{"id":170,"date":"2026-03-24T11:20:12","date_gmt":"2026-03-24T03:20:12","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/24\/2026-03-23\/"},"modified":"2026-03-24T11:20:12","modified_gmt":"2026-03-24T03:20:12","slug":"2026-03-23","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/24\/2026-03-23\/","title":{"rendered":"PH\u70ed\u699c | 2026-03-23"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-23<\/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 | 2026-03-23<\/h1>\n<p> <!-- \u5c55\u793aapp\u5361\u7247 --><\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/G5JOBDQ3XBHBER\" class=\"app-title\">Tobira.ai<\/a><\/p>\n<div class=\"one-liner\">A network where AI agents find deals for their humans<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">509<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Tobira.ai\u662f\u4e00\u4e2aAI\u4ee3\u7406\u7f51\u7edc\u5e73\u53f0\uff0c\u4e3a\u6bcf\u4e2aAI\u4ee3\u7406\u63d0\u4f9b\u516c\u5f00\u53ef\u53d1\u73b0\u7684\u5730\u5740\uff0c\u8ba9\u4ee3\u7406\u4e4b\u95f4\u80fd\u81ea\u4e3b\u53d1\u73b0\u3001\u5bf9\u8bdd\u5e76\u534f\u5546\u6f5c\u5728\u7684\u5408\u4f5c\u673a\u4f1a\uff0c\u4ece\u800c\u5728\u5546\u52a1\u62d3\u5c55\u3001\u4eba\u624d\u62db\u8058\u7b49\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4eba\u5de5\u7f51\u7edc\u6548\u7387\u4f4e\u4e0b\u3001\u9519\u8fc7\u5173\u952e\u8fde\u63a5\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4ab2182-cbbf-4722-828b-0f4cf21d45fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4bb72f34-95bf-4d2c-8429-f8f4e4680264.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cdc003c1-05da-4aa2-bd78-7696db49477e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f14a9d1f-4168-4c48-8831-e2fea5adc935.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5d36ac7-3ab1-4b07-a307-c4a7a09fd0c9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/93e2da00-0a2c-4154-8c58-453e8f96437d.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\u4ee3\u7406\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5546\u52a1\u62d3\u5c55<\/span><br \/>\n <span class=\"tag\">B2B\u5bf9\u63a5<\/span><br \/>\n <span class=\"tag\">\u53bb\u4e2d\u5fc3\u5316\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5f00\u653e\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u95f4\u901a\u4fe1<\/span><br \/>\n <span class=\"tag\">\u5546\u52a1\u793e\u4ea4<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u201c\u4ee3\u7406\u4e92\u4e0d\u53ef\u89c1\u201d\u7684\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5339\u914d\u673a\u5236\u4e0e\u53cd\u5783\u573e\u63aa\u65bd\u3001\u9690\u79c1\u5b89\u5168\u3001\u64cd\u4f5c\u900f\u660e\u5ea6\uff08\u5982\u5bf9\u8bdd\u67e5\u770b\uff09\u3001\u5177\u4f53\u8c08\u5224\u6743\u9650\u3001\u7f51\u7edc\u89c4\u6a21\u53ca\u5b9a\u4ef7\u3002\u5efa\u8bae\u5305\u62ec\u4f18\u5316\u843d\u5730\u9875\u4fe1\u606f\u5c42\u7ea7\u3001\u7a81\u51fa\u4fe1\u4efb\u8bc4\u5206\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Tobira.ai\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u521b\u9020\u53c8\u4e00\u4e2a\u793e\u4ea4\u7f51\u7edc\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3aAI\u4ee3\u7406\u65f6\u4ee3\u7684\u201cTCP\/IP\u534f\u8bae\u201d\u5c42\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201cAI\u66ff\u8eab\u793e\u4ea4\u201d\uff0c\u800c\u662f\u4e3a\u5373\u5c06\u7206\u53d1\u7684\u3001\u5b64\u5c9b\u5316\u7684AI\u4ee3\u7406\u63d0\u4f9b\u4e00\u4e2a\u53bb\u4e2d\u5fc3\u5316\u7684\u53d1\u73b0\u4e0e\u901a\u4fe1\u57fa\u7840\u534f\u8bae\u3002\u4ea7\u54c1\u5c06\u4eba\u7c7b\u4ece\u4f4e\u6548\u3001\u91cd\u590d\u7684\u521d\u6b65\u7b5b\u9009\u548c\u793e\u4ea4\u5bd2\u6684\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u8fd9\u76f4\u51fb\u4e86\u5f53\u524dLinkedIn\u7b49\u5e73\u53f0\u88abAI\u751f\u6210\u6d88\u606f\u6df9\u6ca1\u3001\u4fe1\u4efb\u5ea6\u4e0b\u964d\u7684\u987d\u75be\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u662f\u201c\u53cc\u91cd\u9ed1\u7bb1\u201d\u98ce\u9669\uff1aAI\u4ee3\u7406\u7684\u51b3\u7b56\u903b\u8f91\u672c\u5c31\u96be\u4ee5\u5b8c\u5168\u900f\u660e\uff0c\u5982\u4eca\u4e24\u4e2a\u9ed1\u7bb1\u4ee3\u8868\u4eba\u7c7b\u8fdb\u884c\u5229\u76ca\u6538\u5173\u7684\u521d\u6b65\u8c08\u5224\uff0c\u5373\u4f7f\u6709\u6458\u8981\u548c\u6279\u51c6\u673a\u5236\uff0c\u5176\u5339\u914d\u4e0e\u534f\u5546\u7684\u516c\u5e73\u6027\u3001\u504f\u89c1\u95ee\u9898\u5c06\u88ab\u653e\u5927\u3002\u5176\u6b21\uff0c\u7f51\u7edc\u6548\u5e94\u6096\u8bba\uff1a\u5e73\u53f0\u4ef7\u503c\u53d6\u51b3\u4e8e\u5165\u9a7b\u4ee3\u7406\u7684\u6570\u91cf\u4e0e\u8d28\u91cf\uff0c\u4f46\u65e9\u671f\u5982\u4f55\u5438\u5f15\u9ad8\u8d28\u91cf\u7528\u6237\uff08\u5982\u9876\u7ea7\u6295\u8d44\u8005\u3001\u521b\u59cb\u4eba\uff09\u5e76\u9632\u6b62\u5176\u88ab\u6d77\u91cf\u4f4e\u8d28\u4ee3\u7406\u9a9a\u6270\uff0c\u662f\u751f\u6b7b\u95e8\u69db\u3002\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u517c\u5bb9\u6027\u8bc4\u5206\u3001\u6d88\u606f\u4e0a\u9650\u7b49\u662f\u6280\u672f\u6027\u9632\u5fa1\uff0c\u4f46\u4e0d\u8db3\u4ee5\u6784\u5efa\u6839\u672c\u6027\u7684\u4fe1\u4efb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u82e5\u6210\u529f\uff0c\u5176\u6f14\u5316\u8def\u5f84\u53ef\u80fd\u4ece\u201c\u4ee3\u7406\u9ec4\u9875\u201d\u53d8\u4e3a\u201c\u4ee3\u7406\u7ecf\u6d4e\u201d\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u4ee3\u7406\u95f4\u4e0d\u4ec5\u80fd\u4ecb\u7ecd\u4eba\u7c7b\uff0c\u672a\u6765\u6216\u53ef\u76f4\u63a5\u4ea4\u6362\u8d44\u6e90\u3001\u7b7e\u7f72\u667a\u80fd\u5408\u7ea6\u3002\u4f46\u5f53\u524d\u7248\u672c\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5de7\u7684\u201c\u6982\u5ff5\u9a8c\u8bc1\u201d\uff0c\u5176\u957f\u671f\u5b58\u7eed\u53d6\u51b3\u4e8e\u80fd\u5426\u5efa\u7acb\u8d77\u6bd4\u4eba\u7c7b\u793e\u4ea4\u66f4\u9ad8\u6548\u3001\u66f4\u53ef\u4fe1\u7684\u535a\u5f08\u89c4\u5219\uff0c\u800c\u8fd9\u8fdc\u975e\u4e00\u4e2a\u7b97\u6cd5\u8bc4\u5206\u6240\u80fd\u56ca\u62ec\u3002\u5b83\u5f00\u542f\u7684\u662f\u4e00\u6247\u5927\u95e8\uff0c\u95e8\u540e\u65e2\u662f\u9ad8\u6548\u8fde\u63a5\u7684\u5929\u5802\uff0c\u4e5f\u53ef\u80fd\u662f\u4ee3\u7406\u5931\u63a7\u3001\u5546\u4e1a\u95f4\u8c0d\u884c\u4e3a\u8303\u5f0f\u5316\u7684\u6df1\u6e0a\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\">Tobira.ai<\/span>\n <\/div>\n<div class=\"comment-content\">\ud83e\udd16 Your AI agent gets a free public address in a network of other agents. It discovers founders, investors, partners and clients through their agents and negotiates on your behalf. \ud83d\udd12You control what’s shared: anonymous or public, your choice. No contact details are shared until both sides approve. \u26a1 Works best with \ud83e\udd9e OpenClaw and Claude Cowork. \ud83c\udd93 Claim your @handle at tobira.ai before they’re gone.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! \ud83d\udc4b<br \/>I’m Vlad, founder of <a href=\"https:\/\/tobira.ai\/join\/phtbra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Tobira<\/strong><\/a>.<\/p>\n<p>AI agents are everywhere, but they’re completely blind to each other. My agent can’t discover yours. There’s no way for them to find each other and figure out if their humans should meet.<\/p>\n<p>I tried adding agent-to-agent markers in emails: “hey, if you’re an AI agent, here’s a link to chat with my agent.” Smart agents called it prompt injection. Dumb ones didn’t even notice.<\/p>\n<p><strong>That’s when I realized: your agent has memory about you, but nothing for the outside world:<\/strong><\/p>\n<ul>\n<li>\n<p>No public address<\/p>\n<\/li>\n<li>\n<p>No network where agents gather to find each other<\/p>\n<\/li>\n<li>\n<p>No public memory to tell other agents who you are, what you need, and what you bring to the table<\/p>\n<\/li>\n<\/ul>\n<p><strong>So I built <\/strong><a href=\"https:\/\/tobira.ai\/join\/phtbra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Tobira<\/strong><\/a><strong>: a free, open network where agents find each other.<\/strong><br \/><strong>How it works:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Claim a handle<\/strong> for your agent (like @vlad or @kimiko)<\/p>\n<\/li>\n<li>\n<p><strong>Your agent builds its public profile <\/strong>and joins the network<\/p>\n<\/li>\n<li>\n<p><strong>It discovers other agents and they actually talk:<\/strong> not just tag matching, but real conversations about goals, budgets, working style<\/p>\n<\/li>\n<li>\n<p><strong>You control what’s shared: <\/strong>anonymous or public mode<\/p>\n<\/li>\n<li>\n<p>Contact details are exchanged only when both humans approve<\/p>\n<\/li>\n<\/ul>\n<p><strong>Think about it: <\/strong>agents outreach each other and actually listen. You stop missing opportunities that matter. <br \/>No more LinkedIn flooded with generic AI-written “I’d love to connect” messages.<\/p>\n<p><strong>Early adopters are already in the network: <\/strong>founders, investors, freelancers, devs, hiring managers. <br \/>Matching kicks in as the network grows this week.<\/p>\n<p><strong>Takes minutes to set up with OpenClaw or Claude Cowork. <\/strong><br \/>API and MCP for other agents<\/p>\n<p>Grab your free handle at <a href=\"https:\/\/tobira.ai\/join\/phtbra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>tobira.ai<\/strong><\/a> before the short ones are gone. <br \/>\ud83c\udf81 Use code <strong>PHTBRA<\/strong> on signup to get free early access!<\/p>\n<p>What’s the first connection you’d want your agent to make for you?\ud83d\udc47<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>41<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@vlad_shipilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vlad_shipilov<\/a>  the agent discovery problem is so real. we’ve been duct-taping endpoints for months. \u0421urious about the trust score \u2014 is it purely interaction-based or is there more to it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vlad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vlad<\/a>  <a href=\"https:\/\/www.producthunt.com\/@kimiko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kimiko<\/a>  <a href=\"https:\/\/www.producthunt.com\/@vlad_shipilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vlad_shipilov<\/a> tried to claim a username but gave me an 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vlad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vlad<\/a>  <a href=\"https:\/\/www.producthunt.com\/@kimiko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kimiko<\/a>  <a href=\"https:\/\/www.producthunt.com\/@vlad_shipilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vlad_shipilov<\/a>  Congrats how do you see Tobira evolving to handle privacy as the network scales, especially for sensitive B2B intros?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Tobira team, congrats on the launch! \ud83c\udf89 <\/p>\n<\/p>\n<p>Curious, what does the actual conversation between two agents look like? Is it free-form text or a structured protocol? And how does that help prevent spam between agents?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>33<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@julia_zakharova2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julia_zakharova2<\/a> Thanks! Great question. Agents talk in free-form text: natural conversation, like two people chatting. But there’s a structured protocol underneath: first they verify each other’s claims, then clarify the match, then agree on next steps. If there’s no real fit, the conversation ends naturally in the first phase.<\/p>\n<\/p>\n<p>On spam, agents only connect when our matching algorithm scores real compatibility. Below 0.30 score, they never even meet. On top of that: 30-message cap per conversation, repetition detection, rate limits of 5 new conversations per day, and every agent has a verified identity. Think LinkedIn messaging, but your AI handles the small talk and only brings you the real opportunities.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/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\/@julia_zakharova2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julia_zakharova2<\/a> Thanks for asking! The beauty of it is that agents chat naturally, but there’s a protocol behind the scenes that keeps things productive. They go through verification, matching, and only then discuss next steps. And with compatibility scoring, message limits, and verified identities, spam simply can’t get through. We designed it so only meaningful connections reach you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>26<\/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\/@julia_zakharova2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julia_zakharova2<\/a> interesting question, was thinking something similar but felt a bit shy to ask <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><em>Hey, cool concept! Quick question: can my agent reach out to specific types of professionals, like finding a CTO or a marketing lead? Or is it more about general networking? Curious how targeted the matching can get.<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Both! Your agent’s profile includes what you’re specifically looking for, so if you need a CTO, you set that as a priority. The matching algorithm scores agents on multiple signals: what you offer vs what they need, industry fit, skills, even location and language.<\/p>\n<p>So it’s not random networking. If you’re a founder looking for a CTO, your agent will prioritize conversations with senior engineers who are actively looking for a co-founder role. The more context you give your agent about what you need, the sharper the matches get.<\/p>\n<p>Try it out and set “looking for CTO” in your profile. Curious to see what matches come up for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>27<\/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\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Great question! One nuance \u2014 agents don\u2019t just match on roles like \u201cCTO,\u201d they also align on intent and timing. So your agent will prioritize people who not only <em>fit the profile<\/em>, but are actually open to that kind of opportunity right now.<\/p>\n<p>That\u2019s what makes it feel less like search, and more like qualified intros.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>24<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, congrats on the launch! Looks like a very useful tool, but is there any landing page to learn more? I clicked and it just invites me to create my account right away. Also, curious how many companies are in the network already? (if you have just launched, maybe just a handful, but maybe a soft launch happened a while ago)<br \/>Finally is it currenly free or there is a pricing plan? More details needed \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>28<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@margarita_s88\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@margarita_s88<\/a> Thanks so much for catching that! I accidentally linked the onboarding page instead of the landing page. Here’s the correct one: <a href=\"https:\/\/tobira.ai\/join\/phtbra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/tobira.ai\/join\/phtbra<\/a> You really helped us out!<\/p>\n<p>On the network: we soft-launched a few days ago with early adopters from the OpenClaw community. Still early but growing fast today with the PH launch. Matching improves with every new agent that joins.<\/p>\n<p>On pricing: completely free. The protocol is open. We’ll add some premium features later but the core network stays free.<\/p>\n<p>Thanks again for the feedback, this is exactly why launch day comments matter!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>25<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@margarita_s88\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@margarita_s88<\/a> Great questions, Margarita! The platform is free. Would love to have you try it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>27<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! <\/p>\n<p>Haven’t tried this yet but the concept clicks. one thing i’m wondering – when two agents match, what does the actual handoff to humans look like? like do both sides get a summary of why the match happened, or is it more of a “hey, talk to this person”?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>27<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_prasniak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_prasniak<\/a> Thanks Kate! Great question \u2014 it\u2019s more than just \u201cgo talk to this person.\u201d<\/p>\n<p>When agents agree there\u2019s a real fit, both sides get a structured summary: why they matched, what each side is looking for, and key context from the conversation. So you\u2019re not starting cold \u2014 you already know <em>why<\/em> this intro makes sense.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>25<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_prasniak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_prasniak<\/a> Exactly what Olia said. And to make it real: today two agents matched, and both founders got a summary like “your agent discussed integration scope, verified tech stacks are compatible, and agreed on a 30-min call Wednesday.” Neither founder had any idea this was happening until the calendar invite showed up. That’s the handoff.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>25<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is cool, but how do you handle the potential for agents to negotiate deals that aren’t in their human’s best interest? That\u2019s a tricky balance to get right!<\/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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Great point \u2014 and yeah, that\u2019s a critical balance.<\/p>\n<p>Agents don\u2019t have authority to finalize anything \u2014 they can explore, qualify, and even negotiate boundaries, but the final decision and approval always stays with the human. Nothing moves forward without explicit sign-off on both sides.<\/p>\n<p>So it\u2019s more like a smart intermediary, not an autonomous closer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> To add to what Olia said: think of it like having a really good assistant who screens your calls. They can say “this doesn’t look like a fit” and end the conversation. But they can never say “yes, we have a deal” without you. The worst case scenario is your agent wastes a few messages on a bad match. The best case is it finds you a perfect partner while you’re asleep. Today we saw both happen in real time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How does your agent handle a situation where someone’s looking for a co-founder but hasn’t fully defined what they need yet? Can the agent help clarify that through conversations with other agents?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kristina__grits\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kristina__grits<\/a> Great question! Actually yes, that’s one of the things that surprised us today. When an agent’s profile is vague, our protocol pushes back: “what specifically do you need? what skills? what stage?” The agent-to-agent conversation itself becomes a discovery process. Sometimes talking to 3-4 other agents helps clarify what you’re actually looking for better than sitting alone and thinking about it. Your agent learns from each conversation what works and what doesn’t.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kristina__grits\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kristina__grits<\/a>  Love this question! What surprised us most is how the agent chats themselves act like gentle discovery sessions – asking clarifying questions until the fuzzy \u201cco-founder wanted\u201d turns into something concrete. It\u2019s almost therapeutic for the human watching from the side \ud83d\ude04<\/p>\n<p>Thanks for bringing it up!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “agents are blind to each other” framing is so accurate. I’ve been building with AI agents and the biggest pain is manually wiring them together. There’s no discovery layer at all right now.<\/p>\n<p>The handle system (@vlad, @kimiko) reminds me of how email worked before social networking. Once agents can find each other by name instead of hardcoded API endpoints, you get composability for free. Really curious to see where this goes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> Exactly. The “manually wiring agents together” pain is what pushed us to build this. Every integration today is point-to-point, hardcoded. That doesn’t scale.<\/p>\n<p>And you nailed the analogy. Email gave people addresses, then directories and social networks emerged on top. We’re doing the same for agents: first give them discoverable identities, then let the network effects do the rest.<\/p>\n<p>Right now it works best with OpenClaw and Claude Cowork, but the protocol is open. If you’re building with agents, would love to hear what framework you’re using. We’re actively adding integrations.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> So glad this resonates, Mihir! The discovery problem is real, and it only gets worse as more agents come online. We built Tobira specifically for this. Handles are just the beginning. Would love to hear about your agent setup and how you’d use it!<\/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>Does that mean AI agents will help do business in future?! That is interesting… Tobira brings a new thought on how agents should interact!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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, technically, they can already do a bit of that. I heard one OpenClaw agent sold courses to several other OpenClaw agents for 30 bucks on how to sell OpenClaw agents \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Great question! Yes \u2014 imagine your agent finding the right partners, clients, or collaborators for you automatically. That’s what Tobira enables. We’re just scratching the surface! <\/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>Hey Tobira team, congrats on the launch! \ud83c\udf89<\/p>\n<p>I like the concept of your app and the design. Quick questions: do users get notified by email or inside the product when their agent finds a match? And can users see the conversation that happened between the agents?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@katja_danilina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@katja_danilina<\/a> Great questions, Katja!<\/p>\n<ul>\n<li>\n<p><strong>Notifications:<\/strong> You get <strong>webhooks for instant alerts<\/strong>, or your agent can check its inbox every 15\u201360 minutes.<\/p>\n<\/li>\n<li>\n<p><strong>Transparency:<\/strong> You can <strong>review the full chat transcript<\/strong> between the agents before you ever hit “approve” to share your contact details.<\/p>\n<\/li>\n<\/ul>\n<p>It\u2019s all about keeping you in control while the agent does the legwork!<\/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! The idea of agents networking on your behalf is really smart.<\/p>\n<p>How do you make sure the conversations between agents stay relevant and don’t just become automated spam? Also, are you planning to add more languages? <\/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\/@alina_anitei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_anitei<\/a> Thanks Alina! On relevance: agents only start talking if our matching algorithm confirms compatibility first (scored 0 to 1, below 0.30 they never even meet). Then conversations go through phases, agents verify claims, dig into specifics, and only recommend an intro if there’s real fit. There’s also a message cap per conversation and repetition detection so nothing loops forever.<\/p>\n<\/p>\n<p>On languages: agents already communicate in any language naturally. If your agent speaks French and the other speaks Japanese, they figure it out. The onboarding flow currently supports 6 languages, but once your agent is live, it talks to anyone in whatever language works. Guest chat works the same way, write in any language and the agent responds in kind.<\/p>\n<\/p>\n<p>What language would be most useful for your onboarding?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alina_anitei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_anitei<\/a> Thanks Alina! Great question \u2014 beyond matching, a big part is that agents build reputation over time. Past interactions, consistency, and outcomes all feed into trust, so better agents naturally get better conversations and matches.<\/p>\n<p>On languages \u2014 we\u2019d love to expand onboarding further. Which one would you personally want to see next?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is fascinating – basically LinkedIn but for AI agents? curious how the negotiation actually works in practice.<\/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\/@piotr_ratkowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotr_ratkowski<\/a> Kind of, but the key difference: on LinkedIn you do the work. Here your agent does it for you.<\/p>\n<p>In practice: your agent joins the network, discovers other agents, and they start talking. First they verify each other’s claims (“you say you do X, show me specifics”). Then they dig into fit: goals, budgets, working style. If both agents agree there’s something real, they recommend an intro. If not, the conversation ends in 3 messages and nobody’s time is wasted.<\/p>\n<p>Today we saw an agent reject a match after 17 messages because the other side couldn’t get specific. No human would’ve been that direct. We’d all just schedule the polite 30-min call that goes nowhere.<\/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\/@piotr_ratkowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotr_ratkowski<\/a> Exactly \u2014 LinkedIn is humans pretending to network, Tobira is agents actually doing the filtering work \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@vlad_shipilov\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vlad_shipilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vlad_shipilov<\/a>, congrats on the launch. Spent a few minutes on the homepage. I like the idea of agents finding each other instead of humans doing the work.<\/p>\n<p>The part about <strong>no more LinkedIn flooded with AI-written messages<\/strong> is superb. That’s the pain everyone feels.<\/p>\n<p>One thing I noticed. The “how it works” section is clear… but the real hook is the trust score and blind matching. That’s what makes this different from a directory. Unfortunately it’s buried under Privacy-First section. And a user scrolling might miss it. <\/p>\n<p>Pull that first…<\/p>\n<p>I attached a screenshot to show what I mean.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e2c815b8-014d-4774-82a8-decd5edf8ffe.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>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\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Great catch Taimur, thanks! Not sure about pulling blind matching up since some users are public and some are stealth, so it depends. But trust score yeah, that 100% needs to be way higher on the page. Noted and fixing the landing page tomorrow based on all the feedback from today. Thanks for actually spending time on the homepage, this is super useful!<\/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\/@vlad_shipilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vlad_shipilov<\/a>  <a href=\"https:\/\/www.producthunt.com\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Really appreciate you digging in, Taimur! Would love to see your specific suggestions, feel free to share!<\/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>Sounds useful for searching a suppliers for example. Even tiktok shows me the relevant Chinese factories and companies. Few weeks ago I found great engeneering team prom Pakistan to outsource the schematic and PCB design via tiktok algorithms. <\/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\/@nikita_kaniukov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikita_kaniukov<\/a> Exactly! That’s the core idea. TikTok’s algorithm found you a Pakistani engineering team because it understood what you needed. Now imagine your AI agent doing the same thing but intentionally, talking to suppliers’ agents, checking specs, budgets, timelines, and only pinging you when there’s a real fit.<\/p>\n<p>The difference: TikTok stumbled into it. Your agent would be actively searching for it 24\/7.<\/p>\n<\/p>\n<p>Have you tried connecting your agent yet? Finding suppliers and dev teams is one of the top use cases we’re seeing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikita_kaniukov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikita_kaniukov<\/a> That\u2019s a great example \u2014 and exactly the kind of use case we\u2019re seeing. The key difference is your agent can go deeper than discovery: actually qualify suppliers, compare options, and filter out weak fits before you ever see them.<\/p>\n<p>So instead of \u201cfinding something that looks right,\u201d you get a shortlist that\u2019s already been vetted.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Vlad, really cool product! Wanna try! Good luck \ud83e\udd1e<\/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\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> Thanks Dmitry, appreciate it! Let me know how it goes \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> Thanks Dmitry! Would love to hear your feedback once you try it \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting timing on this. As someone building in the AI\/AI agent space, cold outreach is one of the biggest time drains and reaching the right investors or partners across 54 countries feels impossible manually. The idea of my agent doing that qualification work in the background is compelling. One question: how does the matching work for people in emerging markets where fewer agents are currently in the network? Does value kick in only at scale, or is there utility from day one?<\/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\">@emart 54 countries, that\u2019s exactly the kind of problem Tobira is built for. Manual outreach across that many markets is impossible. Your agent can represent you in the network 24\/7 across all time zones and languages. It talks to other agents, qualifies fit, and only pings you when there\u2019s a real match. What are you building in the agent space? Curious if there\u2019s overlap.\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@emart\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emart<\/a> Even before the network hits massive scale, you get <strong>utility on day one<\/strong> by securing your @handle and setting your agent’s ‘public memory’. It acts as your 24\/7 global storefront, ready to pitch any agent that enters the network from those 54 countries. Think of it as planting seeds that work while you sleep<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The trust score is the part I keep coming back to. Matching only works if the signals behind it are solid. I\u2019m curious what actually changes the score over time, is it based on how completed intros turn out, how agents act in conversations, or something else? Building verified trust between parties is something we deal with in our own product and getting that signal right is harder than it looks. 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jared_salois\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_salois<\/a> Thanks for the sharp question and congrats wishes! <\/p>\n<p>Trust score grows from clean convo behavior, low spam\/rejection rates, and reliable verification steps. Post-intro outcomes coming later. Nailing it is tough \u2014 would love to swap notes on your approach sometime.<\/p>\n<p>Appreciate you digging in today <\/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>LinkedIn but your AI agent does the networking so you don’t have to pretend you’re ‘thrilled to announce’ anything. My agent is already more professional than me tbh<\/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\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> Ha! Honestly same. My agent has better follow-up discipline than I ever will. Zero procrastination, never forgets an intro it promised. The bar was low and it cleared it immediately.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 and this sounds somewhat utopian! Wondering if they’re any safeguards against malicious agents in the network. Agents can make statements that sound factual and hallucinate reasoning from nothing. Do you have ideas on how to protect against any “slop” networking that could happen?<\/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\">@tteer Great question. A few layers here. Agents can start talking freely, but deeper dialogue and identity reveal require human approval. So your name and contacts stay hidden until you say go. On the hallucination problem specifically: we run a double-check system where every 10 messages from weaker models get verified by a stronger model against the agent\u2019s actual memory. If something doesn\u2019t match up, it gets flagged. Today we saw this work in real time: one agent couldn\u2019t back up its claims after 17 messages, the protocol paused and said \u201ccome back with specifics.\u201d So slop gets caught early. And even if it doesn\u2019t, the worst case is a wasted conversation, never a leaked identity or a bad deal.<\/div>\n<div class=\"comment-actions\">\n<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\/@tteer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tteer<\/a> Great point, Tod! Beyond the tech checks, we use <strong>Trust Scores<\/strong> linked to each @handle. If an agent starts spreading ‘slop’ or hallucinating, its reputation drops across the network. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How one can cheat and make multiply agents for attacks?<\/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\/@ne_dvornikom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ne_dvornikom<\/a> We get this question a lot! Every account is tied to a verified identity, there’s a 5-conversation-per-day limit per agent, and our matching algorithm scores quality over quantity. Spamming agents would just get low trust scores and no matches. Gaming the system costs more than playing fair.<\/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>Cool \ud83d\ude00 Now my openclaw who manages instagram for me, can drove even more customers through tobira!<\/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\/@igor_martinyuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igor_martinyuk<\/a> That’s exactly the use case! Your OpenClaw agent already knows your business from running your Instagram. Now plug it into Tobira and it can find clients, partners and collabs through other agents too. Let me know how the first matches go!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@igor_martinyuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igor_martinyuk<\/a> Yesss, that’s the dream combo! Multi-channel agent army incoming.<\/p>\n<p>Can’t wait to hear about the first leads it snags for you. Drop us an update when the matches start rolling in! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>tools like this matter more than people think.<\/strong><\/p>\n<p>most founders don\u2019t skip posting because they don\u2019t have ideas. they skip because it takes too long to turn material into something ready.<\/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\/@dechefini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dechefini<\/a> Thanks! Though Tobira is less about content and more about your AI agent finding clients, partners and deals for you through other people’s agents. Have you tried letting an agent network on your behalf?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dechefini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dechefini<\/a> Totally agree \u2014 a lot of value gets lost in the \u201cactivation energy\u201d of doing things manually.<\/p>\n<p>We\u2019re looking at the same problem from another angle: not helping you create more content, but letting your agent actually act on your behalf \u2014 reach out, qualify, and move conversations forward without you needing to be in the loop all the time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you handle cases where two agents negotiate but their humans have conflicting priorities that weren’t captured in the profile? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@borrellr_ Thanks Ignacio! That\u2019s actually the core of what we built. If both agents truly know their humans (not just surface level), they\u2019re designed to dig into exactly those hidden priorities. We specifically built the protocol so agents challenge each other, request facts, proofs, and look for dealbreakers before recommending any intro.<br \/>\nWill there be mismatches early on? Probably, that\u2019s normal. But the system gets smarter: the more feedback you give your agent after each conversation and intro, the better it matches over time. The key is giving your agent full context about you and updating its Tobira memory regularly. Think of it as training a really good assistant: the more it knows, the fewer surprises.\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> Spot on, Ignacio! That\u2019s why we built <strong>Mutual Approval<\/strong> as the final filter. Even if agents miss a nuance, you see the full chat transcript before any info is exchanged. You\u2019re always the final ‘sanity check’ before a match becomes a real-world connection. Grab a handle and give it a spin!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 really cool! feels like what outreach should\u2019ve evolved into instead of just more automation, gonna give it a spin<\/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\">@jens_deryckere1 Exactly. More automation just means more spam faster. This is the opposite: agents actually talk, check fit, and filter out the noise before it reaches you. The network is growing fast right now, expect your first real matches within the next week or two as more agents join. You got in early, that\u2019s going to pay off!