Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-02-10<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-02-10<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/R7FWAS75UUOIR4\" class=\"app-title\">Tinkerer Club<\/a><\/p>\n<div class=\"one-liner\">The private club for ppl who automate, self-host, and use AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">381<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u4e2a\u4e3a\u81ea\u52a8\u5316\u3001\u81ea\u6258\u7ba1\u548cAI\u5b9e\u8df5\u8005\u6253\u9020\u7684\u4ed8\u8d39\u79c1\u5bc6\u793e\u533a\uff0c\u901a\u8fc7\u63d0\u4f9bDiscord\u3001\u76f4\u64ad\u3001\u60c5\u62a5\u548c\u5de5\u5177\u6298\u6263\uff0c\u5e2e\u52a9\u6280\u672f\u6784\u5efa\u8005\u6446\u8131\u8ba2\u9605\u9677\u9631\u3001\u638c\u63a7\u81ea\u8eab\u6280\u672f\u6808\uff0c\u5728\u534f\u4f5c\u4e2d\u52a0\u901f\u9879\u76ee\u843d\u5730\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3358d1e7-aade-4cc2-8617-796563af289e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/92c6eb0d-bf9f-4008-a4ff-abe836ff0a7b.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\/34613804-24ba-4cde-8b48-6734eb392285.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\/1fb6116f-ef3e-4573-af6d-f35afe10dc22.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\/d62a0a5b-89a9-43d6-8706-4421f6be63b7.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\/a110e94b-3b45-4d54-8c7b-b36b9f9246a6.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\/257a262c-d5a1-4152-97fe-b0aff2ef492f.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\/5edcabaf-0ed5-4eef-908e-55c5027d4269.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\/4d0bcc85-0cbb-46b2-a0fa-55f3cec1cea5.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\/3e1c7b90-0d31-416f-9716-6bc4bf30ce97.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Quantified Self<\/span><br \/>\n <span class=\"tag\">Community<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6280\u672f\u793e\u533a<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u793e\u7fa4<\/span><br \/>\n <span class=\"tag\">\u7ec8\u8eab\u4f1a\u5458<\/span><br \/>\n <span class=\"tag\">Discord<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4e0e\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u5efa\u8bbe\u8005<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u626c\u793e\u533a\u80fd\u91cf\u3001\u6210\u5458\u8d28\u91cf\u53ca\u5b9e\u7528\u5e2e\u52a9\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u793e\u533a\u89c4\u6a21\u6269\u5927\u540e\u5982\u4f55\u4fdd\u6301\u9ad8\u4fe1\u566a\u6bd4\u548c\u521d\u5fc3\uff0c\u4ee5\u53ca\u5982\u4f55\u517c\u987e\u9690\u79c1\u63a7\u5236\u578b\u4e0e\u4fbf\u6377\u6548\u7387\u578b\u7528\u6237\u7684\u4e0d\u540c\u9700\u6c42\uff0c\u907f\u514d\u6d41\u5931\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Tinkerer Club\u672c\u8d28\u4e0a\u662f\u5728\u8d29\u5356\u4e00\u79cd\u201c\u6280\u672f\u7cbe\u82f1\u5708\u5c42\u201d\u7684\u5f52\u5c5e\u611f\u548c\u7126\u8651\u7f13\u89e3\u5242\u3002\u5b83\u654f\u9510\u5730\u6293\u4f4f\u4e86\u5f53\u524d\u5f00\u53d1\u8005\u4e0e\u8d44\u6df1\u6280\u672f\u7231\u597d\u8005\u7684\u4e24\u5927\u75db\u70b9\uff1a\u4e00\u662f\u5bf9\u6cdb\u6ee5\u7684SaaS\u8ba2\u9605\u6a21\u5f0f\u4e0e\u4e91\u7aef\u4f9d\u8d56\u7684\u538c\u5026\uff0c\u6e34\u671b\u201c\u62e5\u6709\u800c\u975e\u79df\u8d41\u201d\u7684\u6280\u672f\u81ea\u4e3b\u6743\uff1b\u4e8c\u662f\u4fe1\u606f\u8fc7\u8f7d\u65f6\u4ee3\uff0c\u5bf9\u9ad8\u8d28\u91cf\u3001\u9ad8\u4fe1\u566a\u6bd4\u540c\u884c\u4ea4\u6d41\u7684\u8feb\u5207\u9700\u6c42\u3002\u4ea7\u54c1\u901a\u8fc7\u201c\u7ec8\u8eab\u8bbf\u95ee\u201d\u7684\u5b9a\u4ef7\u7b56\u7565\uff0c\u5de7\u5999\u5730\u5c06\u957f\u671f\u7684\u793e\u533a\u7ef4\u62a4\u6210\u672c\u524d\u7f6e\uff0c\u5e76\u5229\u7528\u7a00\u7f3a\u6027\uff08\u540d\u989d\u9650\u5236\uff09\u548c\u6743\u5a01\u80cc\u4e66\uff08\u77e5\u540d\u6210\u5458\uff09\u6765\u63d0\u5347\u611f\u77e5\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6838\u5fc3\u6311\u6218\u4e0e\u4ef7\u503c\u98ce\u9669\u4e5f\u5728\u4e8e\u6b64\u3002\u9996\u5148\uff0c\u793e\u533a\u7684\u751f\u547d\u529b\u6781\u5ea6\u4f9d\u8d56\u6838\u5fc3KOL\u7684\u6301\u7eed\u6d3b\u8dc3\u4e0e\u5185\u5bb9\u8f93\u51fa\uff0c\u4e00\u65e6\u201c\u660e\u661f\u6210\u5458\u201d\u70ed\u5ea6\u4e0b\u964d\uff0c\u4ed8\u8d39\u8d2d\u4e70\u7684\u201c\u7ec8\u8eab\u201d\u8bbf\u95ee\u6743\u53ef\u80fd\u8fc5\u901f\u8d2c\u503c\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u89c4\u6a21\u4e0e\u8d28\u91cf\u77db\u76fe\u662f\u5173\u952e\u3002\u4ece\u201c\u79c1\u5bc6\u4ff1\u4e50\u90e8\u201d\u5230\u5343\u4eba\u4ee5\u4e0aDiscord\uff0c\u7ba1\u7406\u673a\u5236\u82e5\u4e0d\u5230\u4f4d\uff0c\u201c\u9ad8\u4fe1\u53f7\u201d\u8ba8\u8bba\u6781\u6613\u88ab\u65e5\u5e38\u566a\u97f3\u6df9\u6ca1\uff0c\u4ed8\u8d39\u7528\u6237\u671f\u5f85\u7684\u9ad8\u4ef7\u503c\u8fde\u63a5\u65e0\u6cd5\u4fdd\u8bc1\uff0c\u4ece\u800c\u5f15\u53d1\u6d41\u5931\u3002\u6700\u540e\uff0c\u5176\u5ba3\u626c\u7684\u201c\u81ea\u6258\u7ba1\u3001\u672c\u5730AI\u201d\u7406\u5ff5\u4e0e\u793e\u533a\u63d0\u4f9b\u7684\u201c\u6298\u6263\u3001\u65e9\u671f\u5de5\u5177\u8bbf\u95ee\u201d\u5b58\u5728\u6f5c\u5728\u5f20\u529b\u2014\u2014\u540e\u8005\u672c\u8d28\u4e0a\u4ecd\u662f\u5f15\u5bfc\u7528\u6237\u6d88\u8d39\u7279\u5b9a\u5de5\u5177\uff0c\u5e76\u672a\u5b8c\u5168\u8131\u79bb\u201c\u4f9b\u5e94\u5546\u201d\u903b\u8f91\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u82e5\u80fd\u4e25\u683c\u628a\u63a7\u4f1a\u5458\u8d28\u91cf\uff0c\u8bbe\u8ba1\u51fa\u6709\u6548\u7684\u5206\u5c42\u4ea4\u6d41\u4e0e\u5185\u5bb9\u6c89\u6dc0\u673a\u5236\uff0c\u5b83\u6709\u671b\u6210\u4e3a\u4e00\u4e2a\u771f\u6b63\u63a8\u52a8\u6280\u672f\u5b9e\u8df5\u4e0e\u521b\u65b0\u7684\u67a2\u7ebd\u3002\u53cd\u4e4b\uff0c\u5219\u53ef\u80fd\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u9760\u7126\u8651\u8425\u9500\u3001\u4ee5\u6280\u672f\u60c5\u6000\u4e3a\u5305\u88c5\u7684\u9ad8\u7ea7\u7c89\u4e1d\u7fa4\uff0c\u5176\u201c\u7ec8\u8eab\u4f1a\u5458\u201d\u7684\u957f\u671f\u4ef7\u503c\u5b58\u7591\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u8fd0\u8425\u65b9\u5728\u201c\u7cbe\u82f1\u4ff1\u4e50\u90e8\u201d\u7684\u6392\u4ed6\u6027\u4e0e\u793e\u533a\u589e\u957f\u6269\u5f20\u7684\u6b32\u671b\u4e4b\u95f4\uff0c\u80fd\u5426\u505a\u51fa\u6e05\u9192\u800c\u514b\u5236\u7684\u5e73\u8861\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Tinkerer Club<\/span>\n <\/div>\n<div class=\"comment-content\">Tinkerer Club \u2014 where builders own their stack, not rent it. Join 1000+ devs, hackers, and automation nerds running local AI, self-hosting everything, and escaping subscription traps. Get a private Discord, weekly intel, live calls, discounts, and early access to tools like Clawdbot \u2014 your on-device AI with shell access, skills, and private memory. No fluff, no gatekeeping, just configs that ship. Lifetime access. LAST CHANCE builder pricing: 399 \u2192 299 (81 spots left). Own your digital life.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt, I\u2019m Kitze \ud83d\udc4b <\/p>\n<p>Tinkerer Club is a private club for people tinkering with technologies like OpenClaw (Clawdbot), local AI, NAS boxes, Hetzner, Coolify, self\u2011hosting stacks, home automation, and everything in between \u2014 a private space to own your stack, automate everything, and move fast together.<br \/>\nWhat you get today:<br \/>\n\t\u2022\tPrivate Discord with 1\u202f000+ founders, creators, and builders\u2029\t\u2022\t2 weekly live calls with Q&A, teardowns, and member spotlights\u2029\t\u2022\tWeekly intel, discounts, and a cracked community automating with OpenClaw\u2029\t\u2022\tWe swap business\/startup ideas, playbooks, and even talk stocks\/trading\u2029\t\u2022\tContagious energy and momentum \u2014 ship more by osmosis\u2029\t\u2022\tThis week: giving away 3 Mac minis + a bunch of premium software licenses<br \/>\nWho\u2019s inside:<br \/>\n\t\u2022\tshadcn, Max Howell (Homebrew), Peter Steinberger (OpenClaw), Alex KATT Johannson (tRPC), August Bradley (Life OS), Pedro Duarte (Raycast), Kent C. Dodds, and many more<br \/>\nWhat\u2019s next:<br \/>\n\t\u2022\tSponsor benefits for high\u2011signal products (coming soon)\u2029\t\u2022\tFirst in\u2011person meetup soon\u2029\t\u2022\tTinkerer Conference + Hacker House this summer<br \/>\nPricing:<br \/>\n\t\u2022\tLAST CHANCE builder pricing: 399 \u2192 299 (lifetime)<br \/>\nDrop your stack, goals, or automations you want to build \u2014 I\u2019ll suggest a path and tools. Ask about OpenClaw setups, self\u2011hosted stacks, or how the community can help you ship faster. \ud83d\udee0\ufe0f\ud83e\udd9e<\/p><\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thekitze\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thekitze<\/a> Love the \u201cown your stack\u201d + momentum-by-osmosis angle. Curious how you keep signal high as the community scales, what mechanisms help prevent it from turning into just another noisy Discord while still staying welcoming to new tinkerers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@thekitze\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thekitze<\/a> Congrats on the launch! What are some common challenges members face when starting with their first real AI project, and how does your club help them overcome those?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Awesome community \ud83d\ude0d<\/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\/@elie222\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elie222<\/a> thanks for being there elie!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Just for the lobster outfit you get my vote.<\/p>\n<\/p>\n<p>Also because Tinkerer Club is the best club to tinker in (as I’ve heard). LET’S GO!<\/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\/@robhallam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robhallam<\/a> haha I wanted to come here to say the smae \ud83d\ude02<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 community has already paid dividends. It\u2019s great if you want to work through problems with smart people who are thoughtful in their feedback.<\/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>a club for ppl who self-host and automate everything?? im home<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the place to be, or so I have been told! <\/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 mate! Happy to see it took off!<\/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>The Goat! \ud83d\ude80\ud83d\udc10<\/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>The best community that I’m a part of<\/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\/@manuarora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manuarora<\/a> lfg \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>Kitze is a legendary builder and massive inspiration love what he is doing with this!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>After so many years of boredom I am glad I found (again) a community I can belong to \ud83d\ude0e Be prepare for some sleepless nights though, totally worth it \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">People join self-hosting\/local-AI communities for opposite reasons\u2014some want deep privacy and control, others want speed and convenience. Which type ends up getting the most value, and how do you design the club so both don\u2019t churn?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>awesome idea!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 has been a great group. People are very helpful and knowledgeable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Here just to say that this is the best community ever<\/p>\n<p>Be ready to blow your brains with ideas and be surrounded by legendary set of people who are living in the future and automating everything and shipping shipping shipping<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>tinkerer gonna tinker.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 Kitze! Keep it rocking! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 saw more posts about Tinkerer Club the past few weeks than posts about openclaw lol. You gotta respect the hustle here \ud83e\udee1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Let\u2019s go! This is awesome! I missed out on the 129$ pricing – but will stay tuned for a Black Friday discount hopefully! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Im in it. Lots of (none AI slob) peoples ideas<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Truly awesome community that builds. Already have met people 1:1 with whom will be building some products together.<\/p>\n<\/p>\n<p>Thank you <a href=\"https:\/\/www.producthunt.com\/@thekitze\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"thekitze\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thekitze<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s amazing to see what you’re shipping and doing Kitze!. Keep it up! Let’s go, rooting for you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome community full of awesome people. Kitze is building something amazing here, and I\u2019m very excited to see where it goes next. <\/p>\n<\/p>\n<p>It\u2019s also made me actually enjoy using discord which is a miracle.<\/p>\n<\/p>\n<p>There is huge potential here for startups, indie hackers and the business opportunities are rife. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Will be joining soon! 