u5c01\u95ed\u6027\u4e0e\u5f00\u653e\u6027\u5e76\u5b58\u7684\u7279\u8d28\uff0c\u4f7f\u5f97\u8fd9\u7c7b\u5de5\u5177\u6c38\u8fdc\u5728\u201c\u7cfb\u7edf\u6743\u9650\u201d\u7684\u94a2\u4e1d\u4e0a\u884c\u8d70\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u63d0\u4f9b\u6df1\u5ea6\u7cfb\u7edf\u63a7\u5236\u7684\u540c\u65f6\uff0c\u7ef4\u6301\u6781\u81f4\u7684\u7a33\u5b9a\u4e0e\u5b89\u5168\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u573a\u8c6a\u8d4c\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\">App Cleaner & Uninstaller 9.1<\/span>\n <\/div>\n<div class=\"comment-content\">App Cleaner & Uninstaller is no longer just an uninstaller – it\u2019s now a complete app manager for macOS. We\u2019ve rebuilt it to give you full visibility and control over every app on your Mac. Now you can: \u2022 Update apps in one place without searching manually \u2022 See detailed app permissions (camera, mic, disk, location, etc.) \u2022 Get AI-generated app summaries to quickly understand what an app does \u2022 Check Apple notarization to know which apps you can trust<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Excited to be back on Product Hunt! \ud83d\ude80<br \/>\nI\u2019m Yuriy, CTO at Nektony, and today we\u2019re relaunching App Cleaner & Uninstaller – now evolved into a complete app manager for macOS.<br \/>\nFor years, we were known for fully removing apps. But modern Mac users need more than uninstalling, so we turned it into a full control center for everything installed on your Mac.<br \/>\nNow you can:<br \/>\n\ud83d\ude80 Manage the full app lifecycle<br \/>\n\u2022 Completely uninstall apps (no leftovers)<br \/>\n\u2022 Update apps in one place<br \/>\n\u2022 Remove stubborn system extensions<br \/>\n\u2022 Control startup items<br \/>\n\ud83d\udd10 Improve security & transparency<br \/>\n\u2022 Check Apple notarization status to ensure the app is trusted<br \/>\n\u2022 See detailed app permissions (camera, mic, disk, location, etc.)<br \/>\n\u2022 Understand what runs in the background<br \/>\n\u2022 Get AI summaries to instantly understand each app<\/p>\n<p>Our goal is simple: give Mac users clarity, control, and confidence.<br \/>\nIf you\u2019ve ever wondered what\u2019s safe to remove, struggled with leftovers, or wanted better visibility into your apps – this release is for you.<br \/>\nWould love your feedback – what\u2019s missing from your ideal Mac app manager? \ud83d\udc47<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love the new <strong>App permissions <\/strong>feature to check which apps have access to my camera and location. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really excited to see how App Cleaner & Uninstaller has evolved into a full app manager. The updater is my favorite feature \u2014 updating all my apps in one click feels amazing \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Can it do AI-generated summaries for process names in activity monitor.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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> Great question! Thanks for asking!<\/p>\n<\/p>\n<p>App Cleaner & Uninstaller focuses on installed applications rather than raw process lists like Activity Monitor. AI summaries are generated for the apps we detect on your Mac, helping you quickly understand what each app is.<\/p>\n<\/p>\n<p>The app doesn\u2019t display individual system processes, so summaries are tied specifically to applications.<\/p>\n<\/p>\n<p>Really appreciate the idea! Expanding clarity around background activity is definitely something we\u2019re thinking about as the product evolves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This cool! Can it handle brew and other similar sources?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sergeypetrov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergeypetrov<\/a> If we\u2019re talking about the updater feature, App Cleaner & Uninstaller can now detect updates for brew casks, but not for brew formulae. Maybe that\u2019s something they\u2019re planning to add.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@sergeypetrov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergeypetrov<\/a> Thanks for your question!<\/p>\n<p>App Cleaner & Uninstaller can detect and update apps installed via Homebrew (including casks).<\/p>\n<p>If an app was installed through Brew and has a standard macOS app bundle, App Cleaner & Uninstaller will recognize it and let you manage it just like any other app.<\/p>\n<p>We\u2019re continuously improving support for different installation sources. If there\u2019s a specific workflow you\u2019d like us to cover, I\u2019d love to hear it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OO4N6YLBXITVSJ\" class=\"app-title\">AnnotateAI<\/a><\/p>\n<div class=\"one-liner\">Human-guided AI data annotation, fast & scalable<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">81<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AnnotateAI\u662f\u4e00\u4e2a\u4eba\u7c7b\u5728\u73af\u7684\u667a\u80fd\u6570\u636e\u6807\u6ce8\u5e73\u53f0\uff0c\u4e3a\u8ba1\u7b97\u673a\u89c6\u89c9\u56e2\u961f\u89e3\u51b3\u4e86\u5728\u8ffd\u6c42\u6807\u6ce8\u6548\u7387\u65f6\u96be\u4ee5\u4fdd\u969c\u6570\u636e\u8d28\u91cf\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u901a\u8fc7\u4eba\u673a\u534f\u540c\u5b9e\u73b0\u4e86\u5feb\u901f\u3001\u53ef\u6269\u5c55\u7684\u9ad8\u8d28\u91cf\u6807\u6ce8\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb242d76-bcc0-4afb-a205-fceef2461380.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ecd56fe5-86f5-48f6-90a8-c517edf9a95d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ce154cf-cc8b-457d-aa63-72fd9ac4c89e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8e3d6b0-fd17-4b54-a39c-fc049730bf36.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/acaabc0f-03a0-4e2a-a90d-1934b8f08695.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\/149ee69a-d171-454d-9e32-93d75ae13bef.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/NGIRsEB1dCQ\"><source src=\"https:\/\/youtu.be\/NGIRsEB1dCQ\" 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\">\u6570\u636e\u6807\u6ce8\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u8ba1\u7b97\u673a\u89c6\u89c9<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u4eba\u7c7b\u5728\u73af<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u8d28\u91cf<\/span><br \/>\n <span class=\"tag\">\u53ef\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6d41\u7a0b<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u5e72\u9884<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u201c\u4eba\u7c7b\u5728\u73af\u201d\u7684\u4ef7\u503c\uff0c\u6307\u51fa\u5168\u81ea\u52a8\u6807\u6ce8\u5b58\u5728\u8d28\u91cf\u98ce\u9669\u3002\u521b\u59cb\u4eba\u4e3b\u52a8\u5bfb\u6c42\u53cd\u9988\uff0c\u5e76\u8be2\u95ee\u7528\u6237\u5f53\u524d\u6807\u6ce8\u6d41\u7a0b\u4e2d\u6700\u75db\u82e6\u7684\u90e8\u5206\uff0c\u4ee5\u6307\u5bfc\u4ea7\u54c1\u672a\u6765\u5728\u6807\u6ce8\u7c7b\u578b\u3001\u56e2\u961f\u534f\u4f5c\u7b49\u529f\u80fd\u4e0a\u7684\u8fed\u4ee3\u65b9\u5411\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n