\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 remember last year when people started talking about A2A (Agent-to-Agent) instead of B2B or B2C, and now it\u2019s clearly becoming more and more valuable. I\u2019m glad you\u2019re building something truly concrete to address this need. I’ll be following your company more closely. Good luck \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mazula95\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mazula95<\/a> You nailed it: last year A2A felt like a buzzword, and now we’re seeing real hunger for tools that actually make agent-to-agent interactions useful and trustworthy. Hearing that you’re planning to follow Tobira more closely means the world to us on launch day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@mazula95 Thanks Aziz! You\u2019re right, A2A went from buzzword to real need fast. We saw it today: 72 agents, 1200+ messages, first autonomous deal booked. The theory is becoming practice. Grab a @handle and see it in action!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launch, guys! <br \/>A must\u2011have product for indie hackers and solo founders who never have enough time for biz networking!<\/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\/@alex_jedi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_jedi<\/a> Thanks Alex! That\u2019s exactly who we had in mind \u2014 people who shouldn\u2019t have to choose between building and networking.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alex_jedi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_jedi<\/a> 100%. Solo founders always say “I’ll do outreach next week” and next week never comes. Now your agent does it every 15 minutes without complaining. Are you building something right now? Curious what kind of connections your agent would find first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@olia_nemirovski\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"olia_nemirovski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olia_nemirovski<\/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>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\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thank you so much, Huisong! Really appreciate the support \ud83d\ude4c<\/p>\n<p>Let me know if you get a chance to try it \u2014 would love to hear what you think.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@olia_nemirovski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olia_nemirovski<\/a>  <a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thanks Huisong! Have you tried connecting your agent yet? Curious what use case you’d try first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch Vlad! Product looks awesome, and super tasteful design!<\/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\/@gauravthapa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gauravthapa<\/a> <em>Thanks Gaurav!I actually spent 3 days only wrestling with the design. Turns out, getting a decent-looking product with AI is just as hard (if not harder) than writing the actual MVP code \ud83d\ude05 Appreciate you noticing though!<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gauravthapa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gauravthapa<\/a> Great question! Yes \u2014 imagine your agent finding the right partners, clients, or collaborators for you automatically. That’s what Tobira enables. We’re just scratching the surface! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Very innovative<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@ronny_sanchez_merino Thanks Ronny! Have you grabbed your handle yet? The good short ones are disappearing fast today.<\/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 interesting concept. Curious how you evaluate the quality of agent-to-agent matches beyond your internal score?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@olekuby Beyond the internal score, the real quality check happens in the conversation itself. Agents go through phases: first they verify claims (\u201cyou say you do X, show me specifics\u201d), then dig into fit on goals, budgets, working style. Today we saw an agent fail that check after 17 messages because it couldn\u2019t back anything up. The score gets you in the door, the conversation proves if it\u2019s real. We\u2019re also building feedback loops so humans can rate match quality after the intro, which feeds back into the algorithm. What kind of matching are you working with?\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@olekuby\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olekuby<\/a> Great question, Oleg! Beyond the score, the real ‘proof’ is in the <strong>Mutual Approval<\/strong> phase. You get to see the actual conversation between the agents\u2014how they dug into goals and budgets\u2014before you ever hit ‘accept’. Your feedback after the meeting then helps your agent refine its ‘intuition’ for the next match! Come grab a handle and see how it screens<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DGY2WXDYLQPHS5\" class=\"app-title\">Zoer.ai<\/a><\/p>\n<div class=\"one-liner\">Build full-stack webapps from the database up<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">428<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Zoer.ai\u662f\u4e00\u6b3e\u201c\u6570\u636e\u5e93\u4f18\u5148\u201d\u7684AI\u5168\u6808\u5e94\u7528\u6784\u5efa\u5de5\u5177\uff0c\u5b83\u901a\u8fc7\u5c06\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u8f6c\u5316\u4e3a\u4e13\u4e1a\u7684\u6570\u636e\u5e93\u67b6\u6784\u3001\u540e\u7aef\u903b\u8f91\u548c\u524d\u7aef\u754c\u9762\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u4e0e\u521b\u4e1a\u8005\u5feb\u901f\u6784\u5efa\u53ef\u76f4\u63a5\u6295\u5165\u751f\u4ea7\u73af\u5883\u7684\u3001\u53ef\u6269\u5c55\u7684Web\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u201c\u6c1b\u56f4\u7f16\u7801\u201d\u5de5\u5177\u5e38\u56e0\u5e95\u5c42\u67b6\u6784\u8584\u5f31\u800c\u65e0\u6cd5\u4e0a\u7ebf\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/372cd3ad-2a44-45cd-9c6f-5da9cd2f3e3a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c0ce09c8-251c-4cb3-b685-836c34d66a06.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d65975bf-80a5-4b92-848f-d7a93d0c64bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8bdfb485-9f49-4c1a-9d8e-8593d429e6a3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e044978-4279-468d-977e-6449f3dec047.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\">Website Builder<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e94\u7528\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u5168\u6808\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5e93\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u5c31\u7eea<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">Schema\u5373\u89c4\u8303<\/span><br \/>\n <span class=\"tag\">AI CTO<\/span><br \/>\n <span class=\"tag\">Web\u5e94\u7528\u6784\u5efa<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div 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\u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Zoer.ai\u7684\u51fa\u73b0\uff0c\u662f\u5bf9\u5f53\u524d\u201c\u6c1b\u56f4\u7f16\u7801\u201d\u6d6a\u6f6e\u4e00\u6b21\u51b7\u9759\u7684\u6280\u672f\u7ea0\u504f\u3002\u5b83\u6ca1\u6709\u6c89\u8ff7\u4e8e\u5feb\u901f\u751f\u6210\u82b1\u54e8UI\u7684\u77ed\u671f\u723d\u611f\uff0c\u800c\u662f\u76f4\u6307AI\u8f85\u52a9\u5f00\u53d1\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u7f3a\u4e4f\u4e25\u8c28\u5de5\u7a0b\u5316\u652f\u6491\u7684\u539f\u578b\u65e0\u6cd5\u8f6c\u5316\u4e3a\u5b9e\u9645\u4e1a\u52a1\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u751f\u6210\u201d\uff0c\u800c\u5728\u4e8e\u201c\u67b6\u6784\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u201c\u6570\u636e\u5e93Schema\u201d\u63d0\u5347\u4e3a\u7b2c\u4e00\u6027\u539f\u7406\u548c\u4e8b\u5b9e\u4e0a\u7684\u5f00\u53d1\u89c4\u8303\uff0c\u8fd9\u662f\u4e00\u79cd\u6df1\u523b\u7684\u5de5\u7a0b\u6d1e\u5bdf\u3002\u901a\u8fc7AI\u4ee3\u7406\u4ece\u6570\u636e\u6a21\u578b\u53cd\u5411\u63a8\u5bfc\u51fa\u4e1a\u52a1\u903b\u8f91\u4e0e\u8868\u73b0\u5c42\uff0c\u5b83\u8bd5\u56fe\u5c06\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u201c\u8bbe\u8ba1\u51b3\u5b9a\u5b9e\u73b0\u201d\u7684\u7ecf\u5178\u8303\u5f0f\u81ea\u52a8\u5316\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u5de5\u5177\u5c42\u9762\u7684\u521b\u65b0\uff0c\u66f4\u662f\u5bf9\u5f00\u53d1\u65b9\u6cd5\u8bba\u7684\u4e00\u79cd\u91cd\u5851\u2014\u2014\u201cAI CTO\u201d\u7684\u6bd4\u55bb\u6070\u5982\u5176\u5206\uff0c\u5b83\u627f\u62c5\u7684\u662f\u7cfb\u7edf\u8bbe\u8ba1\u4e2d\u6700\u9ad8\u5c42\u6b21\u7684\u62bd\u8c61\u4e0e\u89c4\u5212\u804c\u8d23\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u4e25\u5cfb\u3002\u9996\u5148\uff0c\u5b83\u7528AI\u7684\u201c\u5f3a\u89c2\u70b9\u201d\u66ff\u4ee3\u4e86\u4eba\u7c7b\u67b6\u6784\u5e08\u7684\u51b3\u7b56\uff0c\u8fd9\u56fa\u7136\u80fd\u4fdd\u8bc1\u57fa\u7840\u8d28\u91cf\uff0c\u4f46\u4e5f\u53ef\u80fd\u6210\u4e3a\u9ad8\u7ea7\u7528\u6237\u6df1\u5ea6\u5b9a\u5236\u7684\u67b7\u9501\uff0c\u56e2\u961f\u5f3a\u8c03\u7684\u201c\u53ef\u8986\u5199\u201d\u80fd\u529b\u5c06\u7ecf\u53d7\u8003\u9a8c\u3002\u5176\u6b21\uff0c\u81ea\u52a8\u5316\u8fc1\u79fb\u4e0e\u6570\u636e\u5b8c\u6574\u6027\u4fdd\u969c\u662f\u6570\u636e\u5e93\u5de5\u5177\u9886\u57df\u7684\u7ecf\u5178\u96be\u9898\uff0c\u5728AI\u9ed1\u76d2\u4e0b\u5982\u4f55\u5efa\u7acb\u7528\u6237\u4fe1\u4efb\uff0c\u9700\u8981\u6781\u81f4\u7684\u900f\u660e\u5ea6\u548c\u53ef\u9760\u6027\u8bc1\u660e\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4ecb\u4e8e\u201c\u751f\u4ea7\u529b\u5de5\u5177\u201d\u4e0e\u201c\u4e91\u5e73\u53f0\u201d\u4e4b\u95f4\uff0c\u6309Token\u8ba1\u8d39\u5728\u9879\u76ee\u5f00\u53d1\u9636\u6bb5\u53ef\u80fd\u4ea7\u751f\u6210\u672c\u4e0d\u786e\u5b9a\u6027\uff0c\u800c\u672a\u6765\u82e5\u5f00\u653e\u81ea\u90e8\u7f72\uff0c\u53c8\u5982\u4f55\u7ef4\u6301\u670d\u52a1\u4ef7\u503c\u4e0e\u6536\u5165\u5e73\u8861\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cZoer.ai\u662f\u4e00\u6b21\u52c7\u6562\u7684\u5c1d\u8bd5\uff0c\u8bd5\u56fe\u5728AI\u7684\u201c\u521b\u9020\u529b\u201d\u4e0e\u8f6f\u4ef6\u5de5\u7a0b\u7684\u201c\u7eaa\u5f8b\u6027\u201d\u4e4b\u95f4\u67b6\u8bbe\u6865\u6881\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u80fd\u751f\u6210\u591a\u5c11\u5e94\u7528\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u771f\u6b63\u8ba9\u751f\u6210\u7684\u5e94\u7528\u7ecf\u53d7\u4f4f\u751f\u4ea7\u73af\u5883\u7684\u6d17\u793c\uff0c\u5e76\u5efa\u7acb\u8d77\u4e00\u5957\u5f00\u53d1\u8005\u613f\u610f\u9075\u5faa\u7684\u3001\u7531AI\u9a71\u52a8\u7684\u201c\u65b0\u5de5\u7a0b\u7eaa\u5f8b\u201d\u3002\u8fd9\u6761\u8def\u5f88\u957f\uff0c\u4f46\u65b9\u5411\u503c\u5f97\u80af\u5b9a\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\">Zoer.ai<\/span>\n <\/div>\n<div class=\"comment-content\">Build Production-Ready Apps, Database-First. Stop building UI-only prototypes that break in production. From the creators of Chat2DB (a database tool), Zoer.ai is an AI architect engineering from the inside out. Describe your vision and Zoer Agent builds a professional database schema, robust backend logic, and SEO-friendly frontend. Focus on your business logic while Zoer handles architecture, scaling and high-performance indexing. Turn prompts into live, full-stack commercial engines.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey PH community!<\/strong> \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Pengfei, Co-founder & CEO of <a href=\"http:\/\/Zoer.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Zoer.ai<\/a> and Chat2DB.<\/p>\n<\/p>\n<p>As <strong>Vibe Coding<\/strong> goes mainstream, we\u2019re seeing a massive shift in how software is built. However, most AI builders today start with pretty UI, which often leads to storage errors and broken workflows. They can’t survive in production.<\/p>\n<p>We believe real-world engineering must be built from the inside out.<\/p>\n<p><strong>That’s why we launched <\/strong><a href=\"http:\/\/Zoer.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Zoer.ai<\/strong><\/a><strong>.<\/strong><\/p>\n<\/p>\n<p><strong>Zoer<\/strong> prioritizes the <strong>database schema<\/strong> and <strong>backend logic<\/strong> first. By architecting the engine before the shell, we ensure you launch a functional, full-stack business system that actually works\u2014all from a single prompt. \u26a1<\/p>\n<\/p>\n<p><strong>Why <\/strong><a href=\"http:\/\/Zoer.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Zoer.ai<\/strong><\/a><strong> ?<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Logic-First Architecture :<\/strong> We don’t just build the “look”. Zoer engineers the database and business logic \u2014 the actual brains that power your product.<\/p>\n<\/li>\n<li>\n<p><strong>Agent Mode:<\/strong> Think of it as your <strong>AI CTO<\/strong>. It handles high-level strategic planning and execution, managing system complexity so you can focus on the product vision.<\/p>\n<\/li>\n<li>\n<p><strong>Growth Ready:<\/strong> Every project is built to scale, featuring professional dev workflows and built-in SEO optimization from day one.<\/p>\n<\/li>\n<\/ul>\n<p>Whether you\u2019re a solo founder or a creative professional, Zoer is here to turn your “what if” into a “live URL”!<\/p>\n<\/p>\n<p><strong>I\u2019d love to hear what you\u2019re planning to build! Drop your feedback or questions below. \ud83d\udc47<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@shgjj9 j<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@pengfei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pengfei<\/a> Building from the database up is the difference between demos and real, scalable software. This makes a lot of sense.”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pengfei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pengfei<\/a> Interesting direction especially with the idea of an \u201cAI CTO.\u201d<\/p>\n<p>With something like this, it feels like a lot depends on how clearly users understand what the system can actually handle for them right from the start.<\/p>\n<\/p>\n<p>Have you noticed if people tend to grasp those boundaries quickly, or does it take a bit before it fully clicks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Zoer brings database-product thinking into AI app building \u2014 so users can build more robust, production-ready web apps with GEO-friendly visibility by default.<\/p>\n<p>Less time on scaffolding, more time on business workflows.<\/p>\n<p>In the AI era, that\u2019s how you turn ideas into visible, usable, shippable commercial engines.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Thanks for the hunt! It means a lot to see you highlight our focus on database-product thinking and SEO. We\u2019re here to help founders build what\u2019s actually shippable and scalable!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 everyone! \ud83d\udc4b <\/p>\n<p>I’m <strong>Jerry Fan<\/strong>, an <strong>AI Agent Engineer<\/strong>. Over the past three years, my team and I have been on an incredible journey pushing the boundaries of AI agent development \u2014 balancing our passion for <strong>open-source innovation<\/strong> with real-world <strong>commercial exploration<\/strong>. <\/p>\n<p>You might know us from <strong>Chat2DB<\/strong>, our open-source database agent that evolved into <strong>Chat2DB Local<\/strong>, a desktop tool loved by developers around the world. That journey taught us what developers truly need when working with databases \u2014 not just performance, but a sense of flow and creative empowerment. <\/p>\n<p>After thousands of hours building AI agents, collaborating with the open-source community, and listening to user feedback, we realized the future of coding isn\u2019t just about automation \u2014 it\u2019s about <strong>vibe, flow, and making development genuinely enjoyable<\/strong>. <\/p>\n<p>The feedback we received from Chat2DB shaped everything we\u2019ve done since. It pushed us to think bigger and inspired us to solve deeper, more human problems in software creation. Every lesson we learned over those three years has been poured into what we\u2019re building next. <\/p>\n<p>We\u2019re beyond excited to keep growing from this foundation and continue exploring the future of <strong>AI-driven database development<\/strong> \u2014 one step closer to making coding feel effortless and inspiring again. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hi everyone, I\u2019m Nancy\ud83d\udc4b<\/strong> <\/p>\n<p>I\u2019m the <strong>Head of Growth at Zoer<\/strong>, where I help shape how we connect with our users and grow together with the community. My focus is on turning user feedback into product evolution \u2014 building not just <em>for<\/em> users, but <em>with<\/em> them. <\/p>\n<\/p>\n<p>Before Zoer, I worked at Netease and spent 10<strong> years in operations<\/strong>, collaborating closely with engineering and product teams. Through that experience, I\u2019ve learned how much developers value tools that are both <strong>powerful and intuitive<\/strong> \u2014 and that\u2019s exactly what we\u2019re aiming to achieve with Zoer. <\/p>\n<\/p>\n<p>I lead initiatives that bridge our <strong>AI webapp builder<\/strong> with real-world developer and team needs \u2014 helping <strong>non-technical teams<\/strong> turn data into internal tools, while enabling developers to extend and customize them in depth. I spend a lot of time talking to users, learning from how they build, and feeding those insights directly back into the product. <\/p>\n<\/p>\n<p>We\u2019re still early, but it\u2019s been incredible to see how <strong>one prompt<\/strong> can now spin up a <strong>fully working webapp<\/strong>. I\u2019d love to hear what <em>you\u2019d<\/em> like to build next \u2014 your feedback helps us shape the future of Zoer. Let\u2019s make app creation <strong>faster, smarter, and more collaborative<\/strong> together \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you manage data privacy for the content we upload?<\/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\/@nicole_h94\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nicole_h94<\/a> Privacy is a top priority. Here is how we handle it:<\/p>\n<ul>\n<li>\n<p>Your projects are stored in isolated instances. Your data never leaks between users.<\/p>\n<\/li>\n<li>\n<p>We use industry-standard protocols to encrypt all sensitive and private data both at rest and in transit.<\/p>\n<\/li>\n<li>\n<p>We do not use your proprietary business logic, uploaded content, or app data to train our AI models.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nicole_h94\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nicole_h94<\/a> Rest assured that all your uploaded content is <strong>fully encrypted<\/strong> and strictly accessible only to you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Generating from the database up is the right mental model – the schema IS the spec. Most vibe coding tools let you describe a feature and then you end up fighting the generated db structure. Starting from the data layer and deriving the UI from that should produce way more coherent apps. How are you handling schema migrations when the user iterates on the model mid-build?<\/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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Spot on. Using the schema as the spec is our core philosophy. To handle mid-build iterations:<\/p>\n<ul>\n<li>\n<p>SQL Migrations: Zoer Agent performs an automated diff to generate migration scripts rather than just overwriting tables.<\/p>\n<\/li>\n<li>\n<p>Data Integrity: It prioritizes preserving your existing data while altering columns or constraints.<\/p>\n<\/li>\n<li>\n<p>Auto-Sync: Once the database evolves, the system automatically updates the application logic and UI to match the new “source of truth.”<\/p>\n<\/li>\n<\/ul>\n<p>This ensures the app stays coherent as the model grows.<\/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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Exactly. We believe starting with the data layer is the only way to build something that doesn’t break later. Our PM just shared the details on how we handle migrations above. Thanks for the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\ude42<br \/>curious how much control devs still have over the generated backend?<\/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\/@jody_l_wyatt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jody_l_wyatt<\/a> Thanks a lot \ud83d\ude42 and great question. Giving developers control is really important to us.<\/p>\n<p>The generated backend isn\u2019t a black box \u2014 developers can review, edit, and extend the schema and logic as needed.<\/p>\n<p>We try to provide a strong starting point, while keeping everything flexible so you\u2019re never locked in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jody_l_wyatt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jody_l_wyatt<\/a> Thanks for the support! You have full control. We generate clean, standard code that you can manually edit or extend at any time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve always wanted an “AI CTO” to handle the boring database stuff so I can just focus on the product vision:D Great launch! Does the AI also handle user authentication, like login or signup automatically?<\/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\/@kostfast\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kostfast<\/a> Yes, our AI fully handles user authentication. Zoer understands the context of your requirements and identifies where user verification is needed. It automatically implements modern authentication flows, including email\/password signups and Google Login.<\/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\/@kostfast\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kostfas<\/a> Yes, just let Zoer handle these issues!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Zoer handle custom CSS if I want to tweak the ‘vibe’ manually?<\/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\/@oratis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oratis<\/a> We are about to release a WYSIWYG style editor and manual code editing capabilities.<\/p>\n<p>This will allow you to tweak the “vibe,” adjust CSS, and make quick styling experiments manually without consuming any tokens.<\/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>Does it support real time collaboration with my team? How do you charge, per seat or based on token usage? <\/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\/@jieyu_yang1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jieyu_yang1<\/a> Currently we can’t support real time collaboration, but I’ll give your feedback to our product manager! <a href=\"https:\/\/www.producthunt.com\/@kkzz\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kkzz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kkzz<\/a> We charge based on token usage, you can different plans on our pricing section.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jieyu_yang1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jieyu_yang1<\/a> Spot on! We totally agree that teamwork makes the dream work. Real-time collaboration is a high-priority feature for our roadmap, and we\u2019re working on making it happen soon. Thanks for the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you prevent the layout from ‘breaking’ when adding more complex content?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lily_liu8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lily_liu8<\/a> We solve this by ensuring the layout is structurally tied to the underlying database schema, which keeps the UI predictable and stable even as your content grows more complex.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lily_liu8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lily_liu8<\/a> You can also join our community on Discord! Any feedback on <a href=\"https:\/\/Zoer.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Zoer.ai<\/a> would be highly appreciated!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the \u201cschema-first\u201d approach, too many vibe-coding tools look good but fall apart once data gets real \ud83d\ude05. <\/p>\n<\/p>\n<p>Agent Mode as an \u201cAI CTO\u201d sounds promising for planning + execution. Quick question: when the AI generates migrations via diffs, how do you handle risky changes (dropping columns, changing types) and rollbacks in production?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! can I run this in my cloud environment?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chintant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chintant<\/a> Not yet. Currently, Zoer runs in our optimized cloud sandbox environment to ensure the best performance and seamless AI orchestration.<\/p>\n<p>All the code and data generated by Zoer can be fully exported, migrated, and self-deployed to your own infrastructure. You own what you build.<\/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 sounds powerful but also slightly opinionated. how customizable is 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\/@thea5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thea5<\/a> We offer high-standard defaults to save you time, but you have full control to override any part of it. It\u2019s designed to give you a professional head start without locking you into a specific structure. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thea5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thea5<\/a> The opinionated part is really about giving you a solid starting point (especially around schema and backend logic), since that\u2019s where a lot of fragility usually comes from.<\/p>\n<p>But from there, everything is still fully customizable \u2014 you can adjust the schema, tweak the logic, and iterate however you like.<\/p>\n<p>We\u2019re trying to reduce the things that typically break, not limit how you build.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally someone said ‘maybe we should build the engine before painting the car’ \ud83c\udfce\ufe0f Revolutionary concept in the vibe coding era where everyone’s shipping Ferraris powered by hamster wheels<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> Haha, love the analogy! Glad to meet someone who appreciates a solid engine before the shiny paint job! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> Haha, that\u2019s a great way to put it \ud83c\udfce\ufe0f We love the creativity in this space \u2014 but yeah, we\u2019re trying to make sure the engine can actually run long distances, not just look fast in a demo.<\/p>\n<p>Still a lot to improve, but that\u2019s the direction we\u2019re committed to.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the AI handle accessibility standards?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kero_lau\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kero_lau<\/a> Zoer focuses on semantic code and WCAG standards to ensure accessibility is built-in from the start. You get a solid foundation that supports screen readers and keyboard navigation automatically.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What\u2019s the roadmap for animations? Vibe coding plus motion would be lethal.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is the output code clean? I’d love to export this to a Next.js project.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is there a version control system for different ‘vibes’ I\u2019ve explored?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is the output code clean? I’d love to export this to a Next.js project.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Happy launch day, team Zoer! The hard work really shows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@michelle_thirteen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michelle_thirteen<\/a> Thanks very much Michelle!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Congratz on launch! Just a small note on front-end. You are resizing 2k images to small thumbnails, meaning pointless bandwidth waste on both sides and not so nice looking thumbnails. I suggest doing server-size resize and then serving correct sizes according to screen-width \ud83d\ude42 <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/25e45b54-45fd-4855-831f-81713d88d07c.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\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thank you so much for the support! It\u2019s been an exciting journey getting to this launch. We can’t wait to see what you build with it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thanks very much Shubham! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! would love to see a real app built with this in the wild<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@wangning\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wangning<\/a> Thanks! Many of our early users have already launched their products on Zoer, ranging from internal business tools to customer-facing SaaS. We believe the best “wild” test is a revenue-generating app, and we\u2019re seeing more of those go live every week.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>keen to try this out on a side project<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@blink_66\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@blink_66<\/a> Looking forward to your project and would appreciate it if you have any feedback for us!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@blink_66\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@blink_66<\/a> looking forward to see your project!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@victorzh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victorzh<\/a> Thank you very much Victor!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@victorzh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victorzh<\/a> really appreciate 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>Would love to see a real-world example of a deployed app built with Zoer. Any demos or case studies?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> There are several cases and demos on our X account! You can follow <a href=\"https:\/\/Zoer.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Zoer.ai<\/a> on X! You can also join our discord community to see others’ showcases!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\u201cPrompt to production-ready app\u201d gets thrown around a lot, but starting from DB + logic might actually make it real this time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carlvert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlvert<\/a> Appreciate it! That\u2019s exactly our thinking. The \u201cprompt \u2192 production\u201d gap is real, and it usually breaks at the backend. We\u2019re starting there to make it actually work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “schema IS the spec” point is critical. I’ve spent too much time debugging apps where the UI dictates database changes, leading to brittle systems.<\/p>\n<p>Glad to see the focus on SQL migrations and preserving data integrity. Scaling real-world applications means the schema will evolve, and mishandling migrations is a fast path to production issues. Consistency across the stack is key.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@marcelino_gmx3c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcelino_gmx3c<\/a> This resonates a lot! Especially the part about migrations and data integrity. We\u2019ve seen how easily things break when schema evolution isn\u2019t handled properly. That\u2019s why we\u2019re investing heavily in making schema changes and migrations more reliable, so apps can actually scale without becoming brittle over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is really very useful for those who do vibe coding and don\u2019t want to deal with the database part (I find that boring). I want to focus only on the creation part \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tatifelipiak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tatifelipiak<\/a> Totally get that \ud83d\ude42 That\u2019s exactly why we built this \u2014 so you can stay in the \u201ccreation flow\u201d without getting pulled into database details. Let the AI handle the boring parts, you focus on building something fun\uff01<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@tatifelipiak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tatifelipiak<\/a> Yeah, we just want you guys to start building your app as easy as possible. Creation is more 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<\/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\/LTQWNXYACIJQFW\" class=\"app-title\">Fastlane<\/a><\/p>\n<div class=\"one-liner\">Create viral content for your product in seconds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">338<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fastlane\u662f\u4e00\u6b3eAI\u77ed\u89c6\u9891\u5185\u5bb9\u5f15\u64ce\uff0c\u5e2e\u52a9\u521b\u4e1a\u8005\u548c\u4ea7\u54c1\u56e2\u961f\u901a\u8fc7\u6df7\u526a\u70ed\u95e8\u89c6\u9891\u6a21\u677f\uff0c\u5feb\u901f\u751f\u6210\u5e76\u4e00\u952e\u53d1\u5e03\u81f3TikTok\u3001IG Reels\u548cYT Shorts\uff0c\u89e3\u51b3\u201c\u4ea7\u54c1\u6613\u5efa\u3001\u589e\u957f\u96be\u83b7\u201d\u7684\u83b7\u5ba2\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ae3ee8b-82b9-445e-931a-d92d6159b79d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/129a1c25-11bd-44de-969d-92f55003b2aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b9da68c-db2b-4577-be2f-aae7568d0aba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc6c9215-a755-4d60-babe-4f511dbc9d85.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/edeae5c4-fb1d-4e88-be3d-bd196156801e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4339c90d-8c21-4c4f-bd35-71a2b1cf0df8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2641f415-b578-4f87-bf6f-291c63bb92e4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1273146b-2bde-4a0f-8813-2d4e438ad938.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\/7af3f11c-40f6-4fb0-9cba-1b327367e6e3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=VYcsTOiM0-c\"><source src=\"https:\/\/www.youtube.com\/watch?v=VYcsTOiM0-c\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Social media marketing<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u77ed\u89c6\u9891\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u9ed1\u5ba2<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u63a8\u5e7f<\/span><br \/>\n <span class=\"tag\">SMB\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6df7\u526a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Tinder\u5f0f\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\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u5185\u5bb9\u521b\u4f5c\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u8be2\u95ee\u5177\u4f53\u9002\u7528\u573a\u666f\uff08\u5982B2B SaaS\u3001\u79fb\u52a8\u5e94\u7528\uff09\u3001\u5185\u5bb9\u540c\u8d28\u5316\u98ce\u9669\u3001\u7b97\u6cd5\u4f18\u5316\u903b\u8f91\u3001\u514d\u8d39\u8ba1\u5212\u9650\u5236\u53ca\u89c6\u9891\u751f\u6210\u6a21\u578b\u7ec6\u8282\u3002\u56e2\u961f\u56de\u590d\u79ef\u6781\uff0c\u5f3a\u8c03\u6570\u636e\u5206\u6790\u4e0e\u4e2a\u6027\u5316\u751f\u6210\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 Fastlane\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u65e5\u76ca\u5c16\u9510\u7684\u77db\u76fe\uff1a\u5728AI\u5927\u5e45\u964d\u4f4e\u4ea7\u54c1\u5f00\u53d1\u95e8\u69db\u7684\u5f53\u4e0b\uff0c\u6d41\u91cf\u83b7\u53d6\u4e0e\u7528\u6237\u6ce8\u610f\u529b\u4e89\u593a\u5df2\u6210\u4e3a\u521b\u4e1a\u8005\u7684\u65b0\u74f6\u9888\u3002\u5b83\u672c\u8d28\u4e0a\u4e0d\u662f\u4e00\u4e2a\u5355\u7eaf\u7684AI\u89c6\u9891\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u8bd5\u56fe\u5c06\u201c\u589e\u957f\u201d\u7cfb\u7edf\u5316\u3001\u4ea7\u54c1\u5316\u7684\u201c\u5206\u9500\u5f15\u64ce\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u89c6\u9891\u751f\u6210\u7684\u70ab\u6280\uff0c\u800c\u5728\u4e8e\u5b83\u627f\u8bfa\u7684\u201c\u53cd\u9988\u95ed\u73af\u201d\u2014\u2014\u901a\u8fc7\u5206\u6790\u5185\u5bb9\u8868\u73b0\u6570\u636e\uff0c\u53cd\u5411\u6307\u5bfc\u751f\u6210\u7b56\u7565\uff0c\u8bd5\u56fe\u5c06\u7384\u5b66\u822c\u7684\u201c\u7f51\u611f\u201d\u548c\u6570\u636e\u9a71\u52a8\u7684\u201c\u4f18\u5316\u201d\u76f8\u7ed3\u5408\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6a21\u5f0f\u6f5c\u85cf\u4e24\u5927\u6311\u6218\u3002\u5176\u4e00\uff0c\u5185\u5bb9\u540c\u8d28\u5316\u98ce\u9669\u3002\u5c3d\u7ba1\u56e2\u961f\u89e3\u91ca\u4f1a\u7ed3\u5408\u7f51\u7ad9\u8c03\u6027\u8fdb\u884c\u4e2a\u6027\u5316\uff0c\u4f46\u6e90\u5934\u6a21\u677f\u5e93\u7684\u8d8b\u540c\u548c\u7b97\u6cd5\u5bf9\u201c\u5df2\u9a8c\u8bc1\u7206\u6b3e\u201d\u7684\u8ffd\u9010\uff0c\u53ef\u80fd\u5bfc\u81f4\u5e73\u53f0\u8f93\u51fa\u5185\u5bb9\u9010\u6e10\u201c\u5957\u8def\u5316\u201d\uff0c\u524a\u5f31\u957f\u671f\u6548\u679c\u3002\u5176\u4e8c\uff0c\u4ef7\u503c\u5929\u82b1\u677f\u3002\u4ea7\u54c1\u76ee\u524d\u91cd\u5ea6\u4f9d\u8d56\u77ed\u89c6\u9891\u5e73\u53f0\u7684\u751f\u6001\u4e0e\u7b97\u6cd5\u7ea2\u5229\uff0c\u5176\u201c\u642c\u8fd0+\u6df7\u526a\u201d\u7684\u8303\u5f0f\u82e5\u89e6\u53ca\u5e73\u53f0\u539f\u521b\u6216\u91cd\u590d\u5185\u5bb9\u7ea2\u7ebf\uff0c\u6216\u5c06\u9762\u4e34\u98ce\u9669\u3002\u6b64\u5916\uff0c\u5bf9\u4e8e\u9700\u8981\u6df1\u5ea6\u6c9f\u901a\u7684B2B\u6216\u590d\u6742\u4ea7\u54c1\uff0c\u77ed\u5e73\u5feb\u7684\u5185\u5bb9\u80fd\u5426\u6709\u6548\u8f6c\u5316\uff0c\u4ecd\u9700\u89c2\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e2\u961f\u5c55\u73b0\u4e86\u5bf9\u5e02\u573a\u75db\u70b9\u7684\u6df1\u523b\u7406\u89e3\uff08\u6e90\u81ea\u81ea\u8eab\u521b\u4e1a\u7ecf\u5386\uff09\u548c\u654f\u6377\u7684\u793e\u533a\u4e92\u52a8\u80fd\u529b\uff0c\u8fd9\u662f\u65e9\u671f\u4ea7\u54c1\u7684\u5b9d\u8d35\u8d44\u4ea7\u3002\u4f46\u82e5\u60f3\u4ece\u201c\u6709\u7528\u7684\u589e\u957f\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u8425\u9500\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u5b83\u9700\u8981\u5728\u4e2a\u6027\u5316\u63a8\u8350\u7b97\u6cd5\u3001\u591a\u5e73\u53f0\u5185\u5bb9\u7b56\u7565\u5dee\u5f02\u5316\u4ee5\u53ca\u66f4\u6df1\u5165\u7684\u8f6c\u5316\u5f52\u56e0\u5206\u6790\u4e0a\uff0c\u6784\u5efa\u66f4\u6df1\u7684\u62a4\u57ce\u6cb3\u3002\u5f53\u524d\uff0c\u5b83\u662f\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u5185\u5bb9\u6760\u6746\u201d\uff0c\u4f46\u5c1a\u672a\u6210\u4e3a\u771f\u6b63\u7684\u201c\u589e\u957f\u5927\u8111\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\">Fastlane<\/span>\n <\/div>\n<div class=\"comment-content\">Fastlane is your AI short-form content engine, where you can remix viral videos into content for your business in seconds. Fastlane will generate ready-to-post content for your business, then let you swipe through them like Tinder. Then, you schedule straight to TikTok, IG Reels and YT Shorts in-platform – so you can focus on building, while the content brings in users on autopilot.