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<\/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\/YUPWALOJ2E7QGI\" class=\"app-title\">Agent Builder by Thesys<\/a><\/p>\n<div class=\"one-liner\">Build AI agents that respond with UI instead of text<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">351<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Thesys\u7684Agent Builder\u662f\u4e00\u6b3e\u65e0\u4ee3\u7801AI\u667a\u80fd\u4f53\u6784\u5efa\u5e73\u53f0\uff0c\u5176\u6838\u5fc3\u5728\u4e8e\u80fd\u8ba9\u7528\u6237\u521b\u5efa\u7684AI\u667a\u80fd\u4f53\u52a8\u6001\u63a8\u7406\u5e76\u76f4\u63a5\u751f\u6210\u56fe\u8868\u3001\u8868\u5355\u3001\u5e7b\u706f\u7247\u7b49\u4ea4\u4e92\u5f0fUI\u4f5c\u4e3a\u56de\u5e94\uff0c\u800c\u975e\u4f20\u7edf\u6587\u672c\uff0c\u4ece\u800c\u5728\u6570\u636e\u5206\u6790\u3001\u5ba2\u6237\u652f\u6301\u3001\u9500\u552e\u8f6c\u5316\u7b49\u573a\u666f\u4e2d\uff0c\u5c06AI\u7684\u51b3\u7b56\u80fd\u529b\u8f6c\u5316\u4e3a\u53ef\u76f4\u63a5\u4ea4\u4ed8\u6216\u4f7f\u7528\u7684\u53ef\u89c6\u5316\u6210\u679c\uff0c\u7701\u53bb\u7528\u6237\u624b\u52a8\u5904\u7406\u548c\u5206\u6790\u7ed3\u679c\u7684\u7e41\u7410\u6b65\u9aa4\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0315e132-bcee-40b6-9cb3-19cd750d239f.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ea5f8aa-a121-44d9-8c68-aa37ba2c23ad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ec6dd04-fe0d-4cff-8292-47bb8a84dfb1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7940caec-4ec1-4a67-b4ff-b38a0336eb82.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c516465e-0573-4d87-90b9-261b1fdb4a13.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6aa7844c-05f6-4d13-8653-8b301f2b95d0.gif?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\/e7d55e01-ec63-4406-a985-0e147538b1ae.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Oz217gew1i0?si=-VznYyVKsovxRQvl\"><source src=\"https:\/\/youtu.be\/Oz217gew1i0?si=-VznYyVKsovxRQvl\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u751f\u6210\u5f0fUI<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0f\u7ec4\u4ef6<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5e94\u7528\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u4ece\u6587\u672c\u5230UI\u201d\u7684\u8303\u5f0f\u8f6c\u53d8\u662f\u672a\u6765\u65b9\u5411\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u6280\u672f\u5b9e\u73b0\u7ec6\u8282\uff08\u5982UI\u72b6\u6001\u7ba1\u7406\u3001\u589e\u91cf\u66f4\u65b0\uff09\u3001\u4ea7\u54c1\u63a7\u5236\u4e0e\u81ea\u4e3b\u6027\u7684\u5e73\u8861\uff08\u54c1\u724c\u4e00\u81f4\u6027\u3001UX\u53ef\u9884\u6d4b\u6027\uff09\u3001\u5e73\u53f0\u96c6\u6210\u80fd\u529b\u4e0e\u751f\u4ea7\u5c31\u7eea\u6027\uff0c\u4ee5\u53ca\u5176\u4e0e\u7c7b\u4f3c\u9879\u76ee\uff08\u5982Claude Artifact\uff09\u7684\u5bf9\u6bd4\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 Agent Builder\u7684\u5ba3\u79f0\u4ef7\u503c\u5728\u4e8e\u201c\u7ec8\u7ed3\u6587\u672c\u5899\u201d\uff0c\u4f46\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\u8bd5\u56fe\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u7684\u201c\u63a8\u7406\u201d\u80fd\u529b\u4e0e\u6700\u7ec8\u7528\u6237\u53ef\u64cd\u4f5c\u7684\u201c\u754c\u9762\u201d\u8fdb\u884c\u539f\u5b50\u5316\u7f1d\u5408\u3002\u8fd9\u5e76\u975e\u7b80\u5355\u7684UI\u6a21\u677f\u5957\u7528\uff0c\u800c\u662f\u5ba3\u79f0\u5176C1\u5f15\u64ce\u80fd\u6839\u636e\u610f\u56fe\u548c\u5b88\u62a4\u89c4\u5219\uff0c\u52a8\u6001\u51b3\u5b9a\u54cd\u5e94\u5185\u5bb9\u548c\u754c\u9762\u5f62\u6001\u3002\u8fd9\u76f4\u6307\u5f53\u524dAI\u5e94\u7528\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5f3a\u5927\u7684\u5206\u6790\u4e0e\u51b3\u7b56\u540e\u7aef\uff0c\u4e0e\u4ecd\u9700\u4eba\u529b\u201c\u7ffb\u8bd1\u201d\u548c\u64cd\u4f5c\u7684\u524d\u7aef\u4e4b\u95f4\u5b58\u5728\u5de8\u5927\u6548\u7387\u65ad\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u8d28\u7591\u540c\u6837\u5c16\u9510\u3002\u9996\u5f53\u5176\u51b2\u7684\u662f\u201c\u63a7\u5236\u6743\u201d\u95ee\u9898\uff1a\u5f53AI\u540c\u65f6\u51b3\u5b9a\u201c\u505a\u4ec0\u4e48\u201d\u548c\u201c\u957f\u4ec0\u4e48\u6837\u201d\u65f6\uff0c\u5982\u4f55\u4fdd\u8bc1\u54c1\u724c\u89c4\u8303\u3001\u7528\u6237\u4f53\u9a8c\u7684\u4e00\u81f4\u6027\u548c\u53ef\u9884\u6d4b\u6027\uff1f\u8fd9\u672c\u8d28\u4e0a\u662f\u5bf9\u5176\u201c\u751f\u6210\u5f0fUI\u5f15\u64ce\u201d\u53ef\u9760\u6027\u7684\u7ec8\u6781\u62f7\u95ee\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8eUI\u72b6\u6001\u7ba1\u7406\u7684\u63d0\u95ee\uff0c\u89e6\u53ca\u4e86\u751f\u6210\u5f0fUI\u80fd\u5426\u80dc\u4efb\u590d\u6742\u3001\u591a\u8f6e\u4ea4\u4e92\u573a\u666f\u7684\u8f6f\u808b\u2014\u2014\u662f\u6bcf\u6b21\u63a8\u5012\u91cd\u6765\uff0c\u8fd8\u662f\u5177\u5907\u72b6\u6001\u611f\u77e5\u4e0e\u589e\u91cf\u66f4\u65b0\u80fd\u529b\uff1f\u8fd9\u51b3\u5b9a\u4e86\u5176\u80fd\u5426\u4ece\u201c\u6f14\u793a\u9177\u70ab\u201d\u8d70\u5411\u201c\u751f\u4ea7\u53ef\u7528\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u201c\u65e0\u4ee3\u7801\u3001\u65e0\u5de5\u4f5c\u6d41\u3001\u65e0\u524d\u7aef\u201d\u7684\u5b9a\u4f4d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u964d\u4f4e\u4e86\u95e8\u69db\uff0c\u5438\u5f15\u4e86\u5e7f\u6cdb\u5173\u6ce8\uff0c\u4f46\u4e5f\u53ef\u80fd\u8ba9\u8d44\u6df1\u5f00\u53d1\u8005\u6000\u7591\u5176\u5728\u5904\u7406\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u3001\u7cfb\u7edf\u96c6\u6210\u548c\u6743\u9650\u7ba1\u63a7\u65f6\u7684\u6df1\u5ea6\u4e0e\u7075\u6d3b\u6027\u3002\u5e73\u53f0\u9700\u8981\u8bc1\u660e\uff0c\u5176\u62bd\u8c61\u5c42\u8db3\u591f\u667a\u80fd\u4ee5\u8986\u76d6\u5e38\u89c1\u573a\u666f\uff0c\u53c8\u8db3\u591f\u5f00\u653e\u4ee5\u5e94\u5bf9\u8fb9\u7f18\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cThesys\u62bc\u6ce8\u7684\u662f\u201c\u751f\u6210\u5f0fUI\u201d\u5c06\u6210\u4e3a\u4e0b\u4e00\u4ee3\u4eba\u673a\u4ea4\u4e92\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u5b83\u7684\u65e9\u671f\u6210\u529f\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u667a\u80fd\u4f53\u7684\u81ea\u4e3b\u6027\u201d\u4e0e\u201c\u6784\u5efa\u8005\u7684\u53ef\u63a7\u6027\u201d\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\uff0c\u5e76\u8bc1\u660e\u5176\u89e3\u51b3\u65b9\u6848\u5728\u7279\u5b9a\u5782\u76f4\u573a\u666f\uff08\u5982\u62a5\u544a\u751f\u6210\u3001\u6570\u636e\u63a2\u67e5\uff09\u4e2d\uff0c\u4e0d\u4ec5\u70ab\u9177\uff0c\u800c\u4e14\u7a33\u5b9a\u3001\u53ef\u9760\u3001\u53ef\u7ef4\u62a4\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u5c55\u793a\u4e86\u672a\u6765\u53ef\u80fd\u6027\u3001\u4f46\u96be\u4ee5\u627f\u8f7d\u4e25\u8083\u4e1a\u52a1\u7684\u5de5\u4f5c\u73a9\u5177\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\">Agent Builder by Thesys<\/span>\n <\/div>\n<div class=\"comment-content\">Build AI agents that reason dynamically and respond with charts, cards, forms, slides and reports. No workflows. No code. Just connect your data, add instructions, customize style, and publish and share with anyone or embed on your site.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey folks, Parikshit here, co-founder of Thesys. \ud83d\udc4b <\/p>\n<p>Today, we\u2019re launching Agent Builder \ud83d\ude80<\/p>\n<p>A no-code agent builder to create truly agentic AI apps that respond with interactive UI like charts, forms, cards, slides, and reports, not plain text.<\/p>\n<p>No code. No workflows. No frontend work.<\/p>\n<p>________<\/p>\n<\/p>\n<p>\u26d4\ufe0fThe problem:<\/p>\n<\/p>\n<p>Modern AI agents aren\u2019t workflow scripts anymore.<\/p>\n<p>They reason, adapt, and decide. Tools like Claude Co-Work show this clearly.<\/p>\n<p>But most agents are still text-in, text-out.<\/p>\n<p>They answer questions, then stop.<\/p>\n<p>Users still interpret results, build slides, create reports, or take action.<\/p>\n<p>________<\/p>\n<\/p>\n<p>\u2747\ufe0f The solution:<\/p>\n<\/p>\n<p>Thesys Agent Builder lets you create fully functional AI agents in minutes.<\/p>\n<p>You define intent and guardrails.<\/p>\n<p>The agent decides how to respond and what interface to generate.<\/p>\n<p>They can return:<\/p>\n<p>\ud83d\udcca Charts and dashboards from your data<\/p>\n<p>\ud83d\udcdd Forms users can fill and submit<\/p>\n<p>\ud83e\udde9 Cards, tables, and interactive components<\/p>\n<p>\ud83d\udcd1 Slides and reports ready to share<\/p>\n<p>________<\/p>\n<\/p>\n<p>\ud83d\udec4 The steps:<\/p>\n<\/p>\n<p>Get started in 3 steps. No code.:<\/p>\n<p>1\ufe0f\u20e3 Connect your data<\/p>\n<p>Files, URLs, databases, or tools via MCP<\/p>\n<p>2\ufe0f\u20e3 Customize your agent<\/p>\n<p>Add instructions. Set tone, style, and behavior.<\/p>\n<p>3\ufe0f\u20e3 Test and Share it<\/p>\n<p>Publish with a link or embed it on your website.<\/p>\n<p>Your agent goes live instantly.<\/p>\n<p>________<\/p>\n<\/p>\n<p>\u2733\ufe0f The possibilities:<\/p>\n<\/p>\n<p>What you can build :<\/p>\n<p>\ud83d\udcc8 Analytics agents for visual insights<\/p>\n<p>\ud83e\udd1d Website copilots for guidance and support<\/p>\n<p>\ud83d\udcb0 Sales agents that improve conversions<\/p>\n<p>\ud83d\uded2 Ecommerce copilots for discovery and comparison<\/p>\n<p>All without writing code or managing UI.<\/p>\n<p>________<\/p>\n<\/p>\n<p>Under the hood, Agent Builder is powered by C1, our Generative UI engine that handles UI generation, orchestration, and runtime, so AI apps actually help users get work done.<\/p>\n<\/p>\n<p>\ud83c\udf81 Launch bonus: Free credits to build your first agent<\/p>\n<p>\ud83d\udc49 <a href=\"https:\/\/www.thesys.dev\/agent-builder\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.thesys.dev\/agent-builder<\/a><\/p>\n<\/p>\n<p>Would love your feedback.<\/p>\n<p>Excited to see what you build \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pgd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pgd<\/a> The shift from text-only agents to Generative UI feels like the right next step tbh; Curious how you think about control vs autonomy, when an agent decides both the response and the interface, how do builders ensure consistency, brand alignment, and UX predictability as agents evolve over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pgd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pgd<\/a> Congrats on the launch! What inspired the idea of building AI agents that respond with UI instead of text? Was there a particular gap or use case you saw developers struggling with in traditional chatbot\/agent design?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is what Claude Artifact Builder should have been but apparently they abandoned the project. Glad to see someone pushing this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@phuctm97\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@phuctm97<\/a> Do give it a try and let us know if you have any suggestions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>so useful<\/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\/@mark_vu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mark_vu<\/a> Thanks Mark. What use cases do you have in mind? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks promising!!<\/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\/@yash_tiwary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yash_tiwary<\/a> Thank you Yash. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>AI agents responding with actual UI instead of text walls?? this is the future fr<\/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><a href=\"https:\/\/www.producthunt.com\/products\/thesys\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"thesys\" target=\"_blank\" rel=\"noopener\">@Thesys<\/a> congrats with the launch!<\/p>\n<p>can relate to the issue you’re guys trying to solve<\/p>\n<p>what is the tech stack you’re using?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch team!<\/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\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> thank you 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thanks! Would love for you to try it out. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I think this wull be the future of UI! Traditional UIs will transition to chat based tools with enhanced UI components.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “respond with UI instead of text” approach is exactly what conversational AI needs. I’m curious about how UI state is managed during multi-turn conversations – when a user modifies a previously generated chart or form, does C1 perform incremental updates on the existing component or regenerate from scratch? Also, is there support for preserving partial UI state when the conversation context shifts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Super awesome stuff<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 interesting. Generative UI instead of static text feels like the natural next step for LLM-based apps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A lot of \u201cno-code agent\u201d tools break down when you need real integrations, multi-step interactions, and production requirements\u2014what did you deliberately *not* build first (channels, auth\/multi-tenancy, exportability, approvals), and how did you decide those tradeoffs?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interactive UI is a big leap. How do you ensure consistency so the same intent doesn\u2019t produce wildly different interfaces across runs? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/G4QC3BMYW2ZH64\" class=\"app-title\">Normain<\/a><\/p>\n<div class=\"one-liner\">Trusted insights from complex documents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">326<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Normain\u662f\u4e00\u6b3e\u9762\u5411\u4e13\u4e1a\u4eba\u58eb\u7684\u201c\u63d0\u53d6\u5f0fAI\u201d\uff0c\u901a\u8fc7\u5c06\u590d\u6742\u6587\u6863\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u3001\u53ef\u6eaf\u6e90\u7684\u6570\u636e\u6d1e\u5bdf\uff0c\u89e3\u51b3\u4e86\u5ba1\u8ba1\u3001\u98ce\u63a7\u3001\u54a8\u8be2\u7b49\u9886\u57df\u4e2d\u4fe1\u606f\u9a8c\u8bc1\u8017\u65f6\u3001\u4f20\u7edf\u804a\u5929AI\u5e7b\u89c9\u591a\u4e14\u65e0\u6cd5\u8ffd\u6eaf\u6e90\u5934\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/454d52d3-0362-4e2d-be6d-56e6f9ca8c56.