AnnotateAI\u5207\u5165\u7684\u662fAI\u5de5\u4e1a\u5316\u8fdb\u7a0b\u4e2d\u4e00\u4e2a\u5173\u952e\u4f46\u6c89\u95f7\u7684\u73af\u8282\uff1a\u6570\u636e\u6807\u6ce8\u3002\u5176\u5ba3\u79f0\u7684\u201cHuman-guided, agentic\u201d\u5b9a\u4f4d\uff0c\u8bd5\u56fe\u5728\u201c\u5168\u624b\u52a8\u4f4e\u6548\u201d\u4e0e\u201c\u5168\u81ea\u52a8\u4e0d\u53ef\u63a7\u201d\u4e4b\u95f4\u5f00\u8f9f\u4e00\u6761\u52a1\u5b9e\u8def\u5f84\u3002\u4ea7\u54c1\u903b\u8f91\u6e05\u6670\u2014\u2014\u7528AI\u63d0\u901f\u6d41\u7a0b\uff0c\u7528\u4eba\u8111\u628a\u5173\u7cbe\u5ea6\uff0c\u8fd9\u76f4\u6307\u5f53\u524dAI\u843d\u5730\u4e2d\u201c\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\u201d\u7684\u666e\u904d\u56f0\u5883\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u6280\u672f\u6982\u5ff5\u7684\u62fc\u63a5\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u5e72\u9884\u201d\u65f6\u673a\u4e0e\u6210\u672c\u7684\u6781\u81f4\u628a\u63a7\u3002\u5e73\u53f0\u9700\u8981\u8bc1\u660e\uff0c\u5176\u7cfb\u7edf\u80fd\u7cbe\u51c6\u8bc6\u522b\u51fa\u54ea\u4e9b\u6807\u6ce8\u9700\u8981\u4eba\u7c7b\u4ecb\u5165\uff08\u5373\u4e0d\u786e\u5b9a\u6027\u9ad8\u3001\u5bf9\u6a21\u578b\u5f71\u54cd\u5927\u7684\u90e8\u5206\uff09\uff0c\u4ece\u800c\u5c06\u4eba\u529b\u4ece\u7e41\u590d\u52b3\u52a8\u4e2d\u89e3\u653e\uff0c\u805a\u7126\u4e8e\u5173\u952e\u51b3\u7b56\u3002\u5426\u5219\uff0c\u5b83\u53ea\u4f1a\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u589e\u52a0\u4e86\u7ba1\u7406\u590d\u6742\u5ea6\u7684\u534a\u81ea\u52a8\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u548c\u521b\u59cb\u4eba\u56de\u5e94\u770b\uff0c\u4ea7\u54c1\u4ecd\u5904\u65e9\u671f\u3002\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\u80fd\u5426\u5c06\u201c\u4eba\u7c7b\u5728\u73af\u201d\u4ece\u4e00\u4e2a\u7406\u5ff5\u8f6c\u5316\u4e3a\u53ef\u91cf\u5316\u3001\u4f4e\u6469\u64e6\u7684\u5de5\u4f5c\u6d41\uff0c\u5e76\u56f4\u7ed5\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u591a\u6837\u5316\u7684\u6807\u6ce8\u9700\u6c42\uff08\u5982\u5b9e\u4f8b\u5206\u5272\u30013D\u70b9\u4e91\uff09\u5feb\u901f\u8fed\u4ee3\u3002\u82e5\u80fd\u6210\u529f\uff0c\u5b83\u5c06\u6210\u4e3a\u6a21\u578b\u8fed\u4ee3\u6548\u7387\u7684\u771f\u6b63\u6760\u6746\uff1b\u82e5\u5931\u8d25\uff0c\u5219\u53ea\u662f\u6807\u6ce8\u5de5\u5177\u7ea2\u6d77\u4e2d\u53c8\u4e00\u4e2a\u7a0d\u7eb5\u5373\u901d\u7684\u6ce1\u6cab\u3002\u521b\u59cb\u4eba\u4e3b\u52a8\u63a2\u8be2\u7528\u6237\u201c\u6700\u75db\u4e4b\u5904\u201d\uff0c\u662f\u8d70\u5411\u4ea7\u54c1\u5e02\u573a\u5339\u914d\u7684\u6b63\u786e\u4e00\u6b65\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">AnnotateAI<\/span>\n <\/div>\n<div class=\"comment-content\">AnnotateAI is a human-guided, agentic data annotation platform for computer vision teams. Upload your dataset, auto-create annotation jobs, track progress in real time, and intervene whenever precision matters. Get high-quality, model-ready data faster with AI speed and human control, built to scale from experiments to production.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The human-in-the-loop approach is key here. Fully automated annotation sounds great until you realize your model learned that stop signs are red rectangles. Being able to intervene in real time instead of cleaning up bad labels after the fact saves so much pain.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@giammbo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giammbo<\/a> Absolutely!! My goal was to create a system where Human can use AI instead of being dependent on AI totally.<\/p>\n<p>Can u try this out and give some feedback? That’d be really great!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I\u2019m Akash, the maker of AnnotateAI.<\/p>\n<p>I built this after struggling with slow, manual data annotation while training computer vision models during hackathons and projects. Most tools were either fully manual, expensive, or removed human control completely, and that trade-off between speed and accuracy kept hurting my workflows.<\/p>\n<p>So AnnotateAI is my take on a better approach:<br \/>\n\u26a1 AI-assisted annotation for speed<br \/>\n\ud83e\uddd1\u200d\ud83d\udcbb Human-in-the-loop when precision matters<br \/>\n\ud83d\udce6 Upload a ZIP \u2192 auto job pipeline<br \/>\n\ud83d\udcca Real-time job tracking<br \/>\n\ud83d\udd01 Built to scale for large datasets<\/p>\n<p>It\u2019s designed for students, researchers, and ML teams who want model-ready data without annotation becoming a bottleneck.<\/p>\n<p>We\u2019re still early, and your feedback will directly shape what comes next \u2014 especially around new annotation types, team collaboration, and active learning loops.<\/p>\n<p>If you work with CV datasets, I\u2019d love to know:<br \/>\nWhat\u2019s the most painful part of your annotation workflow today?<\/p>\n<p>Thanks for checking it out and supporting the launch \u2764\ufe0f<\/p>\n<p>\u2014 Akash<\/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<\/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\/QFYWLX6OPTMVM7\" class=\"app-title\">PipedriveSheets<\/a><\/p>\n<div class=\"one-liner\">Two-way sync between Pipedrive CRM and Google Sheets<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">81<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5b9e\u73b0Pipedrive CRM\u4e0eGoogle Sheets\u53cc\u5411\u6570\u636e\u540c\u6b65\u7684\u63d2\u4ef6\uff0c\u89e3\u51b3\u4e86\u9500\u552e\u8fd0\u8425\u56e2\u961f\u5728\u7535\u5b50\u8868\u683c\u4e0eCRM\u7cfb\u7edf\u95f4\u624b\u52a8\u5207\u6362\u3001\u6570\u636e\u66f4\u65b0\u4e0d\u540c\u6b65\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/815531ac-5e38-40b3-ab8f-e954ca84a48a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cfdb6c32-bc67-4c1f-b692-44f13a0f4672.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/585a1aab-e5d1-4d3d-bbc6-48471d799f8f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37876cfa-857d-4c5a-81c0-b7f54ab80aa6.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\/c5a8522d-3db4-4f40-9d85-5a7d929db4de.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=J6iIx1FI2u4\"><source src=\"https:\/\/www.youtube.com\/watch?v=J6iIx1FI2u4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Spreadsheets<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">CRM\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">Google Sheets\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u9610\u8ff0\u4e86\u5f00\u53d1\u52a8\u673a\uff08\u89e3\u51b3\u624b\u52a8\u5bfc\u51fa\u75db\u70b9\uff09\u5e76\u5f3a\u8c03\u5176\u201c\u771f\u6b63\u53cc\u5411\u540c\u6b65\u201d\u7684\u5dee\u5f02\u5316\u4f18\u52bf\u3002\u7528\u6237\u8bc4\u8bba\u80af\u5b9a\u4e86\u5176\u4ef7\u503c\uff0c\u5e76\u7280\u5229\u63d0\u95ee\u4e86\u4e24\u4e2a\u5173\u952e\u95ee\u9898\uff1a1. \u53cc\u5411\u7f16\u8f91\u51b2\u7a81\u89e3\u51b3\u673a\u5236\uff1b2. \u4e3b\u8981\u7528\u6237\u753b\u50cf\uff08\u4e2a\u4eba\u6216\u5c0f\u56e2\u961f\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 PipedriveSheets\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u201c\u4f2a\u81ea\u52a8\u5316\u201d\u5de5\u5177\u957f\u671f\u5360\u636e\u7684\u7f1d\u9699\u5e02\u573a\u3002Zapier\u7b49\u901a\u7528\u5de5\u5177\u63d0\u4f9b\u7684\u5355\u5411\u6570\u636e\u6d41\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u6570\u636e\u4ed3\u5e93\u4e0e\u64cd\u4f5c\u524d\u53f0\u5272\u88c2\uff0c\u7528\u6237\u4ecd\u9700\u5728CRM\u4e2d\u5b8c\u6210\u6700\u7ec8\u64cd\u4f5c\u3002\u8be5\u4ea7\u54c1\u5ba3\u79f0\u7684\u201c\u771f\u6b63\u53cc\u5411\u540c\u6b65\u201d\uff0c\u5176\u9769\u547d\u6027\u5728\u4e8e\u8bd5\u56fe\u5c06Google