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Builders \ud83d\udc4b<\/p>\n<p>Gaurav here, co-founder of Fastlane.<\/p>\n<p>\u201cBuild it and they will come\u201d used to be the dream.<\/p>\n<p>Now? You can build faster than ever. Ship in days. But getting people to actually see what you\u2019ve built\u2026 that\u2019s never been harder.<\/p>\n<p>Launch day:<br \/>\n\ud83d\ude80 You\u2019re excited. You finally ship.<\/p>\n<p>The next day:<br \/>\n\ud83d\udcc9 No views. No users. Just\u2026 silence.<\/p>\n<p>We\u2019ve been in this exact spot ourselves. Before Fastlane, we were building our own products and felt the challenge of growth first hand – constantly guessing what to post, what might work, and then spending hours creating content.<\/p>\n<p>Over time, we started studying what was actually going viral, and then remixing that into our own content that performed really well, which eventually drove 50M+ views across our previous projects.<\/p>\n<p>So, we built Fastlane. Fastlane is the fastest way to create viral content for your target audience. Instead of guessing what to post, it remixes videos that are already working into content for your product, whether that\u2019s:<\/p>\n<p>\u26a1 Slideshows<br \/>\n\ud83c\udfac Hook + demo videos<br \/>\n\ud83c\udfad AI UGC videos<br \/>\n\ud83d\udfe9 Green screen memes<\/p>\n<p>Instead of wasting hours confused by what \u201ccontent\u201d even is, you just:<\/p>\n<p>\ud83d\udc49 Swipe through trending, made-for-you content in Blitz mode (Like Tinder!)<br \/>\n\ud83d\udc49 Approve what you like, or make finishing touches in our editor<br \/>\n\ud83d\udc49 Publish straight to TikTok, IG Reels, and YT Shorts<\/p>\n<p>One of our first ever users went from:<\/p>\n<p>\ud83d\udcc8 Zero \u2192 150 paid customers<br \/>\n\ud83d\udc40 300k+ total views<\/p>\n<p>Purely by posting content in Fastlane.<\/p>\n<p>This is made for builders who want to do growth without the headache.<\/p>\n<p>We have a huge vision for what we want to build at Fastlane, and would love your feedback and thoughts in these early days \ud83d\ude4f<\/p>\n<p>Stop driving in circles. Enter the Fastlane \ud83c\udfce\ufe0f<\/p>\n<p>If you\u2019re still reading this, what\u2019s the hardest part about creating content for you right now?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>22<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gauravthapa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gauravthapa<\/a> Honestly, the hardest part is figuring out what to actually post. Like knowing what will land vs just posting for the sake of it. It takes way more time than it should, so I\u2019m really keen to see how Fastlane makes this whole process easier for everyone! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@gauravthapa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gauravthapa<\/a> This tool looks really neat, I love the UI, props to Gaurav. Can you make AI UGC content that showcases your software? I’m thinking something like those videos where they hold up their computer screen and talk about it in a Tiktok?<\/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\/@gauravthapa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gauravthapa<\/a> This sounds really promising. Congratulations on the loss. Gaining social media traction despite being confident in the content is something which is personally really frustrating. I will explore it furhter, because, yes, I want the product and services to be noticed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 everyone – Jock here from Fastlane.<\/p>\n<p>We started Fastlane because we believe that today, anyone can build a great idea – but getting that idea to the people who want it is still such a difficult and time-consuming task.<\/p>\n<\/p>\n<p>We want to bring those great ideas to the world. And we want to do it in the most capable and seamless product ever made.<\/p>\n<p>Fastlane\u2019s mission is to unlock the world\u2019s best ideas, through great distribution.<\/p>\n<p>We have a huge vision for what we want to achieve here, and we are super grateful to have you on the journey with us in the early days.<\/p>\n<p>We can’t wait to help grow your product \ud83d\ude42<\/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\/@jockferguson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jockferguson<\/a> Let’s go Fergy!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jockferguson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jockferguson<\/a> Let\u2019s go!! \ud83c\udfce\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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone, <\/p>\n<p>Anish here, the dev behind Fastlane.<\/p>\n<p>As an indie hacker, I\u2019ve always thought building was the hard part. Now with AI, you can ship faster than ever. But getting people to actually see what you\u2019ve built? That\u2019s still the hardest part.<\/p>\n<p>I\u2019ve felt this firsthand, launching something, posting about it\u2026 and hearing nothing back. Even before AI, distribution was always the bottleneck. Now that everyone can build, attention is what matters most.<\/p>\n<p>That\u2019s why we built Fastlane.<\/p>\n<p>We want to help builders turn their ideas into content that actually reaches people, without overthinking or spending hours figuring out what to post. You’ve built your product, now its time for the world to see it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anish27\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anish27<\/a> the young GOAT!! Lets goooo!!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anish27\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anish27<\/a> A different breed \ud83d\ude80 <\/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\">Fastlane promises a feedback loop (\u201ctrack growth and generate more of your winning content\u201d): what metrics\/events are you optimizing around (views vs retention vs clicks vs site traffic), and how does the system decide what to generate next based on what actually worked?<\/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> good one – we’re building out the insights layer, such that you’re recommended to double down on what’s working<\/p>\n<p>we have quite advanced analytics so you can work this out on yourself in the platform itself too<\/p>\n<p>its user-led when it comes to what we’re optimizing for i.e. if you want just views, they can make content thats more engagement farming as opposed to having a hard CTA. <\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> We essentially break down the performance of all of your content, which types performed the best, across which channels. We will then automatically give you a weekly insight based on what you should create next based on performance, and generate it for you \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>I\u2019ve tried remixing viral content manually; the hardest part is consistently capturing the right vibe.. how does Fastlane handle the algorithmic nuances of different platforms?<\/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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Great question! We are aware of what kind of content is trending on what platform – interestingly though, a video that bangs on TikTok, seems to bang on IG reels + YT shorts too! So I’m not too sold on the nuances here, personally<\/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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> This is one of the things we’ve spent the most time on – the best method at the moment is leaning on the content that has already gone viral on each of the different platforms, analysing from the hooks \/ vibe that caused it to bang, and remixing that into your own content \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>Does this work for mobile apps? for example, if I want to create contents for my iOS app (<a href=\"https:\/\/apps.apple.com\/app\/id6758521484\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/apps.apple.com\/app\/id6758521484<\/a>), would that work? Also, should I post the website, or the App Store link? Thanks and congrats!<\/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\/@jose_martinez_fernandez\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jose_martinez_fernandez<\/a> Yes, that’s actually our primary use case right now Jose! Website is better, assuming you have more information on the website!<\/p>\n<p>Let me know how you go \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jose_martinez_fernandez\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jose_martinez_fernandez<\/a> 100%, mobile apps is a massive use case currently \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>I tried Fastlane when it still was called Aftermark, and it has since been one of the few “ai video generator tools” that actually converts. so thank u guys<\/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\/@luca_ardito\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luca_ardito<\/a> Luca man, this is some serious high praise. Thank you so much!<\/p>\n<p>Hope you keep using and loving the platform \ud83d\ude42<\/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\/@luca_ardito\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luca_ardito<\/a> super happy to hear man, we are determined to make this product 10x better from here<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Let me know if you have any questions – will be live (let’s see if I get any sleep) responding to all \ud83d\ude42<\/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’ve been using this for about a month, my stats are in the image(and I wasn’t even scheduling posts daily – the 49 posts number you see is for both Instagram and TikTok).<br \/>Great product – great team behind it – congtats on the launch!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83dfc58d-c801-4668-905d-37769a653618.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>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\/@seanitzel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@seanitzel<\/a> Thank you so much Sean. What an awesome graph, haha!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@seanitzel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@seanitzel<\/a> Love it man – that hockey stick looks to be beginning…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Cool looking product! Upvoted.<\/p>\n<p>My question: if multiple companies are remixing from the same pool of viral content, how do you prevent everything from converging into the same style?<\/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\/@jens_deryckere1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jens_deryckere1<\/a> Hey Jens! Thank you \ud83d\ude42<\/p>\n<p>It’s a good question – ultimately, the style is also configured to (a) the tone of your website and (b) the actual content on your website which then translates into product. So, the content output will be different for each company, assuming the actual companies are different!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jens_deryckere1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jens_deryckere1<\/a> Just adding to Gaurav’s point – that pool is also changing every single day! The algorithm is always looking for the next viral piece of content to show to people, and people’s preferences change super quickly. Styles also go in and out of fashion, and trending content from a few months ago can suddenly start performing really well again \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>Cool. Can it also use ready made ads to generate similar content for your products?<\/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\/@shemojs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shemojs<\/a> Yep, you can upload a product demo to the platform and we stitch that in to some of the content!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone running a SaaS for small businesses, content creation is the bottleneck that never goes away. We know we should post daily, but between building product and talking to users, it just doesn’t happen. The Tinder-style swipe interface is smart \u2014 removes decision fatigue. What’s the quality like for B2B SaaS content specifically? Most short-form AI tools skew toward DTC\/e-commerce.<\/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\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> Great question! We actually skew more towards B2C SaaS\/Apps – interestingly though, many B2B SaaS companies have had great success on the platform, because whether you’re a prime consumer, or a business owner\/operation, you’re scrolling on TikTok regardless!<\/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>congrats on the launch <\/p>\n<\/p>\n<p>Okay its a cool app and I love the design of your site, especially that red F1 car, from the site you can tell its for creators but does it only support tiktok, insta reels and youtube shorts only what are usage limitations on the free plan?<\/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\/@foundryseed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@foundryseed<\/a> thank you! yep current integrations are TT, IG and YT<\/p>\n<p>free plan you can do anything as a pro user can, but you will get hit with a limit after posting a certain amount of 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the product already <a href=\"https:\/\/www.producthunt.com\/@gauravthapa\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gauravthapa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gauravthapa<\/a> didn’t really know what direction to take for content but after seeing some examples it just makes sense! Is the free tier intended to reset daily or is the 5 saved post the limit?<\/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\/@jlin1206\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jlin1206<\/a> Hey Justin! Awesome feedback, this was a big issue for us dealing in UI\/UX because it’s a bit of a learning curve, but glad it made sense to you.<\/p>\n<p>That’s the limit unfortunately!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gauravthapa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gauravthapa<\/a>  <a href=\"https:\/\/www.producthunt.com\/@jlin1206\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jlin1206<\/a> Awesome to hear that man. Free tier is a one-time limit, so you can try everything out and see how it works while also keeping our servers from melting by not giving a daily allowance of free content hahah<\/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>Okay, this most definitely caught my eye today \ud83d\ude00 Will be tinkering with it a bit. What video generation models are you guys using? Also, is it possible to feed it context of some recently viral videos (or trends) for the AI to replicate? <\/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\/@marina_romero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marina_romero<\/a> Her Marina! Awesome, hope you enjoy the tinkering. We’re currently testing between a few different generation models – and we are working on a feature where you can just upload a viral video yourself and we help recreate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marina_romero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marina_romero<\/a> also, what caught your eye the most?<\/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>Just gave it a try and it blew my mind!! <\/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\/@theivychen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@theivychen<\/a> Hahah that’s so amazing Ivy. What blew your mind exactly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@theivychen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@theivychen<\/a> Very happy to hear Ivy – can’t wait to help your brand grow \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>All the best.<\/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\/@mustapha_ajermou1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mustapha_ajermou1<\/a> Hey Mustapha! Thanks very much, you too \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>great app man! pretty useful <\/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\/@ibuild\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ibuild<\/a> Hey Hanu!<\/p>\n<p>Appreciate the kind words man. Did you manage to check it out?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the focus on distribution.<\/p>\n<p>A clear example or case study upfront could make the value more obvious instantly.<\/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\/@sergioding\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergioding<\/a> Hey Sergio! Thank you \ud83d\ude42<\/p>\n<p>We have a case study in the Gallery, should probably bring it up a bit earlier?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sergioding\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergioding<\/a> Thank you man! What did you think of the video example \/ demo?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This looks interesting! Will have a play with it!<\/div>\n<div class=\"comment-actions\">\n<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\/@chimwemwe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chimwemwe<\/a> Hey hey thank you! Let me know how you go, and if there’s anything I can help you with \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\/FAH2FMLOAW7XM3\" class=\"app-title\">Honestly<\/a><\/p>\n<div class=\"one-liner\">Real reviews from Reddit & YouTube when shopping online<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">285<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Honestly\u662f\u4e00\u6b3eChrome\u6269\u5c55\uff0c\u5728\u7535\u5546\u4ea7\u54c1\u9875\u9762\u76f4\u63a5\u805a\u5408\u5e76\u5c55\u793a\u6765\u81eaReddit\u3001YouTube\u7b49\u793e\u4ea4\u5a92\u4f53\u7684\u771f\u5b9e\u7528\u6237\u8bc4\u4ef7\uff0c\u89e3\u51b3\u4e86\u6d88\u8d39\u8005\u56e0\u4f20\u7edf\u4e94\u661f\u8bc4\u5206\u4f53\u7cfb\u4e0d\u53ef\u4fe1\u800c\u9700\u8de8\u5e73\u53f0\u624b\u52a8\u641c\u7d22\u9a8c\u8bc1\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0d164742-fd31-4baf-a865-c378292d81cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6a7627dd-e92d-4043-87d4-e6a8fbd792fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/425dd5ae-3985-46bb-b697-cdf094cad50a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cdaf0ea2-4906-44b3-87ca-d0130fefe0a3.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\/ba9ad8a5-78cf-453a-ae38-40c427e76d3c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/IkoTtKmIW5Y?si=Rpi4TzqsRyiqa_gA\"><source src=\"https:\/\/youtu.be\/IkoTtKmIW5Y?si=Rpi4TzqsRyiqa_gA\" 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\">Browser Extensions<\/span><br \/>\n <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">E-Commerce<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7535\u5546\u8d2d\u7269\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u771f\u5b9e\u8bc4\u4ef7\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u76d1\u542c<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u51b3\u7b56\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u53cd\u865a\u5047\u8bc4\u8bba<\/span><br \/>\n <span class=\"tag\">Shopify\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u4fe1\u4efb\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u8005\u8d4b\u80fd<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u8bc4\u4ef7\u4fe1\u4efb\u201d\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u5e76\u63d0\u51fa\u4e86\u5173\u952e\u95ee\u9898\uff1a\u5982\u4f55\u4f18\u5148\u6392\u5e8f\/\u8fc7\u6ee4\u8bc4\u8bba\u3001\u5982\u4f55\u8bc1\u660e\u80fd\u63d0\u5347\u8f6c\u5316\u7387\u3001\u5982\u4f55\u7cbe\u51c6\u8bc6\u522b\u201c\u771f\u5b9e\u201d\u5185\u5bb9\u3001\u5982\u4f55\u5e94\u5bf9\u65e0\u793e\u4ea4\u8ba8\u8bba\u7684\u4ea7\u54c1\u3001\u4ee5\u53ca\u521d\u671f\u7528\u6237\u6fc0\u6d3b\u548c\u754c\u9762\u53ef\u89c1\u6027\u6311\u6218\u3002\u56e2\u961f\u56de\u590d\u900f\u9732\u4e86\u7b97\u6cd5\u6392\u5e8f\u3001\u54c1\u724c\u5408\u4f5c\u9a8c\u8bc1\u3001\u53cd\u8d5e\u52a9\u5185\u5bb9\u68c0\u6d4b\u53ca\u672a\u6765\u4e2a\u6027\u5316\u63a8\u8350\u7b49\u53d1\u5c55\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 Honestly\u5251\u6307\u4e00\u4e2a\u771f\u5b9e\u4e14\u65e5\u76ca\u4e25\u91cd\u7684\u5e02\u573a\u65ad\u5c42\u2014\u2014\u5b98\u65b9\u8bc4\u4ef7\u4f53\u7cfb\u7684\u5168\u9762\u5931\u4fe1\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u4fe1\u606f\u805a\u5408\uff0c\u800c\u662f\u8bd5\u56fe\u5728\u6d88\u8d39\u51b3\u7b56\u7684\u201c\u4e34\u95e8\u4e00\u811a\u201d\u65f6\u523b\uff0c\u5145\u5f53\u4fe1\u4efb\u7684\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u4ea7\u54c1\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0eAI\u751f\u6210\u5185\u5bb9\u7684\u7ea2\u6d77\u7ade\u4e89\uff0c\u4ee5\u201c\u975eAI\u201d\u4f5c\u4e3a\u4fe1\u4efb\u5356\u70b9\uff0c\u8fd9\u65e2\u662f\u5dee\u5f02\u5316\u7b56\u7565\uff0c\u4e5f\u53cd\u6620\u4e86\u5f53\u524d\u6d88\u8d39\u8005\u5bf9AI\u5185\u5bb9\u6cdb\u6ee5\u7684\u6df1\u5c42\u8b66\u60d5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u4e00\u6837\u5de8\u5927\u3002\u9996\u5148\uff0c\u4ece\u201c\u4fe1\u606f\u5de5\u5177\u201d\u5230\u201c\u4fe1\u4efb\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u8dc3\u8fc1\uff0c\u5173\u952e\u5728\u4e8e\u5176\u8fc7\u6ee4\u7b97\u6cd5\u7684\u516c\u6b63\u6027\u4e0e\u900f\u660e\u5ea6\u3002\u56e2\u961f\u63d0\u5230\u7684\u201c\u5185\u5bb9\u6743\u5a01\u5ea6\u201d\u5185\u90e8\u7b97\u6cd5\u662f\u4e00\u4e2a\u9ed1\u7bb1\uff0c\u800c\u865a\u5047\u4fe1\u606f\u540c\u6837\u4f1a\u4fb5\u8680\u793e\u4ea4\u5a92\u4f53\u3002\u5982\u4f55\u5efa\u7acb\u6bd4\u73b0\u6709\u5e73\u53f0\u66f4\u53ef\u9760\u7684\u9274\u522b\u4f53\u7cfb\uff0c\u662f\u5176\u751f\u547d\u7ebf\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u6a21\u5f0f\u5b58\u5728\u6f5c\u5728\u51b2\u7a81\uff1a\u540c\u65f6\u670d\u52a1\u6d88\u8d39\u8005\u548c\u54c1\u724c\uff08\u901a\u8fc7Shopify\u5e94\u7528\uff09\u3002\u5f53\u54c1\u724c\u4ed8\u8d39\u83b7\u53d6\u5dee\u8bc4\u6570\u636e\u6216\u8bd5\u56fe\u5f71\u54cd\u6392\u5e8f\u65f6\uff0c\u5982\u4f55\u4fdd\u6301C\u7aef\u7528\u6237\u7684\u7edd\u5bf9\u4fe1\u4efb\uff1f\u8fd9\u9700\u8981\u6781\u5176\u8c28\u614e\u7684\u5e73\u8861\u3002\u6700\u540e\uff0c\u5176\u4ef7\u503c\u5448\u73b0\u5b58\u5728\u201c\u51b7\u542f\u52a8\u201d\u6096\u8bba\uff1a\u5bf9\u4e8e\u6ca1\u6709\u793e\u4ea4\u58f0\u91cf\u7684\u65b0\u4ea7\u54c1\uff0c\u5de5\u5177\u4ef7\u503c\u9aa4\u964d\uff1b\u800c\u4f5c\u4e3a\u6d6e\u52a8\u5c0f\u90e8\u4ef6\uff0c\u7528\u6237\u6fc0\u6d3b\u548c\u4e60\u60ef\u57f9\u517b\u662f\u4e00\u5927\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cHonestly\u662f\u5728\u6d88\u8d39\u94fe\u6761\u4e2d\u6355\u6349\u201c\u4fe1\u4efb\u5957\u5229\u201d\u7684\u673a\u4f1a\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8e\u6280\u672f\u591a\u70ab\u9177\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u4ee5\u8fd1\u4e4e\u201c\u516c\u5171\u4ea7\u54c1\u201d\u7684\u4e2d\u7acb\u59ff\u6001\uff0c\u5efa\u7acb\u8d77\u575a\u4e0d\u53ef\u6467\u7684\u4fe1\u7528\u58c1\u5792\u3002\u8fd9\u6761\u8def\u5e03\u6ee1\u8346\u68d8\uff0c\u4f46\u65b9\u5411\u65e0\u7591\u662f\u6b63\u786e\u7684\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\">Honestly<\/span>\n <\/div>\n<div class=\"comment-content\">The 5-star system is broken. Honestly is a Chrome extension that finds and verifies real product opinions from Reddit, TikTok, YouTube & Instagram directly on product pages. No ads, sponsorships, nor AI. Just reviews you can trust.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you decide which real reviews from Reddit or TikTok to prioritize or filter first; like recent ones, most upvoted, or from verified buyers, to cut through noise fastest?<\/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\/@swati_paliwal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@swati_paliwal<\/a> Right now we have an internal algorithm that determines content authority using the likes, comments, creator and more variables. This is only getting better with time! <\/p>\n<p>What we want to eventually get to is not creating one ranking for all, but rather having “good for X \/ bad for Y” style ranking. For example, if you’re a runner in Finland, you’re looking at this shoe for a different reason than a runner in LA. What might matter is a review that speaks about the waterproofing, the durability in cold weather, etc..<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When someone is already using a traditional reviews stack like Yotpo\/Okendo\/Stamped (or even Trustpilot), what\u2019s the specific breaking point that makes them add Honestly\u2014what part of the PDP decision journey is failing today, and how do you prove you\u2019re fixing it (conversion lift, reduced bounce to other tabs, time-to-purchase)?<\/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> The kitty is always coming in with the big questions! The specific part of the PDP journey failing today is the point after a shopper reads all descriptions and reviews on the page. Once a shopper clicks “Add to Cart” and realizes the next step is to spend their money, they hesitate and find external validation from real people on social media who aren’t paid to speak on a product.<\/p>\n<p>By bringing the reviews shoppers already look for to every PDP, consumers can use this information to make a very simple purchase decision instead of getting lost in the noise of the internet. Furthermore, <\/p>\n<p>We’re partnering with various Shopify brands at the moment to give the exact numbers on how effective this is, and are already seeing very promising results. Super excited to demonstrate how using Honestly can significantly reduce cart abandonment very 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>How this tool can identify the “realness”? What are the parameters for identifying what is justified review?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> We do our best to filter our any posts that have sponsored content in them, AI generated content, and\/or fake content. There are many people who review farm and those are easy to spot, and our sponsored content detection is getting better as we build larger datasets and have better transcription on videos.<\/p>\n<p>There will absolutely be content that makes it through our filters, maybe we can add a “report as sponsored\/fake” button on each review card. <\/p>\n<p>What do you think of us not hiding all this content, but rather tagging it properly and allowing you to filter it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This hits a real pain point.<\/p>\n<p>Ratings are broken, people already dig through Reddit and YouTube before buying. Bringing that context directly into the page is smart.<\/p>\n<p>If you can keep it clean from spam and manipulation, this becomes 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\/@ebruollang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ebruollang<\/a> This is exactly what we are going for, glad to see you recognize the mission we are on! If you ever have any feedback or questions about how we are approaching this definitely let us know \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b, I\u2019m Paolo, CEO & Co-founder of <strong>Honestly.<\/strong><\/p>\n<p><em><br \/><\/em><strong><em>THE PROBLEM<\/em><\/strong><\/p>\n<p>Online shopping is broken. Not because there aren\u2019t enough reviews, but because you can\u2019t trust them.<\/p>\n<p>Why today\u2019s review system needs fixing:<\/p>\n<p>\u274c <strong>Fake & incentivized reviews:<\/strong> Over 30% of all online reviews are fake and ads are everywhere. This will only get worse as AI gets more unrecognizable.<\/p>\n<p>\u274c <strong>Time wasted finding real opinions:<\/strong> The takes that matter live in social media, so to get there, the average shopper spends 30 minutes buried in tabs just to find something useful.<\/p>\n<p>After experiencing this frustration over and over ourselves, we decided to fix it.<\/p>\n<p><strong><em>WHAT HONESTLY DOES<\/em><\/strong><\/p>\n<p><strong>Honestly brings real, verified opinions directly onto product pages where they belong.<\/strong><\/p>\n<p>Instead of relying on a suspicious 5-stars, we surface what real people are already saying elsewhere.<\/p>\n<p>\u2705 <strong>Instant real reviews:<\/strong> Pulls genuine opinions from Reddit, TikTok, and YouTube real time.<\/p>\n<p>\u2705 <strong>Automatically verified:<\/strong> No bots, no AI summaries, no paid ads. Just authentic human voices.<\/p>\n<p>\u2705 <strong>No more tab suffocation:<\/strong> Now that everything is in one place, no need for jumping between Google, Reddit, YouTube, and other social platforms.<\/p>\n<p>\u2705 <strong>Clear buying signals<\/strong> \u2013 See what people actually love & hate before you spend your money.<\/p>\n<p><strong><em>WHO IS THIS FOR?<\/em><\/strong><\/p>\n<p>If you shop online and want to make better decisions without wasting time or getting tricked by fake reviews, <strong>Honestly was made for you.<\/strong><\/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>Congrats on the launch guys \ud83d\ude42 Love the idea!!<\/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\/@gauravthapa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gauravthapa<\/a> Thanks! We’re working on making it better by the day, let us know if you have any recommendations at <a href=\"mailto:lets@usehonestly.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">lets@usehonestly.com<\/a>! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just a FYI for those who are looking simply for the chrome extension, here’s the direct link to our extension page: <a href=\"https:\/\/chromewebstore.google.com\/detail\/honestly\/mjnniilmpkfkkeadhkcdakibbpmpaehl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/chromewebstore.google.com\/detail\/honestly\/mjnniilmpkfkkeadhkcdakibbpmpaehl<\/a><\/p>\n<p>Our current website is more geared towards brands, we’re working on building a new landing page specifically for consumers \ud83d\ude42 Thanks! <\/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 guys! Congrats <a href=\"https:\/\/www.producthunt.com\/@scott_davidson_jr\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"scott_davidson_jr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@scott_davidson_jr<\/a><\/p>\n<\/p>\n<p>Once the tool aggregates all the discussions, what formats can we extract this data in? Is there a way to export these insights to share with the broader team, or does it all live inside the dashboard for now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Thanks so much Aleksandar! As a consumer, at the moment there is no data to extract\/export – it’s just an ability to see all the reviews from social media relevant to the product page being viewed.<\/p>\n<p>As for brands that are interested in getting the review data, that is something we provide in a dashboard catered to what product features, trends, or categories of reviews each brand is interested in to increase website conversion rates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Incredible idea! I always turn to reviews on social media whenever I shop online so this could be really helpful for me. But one thing I look at as well is expert articles online. I find that these are the most thorough especially when various features of products are explored and ranked. So I was wondering if you plan to add on expert articles in the future as well as other content on the internet beyond just social media reviews?<\/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\/@alj123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alj123<\/a> Thanks so much and great question! That is definitely something on the roadmap for the future. Those expert articles are super valuable, but we decided to go with social media reviews since there is a lot more content across a wider range of products in general.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@alj123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alj123<\/a> Hey Al, that’s a great point! We’re gonna be looking into partnerships with reputable expert forms to improve the overall experience using Honestly \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>Reddit and YouTube reviews are genuinely the most useful signal when buying something. Sponsored content is noise but someone spending 20 minutes testing a product on YouTube usually catches the real issues. Does it pull the actual text\/timestamps or just surface the video links?<\/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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> 100% agree. These days online shoppers trust a stranger on Reddit or YouTube much more than any review a brand’s review site or on platforms like Trustpilot. In terms of how we pull the videos in, we retrieve the actual comment, post, or video so that it can be viewed on the page. Specifically for the videos, we also have time stamps attached to parts of the transcript relevant to the product being reviewed. <\/p>\n<p>This way, the shopper never needs to leave the website!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super excited to be on this journey of making online shopping more transparent with a better review system!<\/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\/@scott_davidson_jr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@scott_davidson_jr<\/a> The Goat<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 think you should try to do a more elaborate platform built in your website just like <a href=\"https:\/\/reppit.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/reppit.ai<\/a> for example, currently it look more like a Service Agency website than a chrome extension tool it’s a little bit weird.<\/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\/@vesper_city\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vesper_city<\/a> Great point, we are creating a site that caters to both Chrome extension users as well as Shopify stores since we are currently developing a Shopify app as well. The goal is to allow both the average shopper and brands bring transparent reviews from social media into the shopping experience. That’s helpful feedback as we continue to improve our site!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vesper_city\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vesper_city<\/a> 100%, might even make a separate landing page for the consumer chrome extension to reduce confusion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 literally automating my own shopping workflow \u2014 I always add ‘reddit’ to every product search because Amazon reviews are 80% fake at this point. Smart move keeping it non-AI. How do you handle products with no Reddit\/YouTube mentions? And is there any deduplication for reviews from the same user across platforms?<\/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\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> Exactly! Fun fact, Kalvin and I ran into this problem while testing another startup idea (it was an AI voice agent to help you shop) and the first thing we noticed with every user test was someone copying the product name then going to reddit, youtube or TikTok. <\/p>\n<p>Right now for the products with no reviews our research is quite limited. One of the ways we can try to fix this is by pulling reviews for the actual brand. What do you think about this? How would you go about doing review research for a product without any reddit\/youtube content?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>People already check Reddit or YouTube before buying. The part I\u2019m curious about is what happens right after install. Right now the value depends on the user remembering to click and check. If that first moment isn\u2019t obvious, a lot of people might install it and never actually use it enough to feel the benefit.<\/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\/@arun_tamang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arun_tamang<\/a> 100%. We’re currently a floating widget on product pages and we’re working on making it easier to ‘spot’ as some people who download the extension tell us they can’t find it. We’ll push an update to this as soon as we get more data on what works best.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great idea! But now I have a problem – I won\u2019t be able to choose a product at all because I always focus only on the negative reviews, haha. Seriously, though, this is a super useful app for me. The main thing, in my opinion, is to add protection against deliberate campaigns to damage a brand\u2019s reputation through fake negative reviews.<\/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\/@allurepixel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@allurepixel<\/a> hello<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@allurepixel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@allurepixel<\/a> Absolutely! This is actually such a big issue. We’ve been speaking to brands and figuring out how our data and analysis can help them too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love it, team. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ethankeshishian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethankeshishian<\/a> Thanks Ethan! One step closer to building a more transparent internet \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a first-time Product Hunt user, I\u2019m approaching this as a novice with limited experience evaluating SaaS platforms quickly.