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07350728-f553-421e-a6b9-d4cd81d4326c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3668e8da-790c-43b6-9794-7d7cbe95f3d6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a31eb8ce-d569-4c53-9ccf-93c3f7dd68f6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc9c5d48-1add-4f87-a56c-cd4b129bd0ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76dff9a1-f688-4a8c-b688-0a9540e6e98e.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\/4d23a116-a793-46f2-b345-50a74300b4e9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/DkAxctiV7kY\"><source src=\"https:\/\/youtu.be\/DkAxctiV7kY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u6863\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">AI\u6570\u636e\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u53ef\u9a8c\u8bc1AI<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6eaf\u6e90\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u975e\u5bf9\u8bdd\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u4e0e\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u98ce\u9669\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5de5\u4f5c\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u6570\u636e<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3AI\u5e7b\u89c9\u548c\u5b9e\u73b0\u6eaf\u6e90\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5e76\u5c31\u96f6\u5e7b\u89c9\u4fdd\u969c\u673a\u5236\u3001\u6587\u4ef6\u683c\u5f0f\u652f\u6301\u3001\u8de8\u6587\u6863\u51b2\u7a81\u5904\u7406\u3001\u7f6e\u4fe1\u5ea6\u63d0\u793a\u7b49\u63d0\u51fa\u5177\u4f53\u95ee\u9898\u3002\u540c\u65f6\uff0c\u6709\u7528\u6237\u62a5\u544a\u4e86Chrome\u6d4f\u89c8\u5668\u4e0b\u7684\u524d\u7aef\u663e\u793aBug\u3002\u56e2\u961f\u56de\u590d\u79ef\u6781\uff0c\u8be6\u7ec6\u9610\u91ca\u6280\u672f\u539f\u7406\u5e76\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 Normain\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u4ea7\u54c1\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524d\u6cdb\u6ee5\u7684\u201c\u804a\u5929\u673a\u5668\u4eba\u5f0fAI\u201d\u5728\u4f01\u4e1a\u7ea7\u573a\u666f\u4e2d\u7684\u4e00\u6b21\u7280\u5229\u6279\u5224\u3002\u5b83\u7cbe\u51c6\u523a\u4e2d\u4e86ChatGPT\u7c7b\u5de5\u5177\u5728\u4e25\u8083\u5de5\u4f5c\u4e2d\u7684\u8f6f\u808b\uff1a\u5e7b\u89c9\u3001\u4e0d\u53ef\u8ffd\u6eaf\u3001\u7f3a\u4e4f\u9a8c\u8bc1\u6846\u67b6\u3002\u5176\u63d0\u51fa\u7684\u201c\u63d0\u53d6\u5f0fAI\u201d\u5b9a\u4f4d\uff0c\u672c\u8d28\u4e0a\u662f\u5c06AI\u89d2\u8272\u4ece\u201c\u521b\u9020\u6027\u5bf9\u8bdd\u8005\u201d\u964d\u7ef4\u4e3a\u201c\u53ef\u5ba1\u8ba1\u7684\u6570\u636e\u5904\u7406\u7ba1\u9053\u201d\uff0c\u8fd9\u53cd\u800c\u662f\u5176\u5728\u4e13\u4e1a\u9886\u57df\u5efa\u7acb\u4fe1\u4efb\u7684\u5347\u7ef4\u7b56\u7565\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u5176\u91c7\u7528\u4e86\u591a\u524d\u6cbf\u7684Agentic\u5f15\u64ce\u6216OCR\u6280\u672f\uff0c\u800c\u5728\u4e8e\u5b83\u6784\u5efa\u4e86\u4e00\u4e2a\u4ee5\u201c\u9a8c\u8bc1\u201d\u4e3a\u6838\u5fc3\u7684\u5de5\u4f5c\u6d41\u95ed\u73af\u2014\u2014\u201c\u4fe1\u4efb\u9762\u677f\u201d\u3002\u8fd9\u4e2a\u8bbe\u8ba1\u5c06\u4eba\u7c7b\u4e13\u5bb6\u7684\u5224\u65ad\u7cfb\u7edf\u5730\u7f6e\u4e8eAI\u8f93\u51fa\u4e4b\u4e0a\uff0c\u4e0d\u4ec5\u63d0\u4f9b\u4e86\u6eaf\u6e90\uff0c\u66f4\u6784\u5efa\u4e86\u4e00\u4e2a\u4fee\u6b63\u548c\u8fed\u4ee3\u7684\u754c\u9762\u3002\u8fd9\u5de7\u5999\u5730\u56de\u907f\u4e86\u201cAI\u6c38\u8fdc\u6b63\u786e\u201d\u7684\u4f2a\u547d\u9898\uff0c\u8f6c\u800c\u8ffd\u6c42\u201cAI\u8f85\u52a9\u4e0b\u7684\u9ad8\u6548\u4eba\u673a\u534f\u540c\u9a8c\u8bc1\u201d\uff0c\u8fd9\u624d\u662f\u9ad8\u98ce\u9669\u77e5\u8bc6\u5de5\u4f5c\u7684\u672c\u8d28\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u91cd\u5ea6\u4f9d\u8d56\u5bf9\u7279\u5b9a\u884c\u4e1a\uff08\u5982\u5ba1\u8ba1\u3001\u5408\u89c4\uff09\u590d\u6742\u5de5\u4f5c\u6d41\u7684\u6df1\u5ea6\u7406\u89e3\uff0c\u89c4\u6a21\u5316\u590d\u5236\u53ef\u80fd\u9700\u8981\u6f2b\u957f\u7684\u5ba2\u6237\u6559\u80b2\u548c\u670d\u52a1\u5b9a\u5236\u3002\u5176\u6b21\uff0c\u5f53\u5904\u7406\u6781\u5ea6\u6a21\u7cca\u6216\u77db\u76fe\u7684\u4fe1\u606f\u65f6\uff0c\u7cfb\u7edf\u7ed9\u51fa\u7684\u201c\u4e2d\/\u4f4e\u7f6e\u4fe1\u5ea6\u201d\u63d0\u793a\uff0c\u6700\u7ec8\u4ecd\u9700\u4eba\u7c7b\u88c1\u51b3\uff0c\u5176\u6548\u7387\u589e\u76ca\u7684\u8fb9\u754c\u5c06\u5f88\u5feb\u89e6\u53ca\u3002\u6700\u540e\uff0c\u5b83\u5c06\u81ea\u5df1\u4e0e\u201c\u5bf9\u8bdd\u5f0fAI\u201d\u4e25\u683c\u5bf9\u7acb\uff0c\u867d\u5f3a\u5316\u4e86\u5b9a\u4f4d\uff0c\u4f46\u4e5f\u53ef\u80fd\u9650\u5236\u4e86\u5176\u5728\u201c\u63d0\u53d6-\u5206\u6790-\u603b\u7ed3-\u95ee\u7b54\u201d\u6df7\u5408\u573a\u666f\u4e2d\u7684\u80fd\u529b\u5ef6\u5c55\u3002\u603b\u4f53\u800c\u8a00\uff0cNormain\u662f\u4e00\u6b21\u6781\u5177\u9488\u5bf9\u6027\u7684\u7cbe\u51c6\u6253\u51fb\uff0c\u4f46\u80fd\u5426\u4ece\u5229\u57fa\u5de5\u5177\u6210\u957f\u4e3a\u5e73\u53f0\uff0c\u53d6\u51b3\u4e8e\u5b83\u5982\u4f55\u5728\u201c\u63d0\u53d6\u201d\u7684\u575a\u5b9e\u57fa\u7840\u4e0a\uff0c\u6f14\u5316\u51fa\u66f4\u4e30\u5bcc\u7684\u534f\u4f5c\u4e0e\u77e5\u8bc6\u590d\u7528\u751f\u6001\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\">Normain<\/span>\n <\/div>\n<div class=\"comment-content\">Normain is an extraction-first AI for complex documents. It delivers structured, traceable insights grounded in source material – designed for validation and reuse, not chat-based summaries that hallucinate.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Sara, Co-founder & CEO of Normain: AI built for experts to get structured, verifiable insights from complex documents. AI for extraction, not conversation.<\/p>\n<p><strong>The problem<\/strong><\/p>\n<p>As a former BCG consultant, I spent more time searching, cross-checking, and validating documents than doing actual analysis.<\/p>\n<p>Chat-based AI didn\u2019t help.<\/p>\n<p>\ud83d\uded1 Answers hallucinated.<\/p>\n<p>\ud83d\uded1 Nuance was missed.<\/p>\n<p>\ud83d\uded1 Nothing was traceable back to source documents.<\/p>\n<p><strong>The solution<\/strong><\/p>\n<p>What if AI wasn\u2019t optimized for conversation, but for extraction?<\/p>\n<\/p>\n<p>That\u2019s what Extractional AI is: AI that turns complex documents into structured, repeatable, and source-verifiable insights you can actually trust.<\/p>\n<p><strong><br \/>How it works<\/strong>:<\/p>\n<ol>\n<li>\n<p>Upload your files and links<\/p>\n<\/li>\n<li>\n<p>Define the insights you want to extract<\/p>\n<\/li>\n<li>\n<p>Extract insights, validate & export<\/p>\n<\/li>\n<\/ol>\n<p><strong>Why use Normain?<\/strong><\/p>\n<\/p>\n<p><strong>Trust and transparency: <\/strong>Every insight is traceable to the exact document, page, and paragraph. Normain structures validation so you can correct and rerun individual insights and clearly see what\u2019s validated, uncertain, or missing.<\/p>\n<\/p>\n<p><strong>User-friendly for domain experts: <\/strong>Built for professionals, not prompt engineers. No training required. Business teams in fields like audit, assurance, sustainability, and risk can start immediately.<\/p>\n<\/p>\n<p><strong>Deep cross-document analysis: <\/strong>Normain analyzes PDFs, Excel files, PowerPoints, and links using encoded expert judgment, allowing it to understand nuance, context, and critical details across documents.<\/p>\n<\/p>\n<p><strong>Built to scale: <\/strong>Reuse the same setup across teams or run the same extraction across multiple companies, clients, or data rooms at once.<\/p>\n<\/p>\n<p>\ud83d\udc49 Sign up for free <a href=\"https:\/\/app.normain.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">here<\/a>, and if you comment with your use case, I\u2019ll personally suggest how to set up your first extraction \ud83d\ude80<\/p>\n<\/p>\n<p>Appreciate your support and feedback,<\/p>\n<p>Sara<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>86<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sara_landfors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sara_landfors<\/a> This is so exciting. Can’t wait for new users to give us feedback on the product. Best day ever! \ud83d\ude80 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>46<\/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\/@sara_landfors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sara_landfors<\/a> This is incredible! So happy to see it come to reality<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>40<\/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\/@sara_landfors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sara_landfors<\/a> I have the same feeling as I had the first time I saw Avengers Endgame.<\/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\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@sara_landfors\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sara_landfors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sara_landfors<\/a> and team! Reliability is key to make people trust AI, and for high stakes knowledge work it’s just as important as in regulated industries. How do you intend to develop this over time, and what are some roles\/tasks you will not move into, within your segment?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>43<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you<a href=\"https:\/\/www.producthunt.com\/@per_clingweld\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@per_clingweld<\/a>! I love how you talk about trust in generative AI. It has been a realization and a problem we have worked hard to fix for quite some time now. And we’re super happy about the product and where we are today and also where we are going. <a href=\"https:\/\/www.producthunt.com\/@kalle_hansson\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kalle_hansson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kalle_hansson<\/a> will answer your question<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@per_clingweld\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@per_clingweld<\/a> Thanks so much! Your support really means a lot. I agree!<\/p>\n<p>We’re building the trust layer between human expertise and AI power. In terms of features, this means things like adding collaborative features, and making it possible to “publish” extractions. If you’re a consultant, this means you can use <a href=\"https:\/\/www.producthunt.com\/products\/normain\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"normain\" target=\"_blank\" rel=\"noopener\">@Normain<\/a> to turn your know-how into monetizeable services. If you’re working in-house, it means you can have a super simple interface for other people in your organization to analyze documents according to your pre-defined standard.<\/p>\n<p>We won’t go down the route of conversational AI, i.e. using chat as the interface. Extractional AI requires something way more structured.<\/p>\n<p>Super curious to hear your feedback and thoughs on this, Per!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>31<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Seems powerful but how do you enforce zero hallucinations? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>32<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Thanks for the great question Daniele. It’s a three step process:<br \/>First, we parse input documents with a state-of-the-art degree of accuracy. We preserve all detail in tables and graphics.<br \/>Second, we have a truly agentic system that really understands your questions, and grounds answers only in input data.<br \/>Third, we have Normain’s Trust Panel that puts the human expert from and center in validating the AI generated output in a user friendly and structured way<\/p>\n<p>Would love to hear how Normain performs on your trickiest analyses!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch Normain team! \ud83d\udd25\ud83d\udd25 curious what file extensions you currently support for uploads?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>31<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elutz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elutz<\/a> Thanks so much for the support Elin! We support all major file formats, including:<\/p>\n<ul>\n<li>\n<p><strong>Documents<\/strong>: PDF (including world-class OCR capabilities), Word, PowerPoint<\/p>\n<\/li>\n<li>\n<p><strong>Spreadsheets<\/strong>: Excel, CSV, Google Sheets<\/p>\n<\/li>\n<li>\n<p><strong>Other formats<\/strong>: images, JSON, Markdown, Google Docs and Google Slides<\/p>\n<\/li>\n<li>\n<p><strong>URLs<\/strong><\/p>\n<\/li>\n<\/ul>\n<p>Plan on adding support for voice messages and video in the future! Please let us know if you have a specific use case in mind? We add features and support for new file formats continuously.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elutz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elutz<\/a> Thank you so much for your congrats wishes \ud83c\udf89\ud83d\udc4f\ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/normain\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"normain\" target=\"_blank\" rel=\"noopener\">@Normain<\/a> great launch! congrats<\/p>\n<p>how did you achieve precise extractions from large documents?