Sheets\u8fd9\u4e2a\u5f3a\u5927\u7684\u534f\u4f5c\u4e0e\u5206\u6790\u754c\u9762\uff0c\u76f4\u63a5\u5347\u7ea7\u4e3aCRM\u7cfb\u7edf\u7684\u539f\u751f\u64cd\u4f5c\u7ec8\u7aef\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u771f\u6b63\u53cc\u5411\u540c\u6b65\u201d\u9762\u4e34\u4e00\u4e2a\u7ecf\u5178\u7684\u6280\u672f\u4e0e\u4ea7\u54c1\u54f2\u5b66\u6311\u6218\uff1a\u51b2\u7a81\u89e3\u51b3\u3002\u5f53\u4e24\u5904\u6570\u636e\u8fd1\u4e4e\u540c\u65f6\u4fee\u6539\u65f6\uff0c\u4ee5\u4f55\u8005\u4e3a\u201c\u771f\u7406\u6e90\u201d\uff1f\u8fd9\u5e76\u975e\u5355\u7eaf\u7684\u6280\u672f\u95ee\u9898\uff0c\u800c\u662f\u5bf9\u7528\u6237\u5de5\u4f5c\u6d41\u548c\u6743\u9650\u6a21\u578b\u7684\u6df1\u5ea6\u7406\u89e3\u3002\u4ea7\u54c1\u82e5\u91c7\u7528\u201c\u6700\u540e\u5199\u5165\u83b7\u80dc\u201d\u7684\u7b80\u5355\u7b56\u7565\uff0c\u53ef\u80fd\u5728\u56e2\u961f\u534f\u4f5c\u4e2d\u5f15\u53d1\u6570\u636e\u6df7\u4e71\uff1b\u82e5\u5f15\u5165\u590d\u6742\u7684\u5408\u5e76\u89c4\u5219\u6216\u5ba1\u6279\u6d41\uff0c\u5219\u4f1a\u727a\u7272\u5176\u5ba3\u79f0\u7684\u7b80\u6d01\u6027\u3002\u8fd9\u662f\u5176\u4ece\u201c\u6709\u7528\u5de5\u5177\u201d\u8fc8\u5411\u201c\u53ef\u9760\u57fa\u7840\u8bbe\u65bd\u201d\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u4ef7\u503c\u4e0d\u4ec5\u5728\u4e8e\u8282\u7701\u624b\u52a8\u5bfc\u51fa\u5bfc\u5165\u7684\u65f6\u95f4\uff0c\u66f4\u5728\u4e8e\u5b83\u91ca\u653e\u4e86Google Sheets\u5728\u81ea\u5b9a\u4e49\u5206\u6790\u3001\u4e34\u65f6\u534f\u4f5c\u548c\u7075\u6d3b\u89c6\u56fe\u65b9\u9762\u7684\u5de8\u5927\u6f5c\u529b\uff0c\u8ba9CRM\u6570\u636e\u771f\u6b63\u201c\u6d3b\u201d\u5728\u56e2\u961f\u6700\u719f\u6089\u7684\u5de5\u4f5c\u73af\u5883\u4e2d\u3002\u4f46\u5b83\u7684\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\uff1a\u6df1\u5ea6\u7ed1\u5b9aGoogle\u751f\u6001\uff0c\u96be\u4ee5\u6269\u5c55\uff1b\u5176\u529f\u80fd\u8fb9\u754c\u4e0ePipedrive\u5b98\u65b9\u529f\u80fd\u53caAPI\u7684\u6f14\u8fdb\u65b9\u5411\u7d27\u5bc6\u76f8\u5173\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u608d\u7684\u201c\u8d85\u7ea7\u5916\u6302\u201d\uff0c\u5176\u957f\u671f\u751f\u5b58\u53d6\u51b3\u4e8e\u80fd\u5426\u5728Pipedrive\u5e73\u53f0\u751f\u6001\u4e0e\u7528\u6237\u81ea\u5b9a\u4e49\u5de5\u4f5c\u6d41\u4e4b\u95f4\uff0c\u627e\u5230\u4e00\u4e2a\u4e0d\u53ef\u66ff\u4ee3\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">PipedriveSheets<\/span>\n <\/div>\n<div class=\"comment-content\">PipedriveSheets is the only Google Sheets add-on with true two-way sync for Pipedrive CRM. Import deals, contacts, organizations, activities, leads, and products \u2014 then edit directly in your spreadsheet and push changes back to Pipedrive with one click. Filter-based imports, custom field support, scheduled auto-sync, and team collaboration built in. Free plan available. Install in 2 minutes, no coding needed.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! I built PipedriveSheets because I was tired of manually exporting CSVs from Pipedrive every time I needed to work with CRM data in a spreadsheet.<\/p>\n<p>The existing options (Zapier, Make, Coupler.io) are general-purpose tools that only do one-way data dumps. None of them let you edit data in Google Sheets and sync it back to Pipedrive. <\/p>\n<p>So I built a native Google Sheets add-on that does true two-way sync. You can import your Pipedrive data, edit it in the spreadsheet, and push changes back. It supports all 6 entity types (deals, contacts, orgs, activities, leads, products), custom fields, filters, and scheduled auto-sync.<\/p>\n<p>Would love to hear your feedback. Let me know what features would make this more useful for your workflow.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pipedrivesheets\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pipedrivesheets<\/a> Congrats on the launch \ud83d\udc4f<\/p>\n<\/p>\n<p>The two-way sync angle is strong \u2014 especially for teams that basically live inside Sheets. Most tools really do stop at one-way exports.<\/p>\n<\/p>\n<p>Wanted to ask how you\u2019re handling conflict resolution when edits happen both in Pipedrive and Sheets around the same time? Feels like that\u2019s where true two-way sync gets tricky.<\/p>\n<\/p>\n<p>Also, are you seeing more solo operators adopt this, or small sales 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<\/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\/623D7IUIAOG3G6\" class=\"app-title\">Vibesafe<\/a><\/p>\n<div class=\"one-liner\">The condom for your vibe-coded apps.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">47<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Vibesafe\u662f\u4e00\u6b3e\u9488\u5bf9AI\u751f\u6210\u4ee3\u7801\uff08Vibe-coding\uff09\u5e94\u7528\u7684\u81ea\u52a8\u5316\u5b89\u5168\u626b\u63cf\u4e0e\u4fee\u590d\u5de5\u5177\uff0c\u80fd\u572860\u79d2\u5185\u68c0\u6d4b\u66b4\u9732\u7684API\u5bc6\u94a5\u3001\u7f3a\u5931\u8ba4\u8bc1\u7b4955+\u79cd\u5e38\u89c1\u6f0f\u6d1e\uff0c\u5e76\u76f4\u63a5\u901a\u8fc7GitHub\u63d0\u4ea4AI\u751f\u6210\u7684\u4fee\u590d\u4ee3\u7801\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u56e0\u5feb\u901f\u539f\u578b\u5f00\u53d1\u800c\u5ffd\u89c6\u5b89\u5168\u914d\u7f6e\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5a8397ef-81a1-4ae9-a378-0a407f889552.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8b903aa5-d3a0-4f50-8673-d95504de06b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c02a3a7-a728-4dbd-8342-198352b6caa2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df9439fa-cda2-40e7-9618-61ecf837698c.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\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ee3\u7801\u5b89\u5168\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">AI\u751f\u6210\u4ee3\u7801\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6f0f\u6d1e\u4fee\u590d<\/span><br \/>\n <span class=\"tag\">DevSecOps<\/span><br \/>\n <span class=\"tag\">API\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u4fee\u590d<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u5de6\u79fb<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u5f3a\u70c8\u8ba4\u540c\u89e3\u51b3\u201cvibe-coding\u201d\u5e94\u7528\u5b89\u5168\u7f3a\u5931\u7684\u75db\u70b9\uff0c\u8ba4\u4e3a\u8fd9\u662f\u6025\u9700\u7684\u670d\u52a1\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\u5e0c\u671b\u6269\u5c55\u5230\u66f4\u6df1\u5c42\u7684\u67b6\u6784\u9519\u8bef\u914d\u7f6e\u68c0\u6d4b\uff0c\u5982\u7f3a\u5931\u901f\u7387\u9650\u5236\u3002\u5f00\u53d1\u8005\u56de\u5e94\u6b64\u7c7b\u529f\u80fd\u5df2\u5728\u89c4\u5212\u4e2d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Vibesafe\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u65b0\u5174\u4e14\u5371\u9669\u7684\u77db\u76fe\u70b9\uff1aAI\u8f85\u52a9\u5f00\u53d1\uff08\u5982Cursor\u3001Claude Code\uff09\u5728\u63d0\u5347\u201c