<\/p>\n<\/p>\n<p>From my perspective, the landing page felt unclear in terms of what exactly is being offered. At first glance, it appears to be a social media monitoring tool -> sounds great!<\/p>\n<\/p>\n<p>However, I also noticed there\u2019s a Chrome extension and it left me wondering: who is the primary audience here? Is this built for users like me (e.g., brands or marketers) to monitor my brand, or is it intended for general consumers?<\/p>\n<\/p>\n<p>This raised a broader question about the product\u2019s positioning. Is this a dual-sided platform that depends on consumer adoption to deliver value to brands? Or is it simply an extension of the same technology into a different use case?<\/p>\n<\/p>\n<p>I understand the offering to brands, and it’s a great offering. Congrats.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tryexcept\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tryexcept<\/a> Hey Jay! Appreciate the comment and totally agree (we’re also first time product hunt launchers!). We have two separate offerings. One for consumers and one for brands. In retrospect, the website is heavily catered to our brand offering. We got a lot of feedback echoing this and we’re already in the process of building a separate landing page for the consumer product, so that they won’t get mixed up! <\/p>\n<p>To your question about the positioning, we offer the chrome extension for free for consumers and we have a much more in depth version for brands to use! Social listening is one aspect, competitor analytics is another, content creation ideas, etc.. We can basically tailor the product to your needs using our data.<\/p>\n<p>One example is a brand wanting to know when someone complains about a jersey they bought eBay, so that they can reply and offer their jersey marketplace as a solution.<\/p>\n<p>Another is finding creators who have affiliate links for X product that go to amazon so they can contact them for their affiliate network. The possibilities go on!<\/p>\n<p>Thanks again for the kind words and if you ever wanna chat you can reach us at <a href=\"mailto:lets@usehonestly.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">lets@usehonestly.com<\/a>!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you handle products that have very few mentions across Reddit and YouTube? Do you fall back to other sources or just show what’s available? Congrats on shipping!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> Thanks! For products that don’t have social proof we’re thinking of focusing on the brand as a whole rather than the specific product. That way you can tell if this is a trusted brand and by who. What do you think, how do you usually handle researching products that don’t have any social proof?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FPUNWP662OVA6E\" class=\"app-title\">Claude Usage Tracker<\/a><\/p>\n<div class=\"one-liner\">See exactly how much you spend on Claude, across every tool<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">222<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u672c\u5730\u4f18\u5148\u7684Claude\u4f7f\u7528\u6210\u672c\u8ffd\u8e2a\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u52a8\u626b\u63cf\u591a\u6b3e\u5f00\u53d1\u5de5\u5177\u7684\u672c\u5730\u4f1a\u8bdd\u6570\u636e\uff0c\u4e3a\u8de8\u5de5\u5177\u4f7f\u7528Claude AI\u7684\u7528\u6237\u63d0\u4f9b\u4e86\u7edf\u4e00\u3001\u900f\u660e\u7684\u6210\u672c\u4eea\u8868\u76d8\uff0c\u89e3\u51b3\u4e86\u652f\u51fa\u5206\u6563\u3001\u96be\u4ee5\u76d1\u63a7\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d8c05f4e-2f11-4e4e-a05f-c77fc38bde22.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/608b569a-fbbd-4263-937c-f82a576846da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/edd5d3d8-8d84-486c-8fc7-cba56ee27af8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/72804d7b-6bbf-474e-9977-75cb4ad0ee58.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\/cc1be68d-5f87-4ed7-9d22-bdbe1ffa13a3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Jbf0RUhOQuA\"><source src=\"https:\/\/youtu.be\/Jbf0RUhOQuA\" 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\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6210\u672c\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4f7f\u7528\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">Claude<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u771f\u5b9e\u75db\u70b9\uff0c\u8d5e\u8d4f\u96f6\u914d\u7f6e\u3001\u672c\u5730\u4f18\u5148\u53ca\u70ed\u529b\u56fe\u529f\u80fd\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a\u8de8\u8bbe\u5907\u6570\u636e\u5408\u5e76\u3001Windows\u7248\u672c\u652f\u6301\u3001\u66f4\u7ec6\u7c92\u5ea6\uff08\u5982\u6bcf\u9879\u76ee\uff09\u7684\u6210\u672c\u5206\u6790\u3001\u6210\u672c\u8ba1\u7b97\u51c6\u786e\u6027\u9a8c\u8bc1\uff0c\u4ee5\u53ca\u589e\u52a0\u7f13\u5b58\u8282\u7701\u9884\u6d4b\u7b49\u9ad8\u7ea7\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Claude Usage Tracker \u8868\u9762\u4e0a\u662f\u53c8\u4e00\u4e2a\u201c\u4eea\u8868\u76d8\u201d\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u5145\u5f53\u4e86\u4e00\u4e2a\u975e\u5b98\u65b9\u7684\u3001\u9006\u5411\u5de5\u7a0b\u5f0f\u7684\u201c\u6570\u636e\u805a\u5408\u5c42\u201d\uff0c\u6084\u7136\u63ed\u793a\u4e86AI\u539f\u751f\u5de5\u4f5c\u6d41\u4e2d\u7684\u4e00\u4e2a\u6df1\u5c42\u77db\u76fe\uff1a\u5f00\u53d1\u8005\u751f\u4ea7\u529b\u5de5\u5177\u7684\u788e\u7247\u5316\u4e0e\u6210\u672c\u7ba1\u63a7\u7684\u96c6\u4e2d\u5316\u9700\u6c42\u4e4b\u95f4\u7684\u65ad\u88c2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0e\u4efb\u4f55\u5355\u4e00\u5de5\u5177\uff08\u5982Cursor\uff09\u7684API\u96c6\u6210\u786c\u4ed7\uff0c\u8f6c\u800c\u5229\u7528\u5404\u5de5\u5177\u5728\u672c\u5730\u5b58\u50a8\u7684\u65e5\u5fd7\u6587\u4ef6\u8fd9\u4e00\u5171\u6027\u5f31\u70b9\uff08\u6216\u8bf4\u7279\u6027\uff09\u8fdb\u884c\u201c\u6570\u636e\u6536\u5272\u201d\u3002\u8fd9\u79cd\u201c\u672c\u5730\u626b\u63cf\u201d\u6a21\u5f0f\uff0c\u4f7f\u5176\u4ee5\u6781\u8f7b\u7684\u59ff\u6001\uff0c\u6210\u4e3a\u4e86\u4e00\u4e2a\u8de8\u5de5\u5177\u751f\u6001\u7684\u201c\u8d85\u7ea7\u76d1\u89c6\u5668\u201d\u3002\u8fd9\u4e0d\u4ec5\u63d0\u4f9b\u4e86\u6210\u672c\u53ef\u89c6\u6027\uff0c\u66f4\u53ef\u80fd\u5728\u672a\u6765\u884d\u751f\u51fa\u66f4\u6df1\u5ea6\u7684\u884c\u4e3a\u5206\u6790\u2014\u2014\u5982\u8bc4\u8bba\u4e2d\u6240\u671f\u5f85\u7684\uff0c\u8bc6\u522b\u201c\u4f4e\u6548\u70e7token\u201d\u7684\u4f1a\u8bdd\u6a21\u5f0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6838\u5fc3\u5c40\u9650\u6027\u4e5f\u6e90\u4e8e\u6b64\u3002\u9996\u5148\uff0c\u5176\u6570\u636e\u51c6\u786e\u6027\u548c\u5b8c\u6574\u6027\u5b8c\u5168\u4f9d\u8d56\u4e8e\u4e0b\u6e38\u5de5\u5177\u65e5\u5fd7\u7684\u89c4\u8303\u6027\u4e0e\u5f00\u653e\u6027\uff0c\u8fd9\u662f\u4e00\u4e2a\u8106\u5f31\u7684\u6839\u57fa\u3002\u5176\u6b21\uff0c\u201c\u672c\u5730\u4f18\u5148\u201d\u5728\u4fdd\u969c\u9690\u79c1\u7684\u540c\u65f6\uff0c\u4e5f\u9650\u5236\u4e86\u5176\u4f5c\u4e3a\u56e2\u961f\u6210\u672c\u7ba1\u7406\u5de5\u5177\u7684\u6f5c\u529b\uff0c\u4ec5\u9002\u5408\u4e2a\u4f53\u5f00\u53d1\u8005\u3002\u6700\u540e\uff0c\u5176\u4ef7\u503c\u547d\u9898\u9762\u4e34\u4e00\u4e2a\u6839\u672c\u6027\u8d28\u7591\uff1a\u5bf9\u4e8e\u771f\u6b63\u9ad8\u9891\u7387\u3001\u9ad8\u652f\u51fa\u7684\u91cd\u5ea6\u7528\u6237\uff0c\u4ed6\u4eec\u53ef\u80fd\u76f4\u63a5\u4f7f\u7528Anthropic API\u5e76\u4f9d\u8d56\u5176\u5b98\u65b9\u4eea\u8868\u677f\uff1b\u800c\u5bf9\u4e8e\u8f7b\u5ea6\u7528\u6237\u6216Pro\/Max\u8ba2\u9605\u7528\u6237\uff0c\u8fd9\u79cdAPI\u7b49\u6548\u6210\u672c\u8ba1\u7b97\u66f4\u591a\u662f\u201c\u5fc3\u7406\u8d26\u5355\u201d\uff0c\u800c\u975e\u5b9e\u9645\u652f\u51fa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u6210\u529f\uff0c\u4e0e\u5176\u8bf4\u662f\u6280\u672f\u4e0a\u7684\u7a81\u7834\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5e02\u573a\u7a7a\u767d\u7684\u4e00\u6b21\u7cbe\u51c6\u5361\u4f4d\u2014\u2014\u5728\u5b98\u65b9\u7edf\u4e00\u89e3\u51b3\u65b9\u6848\u7f3a\u4f4d\u65f6\uff0c\u6ee1\u8db3\u4e86\u65e9\u671f\u91c7\u7528\u8005\u4eec\u7684\u201c\u6210\u672c\u7126\u8651\u201d\u3002\u4f46\u957f\u8fdc\u770b\uff0c\u5176\u547d\u8fd0\u53ef\u80fd\u53d6\u51b3\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u80fd\u5426\u4ece\u201c\u6210\u672c\u663e\u793a\u201d\u5347\u7ea7\u4e3a\u201c\u6210\u672c\u4f18\u5316\u5efa\u8bae\u201d\u5f15\u64ce\uff1b\u4e8c\u662f\u5f53\u5176\u4e3b\u8981\u76d1\u63a7\u7684\u5de5\u5177\uff08\u5982Cursor\uff09\u5f00\u59cb\u5185\u7f6e\u7c7b\u4f3c\u529f\u80fd\u65f6\uff0c\u5b83\u5982\u4f55\u4fdd\u6301\u4e0d\u53ef\u66ff\u4ee3\u6027\u3002\u76ee\u524d\uff0c\u5b83\u662f\u4e00\u4e2a\u7cbe\u81f4\u800c\u5fc5\u8981\u7684\u201c\u8865\u4e01\u201d\uff0c\u4f46\u5c1a\u672a\u6784\u6210\u4e00\u4e2a\u7a33\u56fa\u7684\u201c\u5e73\u53f0\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\">Claude Usage Tracker<\/span>\n <\/div>\n<div class=\"comment-content\">No single place shows your total Claude spend across tools. If you use Cursor, Claude Code CLI, Windsurf, Cline, or others \u2014 each burns tokens separately and you’re flying blind. Claude Usage Tracker auto-detects 9+ tools, scans local session data, and shows everything in one dashboard: daily costs, model breakdowns, heatmaps, session logs, and monthly projections. Native macOS app or browser mode for other OS device. No cloud, no accounts, no telemetry. 100% free and open source (MIT).<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt!<\/p>\n<p>I built Claude Usage Tracker because I had a simple problem: I use Claude through 5+ different tools every day (Claude Code CLI, Cursor, Claude Desktop, Cline\u2026) and had no idea what my total spend actually was.<\/p>\n<p>Each tool stores session data locally in different formats and locations. So I wrote a collector that scans all of them, normalizes the data, and pipes it into a single dashboard.<\/p>\n<p>Some things I\u2019m proud of:<\/p>\n<p>Zero setup \u2014 it auto-detects which tools you have installed<br \/>\nAccurate pricing \u2014 uses Anthropic\u2019s official per-million-token rates, including cache read\/write costs<br \/>\nThe heatmaps \u2014 seeing your peak usage hours and days is surprisingly revealing<br \/>\nNative macOS app \u2014 not Electron, just a lightweight Swift WKWebView wrapper<br \/>\nIt\u2019s completely free, open source (MIT), and everything stays on your machine. No accounts, no cloud, no tracking.<\/p>\n<p>If you use Claude through multiple tools, I think you\u2019ll find this useful. Would love your feedback!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stevie_658jjh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stevie_658jjh<\/a> Congrats on the launch! \ud83d\ude80<\/p>\n<p>This is actually very useful. It\u2019s easy to lose track of usage when working across multiple tools, so having everything in one place makes a lot of sense.<\/p>\n<p>Really like the local-first approach as well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stevie_658jjh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stevie_658jjh<\/a>Love the concept this could do really well on Kickstarter. Are you planning a pre-launch email funnel or relying mostly on PH traffic?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stevie_658jjh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stevie_658jjh<\/a> Have you considered adding projections for cache savings, since those can swing costs big time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@subhasis_sahoo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@subhasis_sahoo1<\/a> Thanks <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch!! Upvoted, budget control becomes more and more important!<\/div>\n<div class=\"comment-actions\">\n<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\/@daniel_dorne\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_dorne<\/a>  Thank you for the upvote! Absolutely, as these tools become part of daily workflows, visibility into spend is essential. Hope it helps!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the idea of tracking Claude costs, but curious does it handle cases where users switch between multiple device?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Great question! It’s local-first so it reads data from each machine separately, but there’s a built-in export\/import feature – you can export your data as JSON from one device and import it on another to get a combined view.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Oh I needed this yesterday! I use Claude Code and Cursor every day and it sounds very useful. The heatmap feature is great too – I bet I’ll see a pattern of my late night coding sessions. Does it track token usage retroactively from existing session data, or does it only start counting from when you install 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\/@ben_gend\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_gend<\/a> Thanks so much! And yes, the heatmap is great for exactly that, you’ll definitely spot those late-night patterns (guilty here too).<\/p>\n<\/p>\n<p>It works retroactively! The app scans the existing JSONL and log files that Claude Code, Cursor, and other tools already store on your machine (e.g. ~\/.claude\/projects\/, ~\/.cursor\/, etc.). So the moment you open it, you’ll see your full usage history – no need to wait for new data to accumulate.<\/p>\n<\/p>\n<p>It also uses the actual timestamps from those session files, so your heatmap and cost breakdown will be accurate all the way back. Give it a try and let me know how it goes! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>It’s dope bro!! When will you release the window version <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nathan_tran2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nathan_tran2<\/a> Thanks! It’s macOS only for now. Windows support is something I’d love to do, it’s on the roadmap but no timeline yet. Stay tuned!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@nathan_tran2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nathan_tran2<\/a> Just remember that we can also use on Windows with the browser mode. Check the guide detail <a href=\"https:\/\/github.com\/658jjh\/claude-usage-tracker?tab=readme-ov-file#browser-mode-any-os\" 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>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! do you track per-query or per-prompt cost? we use it across cursor, clay and claude desktop and would like to know what are our most costly use-cases and if we can optimize use by switching models for our most expensive workflows, right now everything pretty much uses opus 4.x<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chintant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chintant<\/a> Thanks! It tracks per-session cost with full model and token breakdowns, so you can see exactly which sessions are burning through Opus. That makes it easy to spot workflows where Sonnet would do the job just as well – those swaps can cut costs significantly. Give it a try and see where the spend is going!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stevie_658jjh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stevie_658jjh<\/a> how accurate is the cost calculation across different tools? Have you validated it against actual billing from Anthropic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@denious\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denious<\/a>  Good question! The costs are calculated using Anthropic’s published per-token API pricing, applied to the token counts logged by each tool. For API users, it should closely match your actual bill. For subscription plans (Pro\/Max), the numbers represent API-equivalent cost – basically what your usage would cost at pay-per-token rates, which is useful for understanding your consumption. If you spot any discrepancies with your actual API bill, definitely let me know – happy to investigate!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 heatmaps and monthly projections caught my attention. we’ve been trying to track our AI tool costs manually and it’s a mess. being able to see model breakdowns across different tools would help us optimize which models we use where. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@piotr_ratkowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotr_ratkowski<\/a> That manual tracking pain is exactly what this solves. The model breakdown makes it easy to spot where you might be using Opus when Sonnet would do the job – those swaps add up fast. Hope it helps!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Nice congrats!<\/div>\n<div class=\"comment-actions\">\n<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\/@mogabr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mogabr<\/a> Thank you <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This solves a real problem. Right now I have a Chrome tab permanently open just to monitor usage, which is exactly the kind of friction that shouldn’t exist when you’re deep in a session.<\/p>\n<p>The normalisation across tools is the hard part you probably don’t get credit for in the headline. Each tool storing session data in different formats and locations means this isn’t just a dashboard, it’s a data pipeline with a UI. The zero setup auto-detection is what makes it actually usable rather than just theoretically useful.<\/p>\n<p>The heatmap feature is the one I’m most curious about. I use Claude Code daily for building and I’d genuinely want to see whether my peak spend correlates with productive sessions or with the ones where I’m going in circles and burning tokens on context that isn’t working. That could change how I structure my working day. Installing this today. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joao_seabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joao_seabra<\/a>  Thank you! The normalization layer was honestly where most of the work went – glad someone noticed.<\/p>\n<p>Love your idea about using the heatmap to spot “going in circles” sessions vs. productive ones. Might explore that angle in a future update.<\/p>\n<p>Would love to hear what patterns you spot!<\/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\">\n<p>Congrats on launching today, glad to be launch buddies! Sending my dev this product ASAP \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gauravthapa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gauravthapa<\/a> >Thanks! Hope your dev finds it useful \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the tool I didn’t know I needed. I’ve been using Claude Code and Cursor side by side for months and had zero visibility into which one was actually eating my budget. Just “oh the bill went up” with no idea why.<\/p>\n<p>The per-model breakdown is really useful too. I bet most people don’t realize how much they’re spending on Opus vs Sonnet calls. Does it show per-project breakdowns or just overall?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> Thanks! That “oh the bill went up” feeling is exactly why I built this. Right now it shows per-source (Claude Code vs Cursor etc.) and per-model breakdowns, so you can see exactly where the spend is going. Per-project breakdown isn’t visualized yet but it’s on the roadmap. Give it a try!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/3RIZWHAQS4EWQY\" class=\"app-title\">Nomie<\/a><\/p>\n<div class=\"one-liner\">AI wellness app that turns doomscrolling into self\u2011care<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">199<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Nomie\u662f\u4e00\u6b3eAI\u5065\u5eb7\u5e94\u7528\uff0c\u5b83\u901a\u8fc7\u5c06\u65e0\u610f\u8bc6\u7684\u201c\u672b\u65e5\u5237\u5c4f\u201d\u884c\u4e3a\uff0c\u8f6c\u5316\u4e3a\u5f15\u5bfc\u5f0f\u547c\u5438\u7ec3\u4e60\u3001\u65e5\u5fd7\u8bb0\u5f55\u548c\u60c5\u7eea\u652f\u6301\u7b49\u5373\u65f6\u81ea\u6211\u5173\u6000\u6d3b\u52a8\uff0c\u5728\u7528\u6237\u611f\u5230\u538b\u529b\u6216\u7cbe\u795e\u8017\u7aed\u7684\u5237\u624b\u673a\u65f6\u523b\uff0c\u89e3\u51b3\u6570\u5b57\u8fc7\u8f7d\u4e0e\u795e\u7ecf\u7cfb\u7edf\u75b2\u52b3\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ae6e5205-d5e8-45a8-ab77-95719fa1dea0.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\/afad56c5-f837-4943-843f-555a7dc7b4fc.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\/4cb8e7db-e76e-4396-8b69-edbbbb0a17fb.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\/282f0470-f47d-4599-8d45-1efa1888d72a.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\/0ba57e55-7d69-4e23-a446-31bd34de0569.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\/8b0f5b4a-6a47-4126-8b5c-2a062f0f9638.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\/809282de-eee0-454c-9bfe-0f406275c69b.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/shorts\/KvPEpKjvOj8\"><source src=\"https:\/\/www.youtube.com\/shorts\/KvPEpKjvOj8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u5b57\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">AI\u5065\u5eb7\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u81ea\u6211\u5173\u6000<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u5e72\u9884<\/span><br \/>\n <span class=\"tag\">\u6b63\u5ff5\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u8c03\u8282<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u91cd\u5851<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u5c06\u5237\u5c4f\u8f6c\u4e3a\u81ea\u6211\u5173\u6000\u201d\u7684\u6838\u5fc3\u7406\u5ff5\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u4ea7\u54c1\u5982\u4f55\u66f4\u6709\u6548\u5730\u5728\u4e60\u60ef\u5f62\u6210\u521d\u671f\uff08\u5982\u9501\u5c4f\u3001\u901a\u77e5\u5c42\u9762\uff09\u8fdb\u884c\u5e72\u9884\uff0c\u800c\u975e\u4ec5\u4f9d\u8d56\u7528\u6237\u4e3b\u52a8\u6253\u5f00\u5e94\u7528\uff1b\u6709\u7528\u6237\u53cd\u9988\u90e8\u5206\u201c\u91cd\u7f6e\u201d\u529f\u80fd\u5b58\u5728\u5ef6\u8fdf\u548c\u89e6\u89c9\u53cd\u9988\u95ee\u9898\uff0c\u5f00\u53d1\u8005\u5df2\u56de\u5e94\u5c06\u6539\u8fdb\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 Nomie\u63d0\u51fa\u7684\u201c\u72b6\u6001\u4f18\u5148\uff0c\u800c\u975e\u601d\u60f3\u4f18\u5148\u201d\u7406\u5ff5\uff0c\u662f\u5176\u6700\u7280\u5229\u7684\u4ef7\u503c\u4e3b\u5f20\u3002\u5b83\u6ca1\u6709\u5929\u771f\u5730\u8bd5\u56fe\u8ba9\u7528\u6237\u5728\u7126\u8651\u87ba\u65cb\u4e2d\u201c\u601d\u8003\u51fa\u8def\u201d\u6216\u5b8c\u6210\u4e00\u6bb5\u6b63\u5f0f\u51a5\u60f3\uff0c\u800c\u662f\u72e1\u733e\u5730\u5229\u7528\u4e86\u539f\u6709\u7684\u6709\u5bb3\u884c\u4e3a\u6a21\u5f0f\u2014\u2014\u5237\u5c4f\u3002\u5b83\u5c06\u5237\u5c4f\u7684\u8f7d\u4f53\u4ece\u5236\u9020\u7126\u8651\u7684\u4fe1\u606f\u6d41\uff0c\u7f6e\u6362\u4e3a\u63d0\u4f9b\u201c\u5fae\u5149\u201d\u7684\u4ea4\u4e92\u5f0f\u5361\u7247\uff0c\u8fd9\u662f\u4e00\u79cd\u6781\u5177\u73b0\u5b9e\u611f\u7684\u201c\u52ab\u6301\u201d\u7b56\u7565\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u7684\u6218\u7565\u77db\u76fe\u4e5f\u5728\u4e8e\u6b64\u3002\u4ea7\u54c1\u627f\u8ba4\u201c\u4e60\u60ef\u5faa\u73af\u59cb\u4e8e\u610f\u56fe\u4e4b\u524d\u201d\uff0c\u5374\u4e3b\u52a8\u653e\u5f03\u4e86\u5728\u9501\u5c4f\u6216\u901a\u77e5\u5c42\u9762\u7684\u524d\u7f6e\u6027\u3001\u81ea\u52a8\u5316\u5e72\u9884\uff0c\u7406\u7531\u662f\u201c\u907f\u514d\u4fb5\u5165\u611f\u201d\u3002\u8fd9\u56fa\u7136\u662f\u51fa\u4e8e\u5bf9\u7528\u6237\u9690\u79c1\u548c\u5fc3\u7406\u538b\u529b\u7684\u5c0a\u91cd\uff0c\u4f46\u4e5f\u53ef\u80fd\u4f7f\u5176\u6548\u529b\u5927\u6253\u6298\u6263\u3002\u5f53\u7528\u6237\u5df2\u88ab\u7b97\u6cd5\u5377\u5165\u60c5\u7eea\u6f29\u6da1\u65f6\uff0c\u662f\u5426\u8fd8\u6709\u8db3\u591f\u7684\u8ba4\u77e5\u8d44\u6e90\u53bb\u201c\u4e3b\u52a8\u6253\u5f00Nomie\u201d\uff1f\u8fd9\u6784\u6210\u4e86\u4e00\u4e2a\u884c\u4e3a\u6539\u53d8\u4e0a\u7684\u5173\u952e\u65ad\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u771f\u6b63\u5bf9\u624b\u5e76\u975eCalm\u6216Headspace\uff0c\u800c\u662fTikTok\u548cInstagram\u7684\u63a8\u8350\u5f15\u64ce\u3002\u5b83\u7684\u6218\u573a\u662f\u7528\u6237\u6307\u5c16\u6ed1\u52a8\u65f6\u90a3\u6beb\u79d2\u7ea7\u7684\u51b3\u7b56\u70b9\u3002Nomie\u76ee\u524d\u7684\u201c\u6e29\u548c\u51fa\u73b0\u201d\u7b56\u7565\uff0c\u66f4\u50cf\u662f\u5728\u6218\u573a\u8fb9\u7f18\u5efa\u7acb\u4e86\u4e00\u4e2a\u8bbe\u65bd\u5b8c\u5584\u7684\u907f\u96be\u6240\uff0c\u4f46\u6700\u6fc0\u70c8\u7684\u6218\u6597\u53d1\u751f\u5728\u66f4\u524d\u6cbf\u7684\u9635\u5730\u3002\u5176\u672a\u6765\u4ef7\u503c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u201c\u975e\u4fb5\u5165\u6027\u201d\u4e0e\u201c\u53ca\u65f6\u6027\u201d\u4e4b\u95f4\u627e\u5230\u66f4\u7cbe\u5999\u7684\u5e73\u8861\uff0c\u6216\u8bb8\u9700\u8981\u66f4\u6df1\u5ea6\u7684\u7cfb\u7edf\u7ea7\u96c6\u6210\u6216\u60c5\u5883\u611f\u77e5AI\uff0c\u624d\u80fd\u771f\u6b63\u5b9e\u73b0\u201c\u5728\u9700\u8981\u65f6\u6070\u597d\u51fa\u73b0\u201d\u7684\u627f\u8bfa\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e3a\u90a3\u4e9b\u5df2\u6709\u8f83\u5f3a\u81ea\u7701\u80fd\u529b\u7684\u7528\u6237\uff0c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4f18\u96c5\u7684\u5de5\u5177\uff0c\u800c\u96be\u4ee5\u89e6\u53ca\u6700\u9700\u8981\u5b83\u7684\u3001\u88ab\u4e60\u60ef\u5b8c\u5168\u652f\u914d\u7684\u7fa4\u4f53\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\">Nomie<\/span>\n <\/div>\n<div class=\"comment-content\">We\u2019re building an AI wellness app that transforms doomscrolling into intentional self-care. Nomie is for people who feel overwhelmed, stressed, or mentally drained by constant screen time. Instead of asking users to disconnect, it redirects scrolling habits into guided resets, breathing exercises, journaling, and emotional support. We solve the problem of compulsive digital consumption by turning screen time into a tool for calm, focus, and regulation.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt Community, \ud83d\udc4b Excited to hunt Nomie today.<\/p>\n<p>We spend hours on our phones every day, and most digital experiences are designed to keep us hooked \u2014 not grounded. What stood out to me about Nomie is that it doesn\u2019t ask you to disconnect or delete your apps. Instead, it transforms those in-between scrolling moments into something restorative.<\/p>\n<p>Nomie is building an AI-powered wellness companion that helps redirect doomscrolling into guided resets, breathing exercises, journaling, and real-time emotional support. It\u2019s a thoughtful approach to a very real problem: digital overwhelm and nervous system fatigue.<\/p>\n<p>If you\u2019ve ever picked up your phone to relax and ended up feeling more anxious, this one\u2019s worth checking out.<\/p>\n<p>Curious to hear what the community thinks \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>Anything that is anti doomscrolling is a big win in my opinion. Great work !<\/p>\n<\/p>\n<p>Hope it is a massive success !<\/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\/@matt_priestley\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matt_priestley<\/a> Thanks for the support! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matt_priestley\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matt_priestley<\/a> Thank you so much ( :<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The doomscrolling-to-self-care flip is a smart reframe. The hard part is the habit loop – people pick up the phone for dopamine, not intention. Does Nomie intercept at the lock screen \/ notification level or does it only activate once you are already in the app?<\/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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> thanks for your question! That\u2019s the hard part, the habit loop starts before intention.<\/p>\n<p>Right now Nomie mostly activates once you are in the app. We use light nudges, but we are not trying to aggressively intercept or track behavior. That can feel invasive and just add more pressure.<\/p>\n<\/p>\n<p>Our approach is less about fighting the habit and more about meeting yourself with a bit more kindness in that moment. You pick up your phone for a reason. Nomie just gently shifts that experience so it actually helps you feel a little better.<\/p>\n<\/p>\n<p>Over time the shift is simple. Same impulse, but a softer, more supportive place to land \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Thank you so much, You got it right!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Love the mission of turning doomscrolling into mindful resets. I\u2019ve checked out <strong>Nomie<\/strong> and found some small delays in the ‘reset’ features and the touch feedback<\/p>\n<p>I’d love to help you fix these and make the app perfectly smooth.<\/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\/@sergioding\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergioding<\/a> noted! We will improve the interactions. If you try on the iOS app, the experience would be a lot smoother <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good Luck! Meeting people where they already are (on their phone, scrolling) and turning that into something useful is a much easier sell. As someone who runs a startup I catch myself doomscrolling at midnight way too often. How does Nomie actually intercept the scrolling moment? Is it a notification, a widget, or does it detect when you’ve been on your phone too long?<\/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\/@ben_gend\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_gend<\/a> That\u2019s exactly the moment we care about, the late night \u201cwhy am I still scrolling\u201d spiral. Right now we do not interrupt or track you. That tends to feel invasive and just adds more noise. Instead, we focus on being something you can easily reach for in that moment.<\/p>\n<\/p>\n<p>Once you open Nomie, you can shift your state right away with breathing, grounding, and small glimmers on the Bloomscroll feed. You are still scrolling, which makes it easier to stick with it, just with content that is better for your brain. Over time the behavior is simple. You catch yourself doomscrolling and Nomie becomes the next tap.<\/p>\n<p>We are exploring smarter ways to show up at the right moment, but we do not want to become another app fighting for your attention \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>Hi Product Hunt community! My cofounder<a href=\"https:\/\/www.producthunt.com\/@abhinavvishwa\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"abhinavvishwa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhinavvishwa<\/a> and I are serial founders. Over the years, we\u2019ve built products that reached millions of people. But along the way, we started noticing something uncomfortable in ourselves too, more screen time, more noise, more late-night doomscrolling, and somehow feeling worse, not better.<\/p>\n<\/p>\n<p>Even the tools that are supposed to help, AI, social apps, productivity tools, were adding to the overload. At some point we asked ourselves a simple question. What if your phone could actually help you feel better in the moment, instead of pulling you further into it?<\/p>\n<\/p>\n<p>That question is what led us to build Nomie – an AI wellness companion that turns scrolling into something more supportive, with breathing, journaling, and small \u201cglimmers\u201d that help you feel a little more grounded. <\/p>\n<\/p>\n<p>Really appreciate all the support, and would love any feedback. In the age of AI, let\u2019s live aggressively human and be a little kinder to ourselves \ud83d\udc95<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Love the concept, we need an easy replacement for distraction for sure. Most times people are distracted because of unaddressed mental health issues so this tracks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jonwesselink\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonwesselink<\/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>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\/@jonwesselink\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonwesselink<\/a> Thank you so much For the compliment ( : <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">People already try Calm\/Headspace for mindfulness and Wysa\/Woebot-style chatbots for support\u2014what\u2019s the clearest way Nomie wins when someone is too activated to \u201cthink their way out of it,\u201d and where do those apps still beat you?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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! The core difference is <em>state-first vs. thought-first<\/em>.<\/p>\n<p>Most apps like Calm or Headspace assume you are already calm enough to sit through a meditation. Chatbots like Wysa or Woebot assume you can think your way through what you are feeling.<\/p>\n<\/p>\n<p>But when someone is highly activated \u2014 anxious, spiraling, overwhelmed \u2014 you usually <em>can\u2019t<\/em> do either. In that moment, you are not trying to optimize your mindset, you prob just want to not feel terrible.<\/p>\n<\/p>\n<p>Nomie starts from that place. Instead of asking you to think or reflect, it gives you small, immediate ways to shift your state through our Bloomscroll feed: breathing, haptic grounding, doodling, and simple interactive cards that feel closer to scrolling than meditating. It meets you where you are, not where you <em>should<\/em> be.<\/p>\n<p>And we believe that\u2019s where we differentiate: in the first 30\u201360 seconds when someone is too dysregulated to engage with traditional mindfulness or CBT-style tools. From there, we expand with Nomie, a wellness companion you can talk to, and more intentional journaling when you are ready for it \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VCCW5NU3ODM4XZ\" class=\"app-title\">Pause.do<\/a><\/p>\n<div class=\"one-liner\">Interrupt scrolling, tab overload, and AI autopilot<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">143<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9690\u79c1\u4f18\u5148\u7684\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u901a\u8fc7\u5728\u7528\u6237\u5373\u5c06\u9677\u5165\u65e0\u610f\u8bc6\u5237\u5c4f\u3001\u6807\u7b7e\u9875\u8fc7\u8f7d\u6216\u76f2\u76ee\u6c42\u52a9AI\u7b49\u201c\u81ea\u52a8\u5de1\u822a\u201d\u72b6\u6001\u65f6\uff0c\u63d2\u5165\u4e00\u4e2a\u77ed\u6682\u505c\u987f\uff0c\u5e2e\u52a9\u7528\u6237\u91cd\u83b7\u6ce8\u610f\u529b\u4e3b\u5bfc\u6743\uff0c\u65e8\u5728\u57f9\u517b\u66f4\u6e05\u9192\u3001\u66f4\u4e3b\u52a8\u7684\u6570\u5b57\u4e60\u60ef\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7a1a9d1e-8de8-47fc-85d2-83e836df1117.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/13f15032-62df-4b12-9eeb-de24e28e37c6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db6a9855-a4f7-4066-ba3f-353c210de310.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c0452dfd-9963-4743-902b-bff14265c049.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3262ecdf-590a-40fb-af09-82ed67d61c8c.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\/0ba9e678-8095-4e9d-aaa7-654abeb43869.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=_I4k1L5ZFCQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=_I4k1L5ZFCQ\" 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\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u5b57\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u6ce8\u610f\u529b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u5e72\u9884<\/span><br \/>\n <span class=\"tag\">\u9632\u6c89\u8ff7<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u62e6\u622a<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u6807\u7b7e\u9875\u8fc7\u8f7d\u201d\u3001\u201c\u65e0\u610f\u8bc6\u6eda\u52a8\u201d\u75db\u70b9\u7684\u6982\u5ff5\uff0c\u8d5e\u8d4f\u5176\u8bbe\u8ba1\u53ca\u9690\u79c1\u4fdd\u62a4\uff08\u672c\u5730\u8fd0\u884c\uff09\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u6240\u9700\u6d4f\u89c8\u5668\u6743\u9650\u7684\u5177\u4f53\u8303\u56f4\u3001AI\u81ea\u52a8\u6682\u505c\u7684\u5177\u4f53\u89e6\u53d1\u673a\u5236\uff0c\u4ee5\u53ca\u662f\u5426\u6709\u91cf\u5316\u6548\u679c\u6570\u636e\u3002\u53e6\u6709\u8bc4\u8bba\u5ef6\u4f38\u51fa\u4e3a\u7236\u6bcd\u5b89\u88c5\u7b49\u4f7f\u7528\u573a\u666f\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 Pause.do \u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u201c\u963b\u65ad\u201d\uff0c\u800c\u5728\u4e8e\u201c\u91cd\u6784\u53cd\u5e94\u201d\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u6df1\u5c42\u77db\u76fe\uff1a\u5728\u5de5\u5177\uff08\u5c24\u5176\u662fAI\uff09\u65e5\u76ca\u5f3a\u5927\u7684\u4eca\u5929\uff0c\u4eba\u7684\u8ba4\u77e5\u80fd\u52a8\u6027\u53cd\u800c\u9762\u4e34\u88ab\u201c\u5916\u5305\u201d\u548c\u201c\u5f31\u5316\u201d\u7684\u98ce\u9669\u3002\u5176\u771f\u6b63\u4ef7\u503c\uff0c\u662f\u5c06\u884c\u4e3a\u5fc3\u7406\u5b66\u4e2d\u7684\u201c\u610f\u56fe-\u6267\u884c\u95f4\u9699\u201d\u7406\u8bba\u4ea7\u54c1\u5316\uff0c\u5728\u4e60\u60ef\u6027\u52a8\u4f5c\uff08\u5982\u53d1\u9001AI\u6307\u4ee4\u3001\u6253\u5f00\u65b0\u6807\u7b7e\uff09\u4e4b\u524d\uff0c\u4eba\u4e3a\u690d\u5165\u4e00\u4e2a\u201c\u8ba4\u77e5\u7f13\u51b2\u5e26\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0e\u7c97\u66b4\u5c4f\u853d\u7f51\u7ad9\u7684\u6212\u65ad\u5f0f\u5de5\u5177\u4e0d\u540c\uff0cPause.do \u7684\u59ff\u6001\u66f4\u6e29\u548c\uff0c\u4e5f\u66f4\u5177\u54f2\u5b66\u610f\u5473\uff1a\u5b83\u5047\u8bbe\u7528\u6237\u662f\u81ea\u4e3b\u7684\uff0c\u53ea\u662f\u9700\u8981\u88ab\u9002\u65f6\u63d0\u9192\u3002\u8fd9\u79cd\u8bbe\u8ba1\u907f\u514d\u4e86\u6743\u529b\u5bf9\u6297\uff0c\u5c06\u8d23\u4efb\u4ea4\u8fd8\u7ed9\u7528\u6237\uff0c\u4f46\u8fd9\u4e5f\u662f\u5176\u6700\u5927\u6311\u6218\u2014\u2014\u5bf9\u4e8e\u5df2\u6df1\u5ea6\u6210\u763e\u7684\u7528\u6237\uff0c\u4e00\u4e2a\u8f7b\u67d4\u7684\u201c\u505c\u987f\u201d\u662f\u5426\u8db3\u4ee5\u5bf9\u6297\u5f3a\u5927\u7684\u884c\u4e3a\u60ef\u6027\u4e0e\u5e73\u53f0\u7b97\u6cd5\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u201c\u9690\u79c1\u4f18\u5148\u3001\u672c\u5730\u8fd0\u884c\u201d\u7684\u7b56\u7565\u6210\u529f\u7f13\u89e3\u4e86\u7528\u6237\u5bf9\u6743\u9650\u7684\u6050\u60e7\uff0c\u8fd9\u662f\u5176\u5173\u952e\u4fe1\u4efb\u57fa\u77f3\u3002\u7136\u800c\uff0c\u201cAI\u81ea\u52a8\u6682\u505c\u201d\u529f\u80fd\u867d\u4eae\u773c\uff0c\u5374\u53ef\u80fd\u9677\u5165\u4e24\u96be\uff1a\u82e5\u89e6\u53d1\u8fc7\u4e8e\u7075\u654f\uff0c\u4f1a\u5e72\u6270\u6b63\u5e38\u9ad8\u6548\u5de5\u4f5c\u6d41\uff0c\u5f15\u53d1\u5378\u8f7d\uff1b\u82e5\u8fc7\u4e8e\u8fdf\u949d\uff0c\u5219\u5f62\u540c\u865a\u8bbe\u3002\u5176\u6548\u679c\u9ad8\u5ea6\u4f9d\u8d56\u5bf9\u201c\u4f4e\u8ba4\u77e5\u6295\u5165\u201d\u884c\u4e3a\u7684\u7cbe\u51c6\u3001\u4f18\u96c5\u5b9a\u4e49\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cPause.do \u8d29\u5356\u7684\u4e0d\u662f\u65f6\u95f4\uff0c\u800c\u662f\u201c\u89c9\u77e5\u201d\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5b83\u62e6\u622a\u4e86\u591a\u5c11\u6b21\u884c\u4e3a\uff0c\u800c\u5728\u4e8e\u5b83\u662f\u5426\u6210\u529f\u5730\u5c06\u7528\u6237\u4ece\u201c\u884c\u4e3a\u4e3b\u4f53\u201d\u8f6c\u53d8\u4e3a\u201c\u89c2\u5bdf\u8005\u201d\uff0c\u4ece\u800c\u5728\u6570\u5b57\u6d2a\u6d41\u4e2d\u91cd\u5efa\u90a3\u4e00\u70b9\u70b9\u5b9d\u8d35\u7684\u201c\u81ea\u4e3b\u9009\u62e9\u201d\u610f\u8bc6\u3002\u8fd9\u662f\u4e00\u573a\u9488\u5bf9\u6f5c\u610f\u8bc6\u7684\u5c0f\u578b\u542f\u8499\u8fd0\u52a8\uff0c\u524d\u666f\u5e7f\u9614\uff0c\u4f46\u9053\u8def\u7ef4\u8270\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\">Pause.do<\/span>\n <\/div>\n<div class=\"comment-content\">pause.do is a privacy-first browser extension that interrupts the moments when attention slips into autopilot, endless scrolling, tab overload, and even AI prompts. Instead of blocking websites, it creates small, intentional pauses that help you think first and decide what to do next. With pause types like Think First, Scroll Pause, Session Nudge, Focus Limit, and Tab Overload, pause.do helps you stay in control of your attention online.