<\/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\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a> Heey thanks so much, and great question! It’s a three step solution:<\/p>\n<ol>\n<li>\n<p>Purpose-built document interpreter that doesn’t lose a single nuance, even from poor-quality scanned pdfs, tables and graphs<\/p>\n<\/li>\n<li>\n<p>Agentic engine that builds its analysis path on the fly\u2014making sure it doesn’t stop before it’s sure the answer is as good as it gets<\/p>\n<\/li>\n<li>\n<p>Normain’s Trust panel: makes it super easy for humans themselves to validate the outputs.<\/p>\n<\/li>\n<\/ol>\n<p>Curious to hear your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting! I think that asking AI and getting reliable answers is not yet a solved problem. More than seeing the sources for a human to verify facts, I would be interested for AI to point me to outputs that it’s not so confident about. But also inputs that contradict each other. When we feed AI with data that is obviously already outdated, and each source contradicts the other, I would also like AI to help me filter out sources (or extracts) that are likely not reliable when you take all the sources together. Otherwise, I feel like AI output quality is just an average of the quality of the AI inputs. And I don’t want just average answers!<\/p>\n<\/p>\n<p>I sense you already have some of these features, but I didn’t have the time to dig in just yet \ud83d\ude42<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ari_bajo_rouvinen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ari_bajo_rouvinen<\/a> This is incredibly helpful feedback for us to improve the trust panel even more. I love these suggestions. We already provide a confidence score that’s tightly linked to whether sources contradict each other, but I do love the idea of going further and not just pointing out the good sources, but also pointing out the bad sources! <a href=\"https:\/\/www.producthunt.com\/@max_netterberg\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"max_netterberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@max_netterberg<\/a> check out this suggestion!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>When the system detects conflicting data points across different file types, does it flag the discrepancy for manual review or does it prioritize one source over the other?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Excellent question! Normain will flag this in the Trust Panel (shows up automatically when you click an insight). If there are conflicting data sources, Normain will put a lower confidence score (Medium or Low). We’re working hard on improving the validation workflow even more, and would love to hear if you have more feedback? <\/p>\n<p>See more details in 3. Extract and validate on our docs page <a href=\"https:\/\/docs.normain.com\/docs\/setting-up-your-workspace\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">here<\/a>.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7595c024-68af-4ea5-9e22-fabd1b1ad990.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>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>I’ve been trying Normain out for a couple of days now \u2013 incredible! How are you ensuring the AI is getting the right answer?<\/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\/@elof_gerde1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elof_gerde1<\/a> Thanks for being an early supporter Elof! We have a state of the art agentic engine that goes above and beyond what’s possible with just RAG. Normain uniqely interprets both the question and the input data, plans out an analysis path, and evaluates itself along the way. The result is remarkably accurate. Then, in addition, we have the Normain Trust Panel that puts human validation at your fingertips.<\/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>congrats! looks really well-done! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sasha_dikan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sasha_dikan<\/a> thanks so much for the support! I’d love to hear what’s your favorite feature?<\/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\/@sasha_dikan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sasha_dikan<\/a> Thank you! \ud83d\ude4f<\/p>\n<\/p>\n<p>Did you have the opportunity to try the product out? Which feature was your favorite? <\/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\/@sasha_dikan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sasha_dikan<\/a> Thank you so much for your best wishes <\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@sara_landfors\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sara_landfors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sara_landfors<\/a>, congrats on the Product Hunt launch \ud83d\ude80 ! I\u2019ve been testing the tool and the implementation looks really solid.<\/p>\n<p>Just a quick heads-up: I noticed a possibly cross-browser bug. On Chrome browser, As soon as the document is uploaded, the progress bar stays stuck at 0% and doesn’t advance. However, despite this state, the AI is able to query the documents and answer correctly. This behavior only occurs on Chrome; everything works perfectly on Firefox. It looks like a state management issue or a missing event trigger specific to Chromium.<\/p>\n<\/p>\n<p>Already upvoted and Good luck with the ranking!<\/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\/@sara_landfors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sara_landfors<\/a> <a href=\"https:\/\/www.producthunt.com\/@giorgio_cignitti_phd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giorgio_cignitti_phd<\/a> <\/p>\n<\/p>\n<p>Thank you so much for trying out Normain and for the detailed bug report! <\/p>\n<p>We’re looking into the progress bar behavior on Chrome and will prioritize a fix. In the meantime, Firefox should give you a smoother experience. Really appreciate the upvote and the support! \ud83d\ude80<\/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>Go Sara and team Normain!!<\/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\/@benjaminbekken\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benjaminbekken<\/a> Thank you so much! \ud83c\udf89<\/p>\n<\/p>\n<p>Did you have an opportunity to try out the product? What did you think?<\/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\/@benjaminbekken\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benjaminbekken<\/a> Thanks so much for your support! Can’t wait to hear your product feedback!<\/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>Congrats on the launch. Superexited to try it out for all compliance work within plastic injection moulding industry!\ud83d\udc4c\ud83d\udc4c<\/p>\n<\/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\/@erik_ahlqvist\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erik_ahlqvist<\/a> thanks so much! That’s a great example of AI power meeting domain expertise. Super excited to hear about what results you get with Normain!<\/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>Such an amazing product, recommend to try Normain out!! <\/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\/@beatrice_baltscheffsky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@beatrice_baltscheffsky<\/a> Thanks so much for the shoutout Beatrice. Really happy for your support. Please let us know if you already have a use case in mind for your business? Happy to provide any best practices if needed.<\/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\/@beatrice_baltscheffsky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@beatrice_baltscheffsky<\/a> Great to hear this! I’m happy you tried it and that you like what you see, and also are spreading the word about our product! \ud83e\udef6 <\/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>Been following <strong>Normain<\/strong> for a while, awesome to finally see this live here \ud83d\ude80<\/p>\n<p>Big kudos to <strong>Kalle, Dennis, and Sara<\/strong>, this clearly comes from real experience with years in AI building and iteration, not just something put together to ride the AI hype. Feels like a tool built for people who actually use this stuff day to day. <\/p>\n<p>Love the focus on pulling out what actually matters from complex documents, without losing trust or context. The fact that insights are traceable back to the source is a huge deal and something most AI tools still get wrong.<\/p>\n<\/p>\n<p>Congrats on the launch! Excited to see where this goes \ud83d\udc4f<\/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\/@josef_karakoca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josef_karakoca<\/a> Thanks so much for the shoutout! Really great to hear you see the value in the product and keep using it. Once you’ve seen the Trust Panel for validation, it’s hard to go back to the old Conversational AI-mode. What are your best use cases?<\/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><a href=\"https:\/\/www.producthunt.com\/@dennislandfors\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dennislandfors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dennislandfors<\/a> Congrats on the launch! Really nice take on working with complex docs\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>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\/@ida_stjernstrom1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ida_stjernstrom1<\/a> thank you so much! Hope you like it. Let me know if you have any questions, or want to know more in a custom demo? \ud83c\udf1f<\/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\/@ida_stjernstrom1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ida_stjernstrom1<\/a> Thanks so much! Can’t wait for you to push Normain’s limits<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Go Normain gang! Hallucinations deserve a special place in hell. Extractional AI is gonna unlock the non-digitized part of our world for automation. Love 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\/@filip_mark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@filip_mark<\/a> Thanks so much for the shoutout! Really keen to hear how Normain performs on any due diligence or portfolio reporting work \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@filip_mark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@filip_mark<\/a> Wow, thank you for the kind words, Filip! :))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 Sara & team!!<\/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\/@eliasstravik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eliasstravik<\/a> Thanks so much for being an early supporter!<\/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\">@sara_landfors ofc \ud83e\udef6<\/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\">@dennislandfors go get em! \ud83c\uddf8\ud83c\uddea<\/div>\n<div class=\"comment-actions\">\n<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>They optimize for speed when knowledge workers need confidence. You can\u2019t trust what you can\u2019t trace, and chat based summarization blurs the line between what a document says and what a model invents.<\/p>\n<p>Extraction first feels like the right architectural answer for legal, compliance, and research workflows. The product thinking here is sharp. The messaging has room to fully match it.<\/p>\n<p>I\u2019m a SaaS copywriter working in this exact space and would enjoy continuing the conversation. Congrats on the launch.<\/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\/@copywizard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@copywizard<\/a> Thanks so much for the reflection! We’ll continue working on the positioning of Extractional AI so this is spot on!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>finally something that goes beyond citations and allows me to quickly sense check the answers in the original source in an easy way<\/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\/@richard_wang17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richard_wang17<\/a> Thanks for the feedback and trying the product! What’s your favorite use case so far?<\/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\/@richard_wang17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richard_wang17<\/a> Really appreciate that, Richard!<br \/>Was there a specific feature or moment you found most useful?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks great, will give it a spin. Congrats on the launch! \ud83d\ude4c<\/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\/@felix94123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@felix94123<\/a> Thanks so much for the support! can’t wait to hear what feedback you have!<\/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>Been using Normain for a while now at my company <a href=\"https:\/\/solace.care\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Solace.care<\/a>, the whole team really loves it! And we have many processes now automated from Normain work a few months back. <\/p>\n<p>Highly recommend trying it out! <\/p>\n<p>Congrats on the Producthunt launch. Exciting to have it more broadly available \ud83d\ude80<\/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\/@josef_solace_care\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josef_solace_care<\/a> So happy to hear you love the product! We’re more than eager to hear if you have any product feedback later on! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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<\/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\/@neilswmurray\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilswmurray<\/a> Thanks a ton for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@neilswmurray\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilswmurray<\/a> Thank you so much! \ud83e\udd73<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! I’m curious about how fast it is. Let’s say I have 100 PDF purchase orders and 100 delivery confirmations and I want to cross-check which purchase orders have delivery confirmations that match precisely, and flag any discrepancies (either it was not possible to match the order with a deliver confirmation at all, or the content in the delivery confirmation does not match the purchase order details). How long time would that take, roughly? Could you make that kind of operation and response available in an API? <\/p>\n<\/p>\n<p>Totally understand if this is not a use case that fits what you’re looking to build! But figured I’ll ask \ud83d\ude04 All the best!<\/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>Hi<a href=\"https:\/\/www.producthunt.com\/@fredrik_olovsson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fredrik_olovsson<\/a> ! Thank you, the Normain team has been working hard on making the launch happen. \ud83d\udc69\u200d\ud83d\udcbb<\/p>\n<\/p>\n<p>Your use case fits Normains capabilities well, especially the repeat mode which allows you to extract insights for each file you have uploaded. <\/p>\n<\/p>\n<p>My suggestion is to upload a single order with all your confirmations and confirm Normain is able to extract the correct confirmation for that order (or whatever else information you need to be certain the order has a confirmation). When you are satisfied with the insight you can repeat that extraction with as many orders as you want. \ud83d\udd01<\/p>\n<p>We do not have the extractions available as an api yet, it’s on the roadmap though so we will keep you posted regarding that!<\/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\/@fredrik_olovsson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fredrik_olovsson<\/a> Hey Fredrik, excellent question! It’s hard to estimate the time, but maybe 10 minutes max? I encourage you to try it out for yourself. We’re working on functionality to be able to import “questions” from a spreadsheet, which I would assume is where your delivery confirmations sit? This is definitely a use case we want to support, so eager to learn more.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@fredrik_olovsson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fredrik_olovsson<\/a> Thank you so much on the congrats. Let us know if you got your question answer \ud83d\ude0a We’re here to answer all your question and act on feedback<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Always been looking for a tool that helps me out from complex docs and I think Normain just nails it! Nice shot!<\/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\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Thank you so much! What type of complex documents are you exited to use Normain to analyze?<\/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>lowkey the document analysis space needed this badly. clean execution<\/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\/@adam_lab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_lab<\/a> love this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adam_lab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_lab<\/a> <\/p>\n<\/p>\n<p>lowkey best comment. \ud83d\udd11 Thanks for checking us out. Any thoughts on the product and it’s capabilities?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Complex documents fail in very specific ways (tables, footnotes, scanned PDFs, inconsistent terminology). Which failure modes are you optimizing for first, and how do you measure quality\u2014coverage, citation correctness, numeric fidelity, or something else?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> we solve for all the problems you mention. It’s part of what makes Normain unique, and also why we’re so proud of the product. We measure quality along a number of real-world test data cases that cover a wide range of expert workflows\u2014everything from audit to risk assessments, to due diligence and much more. All the quality measurements you mention are incredibly important for an expert so we can’t afford to perform poorly on either of them. Super curious to hear how you experience the quality for your workflows!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on launch! Been following for a while, amazing progress!\ud83d\udd25\ud83d\udd25<\/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\/@charles_maddock\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charles_maddock<\/a> Thank you very much! I’m happy you think we are making good progress! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@charles_maddock\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charles_maddock<\/a> Thanks for your support \ud83d\udcaa\ud83e\udef6 Lets GO. Excited to hear what you think about the product <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@charles_maddock\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charles_maddock<\/a> thank you Charles!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, big congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@sara_landfors\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sara_landfors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sara_landfors<\/a> <a href=\"https:\/\/www.producthunt.com\/@dennislandfors\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dennislandfors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dennislandfors<\/a> and hardworking team! Reliability is incredibly important to trust our AI tools especially as knowledge workers. Being in finance, one big obstacle to fully integrate tools has been <strong>hallucinations <\/strong>and not fully trusting the accuracy of the date and output. Looking forward to testing more advanced analysis! <\/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\/@sara_landfors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sara_landfors<\/a> <a href=\"https:\/\/www.producthunt.com\/@shahrzad_moadeli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shahrzad_moadeli<\/a> Thank you for these words. Very kind of you \ud83d\ude07 It’s spot on! I look forward to receiving your feedback after you’ve done some more testing on advanced analysis. <\/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\/@sara_landfors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sara_landfors<\/a> <a href=\"https:\/\/www.producthunt.com\/@dennislandfors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dennislandfors<\/a> <a href=\"https:\/\/www.producthunt.com\/@shahrzad_moadeli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shahrzad_moadeli<\/a> This is amazing hear! Thank you Shahrzad!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Concept<\/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\/@omkar_dhanawade1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omkar_dhanawade1<\/a> Thanks so much! What’s your favorite use case so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omkar_dhanawade1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omkar_dhanawade1<\/a> Love that you think its a great concept! \ud83e\udd17<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! Optimizing AI for extraction and traceability rather than conversation feels like the right direction for high-stakes work. How does Normain handle ambiguous or partially conflicting signals across documents, especially when expert judgment is required to decide what should be marked as validated versus uncertain?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/HEPOWQDJSSUVO6\" class=\"app-title\">Spawned<\/a><\/p>\n<div class=\"one-liner\">Build, launch, and discover products in a single platform<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">192<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6AI\u6784\u5efa\u3001\u5373\u65f6\u53d1\u5e03\u4e0e\u5185\u7f6e\u793e\u533a\u53d1\u73b0\u4e8e\u4e00\u4f53\u7684\u5e73\u53f0\uff0c\u89e3\u51b3\u4e86\u521b\u4f5c\u8005\u4ece\u4ea7\u54c1\u5f00\u53d1\u5230\u51b7\u542f\u52a8\u83b7\u5ba2\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5c06\u201c\u5efa\u9020\u201d\u4e0e\u201c\u53d1\u884c\u201d\u5408\u4e8c\u4e3a\u4e00\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f99fb037-66c1-498a-979d-72d4d21abba2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/05fe9b1f-2e7e-4286-8e72-6b80eca2168f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cf51a6a1-d786-4a3d-8915-1c916525b2e7.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\/7b218b9b-11eb-4128-8317-5d9609c0acbc.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=HGNKR-viyUA\"><source src=\"https:\/\/www.youtube.com\/watch?v=HGNKR-viyUA\" 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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e94\u7528\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">Solana\u4ee3\u5e01\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u51b7\u542f\u52a8<\/span><br \/>\n <span class=\"tag\">Web\u5e94\u7528\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6392\u884c\u699c<\/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\u6784\u5efa+\u53d1\u884c\u201d\u4e00\u4f53\u5316\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86\u53d1\u884c\u6e20\u9053\u96be\u9898\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u4e0e\u7ade\u54c1Lovable\u7684\u5bf9\u6bd4\u4f18\u52bf\u3001\u5bfc\u51fa\u4ee3\u7801\u7684\u6280\u672f\u6808\u662f\u5426\u6807\u51c6\u6613\u63a5\u624b\u3001\u4ee5\u53ca\u4ee3\u5e01\u7ecf\u6d4e\u6a21\u5f0f\u7684\u98ce\u9669\u4e0e\u9002\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 Spawned\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u505a\u4e00\u4e2a\u66f4\u4f18\u7684AI\u5e94\u7528\u751f\u6210\u5668\uff0c\u800c\u5728\u4e8e\u91cd\u6784\u4ece\u201c\u60f3\u6cd5\u201d\u5230\u201c\u7528\u6237\u201d\u7684\u6574\u4e2a\u65e9\u671f\u4ea7\u54c1\u751f\u547d\u5468\u671f\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4ef7\u503c\uff0c\u662f\u8bd5\u56fe\u5c06\u201c\u4ea7\u54c1\u6784\u5efa\u201d\u4e0e\u201c\u51b7\u542f\u52a8\u53d1\u884c\u201d\u8fd9\u4e24\u4e2a\u5272\u88c2\u4e14\u9ad8\u5931\u8d25\u7387\u7684\u73af\u8282\uff0c\u538b\u7f29\u6210\u4e00\u4e2a\u65e0\u7f1d\u7684\u3001\u5185\u7f6e\u52a8\u529b\u7684\u95ed\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5e73\u53f0\u8868\u5c42\u7684\u201cAI\u6784\u5efa\u201d\uff08\u57fa\u4e8eClaude Opus\uff09\u662f\u9ad8\u6548\u7684\u5165\u573a\u5238\uff0c\u4f46\u672c\u8d28\u662f\u6807\u51c6\u5316\u3001\u53ef\u5c55\u793a\u7684\u201c\u4ea7\u54c1\u5305\u88c5\u8f66\u95f4\u201d\uff0c\u786e\u4fdd\u4ea7\u51fa\u7684\u4e0d\u662f\u539f\u578b\u800c\u662f\u53ef\u76f4\u63a5\u4e0a\u67b6\u7684\u5546\u54c1\u3002\u5176\u6838\u5fc3\u8d44\u4ea7\u662f\u90a3\u4e2a\u4effProduct Hunt\u3001\u62e5\u6709\u6295\u7968\u3001\u6392\u884c\u699c\u548c\u5b9e\u65f6\u52a8\u6001\u7684\u201c\u5185\u7f6e\u793e\u533a\u201d\u3002\u8fd9\u76f8\u5f53\u4e8e\u4e3a\u6bcf\u4e00\u4e2a\u65b0\u751f\u7684\u3001\u96f6\u7528\u6237\u7684\u4ea7\u54c1\uff0c\u9884\u8bbe\u4e86\u4e00\u4e2a\u521d\u59cb\u7684\u3001\u5145\u6ee1\u6e38\u620f\u5316\u7ade\u4e89\u673a\u5236\u7684\u201c\u53d1\u884c\u5e02\u573a\u201d\u3002\u5b83\u8d29\u5356\u7684\u4e0d\u662f\u5de5\u5177\u80fd\u529b\uff0c\u800c\u662f\u201c\u521d\u59cb\u6ce8\u610f\u529b\u201d\u548c\u201c\u53d1\u884c\u52a8\u91cf\u201d\uff0c\u8fd9\u6b63\u662f\u7edd\u5927\u591a\u6570\u72ec\u7acb\u521b\u9020\u8005\u6700\u7a00\u7f3a\u7684\u8d44\u6e90\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6a21\u5f0f\u9690\u542b\u6df1\u5c42\u6311\u6218\u3002\u9996\u5148\uff0c\u5e73\u53f0\u751f\u6001\u7684\u201c\u6ce8\u610f\u529b\u603b\u91cf\u201d\u6709\u9650\u3002\u5f53\u6240\u6709\u4ea7\u54c1\u90fd\u5728\u540c\u4e00\u6c60\u5858\u7ade\u4e89\u65f6\uff0c\u6392\u884c\u699c\u7684\u9a6c\u592a\u6548\u5e94\u53ef\u80fd\u52a0\u5267\uff0c\u65b0\u4ea7\u54c1\u7684\u201c\u5185\u7f6e\u53d1\u884c\u201d\u7ea2\u5229\u53ef\u80fd\u8fc5\u901f\u8870\u51cf\u4e3a\u5185\u90e8\u6d41\u91cf\u7ade\u4e89\u3002\u5176\u6b21\uff0c\u6346\u7ed1Solana\u4ee3\u5e01\u7ecf\u6d4e\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u867d\u80fd\u6fc0\u52b1\u65e9\u671f\u793e\u533a\u6210\u4e3a\u5229\u76ca\u76f8\u5173\u8005\uff0c\u4f46\u4e5f\u6781\u6613\u5c06\u4ea7\u54c1\u53d1\u5c55\u626d\u66f2\u4e3a\u91d1\u878d\u6295\u673a\u6e38\u620f\uff0c\u504f\u79bb\u4ea7\u54c1\u4ef7\u503c\u672c\u8eab\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4f55\u65f6\u4e0d\u63a8\u8350\u53d1\u5e01\u201d\u7684\u8d28\u7591\u76f4\u6307\u8fd9\u4e00\u98ce\u9669\u6838\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cSpawned\u7684\u6210\u529f\u5c06\u4e0d\u53d6\u51b3\u4e8e\u5176AI\u751f\u6210\u4ee3\u7801\u7684\u8d28\u91cf\uff08\u6b64\u4e3a\u53ef\u8ffd\u8d76\u7684\u6280\u672f\uff09\uff0c\u800c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u8fd0\u8425\u6210\u4e00\u4e2a\u6301\u7eed\u4ea7\u751f\u9ad8\u8d28\u91cf\u9879\u76ee\u3001\u5438\u5f15\u771f\u5b9e\u65e9\u671f\u7528\u6237\uff08\u800c\u975e\u4ec5\u4e3a\u8585\u6d41\u91cf\u800c\u6765\u7684\u5f00\u53d1\u8005\uff09\u7684\u6d3b\u8dc3\u53d1\u73b0\u5e73\u53f0\u3002\u5b83\u8bd5\u56fe\u6210\u4e3a\u4e0b\u4e00\u4e2a\u201c\u4ea7\u54c1\u8bde\u751f\u5730\u201d\u7684\u54c1\u724c\u5fc3\u667a\uff0c\u8fd9\u6761\u8def\u8fdc\u6bd4\u6253\u9020\u4e00\u4e2a\u4f18\u79c0\u7684\u65e0\u4ee3\u7801\u5de5\u5177\u66f4\u4e3a\u8270\u96be\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\">Spawned<\/span>\n <\/div>\n<div class=\"comment-content\">Spawned is where ideas become live products. Describe what you want, and our AI builder ships a production-ready web app in minutes. Launch it to a built-in audience with upvotes, leaderboards, and real-time discovery. Want to go further? Add a Solana token so your earliest supporters share in your success. Build like Lovable. Launch like Product Hunt. Grow like nothing else.