vibe\u201d\u548c\u6548\u7387\u7684\u540c\u65f6\uff0c\u56e0\u5176\u4ee3\u7801\u751f\u6210\u6a21\u5f0f\u5316\u3001\u5f00\u53d1\u8005\u5b89\u5168\u77e5\u8bc6\u8131\u8282\uff0c\u7cfb\u7edf\u6027\u5236\u9020\u4e86\u6d77\u91cf\u201c\u53ef\u9884\u6d4b\u201d\u7684\u5b89\u5168\u6f0f\u6d1e\u3002\u4ea7\u54c1\u4ef7\u503c\u4e0d\u5728\u4e8e\u5176\u68c0\u6d4b\u6280\u672f\u7684\u72ec\u521b\u6027\uff08\u4f20\u7edfSAST\/DAST\u5de5\u5177\u65e9\u5df2\u8986\u76d6\uff09\uff0c\u800c\u5728\u4e8e\u5176\u201c\u573a\u666f\u5316\u5c01\u88c5\u201d\u548c\u201c\u95ed\u73af\u5904\u7406\u201d\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u5c06\u6563\u843d\u7684\u5b89\u5168\u77e5\u8bc6\uff08\u5982Supabase\u89c4\u5219\u914d\u7f6e\u3001\u5b89\u5168\u5934\u8bbe\u7f6e\uff09\u8f6c\u5316\u4e3a\u9488\u5bf9AI\u4ee3\u7801\u751f\u6210\u6a21\u5f0f\u7684\u4e13\u9879\u68c0\u67e5\u6e05\u5355\uff0c\u964d\u4f4e\u4e86\u5b89\u5168\u95e8\u69db\u3002\u66f4\u5173\u952e\u7684\u4e00\u6b65\u662f\u76f4\u63a5\u63d0\u4f9bAI\u751f\u6210\u7684\u4fee\u590dPR\uff0c\u5c06\u201c\u53d1\u73b0\u95ee\u9898-\u5bfb\u627e\u65b9\u6848-\u5b9e\u65bd\u4fee\u590d\u201d\u7684\u957f\u94fe\u6761\u538b\u7f29\u4e3a\u201c\u4e00\u952e\u5408\u5e76\u201d\uff0c\u8bd5\u56fe\u7528\u81ea\u52a8\u5316\u6253\u7834\u201c\u5f00\u53d1\u8005\u77e5\u6653\u6f0f\u6d1e\u5374\u62d6\u5ef6\u4fee\u590d\u201d\u7684\u60f0\u6027\u5faa\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u5728\u4e8e\u201c\u732b\u9f20\u6e38\u620f\u201d\u7684\u5347\u7ea7\uff1aAI\u4ee3\u7801\u751f\u6210\u5668\u5728\u8fdb\u5316\uff0c\u5176\u9519\u8bef\u6a21\u5f0f\u4e5f\u5728\u53d8\u5316\uff0cVibesafe\u7684\u89c4\u5219\u5e93\u80fd\u5426\u6301\u7eed\u540c\u6b65\uff1f\u66f4\u6838\u5fc3\u7684\u662f\uff0c\u5176\u201c\u4fee\u590d\u201d\u672c\u8d28\u662f\u53e6\u4e00\u5c42AI\u751f\u6210\u7684\u4ee3\u7801\u8865\u4e01\uff0c\u8fd9\u5f15\u5165\u4e86\u65b0\u7684\u4fe1\u4efb\u98ce\u9669\u2014\u2014\u4fee\u590d\u4ee3\u7801\u672c\u8eab\u662f\u5426\u5f15\u5165\u6f0f\u6d1e\u6216\u903b\u8f91\u9519\u8bef\uff1f\u8fd9\u6216\u5c06\u5b89\u5168\u8d23\u4efb\u4ece\u5e94\u7528\u5f00\u53d1\u8005\u90e8\u5206\u8f6c\u79fb\u5230\u4e86Vibesafe\u7684\u4fee\u590d\u7b97\u6cd5\u4e0a\u3002\u5b83\u65e2\u662f\u201cAI\u751f\u6210\u4ee3\u7801\u5b89\u5168\u95ee\u9898\u7684\u89e3\u6bd2\u5242\u201d\uff0c\u5176\u672c\u8eab\u53c8\u91cd\u5ea6\u4f9d\u8d56AI\uff0c\u5f62\u6210\u4e86\u4e00\u4e2a\u6709\u8da3\u7684\u5143\u5faa\u73af\u3002\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\u4fee\u590d\u4ee3\u7801\u7684\u53ef\u9760\u6027\u4e0e\u900f\u660e\u5ea6\uff0c\u5426\u5219\u5b83\u53ea\u662f\u4e00\u4e2a\u9ad8\u6548\u7684\u95ee\u9898\u53d1\u73b0\u8005\uff0c\u800c\u975e\u771f\u6b63\u7684\u89e3\u51b3\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\">Vibesafe<\/span>\n <\/div>\n<div class=\"comment-content\">Paste your URL. Get a security report in 60 seconds. 55+ checks tuned for the mistakes Cursor, Bolt, Lovable, and Claude Code make – exposed API keys, missing auth, open Supabase rules, leaked env vars. But we don’t just find bugs – we fix them. Connect your GitHub repo and VibeSafe opens a pull request with AI-generated fixes for every vulnerability found. One click. Real code. Merged and shipped. Free scan. No signup. Don’t ship naked. Practice safe shipping.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Vibecoders, I have built something I have previously many times faced issues with. I published an app and made 9 bucks and was so happy until I got someone telling me the security is weak. I thought it was a dummy threat but I went in and there it was. Exposed keys. Open API routes. No security headers. The whole thing was naked. <\/p>\n<p>That’s why I build Vibesafe. Seriously. Vibe. Safe. People assume vibe-coding is just a click of a button and voila you have a million dollar machine. There is struggle, endurance and diligence behind every build and direction. So Vibesafe and feel free to ask any questions you have. <\/p>\n<p>Thank you for the chance!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@arthi_arumugam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arthi_arumugam<\/a> This is a much needed service – most people don’t bother adding prompts on how to secure their app. I recently had a friend expose visible admin endpoints from an app I was working on. Saved me some embarrassment. Will check this out. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@arthi_arumugam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arthi_arumugam<\/a> ! Love the idea behind it, seriously limiting the risks of vibecoded software.<\/p>\n<p>Have you considered expanding it to other, more architectural misconfigurations (for example missing rate limiting in endpoints)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lukaszsagol\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lukaszsagol<\/a> Thanks \u0141ukasz! Yes – rate limiting detection is on our roadmap. Right now we check surface-level patterns (headers, exposed secrets, CORS, auth gaps), but the next phase is deeper architectural checks like missing rate limiting, broken access control patterns, and insecure API design. The goal is to catch everything an AI tool gets wrong, not just the obvious stuff. Appreciate the feedback \ud83d\ude42 this tells me we’re prioritizing the right 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<\/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\/Q67C3DZSPFKHXZ\" class=\"app-title\">aImsg<\/a><\/p>\n<div class=\"one-liner\">Code From The Coffee Line. Ship from the Subway.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">32<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7iMessage\u76f4\u63a5\u8fde\u63a5GitHub\u7684AI\u7f16\u7a0b\u52a9\u624b\uff0c\u8ba9\u5f00\u53d1\u8005\u65e0\u9700\u4efb\u4f55\u590d\u6742\u8bbe\u7f6e\uff0c\u4ec5\u901a\u8fc7\u53d1\u77ed\u4fe1\u5c31\u80fd\u968f\u65f6\u968f\u5730\u7f16\u5199\u3001\u5ba1\u67e5\u548c\u63d0\u4ea4\u4ee3\u7801\uff0c\u89e3\u51b3\u4e86\u4f20\u7edfAI\u7f16\u7a0b\u5de5\u5177\u542f\u52a8\u95e8\u69db\u9ad8\u3001\u6d41\u7a0b\u7e41\u7410\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d875ad43-6efe-4f71-bc7b-d4618137eea6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0250a52-85cc-4985-94a4-26ea65fd58de.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/309015e7-ed1b-40bf-9e85-440d0d616742.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37491a57-5534-41b3-8b1e-36b03620eb78.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\/616d22ce-81fb-4261-a340-c7d271e4ee56.