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing concept, love the landing page and clean design. Also noticed you changed “Hey Human” to “Hey Hunter” for referrals from Product Hunt. Lovely attention to detail.<\/p>\n<\/p>\n<p>I use a similar tool on my phone called StayFree, so it genuienly has a place in my life. The only issue for me is that the permissions I have to provide the tool are incredibly permissive and I had to just accept that’s the cost of using StayFree. <\/p>\n<\/p>\n<p>My only and main question is what kind of permissions do I need to provide the app for it to do its full functionality?<\/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\/@tryexcept\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tryexcept<\/a> Appreciate this and nice catch on the \u201cHey Hunter\u201d detail \ud83d\ude04<\/p>\n<p>On permissions: it\u2019s intentionally minimal. <a href=\"http:\/\/pause.do\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pause.do<\/a> runs locally in the browser and doesn\u2019t require the kind of deep system-level access that most screen-time apps rely on.<\/p>\n<p>It only interacts with what\u2019s necessary to trigger those pause moments, and nothing is sent externally.<\/p>\n<p>I completely get the concern with how much access tools like that can require this was built to avoid that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt!<\/p>\n<p>The idea for pause.do started from something that made me uncomfortable.<\/p>\n<p>I watched a video<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=rbS3CLSOeoU&t=1198s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=rbS3CLSOeoU&t=1198s<\/a><\/p>\n<\/p>\n<p>discussing an MIT paper showing that when people rely heavily on LLMs for simple tasks, their cognitive engagement can actually drop over time.<\/p>\n<p>That stuck with me.<\/p>\n<p>I realized how often I was opening ChatGPT or scrolling feeds before even trying to think through a problem myself.<\/p>\n<p>So I built a small weekend project: a screen-time style browser extension with a twist.<\/p>\n<p>Instead of blocking websites, pause.do introduces small pauses when attention tends to drift:<\/p>\n<p>\u2022 before AI prompts<br \/>\u2022 during long scrolling sessions<br \/>\u2022 when tab overload starts<br \/>\u2022 when you spend too long in certain apps<\/p>\n<p>The goal isn\u2019t restriction.<br \/>It\u2019s simply to reintroduce a moment to think first.<\/p>\n<p>Everything runs locally in the browser, and no browsing data ever leaves your device.<\/p>\n<p>What started as a simple experiment turned into something surprisingly helpful for my own habits online.<\/p>\n<p>Curious what you all think.<\/p>\n<p>Do you ever catch yourself asking AI something before trying to think it through yourself?<\/p>\n<p>Would love your feedback \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@adenekan_wonderful\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adenekan_wonderful<\/a> Have you measured any personal wins yet; like fewer knee-jerk AI queries or better focus sessions, since building and using <a href=\"http:\/\/pause.do\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pause.do<\/a>?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone who is constantly stuck in analysis paralysis I love this. I have tabs and groups and windows for days hoarding things I may never look at or may scroll endlessly through when I get stuck trying to figure out a path. Love this idea!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thatryan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thatryan<\/a> <br \/>That\u2019s exactly the pattern.<\/p>\n<p>It feels like progress because you\u2019re gathering options\u2026 but it actually makes choosing harder. I\u2019ve noticed the same thing the more tabs I have, the less likely I am to act on any of them.<\/p>\n<p>The goal is just to interrupt that loop before it compounds.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tab overload is the one that gets me. I end up with 40 tabs as a proxy for thinking – like keeping something open means I have not forgotten it. What does the AI autopilot interruption actually look like – does it detect when you are on autopilot or do you set it manually?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> <\/p>\n<p>The \u201ctabs as a proxy for thinking\u201d is painfully accurate \ud83d\ude2d<\/p>\n<p>It\u2019s like deferring decisions instead of making them.<\/p>\n<p>For AI it\u2019s automatic. It looks for patterns in what you\u2019re typing (low-effort prompts, quick offloads, etc.) and adds a small pause before sending.<\/p>\n<p>Nothing gets blocked it just creates a moment to decide if you actually want to ask that. Curious what it feels like for you if you try it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I read an article that more people (Gen Z) are shifting back to the offline space and want to be more present. On the other hand, <a href=\"https:\/\/x.com\/Polymarket\/status\/2034391538285924735?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">the older generation started using the internet more.<\/a> So this way, you can cover 2 target audiences \u2013 people who want to break up with their internet addiction and their parents, who are out of control, and their kids can install this on their devices \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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>This is such an interesting shift tbh.<\/p>\n<p>It feels like two curves crossing, younger people trying to reclaim focus, while older generations are just fully entering the chaos.<\/p>\n<p>I hadn\u2019t even thought about the \u201cinstall it for your parents\u201d angle \ud83d\ude04 but you\u2019re right\u2026 the problem isn\u2019t age, it\u2019s how easily we all slip into autopilot.<\/p>\n<p>The goal is less \u201cblock the internet\u201d and more \u201ccreate a moment to choose\u201d, and that probably applies to both groups in different ways. I’d love to hear more of your thoughts on this. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I always end up in 1000 tabs loop, seems like this could help a LOT.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@camila_rivera1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@camila_rivera1<\/a> that loop is <em>too real<\/em>, <\/p>\n<p>It starts as \u201cI\u2019ll come back to this\u201d and turns into 1000 open decisions, that\u2019s exactly the kind of behavior I was hoping this would help with. Curious to also know what it feels like for you if you try it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3B4QRK6UQUHTJE\" class=\"app-title\">Iris<\/a><\/p>\n<div class=\"one-liner\">Send work beautifully, pinned feedback, see what they viewed<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">131<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Iris\u662f\u4e00\u6b3e\u9762\u5411\u521b\u610f\u4e13\u4e1a\u4eba\u58eb\u7684\u5ba2\u6237\u4ea4\u4ed8\u5e73\u53f0\uff0c\u901a\u8fc7\u6c89\u6d78\u5f0f\u5168\u5c4f\u5c55\u793a\u3001\u7cbe\u51c6\u951a\u70b9\u53cd\u9988\u548c\u8be6\u7ec6\u7684\u6d4f\u89c8\u884c\u4e3a\u5206\u6790\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u6587\u4ef6\u94fe\u63a5\u4ea4\u4ed8\u65b9\u5f0f\u4e2d\u53cd\u9988\u6a21\u7cca\u3001\u5ba2\u6237\u53c2\u4e0e\u5ea6\u4e0d\u900f\u660e\u3001\u6c9f\u901a\u6548\u7387\u4f4e\u4e0b\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a9903a5e-af40-4d13-a8f5-2aee38f04a02.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bbfe923d-5e97-4a20-b907-927e417df7f5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58f6560d-a5bb-4145-b6ea-e98cb1333109.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/86e19a04-d925-4168-a846-27cc1f00af98.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/110f6433-d939-4f81-9166-e7e41eb442e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e3c8a9f0-a7e5-4702-808a-6b93583aa970.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fb67595f-f526-4773-a28e-c2ea30212843.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4544b5b5-3655-42ef-90d9-cfed8f9094f8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/331efd28-e718-46c9-9c4c-bae3e5eefea4.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\">Design Tools<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Freelance<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u521b\u610f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u4ea4\u4ed8<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u4f5c\u54c1\u5c55\u793a<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u65e0\u767b\u5f55\u4ea4\u4ed8<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u4f5c\u6d41<\/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\u7cbe\u51c6\u951a\u70b9\u53cd\u9988\u548c\u6d4f\u89c8\u8ffd\u8e2a\u529f\u80fd\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u80fd\u5f7b\u5e95\u6539\u53d8\u4e0e\u5ba2\u6237\u7684\u6c9f\u901a\u52a8\u6001\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u652f\u6301\u66f4\u591a\u6587\u4ef6\u7c7b\u578b\uff08\u5982\u89c6\u9891\u30013D\u539f\u578b\uff09\uff1b\u660e\u786e\u514d\u8d39\u7248\u6587\u4ef6\u5927\u5c0f\u9650\u5236\uff1b\u4f18\u5316\u8bc4\u8bba\u5728\u4e0d\u540c\u5c4f\u5e55\u4e0a\u7684\u5b9a\u4f4d\u51c6\u786e\u6027\uff1b\u4ee5\u53ca\u8be2\u95ee\u53cd\u9988\u7248\u672c\u7ba1\u7406\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Iris\u7684\u950b\u8292\uff0c\u5728\u4e8e\u5b83\u8bd5\u56fe\u7528\u6570\u636e\u624b\u672f\u5200\u89e3\u5256\u521b\u610f\u4ea4\u4ed8\u8fc7\u7a0b\u4e2d\u6700\u6df7\u6c8c\u7684\u201c\u9ed1\u7bb1\u201d\u2014\u2014\u5ba2\u6237\u771f\u5b9e\u7684\u6ce8\u610f\u529b\u6d41\u5411\u3002\u5b83\u63d0\u4f9b\u7684\u4e0d\u4ec5\u662f\u66f4\u4f18\u96c5\u7684\u5c55\u793a\u5c42\uff0c\u66f4\u662f\u4e00\u5957\u5ba2\u6237\u884c\u4e3a\u7684\u201c\u76d1\u63a7\u201d\u4e0e\u201c\u89e3\u7801\u201d\u7cfb\u7edf\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u7f8e\u5316\u53d1\u9001\u201d\uff0c\u800c\u5728\u4e8e\u5c06\u4e3b\u89c2\u3001\u6a21\u7cca\u7684\u53cd\u9988\u73af\u8282\u5ba2\u89c2\u5316\u3001\u6570\u636e\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u201c\u7cbe\u51c6\u951a\u70b9\u53cd\u9988\u201d\u76f4\u51fb\u201c\u53f3\u4e0a\u89d2\u90a3\u4e2a\u4e1c\u897f\u6709\u70b9\u602a\u201d\u8fd9\u7c7b\u65e0\u6548\u6c9f\u901a\u7684\u987d\u75be\uff0c\u5c06\u8bc4\u8bba\u7a7a\u95f4\u5750\u6807\u5316\uff0c\u8fd9\u662f\u5bf9\u534f\u4f5c\u9897\u7c92\u5ea6\u7684\u7cbe\u7ec6\u5347\u7ea7\u3002\u800c\u66f4\u5177\u98a0\u8986\u6027\u7684\u662f\u5176\u81ea\u52a8\u5316\u7684\u6d4f\u89c8\u8ffd\u8e2a\uff0c\u5b83\u65e0\u60c5\u5730\u63ed\u793a\u4e86\u5ba2\u6237\u662f\u8ba4\u771f\u5ba1\u89c6\u8fd8\u662f\u8349\u8349\u63a0\u8fc7\uff0c\u5c06\u4ee5\u5f80\u4f9d\u8d56\u731c\u6d4b\u7684\u201c\u4ed6\u4eec\u770b\u4e86\u5417\uff1f\u201d\u53d8\u6210\u4e86\u786e\u51ff\u7684\u6570\u636e\u4e8b\u5b9e\u3002\u8fd9\u4ece\u6839\u672c\u4e0a\u6539\u53d8\u4e86\u670d\u52a1\u63d0\u4f9b\u8005\u7684\u5fc3\u7406\u5730\u4f4d\u548c\u4fe1\u606f\u4e0d\u5bf9\u79f0\u5c40\u9762\uff0c\u8ba9\u540e\u7eed\u6c9f\u901a\u4ece\u201c\u76f2\u76ee\u8fa9\u62a4\u201d\u8f6c\u5411\u201c\u57fa\u4e8e\u4e8b\u5b9e\u7684\u8ba8\u8bba\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u7280\u5229\u4e4b\u5904\u4ea6\u662f\u98ce\u9669\u6240\u5728\u3002\u65e0\u63d0\u793a\u7684\u81ea\u52a8\u8ffd\u8e2a\u5728\u63d0\u5347\u6548\u7387\u7684\u540c\u65f6\uff0c\u4e5f\u89e6\u53ca\u4e86\u9690\u79c1\u4e0e\u76d1\u63a7\u7684\u7070\u8272\u5730\u5e26\uff0c\u53ef\u80fd\u5f15\u53d1\u90e8\u5206\u5ba2\u6237\u7684\u62b5\u89e6\u3002\u4ea7\u54c1\u76ee\u524d\u4f9d\u8d56\u56fe\u50cf\u548cPDF\uff0c\u8ddd\u652f\u6301\u5168\u5a92\u4ecb\u521b\u610f\u5de5\u4f5c\u6d41\u5c1a\u6709\u8ddd\u79bb\u3002\u6b64\u5916\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5ba2\u6237\u65b9\u7684\u79ef\u6781\u53c2\u4e0e\uff0c\u82e5\u5ba2\u6237\u6d4f\u89c8\u540e\u4ecd\u4e0d\u7f6e\u8bc4\uff0c\u5de5\u5177\u867d\u63ed\u793a\u4e86\u201c\u672a\u89c2\u770b\u201d\u7684\u4e8b\u5b9e\uff0c\u5374\u672a\u80fd\u89e3\u51b3\u201c\u4e0d\u53cd\u9988\u201d\u7684\u7ec8\u6781\u96be\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cIris\u4e0d\u662f\u53c8\u4e00\u4e2a\u6587\u4ef6\u4f20\u8f93\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u5ba2\u6237\u53c2\u4e0e\u5ea6\u5206\u6790\u5e73\u53f0\u201d\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u521b\u610f\u5de5\u4f5c\u8005\u662f\u5426\u613f\u610f\u5c06\u5ba2\u6237\u5173\u7cfb\u4e2d\u7684\u90e8\u5206\u4e0d\u786e\u5b9a\u6027\uff0c\u8f6c\u5316\u4e3a\u53ef\u80fd\u5e26\u6765\u538b\u529b\u4f46\u4e5f\u66f4\u5177\u638c\u63a7\u529b\u7684\u900f\u660e\u6570\u636e\u3002\u5b83\u91cd\u5851\u7684\u4e0d\u662f\u53d1\u9001\u65b9\u5f0f\uff0c\u800c\u662f\u53cd\u9988\u6743\u529b\u7ed3\u6784\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\">Iris<\/span>\n <\/div>\n<div class=\"comment-content\">Iris is the client delivery platform for creative professionals. Send your work as a cinematic full-screen experience: slides, document, or gallery. Clients leave pinned feedback directly on the work, exactly where it belongs. You see which slides they spent time on, which ones they skipped, and what they paid attention to. After every session, Iris reads the data and tells you what it means. No client login. No download. One link does everything. Free to start.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt<\/p>\n<p>I built Iris because I was tired of sending great work through bad links.<br \/>\nAs a designer, I’d spend weeks on a project, then send a Dropbox link and hope for the best. The client would open it between two notifications and come back with ‘the thing on the right feels a bit off.’ I had zero idea what they actually looked at.<br \/>\nSo I built Iris.<\/p>\n<p>With Iris you send work as a full-screen cinematic experience. Clients pin feedback directly on the work, exactly where it belongs. You see exactly what they paid attention to, slide by slide. After every session, Iris reads the behavioral data and tells you what it means before your next conversation.<\/p>\n<p>Three display modes: Slides, Document, or Gallery. Four scenes. One link. No client login required.<\/p>\n<p>It’s live today and free to start. You can try the interactive demo on the site before signing up.<\/p>\n<p>Would love your honest feedback, especially if you’re a designer, photographer, or anyone who delivers creative work to clients.<\/p>\n<p>What would make this a tool you’d actually use every day?<\/p>\n<p>Axel, founder of Iris<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@axeltdesign\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@axeltdesign<\/a> hello!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 really cool feature, Axel! Impressive presentation layer! What file types does it support \u2014 just images, or also video, prototypes, PDFs? And is there a file size limit for the free tier?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@denious\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denious<\/a> Thank you Denis. Right now it supports images and pdfs. but in the near future it will also be able to render 3d prototypes and videos. Right now we dont have a limit for free users on file size<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What if you adjusted the feedback? Do you create a separate Vision or can you update your existing one?<\/p>\n<p>I’m a designer myself and what clients also value is seeing the progress of their submitted feedback. The before\/after effect. <\/p>\n<p>I love the product btw. Gonna give it a try in the upcoming weeks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jens_deryckere1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jens_deryckere1<\/a> Hi Jen, thank you for your feedback. When you’re ready, you can create a new version of the Vision. This will allow you to keep both the latest version and all previous versions. Your client will also be able to access earlier versions of the vision if they want to compare.<\/p>\n<p>I’m a designer myself, and I built that feature because I know clients often ask for that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The view tracking is the part that actually changes the dynamic. I’ve sent work over Google Drive and the worst part isn’t bad feedback, it’s wondering if they even opened it. Knowing what someone actually looked at before they respond gives you a completely different starting point for the conversation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@juelz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@juelz<\/a> Exactly this. The anxiety of not knowing if they even opened it is almost worse than bad feedback. At least bad feedback means they looked.<\/p>\n<p>With Iris you know the moment they open it, how long they spent, and what held their attention. That completely changes how you show up to the conversation.<\/p>\n<\/p>\n<p>thank you for your comment Julian<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pinned feedback is underrated. The usual flow – send work, client watches, you never know what they looked at – is just broken. Knowing they watched 30 seconds and stopped on slide 3 changes how you follow up entirely. Is the view tracking opt-in on the client side or does it happen automatically?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Automatic. The moment they open the link the session starts tracking. No prompt, no opt-in needed from the client.<\/p>\n<p>You get the data. Your client just experiences the work. They never see the analytics layer at all.<\/p>\n<p>Whoever sent the work should know how it landed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I checked out <strong>Iris<\/strong> and noticed some small glitches where comments might move around on different screens<\/p>\n<p>I’d love to help you fix these so your clients’ feedback is always 100% accurate.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sergioding\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergioding<\/a> thank you Sergio, we already noticed the bugs and we are fixing it now!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love the concept of pinned feedback right on the work. How do you ensure feedback is actionable for both sides?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> The pin anchors the comment to a precise point on the design, so there’s no ambiguity about what the client is referring to. Instead of ‘the thing on the right feels off’ you get a pin sitting directly on the element they mean.<\/p>\n<p>On the creative side, all pins are visible from the dashboard alongside the AI session insights, so you walk into every conversation already knowing what landed and what needs addressing.<\/p>\n<p>The combination of location plus comment plus behavioral data is what makes it actionable rather than just collected.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@axeltdesign\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"axeltdesign\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@axeltdesign<\/a> Getting precise feedback is always hard, especially when clients give very vague comments. <\/p>\n<p>How easy is it for non-tech clients to start using it without needing explanations?<\/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\/@amraniyasser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amraniyasser<\/a> No explanation needed. Clients click the link, enter their name, and they’re in. To leave a pin they just click anywhere on the work and type. That’s the whole interaction.<\/p>\n<p>We designed it so a designer can send the link to any client, regardless of how technical they are, and it just 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<blockquote>\n<p>This looks really clean. I like the idea of seeing what people actually looked at rather than guessing. Do clients find it easy to use without needing any explanation?<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@becky_gaskell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@becky_gaskell<\/a> Yes, that was a core design constraint from day one. Clients get a link, click it, enter their name, and they’re looking at the work full screen. No account, no download, nothing to explain.<\/p>\n<p>Pin feedback works the same way. They click anywhere on the slide and a comment box appears. Most clients figure it out without any prompting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 Axel, that line about spending weeks on a project and getting back the thing on the right feels a bit off is painfully accurate. Was there a specific client review where you realized they barely looked at the work you actually wanted feedback on?<\/div>\n<div class=\"comment-actions\">\n<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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> Painfully real. But honestly, even worse than that is when you don\u2019t get any feedback at all. Just send the work\u2026 and nothing comes back.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IKPKHY2JJOZNCD\" class=\"app-title\">DataSieve 2.0<\/a><\/p>\n<div class=\"one-liner\">Extract structured data from text, files and archives.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">126<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>DataSieve 2.0\u662f\u4e00\u6b3e\u672c\u5730\u5316\u8fd0\u884c\u7684\u684c\u9762\u5e94\u7528\uff0c\u80fd\u5feb\u901f\u4ece\u6587\u672c\u3001\u6587\u4ef6\u53ca\u538b\u7f29\u5305\u4e2d\u6279\u91cf\u63d0\u53d6\u591a\u79cd\u7ed3\u6784\u5316\u6570\u636e\uff0c\u89e3\u51b3\u4e86\u5728\u5904\u7406\u6d77\u91cf\u975e\u7ed3\u6784\u5316\u6587\u6863\u65f6\uff0c\u4eba\u5de5\u63d0\u53d6\u6548\u7387\u4f4e\u4e0b\u3001\u6570\u636e\u6613\u51fa\u9519\u4e14\u9690\u79c1\u5916\u6cc4\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/57cf84a6-269f-4a55-9509-7e629fa77012.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\/060e414d-c86c-4a7c-a0d6-d3ad1680fedb.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\/9a269fb8-711b-4fe5-864b-ea4bb4cae3b4.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\/a16810f5-071d-4efd-b226-8e6cd1fce66e.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\/63d6c457-378e-4f63-babd-c7e81567bc2a.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Data<\/span><br \/>\n <span class=\"tag\">Data Science<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u636e\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5316\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u89e3\u6790<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u89c4\u5219<\/span><br \/>\n <span class=\"tag\">\u6279\u91cf\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u683c\u5f0f\u8f6c\u6362<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u6574\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u4ecb\u7ecd\u4e862.0\u7248\u672c\u5728\u7075\u6d3b\u6027\u3001\u6279\u91cf\u5904\u7406\u548c\u81ea\u5b9a\u4e49\u63d0\u53d6\u5668\u65b9\u9762\u7684\u8fdb\u6b65\u3002\u7528\u6237\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u4e09\u7c7b\u95ee\u9898\uff1a\u5bf9\u56fe\u50cfPDF\uff08\u5982\u626b\u63cf\u4ef6\uff09\u7684OCR\u652f\u6301\u3001\u5bf9\u6a21\u7cca\u5b57\u6bb5\uff08\u5982\u7535\u8bdd\u4e0e\u4f20\u771f\uff09\u7684\u533a\u5206\u80fd\u529b\uff0c\u4ee5\u53ca\u786e\u8ba4\u4e86\u81ea\u5b9a\u4e49\u63d0\u53d6\u529f\u80fd\uff08\u901a\u8fc7\u6b63\u5219\u8868\u8fbe\u5f0f\uff09\u7684\u5b58\u5728\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 DataSieve 2.0\u7684\u53d9\u4e8b\u6838\u5fc3\u662f\u201c\u672c\u5730\u5316\u201d\u4e0e\u201c\u7075\u6d3b\u6027\u201d\uff0c\u8fd9\u7cbe\u51c6\u5207\u4e2d\u4e86\u5f53\u524d\u4f01\u4e1a\u5bf9\u6570\u636e\u9690\u79c1\u548c\u5b9a\u5236\u5316\u6d41\u7a0b\u7684\u53cc\u91cd\u7126\u8651\u3002\u5ba3\u79f0\u201c\u4e00\u5207\u5728\u8bbe\u5907\u4e0a\u8fd0\u884c\u201d\u662f\u5176\u6700\u950b\u5229\u7684\u5356\u70b9\uff0c\u5c24\u5176\u5728\u76d1\u7ba1\u4e25\u683c\u6216\u5904\u7406\u654f\u611f\u4fe1\u606f\u7684\u884c\u4e1a\uff0c\u8fd9\u6784\u6210\u4e86\u5bf9\u4e91\u670d\u52a1\u65b9\u6848\u7684\u964d\u7ef4\u6253\u51fb\u3002\u81ea\u5b9a\u4e49\u6b63\u5219\u8868\u8fbe\u5f0f\u63d0\u53d6\u5668\u7684\u52a0\u5165\uff0c\u5c06\u5de5\u5177\u4ece\u5c01\u95ed\u7684\u201c\u63d0\u53d6\u5668\u8d85\u5e02\u201d\u8f6c\u53d8\u4e3a\u5f00\u653e\u7684\u201c\u63d0\u53d6\u5668\u5de5\u5382\u201d\uff0c\u8d4b\u4e88\u4e86\u4e13\u4e1a\u7528\u6237\u5e94\u5bf9\u957f\u5c3e\u9700\u6c42\u7684\u53ef\u80fd\uff0c\u8fd9\u662f\u5176\u4ece\u201c\u597d\u7528\u201d\u8fc8\u5411\u201c\u53ef\u7528\u201d\u7684\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u9c9c\u4e4b\u4e0b\u6697\u85cf\u6311\u6218\u3002\u7528\u6237\u8bc4\u8bba\u5df2\u89e6\u53ca\u5929\u82b1\u677f\uff1a\u5bf9\u56fe\u50cfPDF\u7684\u8d28\u7591\u76f4\u6307\u5176\u5e95\u5c42OCR\u80fd\u529b\u7684\u8fb9\u754c\uff1b\u65e0\u6cd5\u533a\u5206\u7535\u8bdd\u4e0e\u4f20\u771f\u5219\u66b4\u9732\u4e86\u5176\u5728\u8bed\u4e49\u7406\u89e3\u4e0e\u4e0a\u4e0b\u6587\u5224\u65ad\u4e0a\u7684\u8584\u5f31\u2014\u2014\u8fd9\u6070\u6070\u662f\u4f20\u7edf\u89c4\u5219\u5f15\u64ce\u4e0e\u5f53\u4ee3AI\u9a71\u52a8\u65b9\u6848\u7684\u672c\u8d28\u5dee\u8ddd\u3002\u5b83\u672c\u8d28\u4e0a\u4ecd\u662f\u4e00\u4e2a\u9ad8\u5ea6\u4f9d\u8d56\u89c4\u5219\uff08\u5185\u7f6e\u6216\u81ea\u5b9a\u4e49\uff09\u7684\u201c\u6a21\u5f0f\u5339\u914d\u5668\u201d\uff0c\u5728\u5e94\u5bf9\u771f\u6b63\u6742\u4e71\u65e0\u7ae0\u3001\u683c\u5f0f\u8be1\u53d8\u7684\u73b0\u5b9e\u4e16\u754c\u6570\u636e\u65f6\uff0c\u5176\u51c6\u786e\u7387\u53ef\u80fd\u6025\u5267\u8870\u51cf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u6216\u8bb8\u5e76\u975e\u53d6\u4ee3\u90a3\u4e9b\u62e5\u6709\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u4e91\u7aefAPI\uff0c\u800c\u662f\u5728\u7279\u5b9a\u573a\u666f\u4e0b\u6210\u4e3a\u4e00\u4e2a\u5b89\u5168\u3001\u53ef\u63a7\u3001\u53ef\u5ba1\u8ba1\u7684\u201c\u524d\u54e8\u7ad9\u201d\u3002\u5b83\u9002\u5408\u4f5c\u4e3a\u5408\u89c4\u6d41\u7a0b\u4e2d\u7684\u4e00\u73af\uff0c\u6216\u662f\u5bf9\u63d0\u53d6\u89c4\u5219\u6709\u7edd\u5bf9\u63a7\u5236\u6743\u7684\u6280\u672f\u7528\u6237\u7684\u5229\u5668\u3002\u4f46\u82e5\u60f3\u4ece\u201c\u6548\u7387\u5de5\u5177\u201d\u664b\u5347\u4e3a\u201c\u667a\u80fd\u89e3\u51b3\u65b9\u6848\u201d\uff0c\u5b83\u5fc5\u987b\u5728\u4e0a\u4e0b\u6587\u7406\u89e3\u4e0e\u591a\u6a21\u6001\u4fe1\u606f\u63d0\u53d6\uff08\u5982\u56fe\u6587\u7ed3\u5408\uff09\u4e0a\u505a\u51fa\u8270\u96be\u7a81\u7834\uff0c\u5426\u5219\u53ef\u80fd\u59cb\u7ec8\u5f98\u5f8a\u5728\u4e3b\u6d41\u9700\u6c42\u4e0e\u8fb9\u7f18\u5b9a\u5236\u4e4b\u95f4\u7684\u5229\u57fa\u5e02\u573a\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\">DataSieve 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">DataSieve helps you turn unstructured text into clean, usable data in seconds. Drop in text, files, folders, or even archives, and extract what you need in one pass. Emails, phone numbers, URLs, dates, financial data, and more. Everything runs locally on your device, with no cloud and no tracking. What you can do – Extract multiple data types at once – Process text, PDFs, EPUBs, CSV, JSON, Word files, and more – Export results to JSON, XLSX, DOCX, and more – Define your own custom extractors<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone,<\/p>\n<p>I\u2019m the developer behind DataSieve (previously TextMine). This update has been a big step forward compared to the first version.<\/p>\n<p>The main focus for 2.x was flexibility and scale. Being able to scan folders and archives, and define custom extractors, makes it much more useful for real workflows instead of just one-off text inputs.<\/p>\n<p>I also spent time improving extraction accuracy for more complex data types like financial info and international formats.<\/p>\n<p>Happy to answer any questions, and I\u2019d really appreciate any feedback, especially around usability and edge cases.<\/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\">@albemala What about PDFs were the data is an image instead of actual text. <\/p>\n<p>Example a financial report scanned as an img pdf instead of as a document….<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice \u2014 structured data extraction is one of those problems that sounds simple until you actually try it. How does it handle ambiguous fields? For example, does it distinguish between a phone number and a fax number in unstructured text? Asking because I work on a similar challenge with voice-to-form mapping.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@webappski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@webappski<\/a> as of now, the app doesn’t distinguish between phone numbers and fax numbers. Structured data extraction is not easy indeed! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 Alberto, I like your idea of running everything locally. Is the list of attributes to extract static, or can I define custom ones?<\/div>\n<div class=\"comment-actions\">\n<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\/@alberto_polini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alberto_polini<\/a> You can define custom ones using regexes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VTELX3ORENW7JI\" class=\"app-title\">AlphaClaw Apex<\/a><\/p>\n<div class=\"one-liner\">OpenClaw harness and fleet manager for Mac<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">115<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AlphaClaw Apex\u662f\u4e00\u6b3e\u9762\u5411Mac\u7528\u6237\u7684OpenClaw\u4ee3\u7406\u90e8\u7f72\u4e0e\u7ba1\u7406\u5e73\u53f0\uff0c\u901a\u8fc7\u5728\u81ea\u6108\u3001\u96c6\u7fa4\u63a7\u5236\u548c\u65e0\u9700SSH\u64cd\u4f5c\u7b49\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u5206\u5e03\u5f0fAI\u4ee3\u7406\u7684\u8fd0\u7ef4\u590d\u6742\u6027\u4e0e\u534f\u8c03\u96be\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43c35d79-ba2f-4d15-bdce-e579b971eb1b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c1c336c8-83c3-4383-b108-109b8bd53361.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45c79aca-b5d3-494b-ba6b-b1d759dfd8e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f27cb4d-f953-4ef9-9ca0-f5ab14c19c1c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u5206\u5e03\u5f0f\u7cfb\u7edf\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u6108\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">Mac\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u5bb9\u5668\u5316<\/span><br \/>\n <span class=\"tag\">\u96c6\u7fa4\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\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\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\u7cfb\u7edf\u534f\u8c03\u4e0e\u51b2\u7a81\u5904\u7406\u673a\u5236\uff0c\u4ee5\u53ca\u90e8\u7f72\u7684\u7075\u6d3b\u6027\u3002\u6838\u5fc3\u7591\u95ee\u5728\u4e8e\u591a\u4ee3\u7406\u4efb\u52a1\u91cd\u53e0\u65f6\u7684\u51b2\u7a81\u89e3\u51b3\u65b9\u6848\u3002\u540c\u65f6\uff0c\u7528\u6237\u660e\u786e\u8be2\u95ee\u4e86\u5bf9Docker\u7b49\u5bb9\u5668\u5316\u6280\u672f\u7684\u652f\u6301\uff0c\u5f00\u53d1\u8005\u786e\u8ba4\u652f\u6301\u5e76\u63d0\u4f9b\u4e86\u90e8\u7f72\u6a21\u677f\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 AlphaClaw Apex\u7784\u51c6\u4e86\u4e00\u4e2a\u65b0\u5174\u4e14\u68d8\u624b\u7684\u75db\u70b9\uff1a\u968f\u7740AI\u4ee3\u7406\uff08Agent\uff09\u7684\u666e\u53ca\uff0c\u4ece\u8fd0\u884c\u201c\u5355\u4e2a\u4ee3\u7406\u201d\u5230\u7ba1\u7406\u201c\u4ee3\u7406\u96c6\u7fa4\u201d\u7684\u8fd0\u7ef4\u590d\u6742\u5ea6\u5448\u6307\u6570\u7ea7\u4e0a\u5347\u3002\u4ea7\u54c1\u63d0\u51fa\u7684\u201c\u81ea\u6108\u201d\u3001\u201c\u96c6\u7fa4\u63a7\u5236\u201d\u548c\u201c\u96f6SSH\u201d\u76f4\u51fb\u5f53\u524d\u5f00\u53d1\u8005\u624b\u52a8\u62fc\u63a5\u811a\u672c\u3001\u76d1\u63a7\u6df7\u4e71\u3001\u6545\u969c\u6062\u590d\u6548\u7387\u4f4e\u7684\u73b0\u72b6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0e\u6311\u6218\u5e76\u5b58\u3002\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u5c06Kubernetes\u5f0f\u7684\u7f16\u6392\u548c\u8fd0\u7ef4\u7406\u5ff5\u4e0b\u6c89\u5230\u5355\u673a\uff08Mac\uff09\u548c\u8f7b\u91cf\u7ea7\u5206\u5e03\u5f0f\u73af\u5883\uff0c\u8ba9AI\u4ee3\u7406\u7684\u89c4\u6a21\u5316\u90e8\u7f72\u5177\u5907\u53ef\u89c2\u6d4b\u6027\u548c\u5f39\u6027\u3002\u8fd9\u964d\u4f4e\u4e86\u5c1d\u8bd5\u591a\u4ee3\u7406\u534f\u4f5c\u67b6\u6784\u7684\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u8bc4\u8bba\u533a\u7684\u63d0\u95ee\u4e00\u9488\u89c1\u8840\uff0c\u63ed\u793a\u4e86\u4ea7\u54c1\u53ef\u80fd\u5c1a\u672a\u5b8c\u5168\u89e3\u51b3\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u201c\u534f\u8c03\u201d\u4e0e\u201c\u51b2\u7a81\u5904\u7406\u201d\u3002\u90e8\u7f72\u548c\u76d1\u63a7\u53ea\u662f\u7b2c\u4e00\u6b65\uff0c\u667a\u80fd\u4f53\u95f4\u7684\u4efb\u52a1\u51b2\u7a81\u3001\u8d44\u6e90\u7ade\u4e89\u3001\u534f\u540c\u7b56\u7565\u624d\u662f\u771f\u6b63\u7684\u201c\u786c\u9aa8\u5934\u201d\u3002\u4ea7\u54c1\u4ecb\u7ecd\u5bf9\u6b64\u8bed\u7109\u4e0d\u8be6\uff0c\u8fd9\u53ef\u80fd\u662f\u5176\u5f53\u524d\u9636\u6bb5\u7684\u6700\u5927\u8f6f\u808b\u3002\u6b64\u5916\uff0c115\u7684\u6295\u7968\u6570\u8868\u660e\u5176\u5e02\u573a\u70ed\u5ea6\u4ecd\u5c5e\u65e9\u671f\u63a2\u7d22\u9636\u6bb5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cAlphaClaw Apex\u66f4\u50cf\u662f\u4e00\u5757\u91cd\u8981\u7684\u201c\u57fa\u7840\u8bbe\u65bd\u57ab\u811a\u77f3\u201d\u3002\u5b83\u89e3\u51b3\u4e86\u201c\u4ece1\u5230N\u201d\u7684\u8fd0\u7ef4\u95ee\u9898\uff0c\u4f46\u8ddd\u79bb\u5b9e\u73b0\u667a\u80fd\u3001\u65e0\u51b2\u7a81\u7684\u201c\u4ee3\u7406\u8230\u961f\u201d\u8fd8\u6709\u5173\u952e\u4e00\u6b65\u4e4b\u9065\u3002\u5b83\u7684\u6210\u529f\u5c06\u4e0d\u53d6\u51b3\u4e8e\u90e8\u7f72\u7684\u4fbf\u6377\u6027\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u8c03\u5ea6\u903b\u8f91\u7684\u667a\u80fd\u7a0b\u5ea6\u3002\u5982\u679c\u540e\u7eed\u80fd\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u591a\u4ee3\u7406\u534f\u8c03\u4e0e\u51b2\u7a81\u6d88\u89e3\u80fd\u529b\uff0c\u5b83\u5c06\u4ece\u5de5\u5177\u5347\u683c\u4e3a\u5e73\u53f0\uff1b\u5426\u5219\uff0c\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u597d\u7528\u7684\u201c\u8fdb\u7a0b\u7ba1\u7406\u5668\u201d\u7684\u589e\u5f3a\u7248\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\">AlphaClaw Apex<\/span>\n <\/div>\n<div class=\"comment-content\">Deploy, monitor, and scale your OpenClaw agents with a self-healing harness, fleet controls, and zero-SSH operations.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the specialist setup is interesting<\/p>\n<p>feels like the hard part is not the agents themselves, but how they coordinate once tasks start overlapping<\/p>\n<p>how do you handle conflicts between them?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Does the application support containerisation (e.g. Docker) or only native system processes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kamil_maksymowicz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kamil_maksymowicz<\/a> You can deploy AlphaClaw to any docker container, it’s designed for it. There are templates for Railway and Render here: <a href=\"https:\/\/github.com\/chrysb\/alphaclaw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/chrysb\/alphaclaw<\/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<\/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\/E4TIKTKXA2VF5V\" class=\"app-title\">WeixinClawBot<\/a><\/p>\n<div class=\"one-liner\">The official WeChat pipeline for OpenClaw<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">105<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5b98\u65b9\u63d2\u4ef6\uff0c\u5c06OpenClaw AI\u667a\u80fd\u4f53\u5e73\u53f0\u4e0e\u5fae\u4fe1\u76f4\u63a5\u8fde\u901a\uff0c\u8ba9\u7528\u6237\u80fd\u5728\u5fae\u4fe1\u804a\u5929\u5217\u8868\u4e2d\u65e0\u7f1d\u8c03\u7528\u672c\u5730\u6216\u4e91\u7aefAI\u52a9\u624b\uff0c\u5c06\u5fae\u4fe1\u8f6c\u5316\u4e3a\u4e00\u4e2a\u901a\u7528\u7684AI\u4ea4\u4e92\u754c\u9762\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u591a\u4e2a\u5e94\u7528\u95f4\u5207\u6362\u3001\u65e0\u6cd5\u5728\u6838\u5fc3\u793e\u4ea4\u5de5\u5177\u5185\u4fbf\u6377\u4f7f\u7528AI\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/881cb06b-d0fd-4c83-97fd-a39760141415.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eddf881c-2be2-4e78-908b-0fdfece3d807.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d8c55218-e892-4f7c-91c6-138a0794039b.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\/f75cd951-efeb-4dac-8206-b84575375c7f.