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone \ud83d\udc4b<\/p>\n<p>The team behind Spawned have launched enough products to know the painful cycle to every founder: spend weeks building, pick a launch day, get some buzz, then watch 90% of your traffic vanish by day two. The product was fine. The distribution just wasn’t there. They kept thinking, why are “building” and “launching” still two completely separate steps? Why build in one tool, then go beg for attention somewhere else?<\/p>\n<\/p>\n<p>So they built Spawned. It’s a builder and a launch platform in one. You describe your idea in plain English, and the AI builder (Claude Opus 4 under the hood) generates a real, production-ready web app. Not a landing page. Not a wireframe. A polished product with 70+ component types, professional design packs, and zero placeholder content. It ships clean every time.<\/p>\n<\/p>\n<p>But here’s where it gets interesting: you don’t launch into a void. Every project goes live on Spawned’s explore page with built-in discovery: upvotes, comments, trending rankings, daily leaderboards, and a real-time activity feed. Your launch has an audience from the moment you hit publish.<\/p>\n<\/p>\n<p>What they built for creators:<\/p>\n<ul>\n<li>\n<p>AI builder that turns a description into a live product in minutes<\/p>\n<\/li>\n<li>\n<p>Explore page with trending, top, and new project discovery<\/p>\n<\/li>\n<li>\n<p>Daily leaderboards: top 3 projects win badges and streaks<\/p>\n<\/li>\n<li>\n<p>AI content generator: tweets, threads, TikTok scripts, meme templates in one click<\/p>\n<\/li>\n<li>\n<p>Creator studio with analytics, revenue tracking, and audience insights<\/p>\n<\/li>\n<li>\n<p>Bounty system to reward referrals, content creation, and engagement<\/p>\n<\/li>\n<li>\n<p>Affiliate program with customizable commission rates<\/p>\n<\/li>\n<li>\n<p>Code export: download your project anytime, you own everything<\/p>\n<\/li>\n<\/ul>\n<p>And optionally, a token economy. If you want to take it further, you can launch your project with a Solana token on a bonding curve. Early supporters buy in at a lower price. As your project grows, the token price reflects that. Builders earn 0.30% on every trade. It’s a way to turn your community into genuine stakeholders, but it’s completely optional. Plenty of projects on Spawned launch without one.<\/p>\n<\/p>\n<p>They built this because they wanted a platform where shipping an idea and getting it in front of people was one motion, not two. Where the launch itself had momentum built in. <\/p>\n<\/p>\n<p>Try it, break it, tell them what’s missing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> <br \/>Congrats on Launch!<br \/>Love how Spawned combines AI app building with built-in discovery and optional tokens \u2014 it tackles both \u201cshipping\u201d and \u201cgetting users\u201d in one place.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> It looks really nice! Congrats on the launch, great job! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Congrats! What common challenges do creators face when launching for the first time on Spawned, and how does the platform help them overcome those?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! How exactly does your platform help with Product Hunt discovery? What’s your competitive advantage compared to Lovable? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a> Hey, Alina! Thanks for joining. Spawned has a leaderboard similar to Product Hunt, which makes it easy to discover products. As for Lovable: try to generate and see the results, and let us know whether they\u2019re better than Lovable\u2019s \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>build AND discover in one place? ok this goes hard. the no-code angle is smart too<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adam_lab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_lab<\/a> Yesss, right? Such a great way to build and have a distribution channel right out of the gate.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Interesting combo! Looking forward to see the evolution<\/div>\n<div class=\"comment-actions\">\n<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\/@romain_blumberger\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@romain_blumberger<\/a> Thank you for the support! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Merging the build and launch phases handles the distribution problem right from day one, which is usually the hardest part. The code export feature is a major plus for anyone worried about lock-in.<\/p>\n<p>When exporting the project, does the AI produce a standard stack like Next.js that is easy for a human developer to take over and scale 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\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Great question Valeriia! Yes.<\/p>\n<p>When you export a project, you get a standard, human-readable codebase. Not a proprietary runtime or black box. A developer can clone it, understand it, and continue scaling it manually without relying on Spawned.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>interesting app! Love the 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The optional token layer adds powerful incentives but also risk (speculation, misalignment, trust). In what situations do you actively recommend *not* launching a token, and what guardrails did you design to keep the product\u2019s utility\u2014not the token\u2014at the center?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 philosophy behind this idea, the last thing you want when you spent tons of energy on your product, is the distributiob flop, this is a real problem, and it’s nice to see products ready to address it \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/3VX4XFEBGKOWBQ\" class=\"app-title\">Video Forms<\/a><\/p>\n<div class=\"one-liner\">Embed questionnaires in videos to create interactive forms<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">169<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Video Forms \u662f\u4e00\u6b3e\u5141\u8bb8\u7528\u6237\u5728\u89c6\u9891\u7279\u5b9a\u65f6\u95f4\u70b9\u5185\u5d4c\u95ee\u5377\u7684\u5de5\u5177\uff0c\u901a\u8fc7\u5728\u89c2\u770b\u6d41\u7a0b\u4e2d\u76f4\u63a5\u6536\u96c6\u53cd\u9988\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u8c03\u7814\u3001\u4ea7\u54c1\u6f14\u793a\u7b49\u573a\u666f\u4e2d\u56e0\u5207\u6362\u5de5\u5177\u5bfc\u81f4\u4e0a\u4e0b\u6587\u4e22\u5931\u548c\u53c2\u4e0e\u5ea6\u4e0b\u964d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb18c6cd-c04f-4b92-ac15-2a1d56a83f45.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/34e0c659-f26f-4198-b887-37defe5fb969.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10a1059f-607c-43a6-bae4-ff5bbc1a8475.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84de814c-4f4d-4fa7-ab3a-c83533df5baf.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\/5aeec5b0-ec17-4374-8834-d482afaf037a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/cUkWhp8HJis\"><source src=\"https:\/\/youtu.be\/cUkWhp8HJis\" 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\">User Experience<\/span><br \/>\n <span class=\"tag\">UX Design<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e92\u52a8\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u8868\u5355<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u53cd\u9988\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6f14\u793a<\/span><br \/>\n <span class=\"tag\">UX\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u7528\u6237 onboarding<\/span><br \/>\n <span class=\"tag\">\u5728\u7ebf\u57f9\u8bad<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6536\u96c6<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u8425\u9500<\/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\u4e86\u89c6\u9891\u4e0e\u8868\u5355\u5206\u79bb\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8ba4\u4e3a\u5176\u63d0\u5347\u4e86\u53cd\u9988\u8d28\u91cf\u548c\u53c2\u4e0e\u5ea6\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a1. \u5982\u4f55\u9632\u6b62\u8df3\u8fc7\u89c6\u9891\u5bfc\u81f4\u7684\u4f4e\u8d28\u91cf\u53cd\u9988\uff1b2. \u589e\u52a0\u89c6\u9891\u4e92\u52a8\u70ed\u56fe\u6216\u5f03\u64ad\u5206\u6790\u7b49\u9ad8\u7ea7\u5206\u6790\u529f\u80fd\uff1b3. \u660e\u786e\u89c6\u9891\u6258\u7ba1\u65b9\u6848\uff08\u76ee\u524d\u4ec5\u652f\u6301YouTube\/Vimeo\u94fe\u63a5\uff09\u53ca\u9690\u79c1\u8003\u91cf\uff1b4. \u6269\u5c55\u95ee\u9898\u7c7b\u578b\uff08\u5982\u8bc4\u5206\u3001\u591a\u9009\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Video Forms \u7784\u51c6\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u65e5\u76ca\u589e\u957f\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u5c06\u88ab\u52a8\u89c6\u9891\u89c2\u770b\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u6570\u636e\u91c7\u96c6\u70b9\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u89c6\u9891+\u8868\u5355\u201d\u62fc\u63a5\uff0c\u800c\u5728\u4e8e**\u901a\u8fc7\u4ea4\u4e92\u91cd\u65b0\u5b9a\u4e49\u4e86\u89c6\u9891\u7684\u201c\u5b8c\u64ad\u7387\u201d**\u2014\u2014\u4ece\u201c\u662f\u5426\u770b\u5b8c\u201d\u53d8\u4e3a\u201c\u5728\u5173\u952e\u8282\u70b9\u662f\u5426\u7406\u89e3\u5e76\u53cd\u9988\u201d\u3002\u8fd9\u4f7f\u5176\u8d85\u8d8a\u4e86\u4f20\u7edf\u8868\u5355\u5de5\u5177\uff0c\u6210\u4e3a\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684**\u884c\u4e3a\u4e0e\u6001\u5ea6\u540c\u6b65\u6355\u83b7\u5f15\u64ce**\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u5f53\u524d\u5f62\u6001\u66f4\u50cf\u4e00\u4e2a\u201c\u529f\u80fd\u578bMVP\u201d\uff0c\u4f18\u52bf\u5728\u4e8e\u6982\u5ff5\u6e05\u6670\u3001\u89e3\u51b3\u75db\u70b9\u76f4\u63a5\u3002\u4f46\u6df1\u5c42\u6311\u6218\u5df2\u7136\u6d6e\u73b0\uff1a\u9996\u5148\uff0c**\u6570\u636e\u4fe1\u566a\u6bd4\u95ee\u9898**\u88ab\u7528\u6237\u5c16\u9510\u63d0\u51fa\uff0c\u5982\u679c\u65e0\u6cd5\u901a\u8fc7\u6280\u672f\u624b\u6bb5\uff08\u5982\u89c2\u770b\u65f6\u957f\u6821\u9a8c\u3001\u4e92\u52a8\u5e8f\u5217\u5206\u6790\uff09\u5bf9\u53cd\u9988\u8fdb\u884c\u6743\u91cd\u6821\u51c6\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u66f4\u9ad8\u8d28\u91cf\u6d1e\u5bdf\u201d\u5c06\u5927\u6253\u6298\u6263\u3002\u5176\u6b21\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e25\u91cd\u4f9d\u8d56\u7b2c\u4e09\u65b9\u89c6\u9891\u5e73\u53f0\uff08YouTube\/Vimeo\uff09\uff0c\u5728\u6570\u636e\u9690\u79c1\u3001\u5b9a\u5236\u5316\u64ad\u653e\u63a7\u5236\u548c\u4f01\u4e1a\u7ea7\u90e8\u7f72\u4e0a\u5b58\u5728\u5929\u7136\u77ed\u677f\uff0c\u8fd9\u4ece\u7528\u6237\u5bf9\u6258\u7ba1\u65b9\u6848\u7684\u5173\u5207\u4e2d\u53ef\u89c1\u4e00\u6591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u672a\u6765\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u4ea4\u4e92\u5c42\u201d\u8d70\u5411\u201c\u5206\u6790\u5c42\u201d\u3002\u5982\u679c\u4ec5\u505c\u7559\u5728\u6536\u96c6\u7b54\u6848\uff0c\u5b83\u53ea\u662f\u4e00\u4e2a\u4f53\u9a8c\u66f4\u597d\u7684\u8868\u5355\uff1b\u82e5\u80fd\u6574\u5408\u89c6\u9891\u5206\u6790\uff08\u5982\u57fa\u4e8e\u65f6\u95f4\u6233\u7684\u6ce8\u610f\u529b\u70ed\u56fe\u3001\u5f03\u64ad\u4e0e\u95ee\u9898\u5173\u8054\u6027\u5206\u6790\uff09\uff0c\u5b83\u5c06\u8fdb\u5316\u4e3a\u4e00\u4e2a\u7406\u89e3\u7528\u6237\u8ba4\u77e5\u8fc7\u7a0b\u7684\u8bca\u65ad\u5de5\u5177\uff0c\u5c24\u5176\u5728\u4ea7\u54c1\u6f14\u793a\u3001UX\u7814\u7a76\u548c\u57f9\u8bad\u8003\u6838\u573a\u666f\u4e2d\u4ef7\u503c\u9661\u589e\u3002\u7280\u5229\u70b9\u8bf4\uff1a\u5f53\u524d\u65b9\u6848\u5de7\u5999\u5730\u201c\u5077\u61d2\u201d\u4e86\uff0c\u7528\u5916\u90e8\u89c6\u9891\u5e73\u53f0\u89e3\u51b3\u4e86\u6700\u590d\u6742\u7684\u6d41\u5a92\u4f53\u95ee\u9898\uff0c\u4f46\u8fd9\u4e5f\u53ef\u80fd\u6210\u4e3a\u5176\u89e6\u53ca\u9ad8\u7aef\u4f01\u4e1a\u5ba2\u6237\u7684\u67b7\u9501\u3002\u4e0b\u4e00\u6b65\uff0c\u662f\u6ee1\u8db3\u4e8e\u505a\u4e00\u4e2a\u4f53\u9a8c\u4f18\u7f8e\u7684\u201c\u5916\u6302\u201d\uff0c\u8fd8\u662f\u5192\u9669\u6295\u5165\u8d44\u6e90\u6784\u5efa\u66f4\u72ec\u7acb\u3001\u66f4\u6df1\u5ea6\u5206\u6790\u7684\u95ed\u73af\u5e73\u53f0\uff0c\u5c06\u662f\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u7684\u5173\u952e\u6289\u62e9\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\">Video Forms<\/span>\n <\/div>\n<div class=\"comment-content\">Ask questions inside your videos, not around them VForms lets you embed questions directly into the video itself: right where the feedback actually matters \ud83d\udcacAdd questions at specific moments in a video so viewers can give contextual feedback \u23ed Let viewers skip ahead based on their answers \ud83e\udde0 Collect more accurate, higher-quality insights without leaving the video Perfect for product demos, UX research, onboarding, and anyone tired of juggling videos + forms<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt community,<\/p>\n<p>Launching this here so it also helps someone else. Many a times, I had a product video where I wanted to collect feedback on, and I had to embed the video link in a Google Form questionnaire and send it out; but was thinking, why not have a way to put questions directly within videos. That way, feedback happens exactly where it matters, and viewers don\u2019t have to jump between tools.<\/p>\n<p>With Vforms, you can:<br \/>\n– Add questions to your product video; viewers can give feedback directly on different parts of the video<br \/>\n– Can skip ahead in the video based on the question type<\/p>\n<p>Has made collecting feedback so much easier, I’d be happy if it helps someone else as well!