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ouOXTkssx9g\"><source src=\"https:\/\/youtu.be\/ouOXTkssx9g\" 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\">Messaging<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u901a\u8baf\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u4e3b\u4e49<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u654f\u6377\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5ba1\u67e5<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u4e3b\u8981\u6765\u81ea\u5f00\u53d1\u8005\u56e2\u961f\u81ea\u8ff0\u3002\u4ed6\u4eec\u5f3a\u8c03\u4ea7\u54c1\u89e3\u51b3\u4e86AI\u7f16\u7a0b\u4ee3\u7406\u201c\u6fc0\u6d3b\u80fd\u91cf\u201d\u8fc7\u9ad8\u7684\u95ee\u9898\uff0c\u5c06\u590d\u6742\u90e8\u7f72\u7b80\u5316\u4e3a\u77ed\u4fe1\u5bf9\u8bdd\u3002\u6838\u5fc3\u4f18\u52bf\u662f\u96f6\u5b89\u88c5\u3001\u96f6\u914d\u7f6e\u7684\u5373\u65f6\u6027\u3002\u56e2\u961f\u4e5f\u8868\u8fbe\u4e86\u521d\u671f\u5bf9\u4ea7\u54c1\u8fc7\u4e8e\u7b80\u5355\u7684\u62c5\u5fe7\uff0c\u5e76\u8ba1\u5212\u672a\u6765\u96c6\u6210Claude Code\u3001\u6269\u5c55\u81f3Slack\u7b49\u5e73\u53f0\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n aImsg\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u63d0\u4f9b\u53c8\u4e00\u4e2a\u66f4\u5f3a\u5927\u7684AI\u7f16\u7801\u4ee3\u7406\uff0c\u800c\u5728\u4e8e\u53d1\u8d77\u4e00\u573a\u9488\u5bf9\u201c\u5f00\u53d1\u8005\u5de5\u5177\u4f7f\u7528\u8303\u5f0f\u201d\u7684\u7cbe\u51c6\u72d9\u51fb\u3002\u5b83\u654f\u9510\u5730\u523a\u4e2d\u4e86\u5f53\u524dAI\u7f16\u7a0b\u5de5\u5177\u7684\u8f6f\u808b\uff1a\u5728\u7ade\u76f8\u5806\u780c\u6a21\u578b\u80fd\u529b\u4e0e\u529f\u80fd\u590d\u6742\u5ea6\u7684\u519b\u5907\u7ade\u8d5b\u4e2d\uff0c\u5ffd\u89c6\u4e86\u6700\u81f4\u547d\u7684\u201c\u542f\u52a8\u6469\u64e6\u201d\u3002\u4ea7\u54c1\u5c06\u201c\u9a8c\u8bc1\u624b\u673a\u53f7-\u5173\u8054GitHub\u201d\u4f5c\u4e3a\u552f\u4e00\u7684\u542f\u52a8\u8def\u5f84\uff0c\u5e76\u5bc4\u751f\u5728iMessage\u8fd9\u4e2a\u6700\u9ad8\u9891\u3001\u6700\u5e95\u5c42\u7684\u7cfb\u7edf\u5e94\u7528\u4e0a\uff0c\u672c\u8d28\u4e0a\u662f\u5bf9\u201c\u7528\u6237\u4e60\u60ef\u201d\u548c\u201c\u7cfb\u7edf\u6743\u9650\u201d\u7684\u6781\u81f4\u5229\u7528\uff0c\u5b9e\u73b0\u4e86\u4e00\u79cd\u201c\u964d\u7ef4\u6253\u51fb\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4ef7\u503c\u5728\u4e8e\u201c\u7a7a\u95f4\u89e3\u8026\u201d\u548c\u201c\u5fc3\u667a\u51cf\u8d1f\u201d\u3002\u5b83\u8ba9\u4ee3\u7801\u5e93\u64cd\u4f5c\u8131\u79bb\u4e86IDE\u3001\u7ec8\u7aef\u4e43\u81f3\u7b14\u8bb0\u672c\u7535\u8111\u7684\u7269\u7406\u675f\u7f1a\uff0c\u6e17\u900f\u8fdb\u901a\u52e4\u3001\u6392\u961f\u7b49\u788e\u7247\u5316\u573a\u666f\uff0c\u5c06\u5f00\u53d1\u52a8\u4f5c\u4ece\u4e00\u9879\u9700\u8981\u201c\u6b63\u895f\u5371\u5750\u201d\u7684\u4efb\u52a1\uff0c\u89e3\u6784\u6210\u53ef\u968f\u65f6\u53d1\u8d77\u548c\u4e2d\u65ad\u7684\u201c\u5bf9\u8bdd\u201d\u3002\u8fd9\u5e76\u975e\u8981\u53d6\u4ee3\u4e13\u4e1a\u5f00\u53d1\u73af\u5883\uff0c\u800c\u662f\u65e8\u5728\u586b\u8865\u90a3\u4e9b\u201c\u4e0d\u503c\u5f97\u6253\u5f00\u7535\u8111\u201d\u4f46\u53c8\u9700\u8981\u5904\u7406\u4ee3\u7801\u7684\u7a7a\u767d\u9700\u6c42\uff0c\u6784\u5efa\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u3001\u5f02\u6b65\u5316\u7684\u201c\u7b2c\u4e8c\u5de5\u4f5c\u6d41\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6210\u529f\u7684\u98ce\u9669\u4e5f\u5728\u4e8e\u6b64\u3002\u201c\u77ed\u4fe1\u7f16\u7a0b\u201d\u7684\u6781\u7b80\u5f62\u6001\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5bf9\u4e8e\u590d\u6742\u4efb\u52a1\uff0c\u5176\u4ea4\u4e92\u6df1\u5ea6\u548c\u6548\u7387\u53ef\u80fd\u906d\u9047\u5929\u82b1\u677f\uff1b\u5c06\u9ad8\u5371\u7684GitHub\u5199\u6743\u9650\u7f6e\u4e8e\u77ed\u4fe1\u754c\u9762\uff0c\u867d\u6709\u591a\u91cd\u786e\u8ba4\u673a\u5236\uff0c\u4f46\u5176\u5b89\u5168\u5fc3\u667a\u6a21\u578b\u7684\u5efa\u7acb\u4ecd\u9700\u65f6\u95f4\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5de7\u7684\u201c\u7279\u6d1b\u4f0a\u6728\u9a6c\u201d\uff0c\u7528\u65e0\u4e0e\u4f26\u6bd4\u7684\u4fbf\u6377\u6027\u5438\u5f15\u7528\u6237\u4e0a\u8239\uff0c\u4f46\u5176\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u5904\u7406\u5fae\u4efb\u52a1\u201d\u7684\u73a9\u5177\uff0c\u6f14\u8fdb\u4e3a\u80fd\u53ef\u4fe1\u8d56\u5730\u5904\u7406\u66f4\u4e25\u8083\u5de5\u4f5c\u7684\u201c\u63a7\u5236\u5e73\u9762\u201d\u3002\u5b83\u63ed\u793a\u4e86\u4e00\u4e2a\u672a\u6765\u8d8b\u52bf\uff1a\u6700\u6210\u529f\u7684AI\u5de5\u5177\uff0c\u6216\u8bb8\u4e0d\u662f\u529f\u80fd\u6700\u5f3a\u7684\uff0c\u800c\u662f\u80fd\u5c06\u81ea\u5df1\u65e0\u7f1d\u7f16\u7ec7\u8fdb\u7528\u6237\u73b0\u6709\u4e60\u60ef\u4e0e\u6d41\u7a0b\u4e2d\uff0c\u5c06\u201c\u4f7f\u7528AI\u201d\u672c\u8eab\u53d8\u5f97\u65e0\u611f\u7684\u90a3\u4e2a\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\">aImsg<\/span>\n <\/div>\n<div class=\"comment-content\">Code from your phone in 30 seconds. No setup, no IDE, just text. Write, edit, and review code via text message.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We loved what OpenClaw does – AI coding agents that plug into your GitHub repos and actually move code forward. But the irony was impossible to ignore: getting an AI coding agent running felt like provisioning infrastructure. CLI installs. Config files. Environment variables. API keys passed through terminals. You don\u2019t just \u201ctry it.\u201d You allocate an hour.<\/p>\n<p>And that\u2019s where the friction lives.<\/p>\n<p>The issue wasn\u2019t intelligence. It wasn\u2019t capability. It was activation energy. Every extra step between \u201cI want to see what this can do\u201d and \u201cI\u2019m actually using it\u201d quietly kills momentum. Curiosity fades fast. Setup friction compounds.<\/p>\n<p>So we asked a simple question: what if the setup disappeared?<\/p>\n<p>Not streamlined. Not improved. Gone.<\/p>\n<p>What if you could just text it?<\/p>\n<p>aImsg connects to your GitHub repos directly through iMessage. You verify your phone, link GitHub, and you\u2019re live. No IDE required. No terminal. No Docker container spinning up. You send a message. It proposes edits. You confirm. It pushes to a new branch. Nothing touches main without your explicit approval. From zero to first action takes under a minute.<\/p>\n<p>The idea didn\u2019t start there.<\/p>\n<p>Initially, we were building what we thought was a better CLI experience \u2014 cleaner commands, smarter defaults, smoother onboarding. But that approach still assumed developers were willing to invest setup time before seeing value. We realized the real bottleneck wasn\u2019t the interface layer. It was the barrier to entry.<\/p>\n<p>Every dev tool competes on capability. Very few compete on immediacy.<\/p>\n<p>iMessage was already installed. Already trusted. Already habitual. No app store. No downloads. No learning curve. Just a conversation in a place you already use daily. Instead of introducing another dashboard or terminal abstraction, we embedded the control layer inside something universal.<\/p>\n<p>That shift changed everything.<\/p>\n<p>The challenge then became architectural: how do you make something feel instant and conversational without sacrificing safety? GitHub write access is not casual. So every destructive or write action requires explicit confirmation. All changes are isolated to new branches. There are no silent mutations, no background merges, no surprise pushes. You remain in control at every step.<\/p>\n<p>What started as an attempt to refine a tool evolved into a rethink of how coding agents should be accessed at all. Instead of treating AI as another piece of infrastructure to deploy, we treated it like a persistent channel \u2014 always available, lightweight, and responsive.<\/p>\n<p>The goal wasn\u2019t to replace the IDE. It was to compress the distance between intention and action.<\/p>\n<p>If you can reduce \u201cI need to handle this\u201d to a single message, you unlock an entirely different workflow. Quick reviews while commuting. Lightweight fixes without opening a laptop. Async approvals. Repo questions answered instantly. A control plane for your codebase that fits in your pocket.<\/p>\n<p>That\u2019s what aImsg became: not just an AI coding agent \u2014 but a frictionless layer between you and your repositories.