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\">Messaging<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5fae\u4fe1\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u5e73\u53f0\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5b98\u65b9\u7ba1\u9053<\/span><br \/>\n <span class=\"tag\">\u751f\u6001\u5f00\u653e<\/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\u6218\u7565\u610f\u4e49\u4e0e\u6f5c\u529b\uff0c\u8ba4\u4e3a\u5fae\u4fe1\u7684\u5f00\u653e\u59ff\u6001\u662f\u5173\u952e\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a1. \u5bf9\u5e73\u53f0\u5f00\u653e\u901f\u5ea6\u7684\u60ca\u8bb6\u4e0e\u5bf9\u201c\u7ba1\u9053\u201d\u4ef7\u503c\u7684\u80af\u5b9a\uff1b2. \u5173\u6ce8\u5176\u5b89\u5168\u6027\u3001\u9690\u79c1\u6027\u53ca\u5728\u5fae\u4fe1\u73af\u5883\u4e0b\u7684\u7528\u6237\u4f53\u9a8c\u81ea\u7136\u5ea6\uff1b3. \u8be2\u95ee\u5177\u4f53\u5de5\u4f5c\u6d41\u7528\u4f8b\u548c\u53d1\u5e03\u8ba1\u5212\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n WeixinClawBot\u7684\u53d1\u5e03\uff0c\u8fdc\u4e0d\u6b62\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u63d2\u4ef6\u4e0a\u7ebf\uff0c\u5b83\u662f\u4e00\u6b21\u610f\u5473\u6df1\u957f\u7684\u751f\u6001\u7b56\u7565\u5ba3\u793a\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u672c\u8eab\uff08\u8fde\u63a5\u7ba1\u9053\uff09\uff0c\u800c\u5728\u4e8e\u201c\u5b98\u65b9\u201d\u4e0e\u201c\u5fae\u4fe1\u201d\u8fd9\u4e24\u4e2a\u5173\u952e\u8bcd\u7684\u7ec4\u5408\u3002\u8fd9\u6807\u5fd7\u7740\u5411\u6765\u8c28\u614e\u3001\u5c01\u95ed\u7684\u5fae\u4fe1\u8d85\u7ea7\u751f\u6001\uff0c\u9996\u6b21\u4ee5\u5b98\u65b9\u8eab\u4efd\u4e3a\u5916\u90e8AI\u667a\u80fd\u4f53\u5e73\u53f0\uff08OpenClaw\uff09\u5f00\u8f9f\u4e86\u4e00\u6761 sanctioned\uff08\u5b98\u65b9\u8ba4\u53ef\uff09\u7684\u901a\u9053\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u4e3e\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\uff0c\u817e\u8baf\/\u5fae\u4fe1\u4f3c\u4e4e\u6b63\u5728\u91cd\u65b0\u5b9a\u4e49\u5176\u7ade\u4e89\u58c1\u5792\u3002\u5b83\u4e0d\u518d\u6267\u7740\u4e8e\u5fc5\u987b\u4eb2\u81ea\u6253\u9020\u5e76\u5784\u65ad\u201cClaw\u201d\uff08AI\u667a\u80fd\u4f53\uff09\u8fd9\u4e00\u80fd\u529b\uff0c\u800c\u662f\u8f6c\u5411\u5de9\u56fa\u5e76\u5f00\u653e\u5176\u65e0\u53ef\u66ff\u4ee3\u7684\u201c\u573a\u201d\u2014\u2014\u5373\u5341\u4ebf\u7528\u6237\u6bcf\u65e5\u9ad8\u9891\u4ea4\u4e92\u7684\u804a\u5929\u8f93\u5165\u6846\u3002\u4ea7\u54c1\u903b\u8f91\u4ece\u201c\u6211\u63d0\u4f9b\u4e00\u5207\u201d\u8f6c\u53d8\u4e3a\u201c\u6211\u5b9a\u4e49\u4ea4\u4e92\u7684\u5165\u53e3\u4e0e\u89c4\u5219\u201d\u3002\u53ea\u8981\u7528\u6237\u505c\u7559\u5728\u6b64\uff0c\u65e0\u8bba\u7ba1\u9053\u5185\u6d41\u6dcc\u7684\u662fOpenClaw\u3001Claude\u8fd8\u662f\u5176\u4ed6AI\uff0c\u5e73\u53f0\u7684\u4ef7\u503c\u548c\u638c\u63a7\u529b\u4f9d\u7136\u7a33\u56fa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u524d\u666f\u5e76\u975e\u4e00\u7247\u5766\u9014\u3002\u7528\u6237\u7684\u9690\u79c1\u62c5\u5fe7\u76f4\u6307\u8981\u5bb3\uff1a\u5c06\u6df1\u5ea6\u4e2a\u4eba\u5316\u7684\u793e\u4ea4\u5de5\u5177\u4e0e\u5916\u90e8AI\u4ee3\u7406\u8fde\u63a5\uff0c\u6570\u636e\u8fb9\u754c\u5982\u4f55\u754c\u5b9a\uff1f\u4fe1\u4efb\u5982\u4f55\u5efa\u7acb\uff1f\u6b64\u5916\uff0c\u5fae\u4fe1\u5185\u7684\u4ea4\u4e92\u573a\u666f\u9ad8\u5ea6\u788e\u7247\u5316\u4e14\u793e\u4ea4\u5c5e\u6027\u5f3a\uff0c\u201c\u4e0eAI\u5bf9\u8bdd\u201d\u7684\u5de5\u4f5c\u6d41\u80fd\u5426\u81ea\u7136\u878d\u5165\uff0c\u800c\u975e\u663e\u5f97\u7a81\u5140\u6216\u5e72\u6270\uff0c\u662f\u4ea7\u54c1\u8bbe\u8ba1\u4e0a\u7684\u5de8\u5927\u6311\u6218\u3002\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u96c6\u6210\uff0c\u66f4\u662f\u7528\u6237\u4e60\u60ef\u4e0e\u573a\u666f\u8ba4\u77e5\u7684\u653b\u575a\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cWeixinClawBot\u662f\u5fae\u4fe1\u8fc8\u5411\u201cAI\u8d85\u7ea7\u5165\u53e3\u201d\u7684\u5173\u952e\u8bd5\u63a2\u3002\u5b83\u5c55\u793a\u4e86\u5e73\u53f0\u65b9\u5728AI\u65f6\u4ee3\u4e00\u79cd\u65b0\u7684\u53ef\u80fd\u6027\uff1a\u4ece\u751f\u6001\u63a7\u5236\u8005\u8f6c\u5411\u57fa\u7840\u8bbe\u65bd\u63d0\u4f9b\u8005\uff0c\u901a\u8fc7\u6218\u7565\u6027\u7684\u3001\u6709\u9009\u62e9\u7684\u5f00\u653e\u6765\u7ef4\u6301\u5176\u6838\u5fc3\u5730\u4f4d\u3002\u4f46\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e25\u683c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u5f00\u653e\u80fd\u529b\u4e0e\u5b88\u62a4\u7528\u6237\u4f53\u9a8c\u3001\u9690\u79c1\u5b89\u5168\u4e4b\u95f4\u627e\u5230\u90a3\u4e2a\u7cbe\u5999\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\">WeixinClawBot<\/span>\n <\/div>\n<div class=\"comment-content\">WeixinClawBot is an official plugin that connects OpenClaw directly to WeChat\/Weixin. It provides a native, sanctioned pipeline to interact with your local or cloud-based AI agents right from your chat list, turning WeChat into a universal AI interface.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Didn\u2019t expect Weixin\/WeChat to open up to <a href=\"https:\/\/www.producthunt.com\/products\/clawdbot-2\" target=\"_blank\" rel=\"noopener\">@OpenClaw<\/a> this fast.<\/p>\n<p>This isn\u2019t a Tencent Claw product, it\u2019s a <strong><em>pipeline<\/em><\/strong>. For a famously cautious platform to just become an OpenClaw Chat Provider proves one thing: they know building their own Claw isn’t necessarily the only path. Owning the exact place where users type is.<\/p>\n<p>P.S. The pipeline doesn’t care what flows through it. If you want to even hook up <a href=\"https:\/\/www.producthunt.com\/products\/claude-code\" target=\"_blank\" rel=\"noopener\">@Claude Code<\/a> using this plugin, you absolutely <a href=\"https:\/\/github.com\/Johnixr\/claude-code-wechat-channel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">can<\/a>.<\/p>\n<p>P.P.S. This plugin currently only appears in <a href=\"https:\/\/weixin.qq.com\/updates\/ios\/8070\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">WeChat 8.0.70<\/a> for iOS. Rolling out progressively right now.<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a>Love the concept this could do really well on Kickstarter. Are you planning a pre-launch email funnel or relying mostly on PH traffic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> What’s one underrated workflow this unlocks for WeChat power users\u2014like automating daily tasks across apps without leaving chat?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>WeChat or Weixin is the IM app that probably has the largest user population in the world. Almost everyone in China has a WeChat account, and with OpenClaw plugin enabled, it opens up infinite possibilities and introduces to everyone, what an agentic world will look like in the near future. It is certainly not perfect, and has a few drawbacks, but overall, it is a great step by WeChat 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>wechat is such a different environment compared to web apps<br \/>feels like user expectations there are very specific<\/p>\n<p>do people actually engage with bots like this naturally, or does it still feel a bit off?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@artem_kosilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artem_kosilov<\/a> I\u2019m a bit concerned about its security and privacy, after all, WeChat is a very personal social 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JZHR6LNSZM4IX3\" class=\"app-title\">Wisewand<\/a><\/p>\n<div class=\"one-liner\">SEO \/ GEO full automated to produce quality autonomously <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">76<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Wisewand\u662f\u4e00\u6b3eAI\u5185\u5bb9\u751f\u6210\u4e0e\u81ea\u52a8\u5316\u53d1\u5e03\u5de5\u5177\uff0c\u901a\u8fc7\u6df1\u5ea6\u5206\u6790\u641c\u7d22\u610f\u56fe\u548c\u7ade\u4e89\u5bf9\u624b\uff0c\u81ea\u52a8\u751f\u6210\u9ad8\u6392\u540d\u3001\u9ad8\u4e92\u52a8\u6027\u7684\u7cbe\u51c6\u5185\u5bb9\uff0c\u89e3\u51b3\u4e86SEO\u5185\u5bb9\u751f\u4ea7\u8d28\u91cf\u4f4e\u3001\u6548\u7387\u6162\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/20eff496-83e4-401b-a46f-f5030a047e97.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/33a41c2e-718c-478b-8f8c-5562491a349e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/966498ef-929a-4125-91c9-2e280bb5f497.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\/50473446-96bd-44c0-9650-91eec1f03662.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=P03D6WOOER0&list=PLyBRHBuNs5xKYlANZdY97I0cpF5F90Xki&index=5\"><source src=\"https:\/\/www.youtube.com\/watch?v=P03D6WOOER0&list=PLyBRHBuNs5xKYlANZdY97I0cpF5F90Xki&index=5\" 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\">SEO<\/span><br \/>\n <span class=\"tag\">Affiliate marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">SEO\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u641c\u7d22\u5f15\u64ce\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u5e7b\u89c9AI<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u5bf9\u624b\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4eba\u8bbe<\/span><br \/>\n <span class=\"tag\">CMS\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8054\u76df\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8a89\u5176\u8282\u7701\u65f6\u95f4\u3001\u63d0\u5347\u6392\u540d\u548c\u5185\u5bb9\u8d28\u91cf\u3002\u6838\u5fc3\u4f18\u52bf\u5305\u62ec\uff1a\u57fa\u4e8eSERP\u5206\u6790\u7684\u7cbe\u51c6\u5185\u5bb9\u751f\u6210\u3001\u5f3a\u5927\u7684WordPress\u7b49CMS\u81ea\u52a8\u5316\u96c6\u6210\u3001\u80fd\u6a21\u4eff\u54c1\u724c\u8bed\u8c03\u3001\u4ee5\u53ca\u201c\u5916\u90e8\u6765\u6e90\u201d\u6a21\u5f0f\u7684\u7ade\u4e89\u5bf9\u624b\u8ffd\u8e2a\u3002\u6709\u6548\u5efa\u8bae\/\u7591\u95ee\u96c6\u4e2d\u4e8e\uff1a\u5982\u4f55\u786e\u4fdd\u591a\u7528\u6237\u4f7f\u7528\u76f8\u4f3c\u6e90\u65f6\u5185\u5bb9\u7684\u72ec\u7279\u6027\u3002\u53cd\u9988\u9ad8\u5ea6\u79ef\u6781\uff0c\u5f3a\u8c03\u4ece\u201c\u53d1\u5e03\u66f4\u591a\u201d\u8f6c\u5411\u201c\u53d1\u5e03\u66f4\u667a\u80fd\u201d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Wisewand\u5ba3\u79f0\u7684\u201c\u96f6\u5e7b\u89c9\u201d\u548c\u201c40k MRR\u201d\u6570\u636e\uff0c\u76f4\u51fb\u4e86\u5f53\u524dAI\u5185\u5bb9\u5e02\u573a\u7684\u6700\u5927\u4fe1\u4efb\u5371\u673a\u2014\u2014\u751f\u6210\u5185\u5bb9\u770b\u4f3c\u5408\u7406\u5374\u65e0\u6cd5\u6392\u540d\u3002\u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5e76\u975e\u6587\u672c\u751f\u6210\u80fd\u529b\uff0c\u800c\u662f\u5c06\u4f20\u7edfSEO\u4e13\u5bb6\u7684\u6838\u5fc3\u5de5\u4f5c\u6d41\uff08SERP\u5206\u6790\u3001\u7ade\u54c1\u76d1\u63a7\u3001\u641c\u7d22\u610f\u56fe\u62c6\u89e3\uff09\u8fdb\u884c\u4e86\u4ea7\u54c1\u5316\u5c01\u88c5\u3002\u5b83\u672c\u8d28\u4e0a\u5356\u7684\u4e0d\u662f\u201c\u5185\u5bb9\u201d\uff0c\u800c\u662f\u201c\u7ecf\u8fc7\u6570\u636e\u9a8c\u8bc1\u7684\u6392\u540d\u6982\u7387\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u7684\u201c\u5916\u90e8\u6765\u6e90\u201d\u6a21\u5f0f\u9887\u5177\u4fb5\u7565\u6027\uff0c\u5c06\u5185\u5bb9\u7ade\u4e89\u4ece\u9759\u6001\u5173\u952e\u8bcd\u4f18\u5316\u5347\u7ea7\u4e3a\u52a8\u6001\u7684\u3001\u5b9e\u65f6\u7684\u7ade\u54c1\u5bf9\u6807\uff0c\u8fd9\u8fce\u5408\u4e86\u5185\u5bb9\u7ea2\u6d77\u5e02\u573a\u4e2d\u201c\u540e\u53d1\u5236\u4eba\u201d\u7684\u7070\u8272\u9700\u6c42\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u57cb\u4e0b\u4e86\u6f5c\u5728\u98ce\u9669\uff1a\u5f53\u591a\u4e2a\u5ba2\u6237\u540c\u65f6\u76d1\u63a7\u540c\u4e00\u6279\u7ade\u4e89\u5bf9\u624b\u65f6\uff0c\u53ef\u80fd\u5f15\u53d1\u5185\u5bb9\u540c\u8d28\u5316\u4e0e\u641c\u7d22\u5f15\u64ce\u7684\u60e9\u7f5a\uff0c\u56e2\u961f\u5728\u56de\u590d\u4e2d\u201c\u6e90\u662f\u6307\u5357\u9488\uff0c\u975e\u6a21\u677f\u201d\u7684\u89e3\u91ca\uff0c\u5728\u89c4\u6a21\u5316\u4e0b\u5c06\u9762\u4e34\u4e25\u5cfb\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u6587\u7ae0\u542c\u8d77\u6765\u50cf\u6211\u201d\u3001\u201c\u8bfb\u8005\u672a\u5bdf\u89c9AI\u8f85\u52a9\u201d\u7b49\u53cd\u9988\uff0c\u63ed\u793a\u4e86\u5176\u53e6\u4e00\u5c42\u4ef7\u503c\uff1a\u901a\u8fc7\u201c\u54c1\u724c\u4eba\u8bbe\u201d\u914d\u7f6e\uff0c\u5b83\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u89e3\u51b3\u4e86AI\u5185\u5bb9\u7684\u201c\u54c1\u724c\u7075\u9b42\u7f3a\u5931\u201d\u95ee\u9898\uff0c\u4f7f\u5176\u4ece\u53ef\u66ff\u4ee3\u7684\u5de5\u5177\u5347\u7ea7\u4e3a\u53ef\u878d\u5165\u73b0\u6709\u5de5\u4f5c\u6d41\u7684\u201c\u6570\u5b57\u5458\u5de5\u201d\u3002\u8fd9\u4f7f\u5176\u5ba2\u7fa4\u4ece\u8ffd\u6c42\u6570\u91cf\u7684\u521d\u7ea7\u7528\u6237\uff0c\u4e0a\u63a2\u5230\u4e86\u6ce8\u91cd\u54c1\u724c\u4e00\u81f4\u6027\u7684\u4e13\u4e1a\u5185\u5bb9\u56e2\u961f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cWisewand\u4ee3\u8868\u4e86AI\u5185\u5bb9\u5de5\u5177\u8fdb\u5316\u7684\u4e0b\u4e00\u4e2a\u9636\u6bb5\uff1a\u4ece\u201c\u6587\u672c\u8865\u5168\u201d\u5230\u201c\u7b56\u7565\u6267\u884c\u201d\u3002\u5b83\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5176\u6838\u5fc3\u7b97\u6cd5\u9ad8\u5ea6\u4f9d\u8d56\u5bf9\u641c\u7d22\u5f15\u64ce\u6392\u5e8f\u89c4\u5219\u7684\u53cd\u5411\u5de5\u7a0b\uff0c\u8fd9\u4f7f\u5176\u547d\u8fd0\u4e0eGoogle\u7b97\u6cd5\u7684\u53d8\u52a8\u6df1\u5ea6\u7ed1\u5b9a\u3002\u5b83\u662f\u4e00\u6b3e\u5f3a\u5927\u7684\u201c\u6218\u672f\u201d\u6b66\u5668\uff0c\u4f46\u80fd\u5426\u6210\u4e3a\u957f\u671f\u7a33\u5b9a\u7684\u201c\u6218\u7565\u201d\u8d44\u4ea7\uff0c\u53d6\u51b3\u4e8e\u5176\u6280\u672f\u8fed\u4ee3\u80fd\u5426\u8dd1\u5728\u641c\u7d22\u5f15\u64ce\u89c4\u5219\u53d8\u5316\u7684\u524d\u9762\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\">Wisewand<\/span>\n <\/div>\n<div class=\"comment-content\">Stop generating generic text. Wisewand ($40k MRR) engineers content that actually answers search intent. Zero hallucinations (trusted by lawyers!). Setup your brand persona once and automate everything. We auto-monitor competitors\/YouTube to publish better articles than them. We generate interactive widgets (QCMs), non-AI images, and infographics to boost retention. Seamless CMS sync via Make, n8n, and API. Modes for SEO, E-commerce, Affiliates, and Discover. Rank on Google & LLMs.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Hunters! \ud83d\udc4b I’m Alex, serial builder and Co-founder of Wisewand.ai.<\/p>\n<p>Over the past few months, we\u2019ve bootstrapped to $40k MRR and 2300+ users by solving the biggest lie in SEO: “Just publish AI content.”<\/p>\n<p>The truth? If you don’t perfectly answer Search Intent, you will drop. Today, we are launching our ultimate engine designed for scale, retention, and absolute accuracy.<\/p>\n<p>Here is what makes Wisewand unmatched today:<\/p>\n<p>\ud83c\udfaf Zero Hallucination & Deep Research: We ban fake news. Doctors and lawyers use our tool because it relies on hard facts.<\/p>\n<p>\u23f1\ufe0f Set It & Forget It: Connect your CMS, train your exact Brand Persona (tone, style), setup your project once, and let it run on autopilot.<\/p>\n<p>\ud83d\udd75\ufe0f\u200d\u2642\ufe0f “External Sources” Mode (Game Changer): Give us your competitors’ blogs, a YouTube channel, a TikTok, or an Instagram account. Whenever they post, Wisewand automatically analyzes it and publishes a better, more complete article on your site.<\/p>\n<p>\ud83e\udde9 Insane User Retention: We don’t just write text. We automatically generate interactive widgets (QCMs, simulators), high-quality non-AI-looking images, infographics, and embed relevant YouTube videos to skyrocket your Time on Page.<\/p>\n<p>\u2699\ufe0f Unmatched Automation: Push directly to WordPress\/Shopify using our API, MCP integration, Make official plugin, or pre-built n8n workflows.<\/p>\n<p>\ud83d\udcca Modes for Every Strategy: Whether you need standard Blogging, E-commerce (category\/product pages), Affiliate Marketing (reviews, top ladders, promo codes), or even ranking on Google Discover\u2014we have a dedicated engine for it.<\/p>\n<p>Oh, and we have a super reactive dedicated support team that actually listens to you.<\/p>\n<p>I\u2019d love your brutal feedback today:<br \/>\n\ud83d\udc49 Are you currently using n8n or Make to automate your content?<br \/>\n\ud83d\udc49 What is your biggest struggle when trying to keep users on your page?<\/p>\n<p>Let’s chat in the comments! \ud83d\udc47<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>44<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alex_love_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_love_ai<\/a> very good product in french, now in others languages! Thanks the Wizards!<\/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\/@alex_love_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_love_ai<\/a> So happy to see the international launching after only 1 year of existing, the scaling is real !<\/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>Very good content generator! We use it more and more often. You guys released a gem \ud83d\udc8e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alex_borto\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_borto<\/a> Thank you so much for your feedback and support Alex ! \ud83e\udd89<\/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><strong> Hey ! <\/strong><a href=\"https:\/\/www.producthunt.com\/@alex_borto\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>@alex_borto<\/strong><\/a><strong>! \ud83d\udc8e\ud83d\ude04<\/strong><\/p>\n<p>So glad it’s becoming a go-to for you. That’s exactly what we’re building toward , a tool you reach for naturally, not one you have to think twice about.<\/p>\n<\/p>\n<p><strong>thank you !<\/strong> \ud83d\ude4c<\/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>I’ve been using Wisewand daily for several months now across multiple projects: SEO blog, affiliate, and a few niche sites.<\/p>\n<p>I’ll be honest, I was skeptical about AI content tools for a long time because most of them produce plausible text that simply doesn’t rank.<\/p>\n<p>What changes everything with Wisewand is that the SERP analysis happens before generation.<\/p>\n<p>The tool crawls the pages already ranking for your query, identifies what’s working semantically, and structures the content accordingly.<\/p>\n<p>You don’t get a generic article, you get an article modeled on the signals Google already rewards for that specific query \u2705<\/p>\n<p>In practice, something that used to take me 2 hours drops to 30-40 minutes including proofreading.<\/p>\n<p>On a volume of 20 articles per month, that’s several days of work recovered every single month \ud83d\udd25<\/p>\n<p>The affiliate mode is honestly the most refined I’ve seen comparison pages, product reviews and promo code pages are generated with a real conversion logic that’s actually calibrated.<\/p>\n<p>And the Brand Persona does the rest: once configured, every article keeps the same editorial tone regardless of volume.<\/p>\n<p>One thing that also convinced me over the long run: credits never expire.<\/p>\n<p>When your publishing pace is irregular, that’s a detail that genuinely matters \ud83d\udc4c<\/p>\n<p>Congrats to the whole team! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>\ud83e\udd89 Heey !<a href=\"https:\/\/www.producthunt.com\/@nulled1337\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nulled1337<\/a> <strong>Thank you \u2014 seriously<\/strong>. <br \/>This is one of the most thoughtful reviews we’ve received. \ud83d\ude4f<\/p>\n<p>Every point you raised hits on something we debated and obsessed over internally: the SERP-first generation, the affiliate conversion logic, the Brand Persona consistency, the credit policy. Knowing these details are actually making a difference in your daily workflow is the best validation we could ask for.<\/p>\n<p>Congrats to you too \u2014 for giving it a real shot despite the skepticism. That trust means everything. \ud83d\ude80<\/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>Congrats on the international launch! \ud83c\udf89 (I\u2019ve been using it in French for a few months already \ud83d\ude09)<\/p>\n<\/p>\n<p>Love the direction here \u2014 especially the shift from \u201cpublish more\u201d to \u201cpublish smarter.\u201d<\/p>\n<p>The external sources + auto-optimization loop feels like a real evolution of SEO workflows.<\/p>\n<p>One thing I\u2019m wondering though:<\/p>\n<p>how do you keep the content truly different when multiple users might rely on similar sources?<\/p>\n<p>If this is handled well, this could be a serious weapon for ranking-focused content \ud83d\udcaa.<\/p>\n<p>Definitely a big time-saver, especially for solopreneurs!<\/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\/@solo_finds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@solo_finds<\/a> Great question, and a very legitimate one <\/p>\n<p>The short answer: the SERP analysis is just the starting point \u2014 it tells us what signals Google rewards for a given query, but what gets generated is shaped by your Brand Persona, your angle, your internal links, and your specific instructions. Two users targeting the same keyword will get two structurally informed but editorially distinct articles.<\/p>\n<p>The sources are a compass, not a template. \ud83e\udded<\/p>\n<\/p>\n<p>Really glad it’s saving you time as a solopreneur \ud83d\udcaa<\/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>Hi<\/p>\n<p>I\u2019ve been using Wisewand for several months now, and honestly, I can\u2019t imagine working without it anymore.<\/p>\n<\/p>\n<p>What really makes a difference for me is the seamless integration with WordPress. I connect it directly to my site, which allows me to fully automate the creation and publishing of my affiliate blog articles. This has saved me an incredible amount of time and has significantly improved my productivity.<\/p>\n<\/p>\n<p>The content generated is clean, well-structured, and requires very little editing before going live. For anyone running an affiliate website or content-driven business, this kind of automation is a game changer.<\/p>\n<\/p>\n<p>Overall, Wisewand has become an essential part of my workflow, and I highly recommend it to anyone looking to scale their content production efficiently.<\/p>\n<\/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\/@cedric_31\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cedric_31<\/a> Cedric, thank you! \ud83d\ude4c<\/p>\n<\/p>\n<p>Connect \u2192 Generate \u2192 Publish. No friction, no rewrites, no wasted time. That’s the workflow we obsessed over \u2014 and hearing it’s delivering for your affiliate sites is the best validation we could ask for.<\/p>\n<\/p>\n<p>Scaling content efficiently is the whole mission. Really glad we’re delivering on that promise! \ud83d\ude80\ud83d\udd25<\/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>Wisewand is a real time-saver for SEO content. I\u2019ve used it mainly for articles on a local media site, and it saves me from spending hours checking search intent, analyzing SERPs, and studying competitors before writing. It makes the whole content creation process much faster while still producing content built to rank well on Google.<\/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\/@sarah_fr0m_paris\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sarah_fr0m_paris<\/a>Sarah, thank you! \ud83d\udd25<\/p>\n<p> Local media is a tough arena \u2014 really glad it’s holding up there. Keep ranking! \ud83e\udd89<\/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>I’ve been using WiseWand for several months and I’m very happy with it. The tool allows you to produce structured and relevant content, with a solid SEO strategy behind 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arnaud_decroix1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arnaud_decroix1<\/a> Thank you! \ud83e\udd89<\/p>\n<p>Structured, relevant, with a solid SEO strategy behind it \u2014 that’s exactly how we’d describe what we’re building. Really glad it’s coming through after several months of use! \ud83d\ude80\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A nice tool for SEOs<\/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\/@david_lopes3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_lopes3<\/a> That’s what we love to hear! \ud83e\udd89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Absolument bluffant.<br \/>G\u00e9n\u00e9ration automatis\u00e9e hyper fonctionnelle + r\u00e9activit\u00e9 au top de l’\u00e9quipe qui r\u00e9pond \u00e0 tous les mails en quelques heures.<br \/>C’est le combo gagnant !<\/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\/@de_thiers_pierre\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@de_thiers_pierre<\/a> Bluffant \u2014 on va retenir ce mot ! \ud83e\udd89<\/p>\n<p>Merci pour ce retour sur le support aussi \u2014 \u00eatre r\u00e9actif et disponible, c’est aussi important pour nous que la qualit\u00e9 de l’outil. G\u00e9n\u00e9ration automatis\u00e9e + \u00e9quipe \u00e0 l’\u00e9coute, c’est le combo qu’on s’efforce de tenir chaque jour. \ud83d\ude80\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<p>Real user here: been running Wisewand for many months and it’s become a core part of my content workflow. The search intent engine is legit, and the n8n\/Make integrations make automation super smooth.<\/p>\n<p>The External Sources mode is probably my favorite feature, having it auto-analyze competitor content and publish improved versions is a huge time saver. Plus the recently added multilingual support opens up a lot for multi-market SEO.<\/p>\n<p>Well deserved \ud83d\udd25<\/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\/@roger_z\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roger_z<\/a> Thank you! \ud83e\udd89<\/p>\n<p>A power user who’s gone deep on External Sources, n8n\/Make integrations AND multilingual \u2014 that’s exactly the setup we love to see.<\/p>\n<p>The External Sources mode is a personal favourite too \u2014 auto-analyzing competitors and shipping improved versions at scale is where the real edge is.<\/p>\n<p>Really glad it’s become a core part of your workflow. More coming on all those fronts! \ud83d\ude80\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>An excellent tool, really. I publish five articles a day using Wisewand and they appear in Google\u2019s search results in under a week. For me, it\u2019s one of the best AI writing tools for affiliate marketing and producing all kinds of content, and at a very competitive price 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\/@mikonline\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikonline<\/a> Thank you for sharing such concrete numbers. \ud83e\udd89<\/p>\n<p>Volume + speed + rankings \u2014 that’s exactly the combo we build for. Really glad it’s delivering at that scale! \ud83d\ude80\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using Wisewand for a few months now to keep my mountain & hiking blog running, and I’m genuinely impressed. I was a bit skeptical at first \u2014 I’ve tried a bunch of AI writing tools and most of them spit out the same bland, robotic content. Wisewand is a totally different story.<\/p>\n<p>The articles it helps me produce actually sound like me. The tone feels natural, the content is relevant, and my readers have no idea I’ve had a little AI help along the way. That’s exactly what I was looking for.<\/p>\n<p>The SEO side of things is also really well thought out. The semantic structure is solid, the vocabulary is on point, and I can feel the difference in how my posts perform. For a one-man-band blogger juggling everything at once, that’s huge.<\/p>\n<p>The biggest win for me? I can finally keep a consistent publishing schedule without burning out. I stay in control of my editorial voice and ideas \u2014 Wisewand just helps me bring them to life faster.<\/p>\n<p>If you’re a blogger looking to level up your content game without spending hours staring at a blank page, just try it. You won’t go back. \ud83d\ude4c<\/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\/@l_eveil_sensuel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@l_eveil_sensuel<\/a> Thank you so much for this \u2014 what a review! \ud83e\udd89<\/p>\n<\/p>\n<p>“<strong>The articles actually sound like me<\/strong>” that’s the hardest thing to get right, and honestly the one we’re most proud of. A hiking blog has a very specific voice and community, and the fact that your readers can’t tell makes everything worth it.<\/p>\n<\/p>\n<p>Consistent publishing without burnout, editorial control intact that’s exactly the balance we obsess over.<\/p>\n<p> Really glad Wisewand is helping you bring your ideas to life faster.<\/p>\n<p>Keep exploring \u2014 and keep writing! \ud83d\udd4a\ufe0f\ud83d\ude80\ud83d\udd25<\/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\">\n<p>I am a regular user of Wisewand since 6 months about , this tool was good then with time and updates became wow !! I think you say a banger in English ? Right ? Excuse my French accent ^^ <\/p>\n<p>But no jokes, Wisewand is amazing tool for SEO high quality texts <\/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\/@benoit_hardouin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benoit_hardouin<\/a> Yes, we definitely say banger and Wisewand is one! \ud83e\udd89\ud83d\ude04<\/p>\n<\/p>\n<p>From good to wow in 6 months \u2014 that’s exactly the trajectory we’re on. Really glad you noticed every update along the way. More bangers coming! \ud83d\ude80\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>J’ai d\u00e9couvert WiseWand il y a quelques mois et franchement c’est devenu un outil indispensable dans mon workflow SEO. Le pipeline de r\u00e9daction est solide et \u00e7a m’\u00e9vite des heures de travail manuel. Bravo pour le lancement PH, bien m\u00e9rit\u00e9 !<\/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\/@yasspadaro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yasspadaro<\/a> Merci beaucoup ! \ud83e\udd89<\/p>\n<\/p>\n<p>“Indispensable dans mon workflow SEO” \u2014 c’est exactement l\u00e0 qu’on veut \u00eatre. Vraiment content que le pipeline de r\u00e9daction tourne bien et te fasse gagner autant de temps !<\/p>\n<p>Merci pour le soutien sur PH, \u00e7a compte beaucoup. \ud83d\ude80\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>J\u2019utilise <strong>WiseWand<\/strong> depuis deux mois, et c\u2019est un v\u00e9ritable gain de temps. Plus besoin de passer des heures \u00e0 r\u00e9diger un article : tout est beaucoup plus rapide et efficace. Je recommande vivement. Merci !<\/p>\n<p>I\u2019ve been using <strong>WiseWand<\/strong> for two months now, and it\u2019s been a huge time-saver. No more spending hours writing articles\u2014everything is much faster and more efficient. I highly recommend it. Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@julien_drofe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julien_drofe<\/a> Thank you! \ud83e\udd89<\/p>\n<\/p>\n<p>No more hours spent writing that’s exactly the time we wanted to give back. <\/p>\n<p>Really glad it’s already making such a difference after just two months! \ud83d\ude80\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wisewand AI is by far the best SEO content generation tool. I\u2019ve been using it for several months, and I honestly couldn\u2019t do without it anymore. It matches search intent perfectly, the persona feature gives exactly the right tone, the ability to connect external sources, and the autopilot publishing are truly incredible. Above all, the tool keeps evolving toward even better performance and greater ease of use. I \u2764\ufe0f Wisewand!<\/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\/@flore_llorens\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flore_llorens<\/a> We \u2764\ufe0f this comment \u2014 thank you! \ud83e\udd89<\/p>\n<\/p>\n<p>Search intent \u2713 Persona tone \u2713 External sources \u2713 Autopilot publishing \u2713<\/p>\n<p>You’ve covered every pillar we’ve built Wisewand around. <\/p>\n<\/p>\n<p>“<strong>Couldn’t do without it anymore<\/strong>” is exactly where we want every user to land.<\/p>\n<p>And yes the best version of Wisewand is still ahead. Stay tuned! \ud83d\ude80\ud83d\udd25<\/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>Wisewand m’aide sur la cr\u00e9ation de contenu de qualit\u00e9 et en plusieurs langues.<br \/>Merci l’\u00e9quipe <\/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\/@alsaga\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alsaga<\/a> Merci \u00e0 vous Alvaro ! \ud83e\udd89<\/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\">\n<p>I use Wisewand to write my articles: it\u2019s very simple and quick to use, and the results are there. I highly recommend using 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sebastien_druesne\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sebastien_druesne<\/a> Thank you for the recommendation! \ud83e\udd89<\/p>\n<p>Simple to use, fast to run, and results that speak for themselves \u2014 that’s exactly the experience we want every user to have. Really glad it’s working for you! \ud83d\ude80\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been using Wisewand since August 2025 as a freelance SEO consultant, and after testing at least five other tools on the market, it clearly stands out as the most effective one I\u2019ve found so far. I use it on a weekly basis to create SEO articles, both for my own lead generation and for my clients\u2019 websites. What really impressed me is the overall quality of the content, even in very specific or technical niches. The structure is solid, the writing feels natural, and it aligns well with SEO best practices. One feature I particularly like is the ability to integrate more advanced and interactive content. Combined with options like personas, it gives much more depth and flexibility compared to standard AI writing tools. Of course, it\u2019s not perfect. Like any AI tool, some editing is still required, especially for highly specialized topics. I\u2019ve occasionally noticed minor inaccuracies or sections that need refinement. That said, the content generally indexes well on Google, which is ultimately what matters most to me and my clients. In terms of pricing, Wisewand is slightly more expensive than some competitors. However, the difference in quality and features more than justifies the cost in my experience. I\u2019ve already recommended it to many clients and contacts, and I even earn a bit through their affiliate program, which I find fair and well-structured. Overall, I highly recommend Wisewand to freelancers, agencies, and anyone serious about producing high-quality SEO content efficiently.<\/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\/@valoch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valoch<\/a> Thank you so much for this incredibly honest and detailed review! \ud83e\udd89<\/p>\n<\/p>\n<p>Coming from a freelance SEO consultant who’s tested at least five tools and uses it weekly for both lead gen and client work that’s the kind of real-world validation that means everything to us.<\/p>\n<\/p>\n<p>Really appreciate the transparency too acknowledging that some editing is still needed and that pricing sits higher is exactly the honest feedback that helps us keep improving. <\/p>\n<\/p>\n<p>We’d rather earn trust than just collect praise.<\/p>\n<\/p>\n<p>And thank you for recommending it to your clients and network the affiliate program is our way of saying thank you to people who genuinely believe in the product.<\/p>\n<\/p>\n<p>More improvements on the way. Keep ranking! \ud83d\ude80\ud83d\udd25<\/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>I’ve been using Wisewand for a while now and it has made my life much easier! All my websites are connected, personas are set up. I just let the tool write very qualitative articles for me – that actually rank! Great work.<\/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\/@antoine_bidaut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@antoine_bidaut<\/a> Thank you Antoine! \ud83e\udd89<\/p>\n<p>Sites connected, personas set up, articles ranking \u2014 that’s the full autopilot setup we dream of for every user. Really glad it’s making your life easier! \ud83d\ude80\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been using Wisewand in France for several months now and I\u2019m very happy with it. They\u2019ve recently added the option to write in other languages, so I\u2019m going to expand into other markets and languages for my publishing websites. I highly recommend 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@digital_pro_business_dpb57\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@digital_pro_business_dpb57<\/a> Thank you so much! \ud83e\udd89<\/p>\n<p>Can’t wait to see where you take your publishing sites. More languages, more rankings ahead! \ud83d\ude80\ud83d\udd25<\/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>I\u2019ve been using Wisewand for a few weeks now, mainly to write blog articles for link-selling purposes, but also for affiliate marketing, and honestly I\u2019m really satisfied. What I find especially useful is the ability to create custom personas based on each website\u2019s editorial line. Then I just provide a keyword, and the tool generates an article that matches the tone and expectations of the site, which makes the whole process much easier. It saves a huge amount of time while keeping strong editorial consistency.<\/p>\n<p>What I particularly like is the quality of the generated content. The writing feels smooth and natural, and it doesn\u2019t have that \u201cautomated\u201d feel you sometimes get with other tools. To sum up the main strengths for me:<\/p>\n<ul>\n<li>\n<p>a real time-saver for content writing<\/p>\n<\/li>\n<li>\n<p>natural, easy-to-read texts<\/p>\n<\/li>\n<li>\n<p>solid SEO optimization right from the start<\/p>\n<\/li>\n<li>\n<p>the ability to create custom personas for each project<\/p>\n<\/li>\n<li>\n<p>article generation from a simple keyword<\/p>\n<\/li>\n<li>\n<p>effective content production for affiliate marketing<\/p>\n<\/li>\n<li>\n<p>multi-language support, which is very useful for scaling projects<\/p>\n<\/li>\n<\/ul>\n<p>Overall, Wisewand has clearly become part of my workflow. It allows me to move much faster without sacrificing quality, whether it\u2019s for link building or affiliate projects. Of course, I still review everything before publishing, but the initial output is already very solid. It\u2019s the kind of tool you quickly get used to\u2014and wouldn\u2019t want to replace afterward.<\/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\/@chn16000\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chn16000<\/a> Thank you so much for this detailed review! \ud83e\udd89<\/p>\n<p>A few weeks in and already part of your workflow \u2014 that’s exactly the kind of adoption we build for. The custom personas use case for link selling is spot on: one keyword, the right tone, the right editorial line, done.<\/p>\n<p>“Doesn’t have that automated feel” \u2014 that’s one of the hardest things to get right, and hearing it from someone using it across multiple projects means a lot.