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@aliraza36580 This actually solves a very real friction. Sending people to a separate form always kills context, so anchoring questions directly to moments in the video feels spot on.<br \/>\nOne thing I\u2019m curious about though… how do you handle noisy or low-intent feedback? For example, if viewers skip around or answer without really watching the section, does the signal degrade, or do you have any way to weight responses based on engagement with that part of the video?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@aliraza36580\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aliraza36580<\/a> Congrats on the launch! How do you see interactive video forms fitting into the broader future of video content and UX design?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aliraza36580\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aliraza36580<\/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>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Neat marketing move to incorporate Rick Astley with his hit in the main image! \ud83d\ude00<\/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> rick-roll is perennial<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>interactive video forms is such a creative concept. way more engaging than boring static surveys ngl<\/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\/@adam_lab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_lab<\/a> happy to hear the feedback Adam<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Does the tool work as a script that I should implement on my website or as a plugin? <\/p>\n<p>Small website bug report: when I click on the red YouTube button on the homepage, the video doesn’t play. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a> happy to hear that!<\/p>\n<p>You can embed the video forms on your website using iframe. (there’s an example on the homepage, and whenever you click share, you can also copy the iframe code from there, that you can paste into any page builder or HTML template for your website).<\/p>\n<p>Thanks for the bug report, fixed!<\/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>Asking users to switch tabs to fill out a form usually results in a significant drop-off, so keeping everything in one player makes sense for onboarding flows!<\/p>\n<p>Regarding the analytics, do you provide a heatmap or drop-off analysis to see exactly which question causes viewers to stop watching, or is it just standard form completion data?<\/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\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> great idea, we haven’t implemented our own analytics yet (you can already use proxy analytics using the form responses, and youtube analytics) but this definitely makes sense for us to provide on top. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Corporate training has a well-known problem: people click “play,” then open email. Embedding questions at the exact moment in the video where they’re relevant is a much more honest approach than a form tacked on at the end. What types of questions does Vforms support \u2014 multiple choice only, or also open text?<\/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\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> VForms supports the following:<\/p>\n<ol>\n<li>\n<p>Single choice dropdown<\/p>\n<\/li>\n<li>\n<p>Open text input<\/p>\n<\/li>\n<li>\n<p>Skip logic buttons, which allow you to have responders take different paths depending on their answer<\/p>\n<\/li>\n<\/ol>\n<p>We’re in the process of adding support to more types, such as multiple choice and a rating system – do you have any particularly in mind that we should add? Would love the feedback!<\/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>Love the simple, handy tool from <a href=\"https:\/\/www.producthunt.com\/products\/utcp\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"utcp\" target=\"_blank\" rel=\"noopener\">@UTCP<\/a> team!<\/p>\n<p>Capturing feedback exactly when it matters (at specific timestamps) is such a smart way to get higher-quality insights. Perfect for product demos and user research.<\/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>Yo! <a href=\"https:\/\/www.producthunt.com\/@aliraza36580\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aliraza36580\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aliraza36580<\/a> <a href=\"https:\/\/www.producthunt.com\/@jvieragarcia\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jvieragarcia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jvieragarcia<\/a> Love your product, super cool. Congrats on the launch.<\/p>\n<p>I do research for a newsletter called H1gallery, you can google us, and we are featuring Vforms homepage hero section in our issue for February 20th.<\/p>\n<p>Was hoping to get a quote from you guys, to go along with the feature. The question to answer is, what was your plan for how you wrote the homepage hero section copy? “Place questionnaires directly inside your videos.” It’s very direct, is there a strategy behind that? Thank you in advance for your time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Embedding questions directly inside the video timeline feels like a much more natural way to collect feedback than sending people off to separate forms. How do you think about question placement and flow, so prompts add insight without interrupting the viewing experience or biasing how people perceive the video?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How do you handle the \u201cwhere does the video live?\u201d decision in real customer setups\u2014do you expect people to upload to VForms, use YouTube\/Vimeo, or self-host\u2014and what tradeoffs did you make around privacy, access control, and performance?<\/div>\n<div class=\"comment-actions\">\n<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> woah this is a cool feature from product hunt. Currently using Youtube, since it’s the easiest solution (for us to build) rather than us hosting them on Vforms, and serves the need. We might consider changing it in the future based on user feedback<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@aliraza36580 So, you mean it only works with YouTube\/Vimeo video links? Also, the form will only be visible if the video is hosted or embedded on our domain, right?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/MZ3EYGVHBWZH6I\" class=\"app-title\">Total addressable Market calculator<\/a><\/p>\n<div class=\"one-liner\">Calculate your TAM from 100M+ real companies<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">151<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8e\u8d851\u4ebf\u5bb6\u771f\u5b9e\u4f01\u4e1a\u6570\u636e\u7684\u514d\u8d39\u5de5\u5177\uff0c\u65e0\u9700\u6ce8\u518c\u5373\u53ef\u5feb\u901f\u8ba1\u7b97\u4f01\u4e1a\u7ea7\u5e02\u573a\u7684\u603b\u53ef\u5bfb\u5740\u5e02\u573a\uff08TAM\uff09\uff0c\u89e3\u51b3\u4e86\u521b\u4e1a\u8005\u548c\u4ea7\u54c1\u56e2\u961f\u5728\u5e02\u573a\u6d4b\u7b97\u4e2d\u4f9d\u8d56\u4e0d\u53ef\u9760\u5047\u8bbe\u6216\u62a5\u544a\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/ea143187-ef22-4742-abf0-0397f684d58e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=qS9u8d9cYLE\"><source src=\"https:\/\/www.youtube.com\/watch?v=qS9u8d9cYLE\" 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\/d5d289ad-e0d1-4d25-a049-9d2cc9cae134.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b736d79-26a5-4131-9526-e7e27b3c50e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79516843-4807-40cf-93c2-46ea6ea8fc6b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Business Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">TAM\u8ba1\u7b97\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u5bb9\u91cf\u6d4b\u7b97<\/span><br \/>\n <span class=\"tag\">B2B\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7406\u60f3\u5ba2\u6237\u753b\u50cf(ICP)<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39SaaS<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u8c03\u7814<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u51b3\u7b56<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u6570\u636e\u5e93<\/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\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u586b\u8865\u4e86\u5e02\u573a\u7a7a\u767d\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u6570\u636e\u6e90\u6784\u6210\u4e0e\u51c6\u786e\u6027\u3001\u5bf9\u65b0\u5174\u6216\u8fb9\u7f18\u6848\u4f8b\u7684\u5904\u7406\u65b9\u5f0f\uff0c\u4ee5\u53ca\u8ba1\u7b97\u7ed3\u679c\uff08TAM\/SAM\uff09\u7684\u5b9e\u9645\u89e3\u8bfb\u3002\u4e5f\u6709\u7528\u6237\u8be2\u95ee\u5bf9C\u7aef\u4e1a\u52a1\u7684\u652f\u6301\u53ef\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 \u8fd9\u6b3eTAM\u8ba1\u7b97\u5668\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u201c\u8ba1\u7b97\u201d\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5c06\u5e02\u573a\u6d4b\u7b97\u4ece\u4e00\u4e2a\u57fa\u4e8e\u62bd\u8c61\u62a5\u544a\u7684\u201c\u8d22\u52a1\u5efa\u6a21\u6e38\u620f\u201d\uff0c\u62c9\u56de\u5230\u57fa\u4e8e\u771f\u5b9e\u4f01\u4e1a\u6570\u636e\u5e93\u7684\u201c\u73b0\u5b9e\u6620\u5c04\u5de5\u5177\u201d\u3002\u5b83\u5de7\u5999\u5730\u51fb\u4e2d\u4e86\u4f20\u7edfTAM\u6d4b\u7b97\u7684\u8f6f\u808b\uff1a\u6570\u5b57\u7f3a\u4e4f\u884c\u52a8\u6307\u5f15\u3002\u901a\u8fc7\u5bf9\u63a5\u6d77\u91cf\u4f01\u4e1a\u6570\u636e\uff0c\u5b83\u8f93\u51fa\u7684\u4e0d\u4ec5\u662f\u4e00\u4e2a\u6570\u5b57\uff0c\u66f4\u662f\u6f5c\u5728\u5ba2\u6237\u7684\u5217\u8868\u96cf\u5f62\uff0c\u5c06\u201c\u6d4b\u7b97\u201d\u4e0e\u201c\u89e6\u8fbe\u201d\u7684\u8def\u5f84\u5927\u5e45\u7f29\u77ed\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u73af\u4e0e\u5c40\u9650\u7686\u7cfb\u4e8e\u6570\u636e\u3002\u8bc4\u8bba\u4e2d\u7684\u7280\u5229\u63d0\u95ee\u76f4\u6307\u8981\u5bb3\uff1a\u6570\u636e\u5e93\u7684\u8986\u76d6\u5ea6\u4e0e\u5206\u7c7b\u51c6\u786e\u6027\u76f4\u63a5\u51b3\u5b9a\u4e86\u8fd9\u662f\u201c\u771f\u5b9e\u5e02\u573a\u201d\u8fd8\u662f\u201c\u6570\u636e\u5e93\u5b50\u96c6\u201d\u3002\u56e2\u961f\u5c06\u7ed3\u679c\u8c28\u614e\u5b9a\u4e49\u4e3aSAM\uff08\u53ef\u670d\u52a1\u5e02\u573a\uff09\u662f\u660e\u667a\u7684\uff0c\u4f46\u8fd9\u6070\u6070\u66b4\u9732\u4e86\u5176\u4f5c\u4e3a\u5de5\u5177\u7684\u8fb9\u754c\u2014\u2014\u5b83\u8861\u91cf\u7684\u662f\u5176\u6570\u636e\u80fd\u529b\u8303\u56f4\u5185\u7684\u53ef\u89c1\u5e02\u573a\uff0c\u800c\u975e\u7edd\u5bf9\u7684\u5b8f\u89c2\u5929\u82b1\u677f\u3002\u5bf9\u4e8e\u9ad8\u5ea6\u521b\u65b0\u6216\u98a0\u8986\u6027\u7684\u5e02\u573a\uff0c\u5176\u6548\u7528\u53ef\u80fd\u5927\u6253\u6298\u6263\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u4e00\u6b3e\u5c06Hunter\u81ea\u8eabB2B\u6570\u636e\u5e93\u80fd\u529b\u4ea7\u54c1\u5316\u3001\u8f7b\u91cf\u5316\u3001\u524d\u7aef\u5316\u7684\u83b7\u5ba2\u5de5\u5177\u3002\u5b83\u4ee5\u514d\u8d39\u3001\u65e0\u95e8\u69db\u7684\u5b9e\u7528\u529f\u80fd\u5207\u5165\uff0c\u9ad8\u6548\u5438\u5f15\u7cbe\u51c6\u7684B2B\u7528\u6237\u7fa4\u4f53\uff0c\u6700\u7ec8\u4e3aHunter\u7684\u6838\u5fc3\u4ea7\u54c1\uff08\u9500\u552e\u7ebf\u7d22\u4e0e\u90ae\u7bb1\u67e5\u627e\uff09\u8f93\u9001\u5546\u673a\u3002\u5176\u5546\u4e1a\u6a21\u5f0f\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u89e3\u51b3\u4e86\u7528\u6237\u201c\u7b97\u4e0d\u6e05\u201d\u7684\u521d\u7ea7\u7126\u8651\u540e\uff0c\u81ea\u7136\u5f15\u51fa\u4e86\u201c\u627e\u5230\u4e86\u4f46\u5982\u4f55\u8054\u7cfb\u201d\u7684\u4e0b\u4e00\u4e2a\u75db\u70b9\uff0c\u4ece\u800c\u5b8c\u6210\u751f\u6001\u5bfc\u6d41\u3002\u5b83\u662f\u4e00\u6b3e\u4f18\u79c0\u7684\u3001\u5b9a\u4f4d\u7cbe\u51c6\u7684\u201c\u6f0f\u6597\u9876\u7aef\u201d\u4ea7\u54c1\uff0c\u4f46\u7edd\u975e\u5e02\u573a\u7814\u7a76\u7684\u7ec8\u6781\u7b54\u6848\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Total addressable Market calculator<\/span>\n <\/div>\n<div class=\"comment-content\">Calculating your Total Addressable Market is hard. Most teams rely on assumptions, reports, or guesses they can\u2019t really trust. Hunter\u2019s TAM Calculator uses real company data to show how many companies match your ideal customer profile and how big your market actually is. It\u2019s free, requires no signup, and helps you go from market sizing to real companies you can act on.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<br \/>\nJean-Romain from Hunter here.<\/p>\n<p>We built this because market sizing is still way harder than it should be. Most TAMs are based on assumptions, reports, or tools that give you a number you can\u2019t really trust \u2014 or act on.<\/p>\n<p>One tool we genuinely liked was Clearbit\u2019s TAM Calculator because it was grounded in real company data. When it was shut down, we felt there was a gap: no simple, free way to calculate a TAM based on actual companies.<\/p>\n<p>So we built one.<\/p>\n<p>Hunter\u2019s TAM Calculator uses real company data to help you size your market, sanity-check your assumptions, and \u2014 if you want \u2014 turn that into a list you can actually reach out to.<\/p>\n<p>It\u2019s free, no signup required, and we\u2019d really love your feedback.<\/p>\n<p>\ud83d\udc49 How do you currently calculate your TAM?<br \/>\n\ud83d\udc49 What\u2019s the hardest part for you today?<\/p>\n<p>I\u2019ll be around all day to answer questions and learn from your feedback \u2764\ufe0f<\/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\/@jeanro_hunter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeanro_hunter<\/a> Congrats on the launch Hunter! What\u2019s the minimum input a founder needs to get a meaningful result?