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>If you have any input or criticisms, please let us know!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>We almost didn\u2019t ship this.<\/p>\n<p>Not because it didn\u2019t work.<br \/>Because it felt too simple.<\/p>\n<p>A coding agent that lives in messages. No installs. No setup. Just text.<br \/>We kept wondering if people would take it seriously.<\/p>\n<p>But every time we showed it, the pattern was the same.<br \/>Someone would try it, watch a branch get created, then pause for a second.<br \/>You could see the moment it clicked.<\/p>\n<p>That reaction made the decision for us.<\/p>\n<p>So we shipped.<\/p>\n<p>And this is just the start.<br \/>We\u2019re exploring Claude Code, OpenClaw integrations, and bringing this into places people already work like email, Slack, and Teams.<br \/>The goal is simple.<br \/>AI that meets you where you already are.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/A7JJNTVHU66YGY\" class=\"app-title\">YourClaw: 1-Click Openclaw Orchestration<\/a><\/p>\n<div class=\"one-liner\">Zero-config hosting to launch specialized AI teams instantly<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">32<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3aOpenClaw\u751f\u6001\u8bbe\u8ba1\u7684\u96f6\u914d\u7f6e\u6258\u7ba1\u5e73\u53f0\uff0c\u901a\u8fc7\u6d88\u9664\u90e8\u7f72\u548c\u914d\u7f6e\u7684\u590d\u6742\u6027\uff0c\u8ba9\u7528\u6237\u80fd\u5728\u4e00\u5206\u949f\u5185\u5feb\u901f\u90e8\u7f72\u5e76\u7ec4\u5408\u5177\u5907\u7279\u5b9a\u6280\u80fd\u7684AI\u667a\u80fd\u4f53\u56e2\u961f\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u8fd0\u7ef4\u548c\u6269\u5c55AI\u4ee3\u7406\u65f6\u9762\u4e34\u7684\u201cDocker\u96be\u9898\u201d\u548c\u534f\u4f5c\u6548\u7387\u4f4e\u4e0b\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/388efe53-19a9-445c-b623-fb9f5391dbc9.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=-lKSh7GFde0\"><source src=\"https:\/\/www.youtube.com\/watch?v=-lKSh7GFde0\" 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\/24f5fb45-147f-47e3-9e44-6ed8ad5d72cc.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\/3fd7d63e-c4b9-429a-b469-8edbce917647.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\/31d797ca-7f13-4953-807d-e2499fbdfbcd.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\/47f5851c-a6b5-4c45-b330-f41b94f2d96a.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\">Open Source<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u96f6\u914d\u7f6e\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">OpenClaw\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u591a\u4ee3\u7406\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u786c\u4ef6<\/span><br \/>\n <span class=\"tag\">\u6d88\u606f\u7f51\u5173<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">AI\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u81ea\u52a8\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u6b63\u9762\uff0c\u8ba4\u53ef\u5176\u6d88\u9664\u57fa\u7840\u8bbe\u65bd\u6469\u64e6\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u5f00\u53d1\u8005\u81ea\u8ff0\u89e3\u51b3\u81ea\u8eab\u75db\u70b9\u800c\u521b\u5efa\u3002\u6709\u7528\u6237\u8be2\u95ee\u76ee\u6807\u5ba2\u6237\u662f\u673a\u6784\u8fd8\u662f\u4f01\u4e1a\u5185\u90e8\u56e2\u961f\uff0c\u521b\u59cb\u4eba\u56de\u590d\u76ee\u524d\u805a\u7126\u4e8e\u7ec8\u7aef\u7528\u6237\u548c\u5185\u90e8\u56e2\u961f\uff0c\u65e8\u5728\u5b9e\u73b0\u201c\u5373\u63d2\u5373\u7528\u201d\u7684\u5feb\u901f\u534f\u4f5c\u7f51\u7edc\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 YourClaw\u7684\u5b9e\u8d28\uff0c\u662f\u5c06\u5f53\u4e0b\u706b\u70ed\u7684AI\u667a\u80fd\u4f53\uff08Agent\uff09\u7f16\u6392\u4e0e\u90e8\u7f72\uff0c\u4ece\u4e00\u79cd\u6280\u672f\u6311\u6218\u964d\u7ef4\u6210\u4e00\u79cd\u53ef\u6d88\u8d39\u7684\u4e91\u670d\u52a1\u3002\u5176\u5ba3\u79f0\u7684\u201c\u96f6\u914d\u7f6e\u201d\u548c\u201c\u4e00\u5206\u949f\u90e8\u7f72\u201d\uff0c\u76f4\u6307\u5f53\u524dAI\u5e94\u7528\u5f00\u53d1\u4e2d\u6700\u987d\u56fa\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u95ee\u9898\uff1a\u5373\u4f7f\u6709\u4e86\u5f3a\u5927\u7684\u5f00\u6e90\u6846\u67b6\uff08\u5982OpenClaw\uff09\uff0c\u5c06\u539f\u578b\u8f6c\u5316\u4e3a\u7a33\u5b9a\u3001\u53ef\u6269\u5c55\u3001\u53ef\u96c6\u6210\u7684\u670d\u52a1\u4f9d\u7136\u95e8\u69db\u6781\u9ad8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u7684\u7cbe\u660e\u4e4b\u5904\u5728\u4e8e\u4e09\u5c42\u5305\u88c5\uff1a\u9996\u5148\uff0c\u4ee5\u201c\u6d88\u9664Docker\u620f\u5267\u201d\u4e3a\u94a9\u5b50\uff0c\u5438\u5f15\u538c\u5026\u8fd0\u7ef4\u7684\u5f00\u53d1\u8005\uff1b\u5176\u6b21\uff0c\u6784\u5efa\u201c\u6280\u80fd\u5e02\u573a\u201d\uff0c\u5c06\u667a\u80fd\u4f53\u80fd\u529b\u6a21\u5757\u5316\u3001\u5546\u54c1\u5316\uff0c\u8bd5\u56fe\u521b\u9020\u751f\u6001\u7c98\u6027\u548c\u65b0\u7684\u6536\u5165\u6e20\u9053\uff1b\u6700\u540e\uff0c\u63d0\u4f9b\u4f01\u4e1a\u7ea7\u786c\u4ef6\u548c\u4e3b\u6d41\u901a\u8baf\u7f51\u5173\uff0c\u6697\u793a\u5176\u670d\u52a1\u7684\u751f\u4ea7\u5c31\u7eea\u6027\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u552e\u5356\u201c\u6613\u7528\u6027\u201d\u548c\u201c\u65f6\u95f4\u201d\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u65e9\u671f\u7684Web\u6258\u7ba1\u670d\u52a1\u5982\u51fa\u4e00\u8f99\uff0c\u53ea\u662f\u6258\u7ba1\u5bf9\u8c61\u4ece\u7f51\u7ad9\u53d8\u6210\u4e86AI\u667a\u80fd\u4f53\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u6df1\u5ea6\u7ed1\u5b9aOpenClaw\u751f\u6001\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u8be5\u751f\u6001\u7684\u5174\u8870\u5c06\u76f4\u63a5\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u3002\u5176\u6b21\uff0c\u201c\u6280\u80fd\u5e02\u573a\u201d\u7684\u6210\u529f\u6781\u5ea6\u4f9d\u8d56\u793e\u533a\u6d3b\u8dc3\u5ea6\u548c\u6280\u80fd\u8d28\u91cf\uff0c\u8fd9\u9700\u8981\u6301\u7eed\u7684\u8fd0\u8425\u548c\u6fc0\u52b1\uff0c\u975e\u6280\u672f\u4ea7\u54c1\u672c\u8eab\u6240\u80fd\u4fdd\u8bc1\u3002\u6700\u540e\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u201c\u96f6\u914d\u7f6e\u201d\u5728\u9762\u4e34\u4f01\u4e1a\u7ea7\u5ba2\u6237\u590d\u6742\u7684\u5b9a\u5236\u5316\u3001\u5b89\u5168\u5408\u89c4\u9700\u6c42\u65f6\uff0c\u80fd\u7ef4\u6301\u591a\u4e45\u503c\u5f97\u6000\u7591\u3002\u5f53\u524d\u7248\u672c\u66f4\u50cf\u662f\u4e00\u4e2a\u9762\u5411\u65e9\u671f\u91c7\u7528\u8005\u548c\u7231\u597d\u8005\u7684\u6548\u7387\u5de5\u5177\uff0c\u5176\u80fd\u5426\u8de8\u8d8a\u9e3f\u6c9f\uff0c\u6210\u4e3a\u4f01\u4e1aIT\u6808\u4e2d\u53ef\u9760\u7684\u4e00\u73af\uff0c\u53d6\u51b3\u4e8e\u540e\u7eed\u5728\u53ef\u89c2\u6d4b\u6027\u3001\u6210\u672c\u4f18\u5316\uff08\u5982\u5176\u8def\u7ebf\u56fe\u6240\u8ff0\uff09\u53ca\u4f01\u4e1a\u96c6\u6210\u80fd\u529b\u4e0a\u7684\u6df1\u5ea6\uff0c\u800c\u975e\u4ec5\u4ec5\u662f\u90e8\u7f72\u901f\u5ea6\u3002\u5b83\u6293\u4f4f\u4e86\u5f53\u4e0b\u7684\u4e00\u4e2a\u771f\u75db\u70b9\uff0c\u4f46\u8fdc\u672a\u5230\u9ad8\u6795\u65e0\u5fe7\u7684\u65f6\u523b\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\">YourClaw: 1-Click Openclaw Orchestration<\/span>\n <\/div>\n<div class=\"comment-content\">YourClaw is built for the OpenClaw ecosystem. We\u2019ve eliminated the “Docker drama” so you can deploy, skill, and scale a collaborative team of AI agents in seconds. With zero-config messaging gateways for WhatsApp\/Telegram and a built-in Skill Market, we turn your single bot into a specialized workforce on enterprise-grade hardware. Stop debugging, start scaling.