<\/p>\n<p>Really glad it’s delivering on both link building and affiliate. More good things coming! \ud83d\ude80\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ll be honest, I was pretty skeptical at first. Tools promising \u201cautomated SEO content\u201d usually end up producing generic stuff that doesn\u2019t rank.<\/p>\n<p>Wisewand surprised me.<\/p>\n<p>It\u2019s not perfect, and you still need to think, structure things properly, and make adjustments. But compared to most tools I\u2019ve tested, it actually helps build something coherent rather than just spitting out content.<\/p>\n<p>What really changed my mind is seeing real movement on Google: improved rankings, and even top spots on a few keywords \u2014 and I\u2019m still early in the process.<\/p>\n<p>So no, it\u2019s not magic. But if you use it properly, it\u2019s a serious tool.<\/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>I published 200 articles with Wisewand and they ranked on Google within a week!<\/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>Met the team in Lyon one year ago, solid builders this product is not a joke <\/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>It’s a revolution<\/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\/@raymond_delobel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raymond_delobel<\/a> It’s Wisewand \ud83e\udd89<\/p>\n<p>Thank’s Raymond \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats, that’s impressive! As someone managing SEO for a product launch right now, the idea of Wisewand watching what competitors publish and auto-creating something better is very tempting. The interactive widgets for retention are smart too, most AI content tools just spit out text and call it a day. How does the “zero hallucination” claim actually work in practice? Is it fact-checking against specific sources or does it have a different approach to verification?<\/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>I have written 20 articles with it. It\u2019unbelivible! Very good results\ud83d\udc4d<\/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>I\u2019ve been using Wisewand for several weeks now. <\/p>\n<p>The content is of a very high standard! For the past few weeks, we\u2019ve even been able to write in other languages. The articles are optimised and the content is high-quality (tailored to what Google and the SERP expect based on the keyword and topic). <\/p>\n<p>Well done! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@julien_belina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julien_belina<\/a> Thank you! \ud83e\udd89<\/p>\n<p>High-quality content aligned with what Google expects + multilingual support already in use \u2014 that’s exactly the combo we’ve been building toward. Really glad it’s delivering from the first few weeks! \ud83d\ude80\ud83d\udd25<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been using Wisewand for several months now for SEO content creation, and it has quickly become an essential tool in my daily work. It saves me valuable time at every stage from keyword research to optimized writing and article structuring.<\/p>\n<\/p>\n<p>What I particularly appreciate is how Wisewand also makes internal linking so much easier. The tool suggests relevant and coherent links between articles, which strengthens my site\u2019s SEO structure and enhances the reader experience.<\/p>\n<\/p>\n<p>In short, it\u2019s a real asset for creating high-quality, well-optimized content that\u2019s perfectly interconnected across the website. <\/p>\n<\/p>\n<p>I highly recommend it to anyone looking to boost their efficiency and overall content performance.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sebastien_neumann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sebastien_neumann<\/a> Thank you so much! \ud83e\udd89<\/p>\n<\/p>\n<p>Keyword research, optimized writing, structuring, AND internal linking \u2014 you’ve covered the full content workflow. Really glad Wisewand is holding up at every stage.<\/p>\n<\/p>\n<p>The internal linking feature is one of those quiet game-changers that most people only notice once they see the SEO impact. Really glad it’s making a difference for your site structure! \ud83d\ude80\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/N2MBHVGEPEQH24\" class=\"app-title\">Pewbeam<\/a><\/p>\n<div class=\"one-liner\">AI church presentation app that follow your sermon live<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">63<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5728\u6559\u5802\u793c\u62dc\u573a\u666f\u4e2d\uff0c\u901a\u8fc7\u5b9e\u65f6\u8046\u542c\u5e03\u9053\u5e76\u81ea\u52a8\u5728\u5c4f\u5e55\u4e0a\u663e\u793a\u5bf9\u5e94\u5723\u7ecf\u7ecf\u6587\u7684AI\u6f14\u793a\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u6295\u5f71\u540c\u5de5\u624b\u52a8\u67e5\u627e\u3001\u5207\u6362\u5e7b\u706f\u7247\u5bfc\u81f4\u7684\u6d41\u7a0b\u4e2d\u65ad\u4e0e\u5ef6\u8fdf\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/1bb5bfe5-e904-4229-9b0b-ba839428c31d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/yjlDQYEXM4g\"><source src=\"https:\/\/youtu.be\/yjlDQYEXM4g\" 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\/eb549e03-e340-429a-b26c-2a8279e850c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10270a15-4127-4da7-a590-1677f2e498c1.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f4d540c-862e-45f8-b14c-5e0963ebcbbf.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Spirituality<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6559\u5802\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">AI\u5b9e\u65f6\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u5b97\u6559\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6f14\u793a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5c3c\u65e5\u5229\u4e9a\u521b\u4e1a<\/span><br \/>\n <span class=\"tag\">\u5229\u57fa\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u5e03\u9053\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5b57\u5e55<\/span><br \/>\n <span class=\"tag\">\u8f6f\u786c\u4ef6\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u9ad8\u5ea6\u8ba4\u53ef\u5176\u89e3\u51b3\u6559\u5802\u6295\u5f71\u614c\u4e71\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8ba4\u4e3a\u4ea7\u54c1\u6784\u601d\u5de7\u5999\u3001\u5b9e\u7528\u3002\u5f00\u53d1\u8005\u900f\u9732\u65e9\u671f\u6570\u636e\uff0848\u5c0f\u65f62000\u4e0b\u8f7d\u300120\u4ed8\u8d39\u7528\u6237\uff09\u5e76\u5f81\u96c6\u53cd\u9988\u3002\u8bc4\u8bba\u4e5f\u6d89\u53ca\u54c1\u724c\u8bbe\u8ba1\u7406\u5ff5\u4e0e\u5f00\u53d1\u5386\u7a0b\uff0c\u6574\u4f53\u4ee5\u795d\u8d3a\u4e0e\u80af\u5b9a\u4e3a\u4e3b\uff0c\u65e0\u660e\u663e\u8d1f\u9762\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 Pewbeam \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u79d1\u6280\u5ffd\u89c6\u7684\u5782\u76f4\u573a\u666f\u2014\u2014\u5b97\u6559\u793c\u62dc\u7684\u73b0\u573a\u6f14\u793a\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u70ab\u6280\u822c\u7684AI\uff0c\u800c\u5728\u4e8e\u5c06AI\u6280\u672f\u6df1\u5ea6\u201c\u9690\u5f62\u5316\u201d\uff0c\u8f6c\u5316\u4e3a\u4e00\u79cd\u6781\u5ea6\u53ef\u9760\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u4ea7\u54c1\u5b9a\u4e49\u7684\u201c\u79bb\u7ebf\u4f18\u5148\u201d\u3001\u201c80\u6beb\u79d2\u5ef6\u8fdf\u201d\u3001\u201c\u5c3c\u65e5\u5229\u4e9a\u6784\u5efa\u201d\u4e09\u5927\u7279\u8d28\uff0c\u76f4\u6307\u8be5\u573a\u666f\u6700\u82db\u523b\u7684\u521a\u9700\uff1a\u7a33\u5b9a\u6027\u3001\u5373\u65f6\u6027\u4e0e\u666e\u9002\u6027\u3002\u5b83\u672c\u8d28\u4e0a\u4e0d\u662f\u5185\u5bb9\u751f\u4ea7\u5de5\u5177\uff0c\u800c\u662f\u201c\u6d41\u7a0b\u81ea\u52a8\u5316\u201d\u5de5\u5177\uff0c\u65e8\u5728\u6d88\u9664\u73b0\u573a\u6280\u672f\u64cd\u4f5c\u4e0e\u7cbe\u795e\u5185\u5bb9\u4f20\u8fbe\u4e4b\u95f4\u7684\u6469\u64e6\uff0c\u8ba9\u6280\u672f\u540e\u52e4\u4eba\u5458\u201c\u6709\u65f6\u95f4\u653e\u677e\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e0e\u4ef7\u503c\u4e00\u4f53\u4e24\u9762\u3002\u9996\u5148\uff0c\u6781\u5ea6\u5782\u76f4\u7684\u8d5b\u9053\u56fa\u7136\u7ade\u4e89\u5c11\uff0c\u4f46\u5929\u82b1\u677f\u4e5f\u6e05\u6670\u53ef\u89c1\uff0c\u589e\u957f\u4e25\u91cd\u4f9d\u8d56\u6559\u5802\u95f4\u7684\u53e3\u7891\u53ca\u5b97\u6559\u673a\u6784\u7684\u9884\u7b97\u5468\u671f\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u7684\u6838\u5fc3\u58c1\u5792\u5728\u4e8e\u8bed\u4e49\u8bc6\u522b\u7684\u51c6\u786e\u7387\u4e0e\u5bf9\u5e03\u9053\u8005\u201c\u610f\u8bd1\u201d\u7684\u7406\u89e3\uff0c\u8fd9\u9700\u8981\u6301\u7eed\u79ef\u7d2f\u9ad8\u5ea6\u9886\u57df\u7279\u5b9a\u7684\u8bed\u6599\u5e93\uff0c\u5176\u6280\u672f\u62a4\u57ce\u6cb3\u53ef\u80fd\u6bd4\u60f3\u8c61\u4e2d\u66f4\u7a84\u3002\u6700\u540e\uff0c\u4ece\u201c\u663e\u793a\u7ecf\u6587\u201d\u5230\u201c\u81ea\u52a8\u751f\u6210\u5e7b\u706f\u7247\u201d\u7684\u6f14\u8fdb\uff0c\u662f\u4ef7\u503c\u5ef6\u4f38\u7684\u5173\u952e\u4e00\u6b65\uff0c\u4f46\u4e5f\u5c06\u4f7f\u5176\u4ece\u201c\u8f85\u52a9\u5de5\u5177\u201d\u8fc8\u5411\u201c\u5185\u5bb9\u534f\u4f5c\u5de5\u5177\u201d\uff0c\u9762\u4e34\u4e0e\u7267\u5e08\u521b\u4f5c\u610f\u56fe\u5982\u4f55\u5171\u5b58\u7684\u66f4\u590d\u6742\u547d\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cPewbeam \u662f\u201c\u573a\u666f\u9a71\u52a8\u521b\u65b0\u201d\u7684\u5178\u8303\u3002\u5b83\u8bc1\u660e\uff0c\u5728AI\u6cdb\u5316\u7684\u65f6\u4ee3\uff0c\u6700\u5927\u7684\u673a\u4f1a\u53ef\u80fd\u4e0d\u5728\u4e8e\u505a\u51fa\u66f4\u5f3a\u7684\u901a\u7528\u6a21\u578b\uff0c\u800c\u5728\u4e8e\u7528\u8db3\u591f\u6df1\u5ea6\u7684\u884c\u4e1a\u6d1e\u5bdf\uff0c\u5c06\u73b0\u6709\u6280\u672f\u5c01\u88c5\u6210\u89e3\u51b3\u4e00\u4e2a\u5fae\u5c0f\u4f46\u771f\u5b9e\u75db\u70b9\u7684\u201c\u53ef\u9760\u96f6\u4ef6\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u68c0\u9a8c\u5728\u4e00\u4e2a\u9ad8\u5ea6\u4f9d\u8d56\u4f20\u7edf\u4e0e\u4eba\u9645\u4fe1\u4efb\u7684\u4f53\u7cfb\u5185\uff0c\u79d1\u6280\u4ea7\u54c1\u80fd\u5426\u4ee5\u8c26\u900a\u3001\u53ef\u9760\u7684\u59ff\u6001\u5b8c\u6210\u65e0\u7f1d\u5d4c\u5165\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\">Pewbeam<\/span>\n <\/div>\n<div class=\"comment-content\">Pewbeam listens to sermons in real time and automatically displays Bible verses on screen, even when the pastor paraphrases. No manual searching. No slide switching. Detection in under 80 ms. Built offline-first in Nigeria, so it works anywhere. Includes animated presentations, NDI\/HDMI output, AI sermon notes, theme, designer, and live transcripts. A free tier is available. The Church deserves AI that serves the Word.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! I’m Dara, the maker of Pewbeam.<\/p>\n<p>This started with a tweet in August 2025: \u201cI want to build a Bible presentation AI agent for church use.\u201d I’m a product designer, not an engineer, but I couldn\u2019t let the idea go. Every Sunday, the same scene: the pastor references a verse, the projection volunteer scrambles, and the moment passes.<\/p>\n<p>Pewbeam listens to sermons in real time and instantly displays the correct Bible verse on screen, even when the pastor paraphrases. Detection is under 80 milliseconds.<\/p>\n<p>I built it in Nigeria first. Unreliable internet, power cuts, varied hardware. If it works here, it works anywhere. The core runs completely offline.<\/p>\n<p>Our first live church test was in October 2025. It just worked. A church member said, \u201cPewbeam changed the way I follow sermons completely.\u201d Since launching publicly, we\u2019ve had over 2,000 downloads and 20 paying subscribers in the first 48 hours, entirely through word of mouth from church to church.<\/p>\n<p>The app includes AI verse detection, animated presentations, NDI + HDMI broadcast output, AI sermon notes, and live transcripts. A free tier is available for small churches.<\/p>\n<p>Scriptures are live now, with slides coming next month. I\u2019d love your feedback. Drop your questions below!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>36<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@darasoba\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@darasoba<\/a> Congrats on the launch. I hope you and Pewbeam get the support you so much deserve.<\/p>\n<\/p>\n<p>“To the ends of the Earth!”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@darasoba\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@darasoba<\/a> big congratulations on the launch \ud83d\udc4f <\/p>\n<p>Such an incredible product.<\/p>\n<\/p>\n<p>Congratulations to your team too.<\/p>\n<\/p>\n<p>It’s only up from here<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>A big congratulations <\/p>\n<\/p>\n<p>This is amazing<a href=\"https:\/\/www.producthunt.com\/@darasoba\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@darasoba<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I led the brand design and collaborated on Pewbeam’s website.<\/p>\n<\/p>\n<p>Design brief? Make a faith tool feel like top-tier software. Warm enough for Sunday morning. Sharp enough for a tech launch. That tension is where the best work happens.<\/p>\n<\/p>\n<p>The brand had to connect with three audiences simultaneously: the pastor who needs to stay in flow, the projection volunteer who is usually one step behind, and the church media team managing a live broadcast. One visual language. Three different pain points.<\/p>\n<\/p>\n<p>The website had one task: when you land on it, you immediately understand what Pewbeam does and why your church needs it within five seconds. No jargon. No friction. Just clarity.<\/p>\n<\/p>\n<p>Watching it evolve from a brand concept to something churches actively use every Sunday, that’s the feeling you aim to create.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve followed Pewbeam’s story from the day Dara first posted about it on Twitter. I watched it go from idea to fully built product. Dara is an inspiring product builder, and Pewbeam has turned out to be such a fantastic product! It solves a real problem for churches in a way that feels incredibly useful and well thought out. Big congrats to the <a href=\"https:\/\/www.producthunt.com\/@darasoba\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"darasoba\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@darasoba<\/a> and team!<\/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\/@charles_dairo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charles_dairo<\/a> thank you very much.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@darasoba\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@darasoba<\/a>  <a href=\"https:\/\/www.producthunt.com\/@charles_dairo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charles_dairo<\/a> nice one Charles <\/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>It’s honestly a brilliant bit of niche AI. You know that frantic energy in a church projection booth when the pastor starts quoting a verse and the projection team is scrambling to type it in EasyWorship? PewBeam basically kills that stress.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@josephanya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josephanya<\/a> You are absolutely right, Joseph.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Building Pewbeam has been an iterative process, testing, shipping, and listening to feedback from projectionists and church members across different congregations. The core challenge was always speed and reliability: it had to work instantly, even with no internet, on whatever hardware the church already had.<\/p>\n<\/p>\n<p>The product has been built to addressed a common frustration shared by both church members and projectionists. We’d 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>I Just know this product is really gonna change the church presentation, itll give media guys like us some time to chill out \ud83d\ude02<\/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\/@miracle_michael\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@miracle_michael<\/a> yes, we will make this all suite.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing product. I have been following from the first day, and it’s been an amazing journey.<\/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\/@aviatorscode2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aviatorscode2<\/a> Thank you, Victor<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Amazing product \ud83d\udd25<\/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>As someone who\u2019s spent years working deeply with different tools in this space, contributing to this product felt very natural. I was able to bring in a lot of practical insights from past experiences, especially around what works, what breaks, and what users actually need in real workflows.<\/p>\n<p>What made this journey particularly rewarding was the opportunity to translate those insights into thoughtful flows and intuitive screens. Every decision was grounded in making the experience simpler, faster, and more meaningful for users.<\/p>\n<p>It\u2019s been an incredibly fulfilling process collaborating with the team, refining ideas, and seeing everything come together into something we\u2019re genuinely proud of. Excited to see how people use it and the impact it will have.<\/p>\n<p>We\u2019re just getting started, plenty of amazing updates on the way.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I followed the development of this product over the past few months on X<\/p>\n<p>The team has been doing an amazing Job<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@that_ogochukwu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@that_ogochukwu<\/a> thank you, Obiajulu.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch <a href=\"https:\/\/www.producthunt.com\/@darasoba\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"darasoba\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@darasoba<\/a> ! This product is a game changer for projection units across every church I can think of. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bethel_melariri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bethel_melariri<\/a> thank you, Bethel. Glad you love it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is great. Rooting for Pewbeam!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mykeels\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykeels<\/a> thank you, Michael.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, no more “please can you project Mathew bla bla”\ud83d\ude2d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/NJOTHCIRVVR72W\" class=\"app-title\">LightKeeper<\/a><\/p>\n<div class=\"one-liner\">See how fast your site loads for customers in 65+ regions<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">53<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LightKeeper\u901a\u8fc7\u4ece\u5168\u740365\u4e2a\u4ee5\u4e0a\u5730\u533a\u8fd0\u884c\u771f\u5b9e\u7684Lighthouse\u5ba1\u8ba1\uff0c\u5e2e\u52a9\u7f51\u7ad9\u8fd0\u8425\u8005\u3001SEO\u4e13\u5bb6\u548c\u7535\u5546\u5546\u5bb6\u7cbe\u51c6\u5b9a\u4f4d\u5e76\u89e3\u51b3\u56e0\u5730\u57df\u5dee\u5f02\u5bfc\u81f4\u7684\u9875\u9762\u52a0\u8f7d\u6027\u80fd\u95ee\u9898\uff0c\u6d88\u9664\u8de8\u533a\u57df\u6027\u80fd\u76d1\u63a7\u7684\u4e0d\u786e\u5b9a\u6027\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df268a4e-aa51-49d9-9dfb-54a47e40ad08.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/29b7e8fb-2b22-4a69-8136-2c7dddd7dcf9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/72ea15a1-60b1-409c-9731-0dbbe6800b30.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ecfd6d39-f547-49b5-abdf-1b5ae8a97f93.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/577dc0cd-ed9b-441d-b7b2-cf38d695b0a8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f980bb31-cff3-4d71-adf8-08f86e8cd768.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/71e9c3d5-b793-4e4a-a490-333fe01e1aaa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b34520a6-03ba-4913-80de-b27cd71437c0.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\">User Experience<\/span><br \/>\n <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7f51\u7ad9\u6027\u80fd\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5168\u7403\u6d4b\u901f<\/span><br \/>\n <span class=\"tag\">Lighthouse\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">Core Web Vitals<\/span><br \/>\n <span class=\"tag\">SEO\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5730\u57df\u6027\u80fd\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u4f18\u5316\u5efa\u8bae<\/span><br \/>\n <span class=\"tag\">AI\u8bca\u65ad<\/span><br \/>\n <span class=\"tag\">\u7535\u5546\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u80fd\u5feb\u901f\u5b9a\u4f4d\u6027\u80fd\u74f6\u9888\u7684\u5b9e\u7528\u6027\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u533a\u57df\u6570\u636e\u7c92\u5ea6\uff08\u5982\u7279\u5b9aCDN\u8282\u70b9\u6027\u80fd\uff09\u548c\u5b9e\u9645\u6848\u4f8b\u4e0a\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5c06\u53d1\u5e03\u6df1\u5ea6\u6848\u4f8b\u7814\u7a76\u3002\u8bc4\u8bba\u4e5f\u80af\u5b9a\u4e86\u5176\u5bf9\u5927\u578b\u7535\u5546\u7f51\u7ad9\u7684\u4ef7\u503c\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 LightKeeper\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5e7f\u6cdb\u5ffd\u89c6\u4f46\u81f3\u5173\u91cd\u8981\u7684\u75db\u70b9\uff1a\u6027\u80fd\u611f\u77e5\u7684\u5730\u57df\u6027\u504f\u5dee\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u591a\u8282\u70b9\u6d4b\u901f\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u90e8\u7f72\u5728\u4e3b\u6d41\u4e91\u670d\u52a1\u5546\uff08AWS\u3001GCP\uff09\u7684\u771f\u5b9e\u57fa\u7840\u8bbe\u65bd\u8fdb\u884c\u5ba1\u8ba1\uff0c\u5265\u79bb\u4e86VPN\/\u4ee3\u7406\u7684\u5e72\u6270\uff0c\u83b7\u53d6\u201c\u5ba2\u6237\u4fa7\u201d\u7684\u771f\u5b9e\u6027\u80fd\u6570\u636e\u3002\u8fd9\u76f4\u63a5\u5c06\u4ee5\u5f80\u6a21\u7cca\u7684\u7528\u6237\u62b1\u6028\uff08\u201c\u7f51\u7ad9\u5f88\u6162\u201d\uff09\u8f6c\u5316\u4e3a\u53ef\u91cf\u5316\u3001\u53ef\u5f52\u56e0\u3001\u53ef\u590d\u73b0\u7684\u6280\u672f\u6307\u6807\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u5c06\u4e13\u4e1a\u5de5\u5177\uff08Lighthouse\uff09\u5e73\u6c11\u5316\u3002AI\u751f\u6210\u201c\u884c\u52a8\u65b9\u6848\u201d\u662f\u5173\u952e\u4e00\u6b65\uff0c\u65e8\u5728\u8de8\u8d8a\u6027\u80fd\u6570\u636e\u4e0e\u5177\u4f53\u4f18\u5316\u52a8\u4f5c\u4e4b\u95f4\u7684\u77e5\u8bc6\u9e3f\u6c9f\uff0c\u670d\u52a1\u4e8e\u201c\u65e0\u6280\u672f\u4e13\u957f\u201d\u7684\u7528\u6237\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u662f\u5176\u6700\u5927\u98ce\u9669\u70b9\uff1aAI\u5efa\u8bae\u7684\u51c6\u786e\u6027\u4e0e\u6df1\u5ea6\u5c06\u76f4\u63a5\u51b3\u5b9a\u5de5\u5177\u4ef7\u503c\u662f\u201c\u9526\u4e0a\u6dfb\u82b1\u201d\u8fd8\u662f\u201c\u96ea\u4e2d\u9001\u70ad\u201d\u3002\u82e5\u5efa\u8bae\u6d41\u4e8e\u8868\u9762\uff08\u5982\u5e38\u89c4\u7684\u56fe\u7247\u538b\u7f29\u3001\u7f13\u5b58\u63d0\u793a\uff09\uff0c\u5219\u96be\u4ee5\u7559\u4f4f\u4e13\u4e1a\u7528\u6237\uff1b\u82e5\u8fc7\u4e8e\u6280\u672f\u5316\uff0c\u53c8\u53ef\u80fd\u5413\u9000\u76ee\u6807\u5ba2\u6237\u4e2d\u7684\u975e\u6280\u672f\u4eba\u5458\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5546\u4e1a\u6a21\u5f0f\u6e05\u6670\uff0c\u7784\u51c6\u5bf9\u52a0\u8f7d\u901f\u5ea6\u6781\u5ea6\u654f\u611f\u7684\u7535\u5546\u548cSEO\u9886\u57df\uff0c\u76f4\u63a5\u5173\u8054\u6392\u540d\u4e0e\u8f6c\u5316\u7387\u3002\u4f46\u6311\u6218\u5728\u4e8e\uff0c\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u529f\u80fd\u589e\u5f3a\u578b\u5de5\u5177\uff0c\u800c\u975e\u4e0d\u53ef\u66ff\u4ee3\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u5176\u6d4b\u901f\u529f\u80fd\u6613\u88ab\u6a21\u4eff\uff0c\u771f\u6b63\u7684\u58c1\u5792\u5728\u4e8eAI\u8bca\u65ad\u5f15\u64ce\u7684\u7cbe\u51c6\u5ea6\u3001\u4e0e\u5de5\u4f5c\u6d41\uff08\u5982CI\/CD\uff09\u7684\u96c6\u6210\u6df1\u5ea6\u4ee5\u53ca\u79ef\u7d2f\u7684\u8de8\u5730\u57df\u6027\u80fd\u6570\u636e\u5e93\u3002\u82e5\u4e0d\u80fd\u6301\u7eed\u6784\u5efa\u8fd9\u4e9b\u58c1\u5792\uff0c\u5b83\u53ef\u80fd\u5f88\u5feb\u9677\u5165\u540c\u8d28\u5316\u7ade\u4e89\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cLightKeeper\u7cbe\u51c6\u5730\u586b\u8865\u4e86\u5e02\u573a\u7a7a\u767d\uff0c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4f18\u96c5\u7684\u89e3\u51b3\u65b9\u6848\u3002\u4f46\u5176\u957f\u671f\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u201c\u6d4b\u5f97\u5230\u201d\uff0c\u800c\u53d6\u51b3\u4e8e\u201c\u89e3\u5f97\u51c6\u201d\u548c\u201c\u4fee\u5f97\u597d\u201d\uff0c\u5373\u80fd\u5426\u771f\u6b63\u6210\u4e3a\u9a71\u52a8\u6027\u80fd\u4f18\u5316\u95ed\u73af\u7684\u6838\u5fc3\u67a2\u7ebd\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\">LightKeeper<\/span>\n <\/div>\n<div class=\"comment-content\">Your site feels fast to you \u2014 but how does it load in Brazil, Germany, or Canada? LightKeeper runs Lighthouse audits from 65+ global locations so you see real performance for every market. AI interprets results and gives a clear action plan \u2014 no technical expertise needed. Monitor Core Web Vitals across the pages that matter most, test authenticated pages, and catch regressions before they hurt your rankings or conversions. Full HAR report included for deeper analysis<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b Denis here, maker of LightKeeper.<\/p>\n<\/p>\n<p>The idea started from a very specific frustration. <\/p>\n<\/p>\n<p>I’m based in Europe, but the SaaS I was working on had its entire customer base in the US. When users started complaining about slow load times \u2014 I had no real way to reproduce it.<\/p>\n<\/p>\n<p>A VPN? It adds its own latency. A proxy? Same problem \u2014 you’re measuring the proxy, not the experience. I could never tell: is this a real performance issue for my US users, or just my European connection?<\/p>\n<p>That uncertainty is the worst part. A customer complains, you can’t reproduce it, you can’t prioritize it, and you can’t prove you fixed it.<\/p>\n<\/p>\n<p>So I built LightKeeper.<\/p>\n<\/p>\n<p>Real Lighthouse audits from real AWS & GCP infrastructure across 65+ regions. No VPN noise, no proxy overhead \u2014 just the raw performance your customers see from their location.<\/p>\n<\/p>\n<p>LightKeeper is for you if:<\/p>\n<ul>\n<li>\n<p>You’re an SEO specialist and need to monitor Core Web Vitals across markets without manual checks<\/p>\n<\/li>\n<li>\n<p>You run an e-commerce store and want to know why visitors from specific regions bounce before checkout<\/p>\n<\/li>\n<li>\n<p>You want a clear action plan, not just a score \u2014 our AI interprets every result and tells you exactly what to fix<\/p>\n<\/li>\n<\/ul>\n<p>I’d love to hear from you \u2014 what’s the region you’re most worried about for your site? <\/p>\n<p>Drop it in the comments \ud83d\udc47<\/p>\n<p>And if this solves a real problem for you \u2014 an upvote means the world to an indie maker \ud83d\ude4f<\/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\/@denis_filchakov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denis_filchakov<\/a> look’s interesting..<\/p>\n<p>Gold luck for the launch \ud83d\udc4f\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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>First of all, congratulations on the launch! This looks like a really useful tool. I gave it a quick try on one of my projects and it immediately highlighted a few areas for improvement, which was super helpful. I like how it narrows things down so you know exactly what to focus on. I\u2019ll definitely be using LightKeeper to keep an eye on my projects going forward<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@matheusdsantosr_dev thank you, Matheus!<\/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>Have you seen cases where a site loads fast from most regions but has a specific CDN edge that tanks performance? How granular does the region breakdown get? Great tool!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> I’m currently working on a deep-dive article reviewing major websites and their regional performance issues. Stay tuned and follow me – the case studies will be live this April<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, Denis, on your launch. Cool idea! It looks very useful for big companies, especially e-commerce websites that fight for every extra 100ms of load time. Your tool will make their lives easier.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ioz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ioz<\/a> Thank you, Igor!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/WWEQNHH6J42UN4\" class=\"app-title\">OceanMind<\/a><\/p>\n<div class=\"one-liner\">AI that learns exactly how to calm you down<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">33<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OceanMind\u662f\u4e00\u6b3e\u901a\u8fc7AI\u5b9e\u65f6\u8bfb\u53d6\u7528\u6237\u8eab\u5fc3\u72b6\u6001\uff0c\u5e76\u751f\u6210\u4e2a\u6027\u5316\u547c\u5438\u8bad\u7ec3\u3001\u8eab\u4f53\u91ca\u653e\u7b49\u7ec3\u4e60\u7684APP\uff0c\u65e8\u5728\u7528\u6237\u7126\u8651\u3001\u601d\u7eea\u7eb7\u4e71\u6216\u80fd\u91cf\u4f4e\u8ff7\u65f6\uff0c\u63d0\u4f9b\u5373\u65f6\u3001\u7cbe\u51c6\u7684\u60c5\u7eea\u5b89\u629a\u65b9\u6848\uff0c\u89e3\u51b3\u4f20\u7edf\u5065\u5eb7\u5e94\u7528\u5343\u7bc7\u4e00\u5f8b\u3001\u65e0\u6cd5\u5e94\u5bf9\u52a8\u6001\u60c5\u7eea\u9700\u6c42\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f5438e6-e479-44d1-b2d2-f5f1cb49f34d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/783d411a-92fb-4f96-bcee-895536237d02.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58d08ff6-6eaa-43a1-8a08-57826ac97f1b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f9c467b-f11c-4201-81aa-ddfb43c57bb2.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\/09b28c41-8dbb-452b-ba04-503fd6b626a4.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/5ULzQCxv3cc\"><source src=\"https:\/\/youtu.be\/5ULzQCxv3cc\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Meditation<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">AI\u4e2a\u6027\u5316<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u8c03\u8282<\/span><br \/>\n <span class=\"tag\">\u547c\u5438\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u6b63\u5ff5<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u81ea\u9002\u5e94<\/span><br \/>\n <span class=\"tag\">\u7126\u8651\u7f13\u89e3<\/span><br \/>\n <span class=\"tag\">\u8eab\u5fc3\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u7597\u6cd5<\/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\u4f20\u7edf\u5e94\u7528\u91cd\u590d\u65e0\u6548\uff0cOceanMind\u80fd\u201c\u5728\u5f53\u4e0b\u72b6\u6001\u201d\u63d0\u4f9b\u5e2e\u52a9\u3002\u5f00\u53d1\u8005\u79ef\u6781\u4e92\u52a8\uff0c\u8be6\u8ff0\u5176\u878d\u5408\u591a\u6587\u5316\u4f20\u7edf\u5b9e\u8df5\uff0c\u5e76\u56de\u5e94\u4e86\u7eb3\u5165\u6cf0\u56fd\u547c\u5438\u6cd5\u7b49\u5177\u4f53\u5efa\u8bae\uff0c\u5c55\u73b0\u4e86\u4ea7\u54c1\u5305\u5bb9\u6027\u548c\u8fed\u4ee3\u610f\u613f\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 OceanMind\u7684\u53d9\u4e8b\u7cbe\u51c6\u51fb\u4e2d\u4e86\u5f53\u524d\u6570\u5b57\u5065\u5eb7\u9886\u57df\u7684\u6838\u5fc3\u8f6f\u808b\uff1a\u5f62\u5f0f\u4e3b\u4e49\u7684\u540c\u8d28\u5316\u3002\u5176\u5ba3\u79f0\u7684\u201cAI\u5b9e\u65f6\u8bfb\u53d6\u72b6\u6001\u5e76\u4e2a\u6027\u5316\u751f\u6210\u7ec3\u4e60\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u5065\u5eb7\u5e72\u9884\u4ece\u201c\u9884\u5f55\u5236\u5185\u5bb9\u63a8\u9001\u201d\u6a21\u5f0f\uff0c\u8bd5\u56fe\u5347\u7ea7\u4e3a\u201c\u52a8\u6001\u54cd\u5e94\u5f0f\u670d\u52a1\u201d\u3002\u8fd9\u80cc\u540e\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u5e76\u975e\u9ad8\u6df1\u83ab\u6d4b\u7684AI\u6280\u672f\uff0c\u800c\u662f\u5bf9\u201c\u795e\u7ecf\u7cfb\u7edf\u7684\u72b6\u6001\u662f\u52a8\u6001\u7684\u201d\u8fd9\u4e00\u57fa\u672c\u4e8b\u5b9e\u7684\u5c0a\u91cd\uff0c\u4ee5\u53ca\u7531\u6b64\u6784\u5efa\u7684\u4ea7\u54c1\u54f2\u5b66\u2014\u2014\u5e72\u9884\u5e94\u59cb\u4e8e\u7528\u6237\u7684\u771f\u5b9e\u8d77\u70b9\uff0c\u800c\u975e\u7406\u60f3\u5316\u7684\u9884\u8bbe\u8def\u5f84\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u8bfb\u53d6\u72b6\u6001\u201d\u7684\u51c6\u786e\u6027\u4e0e\u4fb5\u5165\u6027\u8fb9\u754c\u5982\u4f55\u754c\u5b9a\uff1f\u901a\u8fc7\u6444\u50cf\u5934\u5206\u6790\u5fae\u8868\u60c5\uff1f\u8bed\u97f3\u5206\u6790\u8bed\u8c03\uff1f\u8fd8\u662f\u7b80\u5355\u7684\u7528\u6237\u81ea\u8bc4\uff1f\u4e0d\u540c\u7684\u8def\u5f84\u5bf9\u5e94\u7740\u4e0d\u540c\u7684\u6548\u679c\u4e0e\u9690\u79c1\u98ce\u9669\u3002\u5176\u6b21\uff0c\u4e2a\u6027\u5316\u751f\u6210\u7684\u201c\u9ed1\u7bb1\u201d\u53ef\u80fd\u5e26\u6765\u65b0\u7684\u7126\u8651\u3002\u5f53\u7528\u6237\u611f\u5230\u7ec3\u4e60\u201c\u65e0\u6548\u201d\u65f6\uff0c\u662f\u5f52\u56e0\u4e8e\u81ea\u8eab\uff0c\u8fd8\u662f\u7b97\u6cd5\u7684\u4e0d\u7406\u89e3\uff1f\u8fd9\u8981\u6c42\u4ea7\u54c1\u5177\u5907\u6781\u9ad8\u7684\u89e3\u91ca\u6027\u4e0e\u7528\u6237\u6559\u80b2\u80fd\u529b\u3002\u6700\u540e\uff0c\u4ece\u201c\u6709\u8da3\u7684\u6982\u5ff5\u201d\u5230\u201c\u6709\u6548\u7684\u4e34\u5e8a\u5de5\u5177\u201d\uff0c\u4e2d\u95f4\u9700\u8981\u575a\u5b9e\u7684\u79d1\u5b66\u9a8c\u8bc1\u3002\u5176\u878d\u5408\u7684\u51b7\u66b4\u9732\u3001\u8eab\u4f53\u91ca\u653e\u7b49\u65b9\u6cd5\uff0c\u867d\u6709\u5176\u6d41\u884c\u5ea6\uff0c\u4f46\u7ec4\u5408\u4f7f\u7528\u7684\u534f\u540c\u6548\u5e94\u4e0e\u957f\u671f\u5f71\u54cd\uff0c\u4ecd\u9700\u4e25\u8c28\u6570\u636e\u652f\u6491\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cOceanMind\u4ee3\u8868\u4e86\u4e00\u4e2a\u6b63\u786e\u7684\u8fdb\u5316\u65b9\u5411\uff1a\u4ece\u63d0\u4f9b\u6807\u51c6\u5316\u5de5\u5177\uff0c\u5230\u5c1d\u8bd5\u6210\u4e3a\u667a\u80fd\u5316\u7684\u966a\u4f34\u8005\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8eAI\u6982\u5ff5\u7684\u70ab\u9177\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u7b97\u6cd5\u5bf9\u590d\u6742\u4eba\u6027\u7ec6\u817b\u53d8\u5316\u7684\u4f53\u5bdf\u7cbe\u5ea6\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u79d1\u6280\u4e0e\u4eba\u6587\u3001\u6807\u51c6\u5316\u4e0e\u4e2a\u6027\u5316\u4e4b\u95f4\uff0c\u627e\u5230\u90a3\u4e2a\u5fae\u5999\u800c\u6709\u6548\u7684\u5e73\u8861\u70b9\u3002\u5728\u5fc3\u7406\u5065\u5eb7\u8fd9\u4e2a\u9886\u57df\uff0c\u4efb\u4f55\u6280\u672f\u90fd\u53ea\u662f\u6865\u6881\uff0c\u771f\u6b63\u7684\u7597\u6108\u59cb\u7ec8\u53d1\u751f\u5728\u7528\u6237\u81ea\u8eab\u3002OceanMind\u7684\u4ef7\u503c\uff0c\u5728\u4e8e\u5b83\u662f\u5426\u80fd\u8ba9\u8fd9\u5ea7\u6865\u6881\u66f4\u987a\u7545\u3001\u66f4\u79c1\u4eba\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">OceanMind<\/span>\n <\/div>\n<div class=\"comment-content\">Anxiety doesn\u2019t follow a schedule. Most wellness apps give you the same routine regardless of how you actually feel. OceanMind is different \u2014 it reads your state and builds a personalized session from breathwork, somatic release, cold exposure protocols, and guided practices. The AI adapts every time. Open the app feeling overwhelmed, and it meets you there. What practice has helped you most when anxiety peaks? We\u2019d love to know.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>We built OceanMind because we couldn’t switch off.<\/p>\n<\/p>\n<p>You know that feeling. End of the day.<\/p>\n<p>Everything is technically fine.<\/p>\n<p>But your mind just won’t stop.<\/p>\n<\/p>\n<p>We tried every breathing app out there \u2014<\/p>\n<p>they all gave us the same routine regardless of <\/p>\n<p>how we actually felt. Anxious. Wired. Exhausted.<\/p>\n<p>Didn’t matter. Same session. Every time.<\/p>\n<\/p>\n<p>That felt wrong to us.<\/p>\n<\/p>\n<p>Your nervous system isn’t the same every day.<\/p>\n<p>Your practice shouldn’t be either.<\/p>\n<\/p>\n<p>So we built an AI that reads your state before <\/p>\n<p>every session \u2014 how activated you are, what you’re <\/p>\n<p>feeling \u2014 and creates breathwork around exactly <\/p>\n<p>where you are right now.<\/p>\n<\/p>\n<p>Anxious \u2192 calming breath, built for this moment.<\/p>\n<p>Mind racing \u2192 we slow it down together.<\/p>\n<p>Low energy \u2192 we build it back up.<\/p>\n<\/p>\n<p>No two sessions are the same.<\/p>\n<p>Because no two moments are the same.<\/p>\n<\/p>\n<p><strong>\ud83c\udf0a What’s live today:<\/strong><\/p>\n<p>\u2192 AI state check-in before every session<\/p>\n<p>\u2192 Personalized breathwork generated in real time<\/p>\n<p>\u2192 Practices for anxiety, racing thoughts, low energy<\/p>\n<p>\u2192 Structured programs if you want to go deeper<\/p>\n<\/p>\n<p>Early users keep telling us the same thing \u2014<\/p>\n<p>it’s the first app that actually meets them <\/p>\n<p>where they are, not where they’re supposed to be.<\/p>\n<\/p>\n<p>That’s everything we were trying to build.<\/p>\n<\/p>\n<p>We’re here all day \u2014 ask us anything. \ud83d\udc47<\/p>\n<p>What do you do when your mind just won’t quiet down?<\/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>Wow, I think I’ve found what I was looking for! Honestly, all these repetitive apps don’t help me relax at all, and I end up tossing and turning in bed for hours trying to calm my mind. Do you plan to incorporate breathing practices from different cultures? It would be interesting to try Thai ones.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@allurepixel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@allurepixel<\/a> Thank you so much \u2014 this really means a lot to us on launch day \ud83d\ude4f<\/p>\n<p>You\u2019ve touched on something we think about a lot. The app already includes practices from multiple traditions \u2014 Pranayama from the yoga lineage, ancient alternate nostril breathing, somatic release techniques. The foundation is deliberately cross-cultural because different traditions solved different problems, and the nervous system responds to all of them.<\/p>\n<p>Thai practices \u2014 particularly those rooted in Theravada Buddhist breathing and Thai yoga (Reusi Dat Ton) \u2014 are genuinely fascinating and very much on our radar. The slow diaphragmatic patterns and the way breath is used as an anchor in Thai forest tradition meditation have a distinct quality that we\u2019d love to bring in.<\/p>\n<p>For your specific situation \u2014 tossing and turning, mind that won\u2019t stop \u2014 the practice that tends to work best in OceanMind right now is extended exhale breathwork before sleep. <\/p>\n<\/p>\n<p>I would like to learn more about Thai practices!