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>As a software engineer, I spent too many hours fighting Docker errors and port conflicts just to keep an AI agent online. I built YourClaw to be the “Command Center” I always wanted for OpenClaw.<\/p>\n<p>Beyond just hosting, we wanted to make scaling effortless. You can now take a base agent, inject specific skills from our marketplace, and build a coordinated team of bots in under a minute.<\/p>\n<p>Key highlights for today’s launch:<br \/>\n– Zero-Config Gateways: Instant WhatsApp, Telegram, and Discord connectivity.<br \/>\n– Mission Control: Pro-level monitoring of your agent\u2019s health, memory, and uptime and task management.<br \/>\n– Skill Market: One-click upgrades to expand your agent’s capabilities.<\/p>\n<p>What\u2019s Next on our Roadmap:<br \/>\n– Token Usage Optimization: Advanced tools to monitor and reduce your LLM costs.<br \/>\n– Ready-to-Apply Templates: Specialized setups for Marketing, Sales, and App Development to make your OpenClaw super powerful instantly.<\/p>\n<p>We\u2019re offering the PH community 25% OFF with code YourClaw25.<\/p>\n<p>\ud83d\ude80 <a href=\"https:\/\/www.yourclaw.cloud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Deploy your first agent in 60 seconds<\/a>.<\/p>\n<p>I\u2019ll be here all day to answer your technical questions let\u2019s see what kind of teams you build!<\/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\">Congrats on the launch Abdellah! I’m currently self-hosting my OpenClaw, but totally see the value for people who want zero config:)<\/div>\n<div class=\"comment-actions\">\n<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\">@basma_el_khamlichi Thanks Basma! Self-hosting is great, but we\u2019re here for everyone who wants to skip the config and just start building! \ud83d\ude0a<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 an interesting evolution of the OpenClaw ecosystem.<\/p>\n<\/p>\n<p>Removing infra friction is such an underrated unlock for AI builders. The Skill Market concept is especially cool feels like going from one intern to a full team instantly.<\/p>\n<\/p>\n<p>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\">@iimedr Thanks Mohamed! Making that full team jump instant is exactly why we built this. \ud83d\ude80<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 @adam_crafts<br \/>\nI m experimenting a lot with Openclaw this days.<br \/>\nI m curious to know who is your target?<br \/>\nAgencies to install openclaw for their clients.<br \/>\nOr companies for their teams<\/div>\n<div class=\"comment-actions\">\n<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\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> Love the curiosity! Right now, we\u2019re actually laser-focused on the end user and internal teams.<\/p>\n<\/p>\n<p>We want to make setting up multi-agent flows in a collab network as fast and easy as possible basically ‘plug and play’ for teams who want to move quick. Would love to hear how the setup process is feeling for you so far! \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\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4ZALU2CSMOLDDE\" class=\"app-title\">Atomic AGI<\/a><\/p>\n<div class=\"one-liner\">AI-native SEO analytics & agents<\/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>Atomic AGI\u662f\u4e00\u6b3eAI\u539f\u751f\u7684SEO\u5206\u6790\u5e73\u53f0\uff0c\u5728AI\u641c\u7d22\u65f6\u4ee3\uff0c\u4e3a\u8425\u9500\u548cSEO\u56e2\u961f\u63d0\u4f9b\u8de8ChatGPT\u3001Gemini\u3001Perplexity\u3001Claude\u53caGoogle\u7684\u80fd\u89c1\u5ea6\u8ffd\u8e2a\u4e0e\u81ea\u52a8\u5316\u4f18\u5316\u4ee3\u7406\uff0c\u89e3\u51b3\u4e86\u591a\u5de5\u5177\u6570\u636e\u5272\u88c2\u548c\u4eba\u5de5\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02d3d373-5bbb-46ee-bd02-45ef9751c54c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ae3af97-fca6-422a-8f3d-096a6fc5ee7b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e4c5288f-5abd-4427-a882-58ca55a57a93.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/280a4811-1563-4180-bf0b-e2fc127986e9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e836582e-1c57-4086-abd8-34bc3c6c7671.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/54d5bdb4-2f75-410e-a5b2-2ed6444aff25.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u539f\u751fSEO<\/span><br \/>\n <span class=\"tag\">\u641c\u7d22\u5f15\u64ce\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u80fd\u89c1\u5ea6\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u5e73\u53f0<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u4e00\u4f53\u5316\u201d\u6574\u5408\u80fd\u529b\uff0c\u66ff\u4ee3\u4e86\u591a\u4e2a\u6602\u8d35\u5de5\u5177\uff0c\u4e3a\u975e\u4e13\u5bb6\u7528\u6237\u8bbe\u8ba1\uff0c\u64cd\u4f5c\u7b80\u5355\u3002\u6b63\u9762\u53cd\u9988\u96c6\u4e2d\u5728\u6570\u636e\u96c6\u4e2d\u3001\u51b3\u7b56\u652f\u6301\u3001\u4ea7\u54c1\u8fed\u4ee3\u5feb\u3002\u672a\u53d1\u73b0\u5177\u4f53\u529f\u80fd\u7f3a\u9677\u6216\u6539\u8fdb\u5efa\u8bae\u7684\u8bc4\u8bba\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 Atomic AGI\u7684\u53d9\u4e8b\u5de7\u5999\u5730\u8e29\u5728\u4e86\u4e24\u4e2a\u98ce\u53e3\u4e0a\uff1aAI\u641c\u7d22\u7684\u5d1b\u8d77\u4e0e\u4f20\u7edfSEO\u5de5\u5177\u7684\u50f5\u5316\u3002\u5176\u5ba3\u79f0\u7684\u201cAI-native\u201d\u5e76\u975e\u7a7a\u8c08\uff0c\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u6570\u636e\u8ffd\u8e2a\u4e0e\u5206\u6790\u4ece\u5355\u4e00\u7684Google\u5e1d\u56fd\uff0c\u62d3\u5c55\u81f3ChatGPT\u3001Claude\u7b49LLM\u6784\u6210\u7684\u201c\u6697\u6d77\u201d\u9886\u57df\u3002\u8fd9\u76f4\u51fb\u4e86\u5f53\u524d\u8425\u9500\u8005\u6700\u6df1\u7684\u7126\u8651\uff1a\u4f20\u7edfSEO\u5de5\u5177\u5bf9AI\u641c\u7d22\u6d41\u91cf\u51e0\u4e4e\u76f2\u89c6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u53ef\u80fd\u4e0d\u5728\u4e8e\u201c\u770b\u89c1\u201d\uff0c\u800c\u5728\u4e8e\u201c\u4ee3\u7406\u201d\u3002\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201cdeploy agents that automate optimization workflows\u201d\u4e00\u53e5\uff0c\u6697\u793a\u4e86\u5176\u4ece\u5206\u6790\u5de5\u5177\u5411\u81ea\u52a8\u5316\u6267\u884c\u5e73\u53f0\u7684\u91ce\u5fc3\u3002\u8fd9\u4e0d\u518d\u662f\u63d0\u4f9b\u4e00\u4efd\u5f85\u529e\u6e05\u5355\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u81ea\u52a8\u5b8c\u6210\u6e05\u5355\u7684\u201c\u6570\u5b57\u5458\u5de5\u201d\u3002\u5982\u679c\u5176\u4ee3\u7406\u80fd\u529b\u8db3\u591f\u6df1\u5165\u53ef\u9760\uff0c\u5c06\u53ef\u80fd\u91cd\u6784SEO\u5de5\u4f5c\u6d41\uff0c\u4ece\u201c\u4eba\u5206\u6790\u5de5\u5177\u201d\u8f6c\u5411\u201c\u4eba\u7ba1\u7406AI\u4ee3\u7406\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u8bc4\u8bba\u4e2d\u201ceverything in one place\u201d\u7684\u8d5e\u8a89\uff0c\u4e5f\u53cd\u886c\u51fa\u5f53\u524dSEO\u5de5\u5177\u5e02\u573a\u7684\u788e\u7247\u5316\u4e0e\u6602\u8d35\u75fc\u75be\u3002Atomic AGI\u4ee5\u6574\u5408\u8005\u59ff\u6001\u51fa\u73b0\uff0c\u964d\u4f4e\u4e86\u6570\u636e\u83b7\u53d6\u95e8\u69db\u548c\u64cd\u4f5c\u590d\u6742\u5ea6\uff0c\u7784\u51c6\u4e86\u4e2d\u5c0f\u56e2\u961f\u548c\u975e\u4e13\u5bb6\u7528\u6237\uff0c\u8fd9\u662f\u4e00\u4e2a\u660e\u667a\u7684\u5dee\u5f02\u5316\u5207\u5165\u7b56\u7565\u3002\u4f46\u9700\u8b66\u60d5\u7684\u662f\uff0c\u4e00\u4f53\u5316\u5f80\u5f80\u4f34\u968f\u6df1\u5ea6\u59a5\u534f\u3002\u5728\u4e13\u4e1aSEO\u5de5\u7a0b\u5e08\u773c\u4e2d\uff0c\u5176\u6570\u636e\u5206\u6790\u7684\u9897\u7c92\u5ea6\u3001\u5ba1\u8ba1\u7684\u4e25\u8c28\u6027\u3001\u4ee3\u7406\u51b3\u7b56\u7684\u900f\u660e\u5ea6\uff0c\u80fd\u5426\u4e0e\u8001\u724c\u5782\u76f4\u5de5\u5177\u6297\u8861\uff0c\u4ecd\u662f\u672a\u77e5\u6570\u3002\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u51fa\u8272\u7684\u201c\u6218\u7565\u4eea\u8868\u76d8\u201d\u800c\u975e\u201c\u5168\u80fd\u5de5\u574a\u201d\u3002\u5176\u957f\u671f\u6210\u529f\u7684\u5173\u952e\uff0c\u5728\u4e8e\u80fd\u5426\u5728\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\u7684\u540c\u65f6\uff0c\u4e0d\u727a\u7272\u4e13\u4e1a\u573a\u666f\u4e0b\u7684\u529f\u80fd\u6df1\u5ea6\uff0c\u5e76\u771f\u6b63\u5efa\u7acb\u8d77AI\u4ee3\u7406\u6267\u884c\u6548\u679c\u7684\u4fe1\u4efb\u58c1\u5792\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u5728\u7ea2\u6d77\u4e2d\u6dfb\u52a0\u4e86AI\u6807\u7b7e\u7684\u6574\u5408\u578b\u5de5\u5177\uff0c\u96be\u8a00\u9769\u547d\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\">Atomic AGI<\/span>\n <\/div>\n<div class=\"comment-content\">Atomic AGI is an AI-native SEO platform with analytics and AI agents built for the AI search era. Track visibility across ChatGPT, Gemini, Perplexity, Claude, and Google, analyze performance and conversions, run technical audits, and deploy agents that automate optimization workflows. Atomic unifies data tracking, processing, analysis, and execution so teams can scale growth across Google and LLMs – without scaling headcount.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Not only AGI, everything is in one place, website status, opportunities, no need for 5 different overpriced tools when you need simple data to make decisions that count.<\/p>\n<p>Great tool team!<\/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\/@ralic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ralic<\/a> Exactly. Why pay for 5 disconnected tools when the data you actually need can be centralized in one? Happy you’re getting value from 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>Happy customer. You guys rock!<\/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\/@1aleksa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@1aleksa<\/a> Thank you! We built it for people exactly like you, more coming soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been using it since the alpha, amazing progress of the product, good luck!<\/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\/@lazarkrstic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lazarkrstic<\/a> Thank you for your trust!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>AI search is already impacting traffic, brand visibility, and conversions, but most teams have zero insight into it.<\/p>\n<p>I’m glad Atomic is here to change that and excited for what this unlocks \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Using this tool on all my websites, it’s really helpful for non-SEO experts<\/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\/@marko_mandic94\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marko_mandic94<\/a> Glad to hear that, we’ve built it with non-SEO-experts and no-code marketers audience in mind.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Work-changing tool. You can actually see where you show up, where you don\u2019t, what to fix, and HOW! It feels like someone finally built a tool for how discovery actually works.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) {\n e.preventDefault();\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u5173\u95ed\u6a21\u6001\u6846\n closeBtn.onclick = function() {\n modal.style.display = \"none\";\n \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"auto\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n closeBtn.addEventListener('touchstart', function(e) {\n e.preventDefault();\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }, { passive: false });\n }<\/p>\n<p> \/\/ \u70b9\u51fb\u6a21\u6001\u6846\u5916\u90e8\u5173\u95ed\n window.onclick = function(event) {\n if (event.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n modal.addEventListener('touchstart', function(e) {\n if (e.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }, { passive: true });\n }<\/p>\n<p> \/\/ \u6309ESC\u952e\u5173\u95ed\u6a21\u6001\u6846\n document.addEventListener('keydown', function(event) {\n if (event.key === 'Escape' && modal.style.display === 'block') {\n modal.style.display = 'none';\n document.body.style.overflow = \"auto\";\n }\n });<\/p>\n<p> \/\/ \u68c0\u67e5\u6bcf\u4e2a\u5a92\u4f53\u753b\u5eca\u4e2d\u662f\u5426\u53ea\u6709\u4e00\u4e2a\u9879\u76ee\uff0c\u5982\u679c\u662f\uff0c\u6dfb\u52a0single-item\u7c7b\n document.querySelectorAll('.media-gallery').forEach(gallery => {\n if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n gallery.classList.add('single-item');\n }\n });<\/p>\n<p> \/\/ \u521d\u59cb\u5316\u89e6\u6478\u4f18\u5316\n addTouchOptimization();<\/p>\n<p> \/\/ \u7a97\u53e3\u5927\u5c0f\u53d8\u5316\u65f6\u91cd\u65b0\u68c0\u67e5\u753b\u5eca\u72b6\u6001\n window.addEventListener('resize', function() {\n document.querySelectorAll('.media-gallery').forEach(gallery => {\n if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n gallery.classList.add('single-item');\n } else {\n gallery.classList.remove('single-item');\n }\n });\n });<\/p>\n<p> \/\/ --- \u8bc4\u8bba\u533a\u57df\u6298\u53e0\/\u5c55\u5f00\u529f\u80fd ---\n const commentToggles = document.querySelectorAll('.comments-toggle');<\/p>\n<p> commentToggles.forEach(toggle => {\n toggle.addEventListener('click', function() {\n \/\/ \u5207\u6362\u5f53\u524dtoggle\u7684open\u72b6\u6001\n this.classList.toggle('open');<\/p>\n<p> \/\/ \u83b7\u53d6\u5bf9\u5e94\u7684\u8bc4\u8bba\u5bb9\u5668\n const commentsContainer = this.nextElementSibling;\n if (commentsContainer && commentsContainer.classList.contains('comments-container')) {\n commentsContainer.classList.toggle('open');\n }\n });\n });\n<\/script><\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-02-23 PH\u70ed\u699c | 2026-02-23 #1 Sitel […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"template-clean-canvas.php","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-142","post","type-post","status-publish","format-standard","hentry","category-producthunt"],"_links":{"self":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/142","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/comments?post=142"}],"version-history":[{"count":0,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/142\/revisions"}],"wp:attachment":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/media?parent=142"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/categories?post=142"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/tags?post=142"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}