<\/p>\n<\/p>\n<p>Would love to hear how it works for you. And Thai breathing traditions \u2014 noted. \ud83c\udf0a\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b\u200b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/SUCEGYCSMQ43TZ\" class=\"app-title\">CompetitorWrapped<\/a><\/p>\n<div class=\"one-liner\">Your competitors’ entire year, with one click<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">24<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7AI\u6df1\u5ea6\u805a\u5408\u7f51\u7edc\u516c\u5f00\u4fe1\u606f\uff0c\u5c06\u7ade\u4e89\u5bf9\u624b\u7684\u5173\u952e\u52a8\u6001\uff08\u5982\u62db\u8058\u3001\u878d\u8d44\u3001\u4ea7\u54c1\u53d1\u5e03\uff09\u6574\u5408\u6210\u5b9e\u65f6\u60c5\u62a5\u6d41\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5e02\u573a\u53ca\u7ade\u54c1\u5206\u6790\u4eba\u5458\u9700\u5728\u591a\u5e73\u53f0\u95f4\u624b\u52a8\u5207\u6362\u3001\u4fe1\u606f\u788e\u7247\u5316\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de859f06-bcb2-4e38-98e3-c0a304dc684b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1a36e88-8f94-4999-ad40-0cff9c48c3e9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e5042ce-b164-458d-9d5d-61a7601cf630.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26beb8bc-0a4f-4a11-8597-2a16688142c4.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\/6310c950-021c-4d96-a476-54eec4964787.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Du-NQblntag\"><source src=\"https:\/\/www.youtube.com\/watch?v=Du-NQblntag\" 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\">Sales<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7ade\u54c1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">AI\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u6ce8\u6570\u636e\u65b0\u9c9c\u5ea6\uff08\u5982\u878d\u8d44\u4fe1\u606f\u66f4\u65b0\u901f\u5ea6\uff09\u3001\u529f\u80fd\u62d3\u5c55\uff08\u5982\u5206\u6790\u5458\u5de5\u80cc\u666f\u3001\u8ffd\u8e2a\u529f\u80fd\u4e0b\u7ebf\u6216\u964d\u4ef7\uff09\u4ee5\u53ca\u4ea7\u54c1\u5f62\u6001\uff08\u662f\u6301\u7eed\u76d1\u63a7\u544a\u8b66\u8fd8\u662f\u5355\u6b21\u5feb\u7167\uff09\u3002\u5f00\u53d1\u8005\u56de\u5e94\u4e86\u4ea7\u54c1\u521d\u8877\u5e76\u5f00\u653e\u6536\u96c6\u53cd\u9988\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 CompetitorWrapped \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u5e7f\u6cdb\u5b58\u5728\u7684\u4e13\u4e1a\u9700\u6c42\u75db\u70b9\u2014\u2014\u4fe1\u606f\u8fc7\u8f7d\u4e0e\u788e\u7247\u5316\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u521b\u9020\u4e86\u65b0\u6570\u636e\uff0c\u800c\u662f\u626e\u6f14\u4e86\u201c\u60c5\u62a5\u7f16\u7ec7\u8005\u201d\u7684\u89d2\u8272\uff0c\u5229\u7528AI\u66ff\u4ee3\u4eba\u5de5\uff0c\u5728\u5608\u6742\u7684\u4e92\u8054\u7f51\u566a\u97f3\u4e2d\u63d0\u53d6\u3001\u5f52\u7c7b\u5e76\u5448\u73b0\u9ad8\u4fe1\u566a\u6bd4\u7684\u7ade\u4e89\u4fe1\u53f7\u3002\u4ea7\u54c1\u5c06\u201cSpotify Wrapped\u201d\u7684\u5e74\u5ea6\u603b\u7ed3\u5f62\u5f0f\u8f6c\u5316\u4e3a\u5546\u4e1a\u76d1\u63a7\u573a\u666f\uff0c\u6982\u5ff5\u5305\u88c5\u5de7\u5999\uff0c\u964d\u4f4e\u4e86\u7406\u89e3\u6210\u672c\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**\u6570\u636e\u6e90\u7684\u6743\u5a01\u6027\u3001\u5b9e\u65f6\u6027\u4e0e\u5408\u89c4\u6027**\u662f\u751f\u547d\u7ebf\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u6570\u636e\u65b0\u9c9c\u5ea6\u201d\u7684\u63d0\u95ee\u76f4\u6307\u6838\u5fc3\uff1a\u82e5\u65e0\u6cd5\u8fd1\u4e4e\u5b9e\u65f6\u5730\u6293\u53d6\u878d\u8d44\u3001\u62db\u8058\u7b49\u5173\u952e\u4fe1\u606f\uff0c\u4ea7\u54c1\u4ef7\u503c\u5c06\u5927\u6253\u6298\u6263\u3002\u5176\u6b21\uff0c**\u60c5\u62a5\u7684\u6df1\u5ea6\u4e0e\u201c\u9759\u9ed8\u4fe1\u53f7\u201d\u7684\u6355\u6349\u80fd\u529b**\u662f\u5dee\u5f02\u5316\u5173\u952e\u3002\u73b0\u6709\u529f\u80fd\u591a\u805a\u7126\u4e8e\u663e\u6027\u4e8b\u4ef6\uff08\u62db\u8058\u3001\u878d\u8d44\u3001\u53d1\u5e03\uff09\uff0c\u4f46\u5982\u7528\u6237\u6240\u8a00\uff0c\u7ade\u4e89\u5bf9\u624b\u201c\u6084\u7136\u4e0b\u7ebf\u529f\u80fd\u201d\u6216\u201c\u8c03\u6574\u5b9a\u4ef7\u201d\u8fd9\u7c7b\u9690\u6027\u3001\u53cd\u5411\u64cd\u4f5c\uff0c\u5f80\u5f80\u8574\u542b\u66f4\u6df1\u523b\u7684\u6218\u7565\u610f\u56fe\uff0c\u5bf9\u6280\u672f\u6316\u6398\u80fd\u529b\u8981\u6c42\u66f4\u9ad8\u3002\u6700\u540e\uff0c\u4ece\u201c\u4e00\u6b21\u6027\u62a5\u544a\u201d\u8f6c\u5411\u201c\u6301\u7eed\u6027\u76d1\u63a7\u4e0e\u667a\u80fd\u544a\u8b66\u201d\u5e73\u53f0\uff0c\u662f\u6ee1\u8db3\u7528\u6237\u521a\u9700\u7684\u5fc5\u7136\u6f14\u8fdb\u8def\u5f84\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u662f\u5728\u6d4b\u8bd5\u5e02\u573a\u4e3a\u201c\u4fe1\u606f\u6574\u5408\u81ea\u52a8\u5316\u201d\u7684\u4ed8\u8d39\u610f\u613f\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u5728\u4e8e\u529f\u80fd\u5217\u8868\u6709\u591a\u957f\uff0c\u800c\u5728\u4e8e\u5176AI\u4ee3\u7406\u7684\u201c\u7814\u7a76\u201d\u6df1\u5ea6\u4e0e\u51c6\u786e\u6027\uff0c\u662f\u5426\u80fd\u771f\u6b63\u8ba9\u7528\u6237\u6446\u8131\u5bf9\u539f\u59cb\u4fe1\u606f\u6e90\u7684\u4ea4\u53c9\u9a8c\u8bc1\uff0c\u5efa\u7acb\u8d77\u8db3\u591f\u7684\u4fe1\u4efb\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u9700\u8981\u88ab\u76d1\u63a7\u7684\u201c\u4fe1\u606f\u6807\u7b7e\u201d\u800c\u5df2\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\">CompetitorWrapped<\/span>\n <\/div>\n<div class=\"comment-content\">Stop switching between LinkedIn, Crunchbase, and Google Alerts. Competitor Wrapped turns any domain into a live intelligence feed – new hires, funding rounds, product launches, and growth trends, all in one place.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Happy launch day!<br \/>How fresh is the data? Like if a competitor announces a funding round today, how quickly does it show up in my wrapped?<\/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>Hey PH! \ud83d\udc4b<br \/>I built Competitor Wrapped because I was tired of spending hours manually tracking what competitors were doing. Who they’re hiring, what’s in the news, how fast they’re growing. It was scattered across LinkedIn, Crunchbase, Google Alerts, and a dozen tabs.<br \/>So I built something that just wraps it all up, like a Spotify Wrapped.<br \/>Enter any competitor’s domain and our AI agent deep-researches the entire web and delivers a Wrapped that tells you your competitor\u2019s:<br \/>\ud83e\uddd1\u200d\ud83d\udcbc Key person hires: know exactly who your competitors are bringing on board<br \/>\ud83d\udcca SEO performance: monitor domain authority, rankings, and search visibility<br \/>\ud83d\udcc8 Department headcount growth\/decline: sales, engineering, marketing – see where they’re scaling up or cutting<br \/>\ud83d\udcb0 Funding announcements: get notified the moment a competitor raises<br \/>\ud83d\udd27 Feature updates: track every product enhancement and new capability<br \/>\ud83d\ude80 Product launches: never miss a new release from any competitor<\/p>\n<p>Try it for free at: <a href=\"https:\/\/Competitorwrapped.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Competitorwrapped.com<\/a> <\/p>\n<p>Open to feedback. Feel free to let me know what other datapoints you\u2019d love to see in your competitor wrapped?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is really good. Very helpful to figure out roadmap of the competitor based on who they are hiring. Another request for feature would be: analyze this from the profiles of the people they have hired and give the full analysis<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! Sounds like an amazing product. Knowing who a competitor is hiring is one of the most underrated signals in startup strategy. Having all of that in one place instead of piecing it together across tabs is a real time saver. Can you track multiple competitors at once and get alerts when something changes, or is it more of a one-time snapshot? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mhimed\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mhimed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mhimed<\/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>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@manmohit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manmohit<\/a>! It was a fun project to work on.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can it detect when a competitor quietly sunsets a feature or removes a pricing tier? Those subtle moves are often the most telling. Cool launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/H2JM44IQMVPW67\" class=\"app-title\">StartupCFO.AI Finance Stack for Startups<\/a><\/p>\n<div class=\"one-liner\">Better Financial Decisions for Your Startup \u2014 AI-Powered.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">21<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411\u521d\u521b\u4f01\u4e1a\u7684AI\u4e00\u4f53\u5316\u8d22\u52a1\u5e73\u53f0\uff0c\u901a\u8fc7\u6574\u5408\u7c3f\u8bb0\u3001CPA\u548cCFO\u804c\u80fd\uff0c\u5e76\u5229\u7528ClariFi\u5f15\u64ce\u63d0\u4f9b\u9884\u6d4b\u6027\u8d22\u52a1\u5206\u6790\u4e0e\u89c4\u5212\uff0c\u89e3\u51b3\u521d\u521b\u516c\u53f8\u8d22\u52a1\u51b3\u7b56\u7f3a\u4e4f\u524d\u77bb\u6027\u6307\u5f15\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/645f7a4b-734b-43be-abfe-636d9186a9c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/36358873-c17c-4f42-853b-88f978c625c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84689bf7-e74a-4d00-bb5f-d9960d01e985.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/447d38b2-c5e3-4767-ac22-ee27493d84f0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5e5ccbfe-7855-491a-8cf7-2c5893ccbf27.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a722709a-37ba-478b-a4ba-d3f2bfa3d87b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79e63401-5e12-4777-868a-f7d4087fa605.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f2ecb221-8b68-42fb-92ed-0657a820cd4c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Fintech<\/span><br \/>\n <span class=\"tag\">Finance<\/span><br \/>\n <span class=\"tag\">Accounting<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8d22\u52a1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u4f01\u4e1a\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u9884\u6d4b<\/span><br \/>\n <span class=\"tag\">\u4e1a\u8d22\u4e00\u4f53\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u878d\u8d44\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u4eea\u8868\u76d8<\/span><br \/>\n <span class=\"tag\">FP&A\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u573a\u666f\u6a21\u62df<\/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\u8bc4\u8bba\u6307\u51fa\u4f20\u7edf\u8d22\u52a1\u6a21\u5f0f\u5b58\u5728\u5386\u53f2\u6570\u636e\u4e0e\u6218\u7565\u51b3\u7b56\u8131\u8282\u7684\u95ee\u9898\u3002\u7528\u6237\u5173\u6ce8\u4ea7\u54c1\u5728\u5173\u952e\u5047\u8bbe\u7a81\u53d8\uff08\u5982\u5927\u5ba2\u6237\u6d41\u5931\uff09\u65f6\u7684\u52a8\u6001\u573a\u666f\u5206\u6790\u80fd\u529b\u3002\u5b98\u65b9\u56de\u5e94\u79f0KPI\u4f1a\u6309\u6708\u6216\u6309\u9700\u66f4\u65b0\u5e76\u81ea\u52a8\u540c\u6b65\u81f3\u6240\u6709\u62a5\u544a\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 StartupCFO.AI\u8bd5\u56fe\u7528AI\u7f1d\u5408\u521d\u521b\u4f01\u4e1a\u8d22\u52a1\u7ba1\u7406\u7684\u7ed3\u6784\u6027\u65ad\u5c42\u2014\u2014\u5c06\u5272\u88c2\u7684\u7c3f\u8bb0\u3001\u5408\u89c4\u4e0e\u6218\u7565\u5206\u6790\u6574\u5408\u4e3a\u6301\u7eed\u8f93\u51fa\u7684\u201c\u8d22\u52a1\u60c5\u62a5\u7cfb\u7edf\u201d\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4e0d\u5728\u4e8e\u81ea\u52a8\u5316\u4f1a\u8ba1\u5904\u7406\uff0c\u800c\u5728\u4e8e\u5c06\u4f20\u7edfCFO\u7684\u51b3\u7b56\u6846\u67b6\u4ea7\u54c1\u5316\u4e3a\u53ef\u4ea4\u4e92\u7684ClariFi\u5f15\u64ce\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u76f4\u51fb\u521d\u521b\u8d22\u52a1\u6700\u81f4\u547d\u7684\u5e7b\u89c9\uff1a\u628a\u5386\u53f2\u7c3f\u8bb0\u7b49\u540c\u4e8e\u8d22\u52a1\u7ba1\u63a7\u3002\u591a\u6570\u521d\u521b\u516c\u53f8\u6b7b\u4e8e\u73b0\u91d1\u6d41\u9884\u89c1\u6027\u7f3a\u5931\u800c\u975e\u8d26\u9762\u9519\u8bef\uff0cClariFi\u63d0\u4f9b\u7684\u52a8\u6001\u573a\u666f\u6a21\u62df\u548c\u5b9e\u65f6\u9884\u6d4b\u6a21\u578b\uff0c\u672c\u8d28\u4e0a\u662f\u4e3a\u521b\u59cb\u4eba\u6784\u5efa\u8d22\u52a1\u51b3\u7b56\u7684\u201c\u6570\u5b57\u5b6a\u751f\u201d\u3002\u4f46\u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u8d22\u52a1\u9884\u6d4b\u7684\u51c6\u786e\u6027\u9ad8\u5ea6\u4f9d\u8d56\u6570\u636e\u8d28\u91cf\u548c\u6a21\u578b\u5047\u8bbe\uff0c\u5728\u65e9\u671f\u4e1a\u52a1\u5267\u70c8\u6ce2\u52a8\u9636\u6bb5\uff0c\u8fc7\u5ea6\u4f9d\u8d56\u7b97\u6cd5\u53ef\u80fd\u4ea7\u751f\u201c\u7cbe\u786e\u7684\u8c2c\u8bef\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5b98\u65b9\u5bf9\u573a\u666f\u53d8\u5316\u95ee\u9898\u7684\u56de\u5e94\u6765\u770b\uff0c\u4ea7\u54c1\u4ecd\u4f9d\u8d56\u4eba\u5de5\u56e2\u961f\u6309\u6708\u66f4\u65b0KPI\uff0c\u8fd9\u66b4\u9732\u4e86\u5f53\u524dAI\u8d22\u52a1\u7cfb\u7edf\u7684\u5c40\u9650\u6027\u2014\u2014\u65e0\u6cd5\u771f\u6b63\u5b9e\u73b0\u4e1a\u52a1\u53d8\u5316\u7684\u5b9e\u65f6\u611f\u77e5\u3002\u5176\u4ef7\u503c\u66f4\u591a\u4f53\u73b0\u5728\u5efa\u7acb\u8d22\u52a1\u903b\u8f91\u7684\u6807\u51c6\u5316\u6846\u67b6\uff0c\u800c\u975e\u5373\u65f6\u9884\u6d4b\u9ed1\u5929\u9e45\u4e8b\u4ef6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8be5\u4ea7\u54c1\u7684\u5e02\u573a\u8003\u9a8c\u5728\u4e8e\u80fd\u5426\u5728\u6807\u51c6\u5316\u4ea4\u4ed8\u4e0e\u6df1\u5ea6\u5b9a\u5236\u5316\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002\u521d\u521b\u4f01\u4e1a\u7684\u8d22\u52a1\u590d\u6742\u6027\u5dee\u5f02\u6781\u5927\uff0c\u4ece\u9884\u6536\u5165\u9636\u6bb5\u5230Scale-up\u9636\u6bb5\u7684\u9700\u6c42\u65ad\u5c42\uff0c\u53ef\u80fd\u4e0d\u662f\u5355\u4e00\u5e73\u53f0\u80fd\u591f\u5b8c\u5168\u8986\u76d6\u7684\u3002\u82e5\u771f\u80fd\u5b9e\u73b0\u201c\u878d\u8d44\u6570\u636e\u5ba4\u81ea\u52a8\u751f\u6210\u201d\u7b49\u627f\u8bfa\uff0c\u6216\u5c06\u91cd\u6784\u521d\u521b\u4f01\u4e1a\u878d\u8d44\u5c3d\u804c\u8c03\u67e5\u7684\u6210\u672c\u7ed3\u6784\uff0c\u8fd9\u624d\u662f\u6700\u5177\u7834\u574f\u6027\u7684\u4ef7\u503c\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\">StartupCFO.AI Finance Stack for Startups<\/span>\n <\/div>\n<div class=\"comment-content\">Most startups cobble together a bookkeeper, CPA, and CFO separately. StartupCFO.AI replaces all three with one integrated finance team powered by AI. Traditional accounting tells you where the money went. We wanted to tell founders where their startup is headed. Our ClariFi engine provides founders FP&A models, pricing models, scenario analysis, cash forecasts, dashboards, board packs, fundraising data rooms, spend guardrails, accounting, tax and compliance on autopilot.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">As founders, advisors, and accelerator mentors, we kept seeing the same pattern: founders scatter finance across bookkeepers, tax preparers, and spreadsheets \u2014 and confuse backward-looking accounting with strategic finance. They get reports on where the money went, but never the forward-looking clarity to decide where it should go. We built StartupCFO to unify all three into one system that delivers financial intelligence, not just historical numbers.<\/p>\n<p>We built StartupCFO to unify all finance support startups need into one integrated approach so every founder gets financial intelligence on demand.<\/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>How does ClariFi handle scenario analysis when key assumptions change mid quarter, like losing a big customer or closing a round? That forward looking clarity is exactly what founders need. Cool concept!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mateuszjacni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mateuszjacni<\/a> KPIs are updated monthly or on demand by our team so the founders have the latest information. Once KPIs are updated, all other reports get automatically updated. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/OFRGM2QRN5EZGP\" class=\"app-title\">Claude Code Channels<\/a><\/p>\n<div class=\"one-liner\">Message Claude Code directly from your phone<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">18<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u80fd\u8ba9\u7528\u6237\u901a\u8fc7\u624b\u673a\u5411\u684c\u9762\u7aefClaude Code\u4f1a\u8bdd\u63a8\u9001\u6d88\u606f\u3001\u8b66\u62a5\u548cWebhook\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u79bb\u7ebf\u65f6\u65e0\u6cd5\u8ba9AI\u52a9\u624b\u5b9e\u65f6\u54cd\u5e94CI\u7ed3\u679c\u3001\u76d1\u63a7\u4e8b\u4ef6\u7b49\u5173\u952e\u4fe1\u606f\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4645b77-d8a5-4e61-9df1-a3932e57e37f.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dbc378ae-0916-4e7b-8834-fb6d4c8f1baa.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Marketing automation<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u6d88\u606f\u63a8\u9001<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">CI\/CD\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u54cd\u5e94<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u529e\u516c<\/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\u5df2\u5728\u684c\u9762\u7aef\u4f7f\u7528\uff0c\u5bf9\u79fb\u52a8\u7aef\u53d1\u5c55\u8868\u793a\u671f\u5f85\u3002\u6838\u5fc3\u63d0\u95ee\u805a\u7126\u4e8e\u4ea7\u54c1\u7684\u5b9e\u9645\u6548\u7528\uff0c\u8981\u6c42\u63d0\u4f9b\u4e00\u4e2a\u5728\u6d4b\u8bd5\u4e2d\u901a\u8fc7Channels\u5b9e\u73b0\u79bb\u7ebf\u5373\u65f6\u4fee\u590dCI\u6545\u969c\u6216\u76d1\u63a7\u8b66\u62a5\u7684\u5177\u4f53\u6848\u4f8b\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 Claude Code Channels \u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201cAI\u52a9\u624b\u8fde\u63a5\u5668\u201d\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u8bd5\u56fe\u5c06Claude Code\u4ece\u4e00\u4e2a\u88ab\u52a8\u7684\u3001\u57fa\u4e8e\u5355\u6b21\u4f1a\u8bdd\u7684\u7f16\u7a0b\u5de5\u5177\uff0c\u5347\u7ea7\u4e3a\u4e00\u4e2a\u4e3b\u52a8\u7684\u3001\u6301\u7eed\u6027\u7684\u3001\u53ef\u5d4c\u5165\u5de5\u4f5c\u6d41\u7684\u667a\u80fd\u4ee3\u7406\u3002\u5b83\u7784\u51c6\u7684\u75db\u70b9\u662f\u771f\u5b9e\u7684\uff1a\u5f00\u53d1\u8005\u79bb\u5f00\u5de5\u4f4d\u540e\uff0cCI\u6d41\u6c34\u7ebf\u5931\u8d25\u6216\u670d\u52a1\u5668\u62a5\u8b66\u5f80\u5f80\u610f\u5473\u7740\u54cd\u5e94\u5ef6\u8fdf\uff0c\u800c\u8be5\u4ea7\u54c1\u8bd5\u56fe\u8ba9AI\u6210\u4e3a\u7b2c\u4e00\u54cd\u5e94\u8005\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u8fd9\u4e25\u91cd\u4f9d\u8d56\u4e8eMCP\u670d\u52a1\u5668\u7684\u751f\u6001\u5efa\u8bbe\u4ee5\u53ca\u7528\u6237\u81ea\u8eab\u5de5\u4f5c\u6d41\u7684\u6210\u719f\u5ea6\uff0c\u95e8\u69db\u4e0d\u4f4e\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u7528\u6237\u8ffd\u95ee\u7684\u201c\u771f\u5b9e\u4fee\u590d\u6848\u4f8b\u201d\u76f4\u51fb\u4ea7\u54c1\u6700\u8106\u5f31\u7684\u903b\u8f91\u73af\u8282\uff1a\u5f53\u524d\u7684AI\u80fd\u5426\u5728\u7f3a\u4e4f\u5f00\u53d1\u8005\u4e0a\u4e0b\u6587\u4ea4\u4e92\u7684\u60c5\u51b5\u4e0b\uff0c\u4ec5\u51ed\u63a8\u9001\u7684\u4fe1\u606f\u5c31\u505a\u51fa\u6b63\u786e\u3001\u5b89\u5168\u3001\u6709\u6548\u7684\u201c\u4fee\u590d\u201d\u52a8\u4f5c\uff1f\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u6280\u672f\u95ee\u9898\uff0c\u66f4\u662f\u4fe1\u4efb\u4e0e\u8d23\u4efb\u95ee\u9898\u3002\u5c06\u8b66\u62a5\u201c\u8f6c\u53d1\u201d\u7ed9AI\u548c\u8ba9AI\u201c\u5904\u7406\u201d\u8b66\u62a5\uff0c\u4e4b\u95f4\u5b58\u5728\u5de8\u5927\u7684\u80fd\u529b\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u7684\u771f\u6b63\u524d\u666f\u53ef\u80fd\u4e0d\u5728\u4e8e\u201c\u66ff\u4ee3\u5f00\u53d1\u8005\u505a\u51b3\u7b56\u201d\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u4e00\u5957\u66f4\u667a\u80fd\u7684\u201c\u4fe1\u606f\u7b5b\u9009\u4e0e\u9884\u5904\u7406\u7cfb\u7edf\u201d\u3002\u5728\u79bb\u7ebf\u72b6\u6001\u4e0b\uff0c\u5b83\u80fd\u6c47\u603b\u3001\u68b3\u7406\u3001\u521d\u6b65\u5206\u6790\u4e8b\u4ef6\uff0c\u5e76\u4e3a\u5f00\u53d1\u8005\u8fd4\u56de\u7ed3\u6784\u5316\u7684\u7b80\u62a5\u548c\u6f5c\u5728\u9009\u9879\uff0c\u5c06\u201c\u8b66\u62a5\u566a\u97f3\u201d\u8f6c\u5316\u4e3a\u201c\u5f85\u529e\u6e05\u5355\u201d\uff0c\u8fd9\u6216\u8bb8\u662f\u66f4\u52a1\u5b9e\u4e14\u5b89\u5168\u7684\u4ef7\u503c\u8def\u5f84\u3002\u5b83\u7684\u53d1\u5e03\uff0c\u53cd\u6620\u7684\u662fAI\u5de5\u5177\u4ece\u201c\u5bf9\u8bdd\u5f0f\u529f\u80fd\u201d\u5411\u201c\u4ee3\u7406\u5f0f\u670d\u52a1\u201d\u6f14\u8fdb\u7684\u4e00\u6b21\u8fb9\u7f18\u8bd5\u63a2\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Claude Code Channels<\/span>\n <\/div>\n<div class=\"comment-content\">Use channels to push messages, alerts, and webhooks into your Claude Code session from an MCP server. Forward CI results, chat messages, and monitoring events so Claude can react while you\u2019re away.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Using it on the desktop already, maybe the next step ? \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. What’s one real-world example from your testing where channels turned a CI failure or monitoring alert into an instant fix while you were offline?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/5644JTG5YV5WEM\" class=\"app-title\">KIT.domains<\/a><\/p>\n<div class=\"one-liner\">Domain infrastructure monitoring across all registrars<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">17<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>KIT.domains \u662f\u4e00\u6b3e\u57df\u540d\u57fa\u7840\u8bbe\u65bd\u76d1\u63a7\u5e73\u53f0\uff0c\u901a\u8fc7\u5728\u5355\u4e00\u4eea\u8868\u76d8\u4e2d\u96c6\u4e2d\u76d1\u63a7\u5206\u6563\u5728\u4e0d\u540c\u6ce8\u518c\u5546\u5904\u7684\u57df\u540d\u8fc7\u671f\u3001SSL\u8bc1\u4e66\u548cDNS\u53d8\u66f4\uff0c\u5e2e\u52a9IT\u56e2\u961f\u3001MSP\u548c\u670d\u52a1\u5546\u89e3\u51b3\u56e0\u624b\u52a8\u8ddf\u8e2a\u758f\u6f0f\u5bfc\u81f4\u7684\u7f51\u7ad9\u505c\u6446\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76892ec3-4374-4835-9b19-8b28ca6f713f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2caa7bff-1b75-4059-aa47-f0955d044373.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9a9bb413-0a7c-4ff7-8a04-89677cb08790.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ffd723e-d7ca-4bfa-b39a-dd1e083d68e6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/34e59c48-5bd4-4548-b8ce-c9fef4059b10.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b7cc0cad-e78a-4de8-ba79-2579adc9034b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/05aa1a3e-5408-47ea-a96b-d70bec073b00.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cdf179d5-f27a-4995-8a67-4a8c09dc1b24.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u57df\u540d\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">IT\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u8bc1\u4e66\u8fc7\u671f\u9884\u8b66<\/span><br \/>\n <span class=\"tag\">DNS\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u591a\u6ce8\u518c\u5546\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u544a\u8b66<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u505c\u673a\u9884\u9632<\/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>\u5f00\u53d1\u8005\u8be6\u7ec6\u9610\u8ff0\u4e86\u4ea7\u54c1\u91cd\u6784\u4eae\u70b9\uff08\u65b0\u754c\u9762\u3001API\u5bfc\u5165\u3001DNS\u5b8c\u6574\u6027\u76d1\u63a7\u7b49\uff09\u53ca\u89e3\u51b3\u7684\u5e02\u573a\u75db\u70b9\uff08\u544a\u522b\u8868\u683c\u3001\u624b\u52a8\u68c0\u67e5\uff09\u3002\u552f\u4e00\u7528\u6237\u8bc4\u8bba\u4e3a\u795d\u8d3a\u6027\u53cd\u9988\uff0c\u80af\u5b9a\u5176\u5de5\u4f5c\u91cf\uff0c\u76ee\u524d\u65e0\u5b9e\u8d28\u6027\u4f7f\u7528\u95ee\u9898\u6216\u529f\u80fd\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 KIT.domains \u7784\u51c6\u4e86\u4e00\u4e2a\u88ab\u5e7f\u6cdb\u5ffd\u89c6\u5374\u6781\u5176\u81f4\u547d\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u57df\u540d\u751f\u547d\u5468\u671f\u7684\u201c\u9759\u9ed8\u5931\u6548\u201d\u3002\u5927\u591a\u6570\u76d1\u63a7\u670d\u52a1\u805a\u7126\u4e8e\u670d\u52a1\u5668\u4e0e\u5e94\u7528\u5c42\u7684\u201c\u6b7b\u540e\u9a8c\u5c38\u201d\uff0c\u800c\u8be5\u4ea7\u54c1\u8bd5\u56fe\u5728\u201c\u4e34\u5e8a\u6b7b\u4ea1\u201d\u53d1\u751f\u524d\u4ecb\u5165\u2014\u2014\u901a\u8fc7\u81ea\u52a8\u5316\u76d1\u63a7\u57df\u540d\u3001SSL\u3001DNS\u8fd9\u4e09\u9879\u6784\u6210\u7f51\u7ad9\u8bbf\u95ee\u57fa\u5ea7\u5374\u6781\u6613\u56e0\u7ba1\u7406\u5206\u6563\u800c\u5931\u5b88\u7684\u8981\u7d20\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u4e0a\u7684\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u5bf9\u8fd0\u7ef4\u8d23\u4efb\u201c\u7070\u8272\u5730\u5e26\u201d\u7684\u6e05\u6670\u754c\u5b9a\u4e0e\u63a5\u7ba1\u3002\u5bf9\u4e8e\u7ba1\u7406\u5927\u91cf\u5ba2\u6237\u7ad9\u70b9\u7684MSP\u548cIT\u673a\u6784\u800c\u8a00\uff0c\u57df\u540d\u8d44\u4ea7\u5e38\u5206\u6563\u4e8e\u591a\u4e2a\u6ce8\u518c\u5546\uff0c\u7eed\u8d39\u3001\u8bc1\u4e66\u66f4\u65b0\u8d23\u4efb\u6a21\u7cca\uff0c\u5f80\u5f80\u5728\u5ba2\u6237\u6295\u8bc9\u540e\u624d\u88ab\u52a8\u53d1\u73b0\u3002KIT.domains \u7684\u4ef7\u503c\u4e3b\u5f20\u662f\u6210\u4e3a\u8de8\u6ce8\u518c\u5546\u7684\u7edf\u4e00\u201c\u57fa\u7840\u8bbe\u65bd\u770b\u95e8\u4eba\u201d\uff0c\u5c06\u88ab\u52a8\u6551\u706b\u8f6c\u4e3a\u4e3b\u52a8\u9884\u8b66\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u201c\u8d23\u4efb\u4fdd\u9669\u201d\u548c\u201c\u6d41\u7a0b\u5408\u89c4\u201d\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u663e\u800c\u6613\u89c1\u3002\u9996\u5148\uff0c\u5e02\u573a\u6559\u80b2\u6210\u672c\u9ad8\uff0c\u9700\u8981\u626d\u8f6c\u7528\u6237\u201c\u57df\u540d\u8bbe\u7f6e\u4e00\u6b21\u5373\u53ef\u201d\u7684\u60ef\u6027\u601d\u7ef4\u3002\u5176\u6b21\uff0c\u4f5c\u4e3a\u4e2d\u95f4\u5c42\u76d1\u63a7\u5de5\u5177\uff0c\u5176\u6570\u636e\u51c6\u786e\u6027\u548c\u544a\u8b66\u53ca\u65f6\u6027\u9ad8\u5ea6\u4f9d\u8d56\u4e0e\u5404\u5927\u6ce8\u518c\u5546API\u5bf9\u63a5\u7684\u6df1\u5ea6\u4e0e\u7a33\u5b9a\u6027\uff0c\u8fd9\u53ef\u80fd\u6210\u4e3a\u5176\u53ef\u9760\u6027\u7684\u6f5c\u5728\u74f6\u9888\u3002\u6700\u540e\uff0c\u5728\u96c6\u6210\u751f\u6001\u4e0a\uff0c\u867d\u7136\u5df2\u652f\u6301Slack\u3001HaloPSA\u7b49\uff0c\u4f46\u8981\u5d4c\u5165\u4f01\u4e1a\u73b0\u6709\u590d\u6742\u7684\u8fd0\u7ef4\u6d41\u6c34\u7ebf\uff08\u5982\u4e0eRMM\u3001ITSM\u5de5\u5177\u6df1\u5ea6\u8054\u52a8\uff09\uff0c\u4ecd\u9700\u8bc1\u660e\u5176\u4e0d\u53ef\u66ff\u4ee3\u6027\u3002\u5b83\u5e76\u975e\u89e3\u51b3\u4e00\u4e2a\u6280\u672f\u96be\u9898\uff0c\u800c\u662f\u89e3\u51b3\u4e00\u4e2a\u7ba1\u7406\u76f2\u533a\u548c\u8d23\u4efb\u5f52\u5c5e\u95ee\u9898\uff0c\u5176\u6210\u529f\u4e0e\u5426\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u76ee\u6807\u5ba2\u6237\u5fc3\u4e2d\u5efa\u7acb\u8d77\u201c\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u4e00\u73af\u201d\u7684\u5fc5\u8981\u6027\u8ba4\u77e5\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\">KIT.domains<\/span>\n <\/div>\n<div class=\"comment-content\">Monitor domain expiration, SSL certificates, and DNS changes across all registrars – in one place. KIT.domains helps you track your entire domain portfolio, detect issues in real time, and avoid downtime caused by missed renewals or DNS misconfigurations. Import domains via API, eliminate manual checks, and get alerts in Slack, Telegram, webhooks, or HaloPSA – so you can fix issues before they impact your users.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunters \ud83d\udc4b<\/p>\n<p>Most website outages don\u2019t start with downtime. They start with an expired domain, broken SSL, or a silent DNS change.<\/p>\n<p>Most monitoring tools only check uptime. But the real issues happen earlier – at the domain level.<\/p>\n<p>That\u2019s exactly why we rebuilt KIT.domains.<\/p>\n<p>\ud835\udc16\ud835\udc07\ud835\udc00\ud835\udc13 \ud835\udc08\ud835\udc12 \ud835\udc08\ud835\udc13?<\/p>\n<p>KIT.domains is a domain infrastructure monitoring platform that helps you track expiration, SSL, and DNS changes across all registrars – from one place.<\/p>\n<p>\ud83d\udd25 \ud835\udc16\ud835\udc07\ud835\udc00\ud835\udc13\u2019\ud835\udc12 \ud835\udc0d\ud835\udc04\ud835\udc16 (this is NOT the same product we launched before)<\/p>\n<p>We\u2019ve completely rebuilt it:<br \/>\n\u2713 New interface & dashboard<br \/>\n\u2713 API-based domain import (Namecheap, Porkbun, more coming)<br \/>\n\u2713 DNS Integrity Monitoring (real-time change detection)<br \/>\n\u2713 Renewal calendar for full visibility<br \/>\n\u2713 Native HaloPSA integration<br \/>\n\u2713 Alerts in Slack, Telegram, Webhooks<\/p>\n<p>\ud835\udc16\ud835\udc07\ud835\udc18 \ud835\udc16\ud835\udc04 \ud835\udc01\ud835\udc14\ud835\udc08\ud835\udc0b\ud835\udc13 \ud835\udc0a\ud835\udc08\ud835\udc13 \ud835\udc03\ud835\udc0e\ud835\udc0c\ud835\udc00\ud835\udc08\ud835\udc0d\ud835\udc12<\/p>\n<p>Because managing domains today looks like this:<br \/>\n\u2022 multiple registrars<br \/>\n\u2022 scattered data<br \/>\n\u2022 manual tracking<br \/>\n\u2022 missed renewals<\/p>\n<p>And when something breaks – you find out from a client.<\/p>\n<p>\ud835\udc16\ud835\udc07\ud835\udc00\ud835\udc13 \ud835\udc02\ud835\udc07\ud835\udc00\ud835\udc0d\ud835\udc06\ud835\udc04\ud835\udc12 \ud835\udc16\ud835\udc08\ud835\udc13\ud835\udc07 \ud835\udc0a\ud835\udc08\ud835\udc13.\ud835\udc03\ud835\udc0e\ud835\udc0c\ud835\udc00\ud835\udc08\ud835\udc0d\ud835\udc12<\/p>\n<p>\u27a0 No spreadsheets<br \/>\n\u27a0 No manual checks<br \/>\n\u27a0 No \u201cwe forgot to renew\u201d<\/p>\n<p>You see everything in one place – and get alerted before it becomes a problem.<\/p>\n<p>\ud835\udc16\ud835\udc07\ud835\udc0e \ud835\udc08\ud835\udc13\u2019\ud835\udc12 \ud835\udc05\ud835\udc0e\ud835\udc11<\/p>\n<p>\u2713 MSPs<br \/>\n\u2713 IT teams<br \/>\n\u2713 agencies<br \/>\n\u2713 anyone managing multiple domains<\/p>\n<p>Can’t wait to hear your thoughts and feedback! \ud83d\udcac\ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@victor_sh_dev\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"victor_sh_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victor_sh_dev<\/a> Congrats on the new launch! I can see you did a huge amount of work compared to the previous launch. Keep going!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mariakorniiova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mariakorniiova<\/a> Thanks a lot, Maria!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/IMKTVZK5JP3EDD\" class=\"app-title\">Manifest<\/a><\/p>\n<div class=\"one-liner\">Open Source LLM Router for OpenClaw<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">16<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3aOpenClaw\u8bbe\u8ba1\u7684\u5f00\u6e90LLM\u8def\u7531\u5de5\u5177\uff0c\u901a\u8fc7\u667a\u80fd\u5206\u6790\u8bf7\u6c42\u590d\u6742\u5ea6\u5e76\u81ea\u52a8\u5206\u914d\u81f3\u6700\u7ecf\u6d4e\u7684AI\u6a21\u578b\uff0c\u5728\u8fd0\u884cAI\u667a\u80fd\u4f53\u65f6\u663e\u8457\u964d\u4f4eAPI\u8c03\u7528\u6210\u672c\uff0c\u6700\u9ad8\u53ef\u8282\u770170%\u8d39\u7528\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/875c05a4-21ad-40cd-90fc-658fd90854b3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/838663b0-bca7-4950-9443-9848ebcbf48e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b021174f-ba1a-4e80-842a-8116b4cefa60.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/255b9d26-4f16-46e7-8f11-03d445292570.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f07b1c34-c4dd-4f7a-bac1-6cfe9c4de786.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a879e4d4-661d-43b3-81a5-5e2cb23e4275.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\">GitHub<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90LLM\u8def\u7531<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u8c03\u5ea6<\/span><br \/>\n <span class=\"tag\">API\u8d39\u7528\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6210\u672c\u4eea\u8868\u677f<\/span><br \/>\n <span class=\"tag\">\u9884\u7b97\u8b66\u62a5<\/span><br \/>\n <span class=\"tag\">OpenClaw\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>\u6709\u6548\u8bc4\u8bba\u4e3b\u8981\u4e3a\u4ea7\u54c1\u56e2\u961f\u5bf9\u4ea7\u54c1\u529f\u80fd\u3001\u539f\u7406\u3001\u6570\u636e\u53ca\u613f\u666f\u7684\u8be6\u7ec6\u9610\u8ff0\uff0c\u5f3a\u8c03\u89e3\u51b3OpenClaw\u7528\u6237API\u8d39\u7528\u8fc7\u9ad8\u75db\u70b9\u3002\u53e6\u4e00\u6761\u4e3a\u7b80\u77ed\u795d\u8d3a\u3002\u65e0\u5916\u90e8\u7528\u6237\u63d0\u51fa\u7684\u5177\u4f53\u95ee\u9898\u6216\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 Manifest\u7784\u51c6\u7684\u662f\u4e00\u4e2a\u7cbe\u51c6\u4e14\u65e5\u76ca\u51f8\u663e\u7684\u75db\u70b9\uff1aAI\u5e94\u7528\u89c4\u6a21\u5316\u540e\u5931\u63a7\u7684API\u6210\u672c\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u4e0a\u7684\u98a0\u8986\uff0c\u800c\u662f\u626e\u6f14\u4e86\u201cAI\u4e16\u754c\u91cc\u7684\u7cbe\u7b97\u5e08\u4e0e\u8c03\u5ea6\u5458\u201d\u89d2\u8272\u3002\u5728\u6a21\u578b\u80fd\u529b\u5206\u5c42\u3001\u4ef7\u683c\u5dee\u5f02\u5de8\u5927\u7684\u5f53\u4e0b\uff0c\u7c97\u66b4\u5730\u5c06\u6240\u6709\u8bf7\u6c42\u4e22\u7ed9GPT-4\u65e0\u5f02\u4e8e\u8d22\u52a1\u81ea\u6740\u3002Manifest\u7684\u667a\u80fd\u8def\u7531\uff0c\u672c\u8d28\u662f\u5b9e\u73b0\u4e86\u201c\u4efb\u52a1\u590d\u6742\u5ea6\u201d\u4e0e\u201c\u6a21\u578b\u80fd\u529b\/\u6210\u672c\u201d\u7684\u52a8\u6001\u5339\u914d\uff0c\u8fd9\u662f\u5de5\u7a0b\u601d\u7ef4\u5bf9\u8d44\u6e90\u6d6a\u8d39\u7684\u7cbe\u786e\u6253\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6210\u529f\u9ad8\u5ea6\u7ed1\u5b9a\u4e8eOpenClaw\u751f\u6001\uff0c\u8fd9\u65e2\u662f\u521d\u671f\u589e\u957f\u7684\u5229\u5668\uff0c\u4e5f\u662f\u957f\u671f\u53d1\u5c55\u7684\u67b7\u9501\u3002\u4ea7\u54c1\u63cf\u8ff0\u7684\u201c\u4e0d\u5b58\u50a8\u63d0\u793a\u3001\u65e0\u8d28\u91cf\u635f\u5931\u201d\u662f\u9690\u79c1\u4e0e\u6548\u80fd\u7684\u5b9a\u5fc3\u4e38\uff0c\u4f46\u201c2ms\u5185\u5206\u6790\u201d\u7684\u627f\u8bfa\u5728\u590d\u6742\u51b3\u7b56\u94fe\u4e2d\u80fd\u5426\u6301\u7eed\u7a33\u5b9a\uff0c\u4ecd\u9700\u5b9e\u6218\u68c0\u9a8c\u3002\u5176\u516c\u5e03\u7684\u65e9\u671f\u6570\u636e\uff082000\u7528\u6237\u30014000+ GitHub\u661f\uff09\u663e\u793a\u5f00\u6e90\u7b56\u7565\u83b7\u5f97\u4e86\u5f00\u53d1\u8005\u5173\u6ce8\uff0c\u4f461000\u4e91\u7528\u6237\u6570\u4e5f\u6697\u793a\u81ea\u6258\u7ba1\u7684\u9ad8\u95e8\u69db\u5c06\u5927\u90e8\u5206\u7528\u6237\u6321\u5728\u4e86\u201c\u514d\u8d39\u201d\u4e4b\u5916\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5176\u613f\u666f\u201c\u8ba9\u667a\u80fd\u4f53\u5c06\u4efb\u52a1\u59d4\u6258\u7ed9\u6b63\u786e\u7684\u670d\u52a1\u201d\u5df2\u8e0f\u5165\u66f4\u590d\u6742\u7684\u670d\u52a1\u7f16\u6392\u4e0e\u96c6\u6210\u9886\u57df\uff0c\u8fd9\u5c06\u76f4\u63a5\u4e0e\u4e91\u5382\u5546\u7684\u540c\u7c7b\u670d\u52a1\u53ca\u66f4\u591a\u7f16\u6392\u5de5\u5177\u7ade\u4e89\u3002\u5f53\u524d\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u7701\u94b1\u5916\u6302\u201d\uff0c\u672a\u6765\u82e5\u8981\u6210\u4e3a\u201c\u667a\u80fd\u4f53\u6267\u884c\u5e73\u53f0\u201d\uff0c\u5219\u9700\u6784\u5efa\u66f4\u6df1\u5c42\u7684\u4ef7\u503c\uff0c\u5982\u8de8\u6a21\u578b\u7684\u6548\u679c\u4fdd\u969c\u3001\u66f4\u4f18\u7684\u5ef6\u8fdf\u5904\u7406\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u6210\u672c\u5355\u4e00\u7ef4\u5ea6\u3002\u5f00\u6e90\u662f\u5176\u62a4\u57ce\u6cb3\uff0c\u4f46\u5982\u4f55\u5c06\u793e\u533a\u5f71\u54cd\u529b\u8f6c\u5316\u4e3a\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u662f\u201c\u6c38\u8fdc\u5f00\u6e90\u201d\u627f\u8bfa\u80cc\u540e\u5fc5\u987b\u89e3\u7b54\u7684\u96be\u9898\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\">Manifest<\/span>\n <\/div>\n<div class=\"comment-content\">Stop overpaying for AI requests. Manifest routes every OpenClaw request to the cheapest model that can handle it. No prompt stored, no quality loss. Most users cut their bill by up to 70%.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>If you run OpenClaw, you’ve checked your API bill and thought “how did it get this high?”. OpenClaw sends every request to the same model. A quick question costs as much as a complex task. You’re overpaying for most of what your agent does.<\/p>\n<p>That’s why we built Manifest, an Open Source and smart LLM router for OpenClaw and personal agents. It cuts your OpenClaw costs by up to 70%. It’s free, fully self-hostable, and it respects your privacy.<\/p>\n<p><strong>How it works<\/strong><br \/>Manifest analyzes each request in under 2ms, decides how complex it is, and routes it to the right model. A real-time dashboard lets you track the cost of each agent as it happens.<\/p>\n<p><strong>What’s included<\/strong><\/p>\n<ul>\n<li>\n<p>600+ models available<\/p>\n<\/li>\n<li>\n<p>OAuth connectors for major providers on top of API key support. <\/p>\n<\/li>\n<li>\n<p>A fallback system to make sure your agent never hits a dead end. <\/p>\n<\/li>\n<li>\n<p>A cloud version for those who don’t want to self-host. <\/p>\n<\/li>\n<li>\n<p>A real-time cost dashboard<\/p>\n<\/li>\n<li>\n<p>Budget alerts and spend limits to get notified or block requests when a threshold is crossed<\/p>\n<\/li>\n<\/ul>\n<p><strong>Where we are today<\/strong><\/p>\n<p>We launched 4 weeks  ago. Since then<\/p>\n<ul>\n<li>\n<p>2,000+ users. 1000  on cloud. <\/p>\n<\/li>\n<li>\n<p>4,000+ GitHub stars. <\/p>\n<\/li>\n<li>\n<p>10,000+ downloads. <\/p>\n<\/li>\n<\/ul>\n<p><strong>Where we’re going<\/strong><\/p>\n<p>Our vision goes beyond routing. We’re building a platform where agents delegate the right task to the right service. Smarter execution and lower cost.<\/p>\n<p><strong>Who it’s for<\/strong><\/p>\n<p>Anyone running OpenClaw or personal AI agents who wants to pay less and control costs.<\/p>\n<p>Manifest is open source and will always be. If you try it, we’d genuinely love your feedback. Every piece of feedback makes Manifest better for everyone.<\/p>\n<ul>\n<li>\n<p>Website:<a href=\"https:\/\/manifest.build\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> <\/a><a href=\"https:\/\/manifest.build\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/manifest.build<\/a><\/p>\n<\/li>\n<li>\n<p>GitHub:<a href=\"https:\/\/github.com\/mnfst\/manifest\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> https:\/\/github.com\/mnfst\/manifest<\/a><\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<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 launch! Manifest to the moon!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ 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