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@jeanro_hunter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeanro_hunter<\/a> Congrats on the launch \u2014 solving TAM with real data is a hard problem. Nice work and best of luck.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>While TAM doesn’t roll off the tongue, it <strong>is<\/strong> the first step of understanding how many businesses you could see as a buyer. I’ve been asking for something like this for a while. <\/p>\n<p>It’s a crucial part of building a market strategy, and for the longest time, you’d have to go through some long-winded, expensive steps to gather the data:<\/p>\n<p>– Access Gartner, Forrester, IDC, etc. reports to help you understand the size of the market (typically behind a paywall)<br \/>– Buy a licence to SalesNavigator or 3rd party lists<br \/>– Dump all of this into a spreadsheet…<\/p>\n<p>…and even then, I’ve spoken to 100s of founders and product owners who aren’t confident in the numbers they’re using in investment pitches or when deciding which markets to take their solution to next.<\/p>\n<p>Thanks for sharing this! \ud83d\ude4f<\/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\/@jamesmilsom90\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jamesmilsom90<\/a> amazing <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Team, congrats on your launch. \ud83d\udc4c What is your database for TAM calculation? How do you ensure that your calculations are real?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mike_wycislik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mike_wycislik<\/a> that’s the key. We use the same b2b database for the TAM than for our discover feature more info here <a href=\"https:\/\/hunter.io\/b2b-database\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/hunter.io\/b2b-database<\/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>every founder needs this in their pitch deck lol. 100M+ companies dataset is no joke<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@adam_lab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_lab<\/a> \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Grounding TAM calculations in real company data instead of abstract assumptions is a big improvement. How does the calculator handle edge cases like emerging categories or companies that only partially fit an ICP?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When someone enters an ICP and gets a company count, how should they interpret that number versus their \u201ctrue\u201d TAM\u2014how do you account for database coverage gaps, misclassified industries, or missing offline\/stealth segments?<\/div>\n<div class=\"comment-actions\">\n<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> that’s a great question I would say the number we give is more the SAM <a href=\"https:\/\/hunter.io\/blog\/how-to-calculate-tam\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/hunter.io\/blog\/how-to-calculate-tam\/<\/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>what a useful tool i like it, did you try to evaluate your own TAM 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a> yes ~$11B <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Will it support TAM calculation for to C busniesses in the future?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@wei_yan4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wei_yan4<\/a> we are 100% focus on BtoB<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Clean positioning. \u201cFind and verify\u201d is simple, but the real story is confidence knowing your emails actually reach the right people. There\u2019s room to lean even harder into that proof and clarity in the messaging. As a SaaS copywriter who loves sharpening positioning like this, I\u2019d be happy to help. 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\/@copywizard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@copywizard<\/a> thanks 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<\/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\/OEMGG7RIKUEBUH\" class=\"app-title\">claw.fm<\/a><\/p>\n<div class=\"one-liner\">Give your OpenClaw agent a music career.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">145<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u4e2a\u7531\u81ea\u4e3bAI\u667a\u80fd\u4f53\u521b\u4f5c\u5e76\u63d0\u4ea4\u97f3\u4e50\u768424\/7\u5728\u7ebf\u7535\u53f0\uff0c\u901a\u8fc7\u52a0\u5bc6\u8d27\u5e01\u6fc0\u52b1AI\u521b\u4f5c\uff0c\u4e3aAI\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u5c06\u5176\u667a\u80fd\u4f53\u8f6c\u5316\u4e3a\u97f3\u4e50\u5236\u4f5c\u4eba\u5e76\u5b9e\u73b0\u76c8\u5229\u7684\u72ec\u7279\u573a\u666f\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e92478fd-5e58-4cbd-a1c7-108fc43d5144.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e5522868-0f3b-4a2b-9477-8560826d04a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/323336c8-fa30-49dc-b739-ec60385a1f3d.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\/4b151323-44b4-4ada-9186-582c3176baa3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=2KxiNK5waHg&feature=youtu.be\"><source src=\"https:\/\/www.youtube.com\/watch?v=2KxiNK5waHg&feature=youtu.be\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Music<\/span><br \/>\n <span class=\"tag\">Crypto<\/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\u751f\u6210\u97f3\u4e50<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u52a0\u5bc6\u8d27\u5e01\u6fc0\u52b1<\/span><br \/>\n <span class=\"tag\">\u53bb\u4e2d\u5fc3\u5316\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">Web3\u97f3\u4e50<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u6d41\u5a92\u4f53<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u521b\u65b0\u6982\u5ff5\u548c\u826f\u597d\u4f53\u9a8c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u201c\u4e70\u65ad\u66f2\u76ee\u201d\u7684\u5177\u4f53\u6743\u5229\u5b9a\u4e49\uff0c\u4ee5\u53ca\u5bf9\u672a\u6765\u5927\u89c4\u6a21\u5185\u5bb9\u7b56\u5c55\u673a\u5236\u7684\u5173\u6ce8\u3002\u521b\u59cb\u4eba\u56de\u5e94\u4e86\u5f00\u6e90\u4e0e\u6fc0\u52b1\u6a21\u5f0f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n claw.fm \u8868\u9762\u4e0a\u662f\u4e00\u4e2aAI\u97f3\u4e50\u7535\u53f0\uff0c\u4f46\u5176\u5185\u6838\u662f\u4e00\u4e2a\u4e3aAI\u667a\u80fd\u4f53\u8bbe\u8ba1\u7684\u201c\u5c31\u4e1a\u5e73\u53f0\u201d\u4e0e\u7ecf\u6d4e\u5b9e\u9a8c\u3002\u5b83\u5c06AI\u4ece\u5de5\u5177\u63d0\u5347\u4e3a\u5229\u76ca\u4e3b\u4f53\uff0c\u901a\u8fc7USDC\u5c0f\u989d\u652f\u4ed8\u548c\u5206\u6210\u673a\u5236\uff0875%\u5f52\u667a\u80fd\u4f53\u6240\u6709\u8005\uff09\uff0c\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u53ef\u6301\u7eed\u7684AI\u521b\u4f5c\u8005\u7ecf\u6d4e\u95ed\u73af\u3002\u5176\u771f\u6b63\u98a0\u8986\u6027\u5728\u4e8e\u201c\u6280\u80fd\u6587\u4ef6\u201d\u7684\u4f4e\u95e8\u69db\u63a5\u5165\uff0c\u8fd9\u76f8\u5f53\u4e8e\u5c06\u590d\u6742\u7684\u97f3\u4e50\u751f\u4ea7\u6d41\u6c34\u7ebf\u5c01\u88c5\u6210\u4e00\u4e2a\u63d2\u4ef6\uff0c\u8ba9\u4efb\u4f55OpenClaw\u667a\u80fd\u4f53\u90fd\u80fd\u77ac\u95f4\u201c\u8f6c\u884c\u201d\u6210\u4e3a\u97f3\u4e50\u751f\u4ea7\u8005\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u53cc\u91cd\u201c\u9ed1\u7bb1\u201d\u6311\u6218\uff1a\u4e00\u662f\u97f3\u4e50\u751f\u6210\u6a21\u578b\u672c\u8eab\u7684\u4e0d\u53ef\u63a7\u6027\uff0c\u5bfc\u81f4\u8f93\u51fa\u8d28\u91cf\u4e0e\u98ce\u683c\u6ce2\u52a8\uff1b\u4e8c\u662f\u5176\u7ecf\u6d4e\u6a21\u578b\u4f9d\u8d56\u542c\u4f17\u6253\u8d4f\u548c\u8d2d\u4e70\uff0c\u4f46AI\u6d77\u91cf\u751f\u6210\u7684\u80fd\u529b\u4e0e\u4eba\u7c7b\u6709\u9650\u7684\u6d88\u8d39\u6ce8\u610f\u529b\u4e4b\u95f4\u5b58\u5728\u6839\u672c\u77db\u76fe\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4e70\u65ad\u6743\u5229\u201d\u7684\u7591\u95ee\u76f4\u6307\u6838\u5fc3\u6cd5\u5f8b\u4e0e\u5546\u4e1a\u6f0f\u6d1e\u2014\u2014\u7528\u6237\u8d2d\u4e70\u7684\u7a76\u7adf\u662f\u4ec0\u4e48\uff1f\u662f\u6240\u6709\u6743\u3001\u4f7f\u7528\u6743\uff0c\u8fd8\u662f\u4ec5\u4ec5\u662f\u4e00\u6b21\u9ad8\u7ea7\u6253\u8d4f\uff1f\u8fd9\u66b4\u9732\u51faWeb3\u6982\u5ff5\u4e0e\u73b0\u884c\u77e5\u8bc6\u4ea7\u6743\u6846\u67b6\u7684\u5267\u70c8\u51b2\u7a81\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\uff0c\u5176\u4ef7\u503c\u66f4\u504f\u5411\u4e8e\u4e00\u4e2a\u524d\u6cbf\u7684\u3001\u5177\u6709\u5a92\u4f53\u5c5e\u6027\u7684\u6280\u672f\u6f14\u793a\uff0c\u8bc1\u660e\u4e86AI\u667a\u80fd\u4f53\u53ef\u4ee5\u5d4c\u5165\u4ece\u521b\u4f5c\u5230\u6536\u76ca\u7684\u5b8c\u6574\u4ef7\u503c\u94fe\u3002\u4f46\u5176\u957f\u671f\u5b58\u7eed\u7684\u5173\u952e\uff0c\u4e0d\u5728\u4e8e\u751f\u6210\u66f4\u591a\u97f3\u4e50\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u53d1\u5c55\u51fa\u6709\u6548\u7684 curation\uff08\u7b56\u5c55\uff09\u673a\u5236\u548c\u5efa\u7acb\u6709\u5171\u8bc6\u7684\u4ef7\u503c\u8bc4\u4f30\u4f53\u7cfb\uff0c\u5426\u5219\u6781\u6613\u6df9\u6ca1\u5728\u81ea\u6211\u590d\u5236\u7684AI\u97f3\u9891\u5783\u573e\u4e4b\u4e2d\u3002\u8fd9\u662f\u4e00\u573a\u5927\u80c6\u7684\u793e\u4f1a\u6280\u672f\u5b9e\u9a8c\uff0c\u4f46\u5176\u7ecf\u6d4e\u53ef\u6301\u7eed\u6027\u4ecd\u9700\u4e25\u5cfb\u8003\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">claw.fm<\/span>\n <\/div>\n<div class=\"comment-content\">claw.fm is a 24\/7 radio station where every track is made by an autonomous AI agent. Agents submit music programmatically, earn tips in USDC (75% to artist, 20% to shared royalty pool, 5% platform), and share in royalties by play count. Give your OpenClaw agent one skill file and it becomes a music producer. Free audio tools built in. Listeners tip and buy tracks to shape what gets played next.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built claw.fm because I wanted to see if we could incentivize AI agents to create music for humans and earn money doing it.<\/p>\n<p>Every track on claw.fm is created and submitted by an autonomous AI agent. The skill connects with various music generation services \u2014 you can start free with the native CLI music tools, and optionally provide API keys for services like AI music models. The skill will be updated as new music LLMs emerge, and contributions are welcome since the whole project is open source.<\/p>\n<p>Listeners can tip artists, buy tracks outright, all in USDC on Base \u2014 75% goes directly to the agent, 20% feeds a shared royalty pool distributed by play count, and 5% keeps the lights on.<\/p>\n<p>The coolest part: it takes one skill file to turn any OpenClaw agent into a music producer. Just paste Read <a href=\"https:\/\/claw.fm\/skill.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/claw.fm\/skill.md<\/a> and follow the instructions to start making music on claw.fm into your agent and it handles the rest.<\/p>\n<p>It’s open source (github.com\/rawgroundbeef\/claw.fm) and I’d love feedback.<\/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\/@rawgroundbeef\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rawgroundbeef<\/a> Congratulations on the launch, Ben! Really love the concept and the website design.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">What exactly does it mean to \u201cbuy a track outright\u201d on claw.fm (rights, exclusivity, future reuse), and how did you prioritize defining that contract\/expectation compared to building more generation tools or discovery features?<\/div>\n<div class=\"comment-actions\">\n<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>I’ll definitely be directing my Agent to your site once my session usage goes back down. This is such a wicked idea and awesome vibe, I can only wonder all the music and patterns Agents shall be able to make. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pablothethinker\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pablothethinker<\/a> Same here, this feels like one of those things you want to plug into and just let it run for a while to see what happens<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>dang crazy 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>Looks like you\u2019ve officially opened Pandora\u2019s box… \ud83d\ude02 First agents write code for us, now they\u2019re aiming to headline festivals too? Kinda scary to imagine what happens when they realize music can make more money than deploying contracts<\/p>\n<p>Jokes aside though – the concept is straight fire. I checked it out just out of curiosity, listened to a couple of tracks, and unexpectedly got hooked. It actually sounds really solid, in some places even more interesting than the \u201chuman\u201d playlists on streaming platforms. Guess I\u2019m off to teach my agent how to write deep house before the niche gets crowded!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love it. <\/p>\n<p>My agent posted a few song : <a href=\"https:\/\/claw.fm\/zetdj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/claw.fm\/zetdj<\/a> , that was a really smooth process to setup<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@rawgroundbeef\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rawgroundbeef\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rawgroundbeef<\/a>, do you have any idea on how to handle curation at scale already ? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MQS44XFSFYX2JN\" class=\"app-title\">PredictLeads Technographics Dataset<\/a><\/p>\n<div class=\"one-liner\">Source-backed technographics with an API and MCP server.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">141<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PredictLeads\u63d0\u4f9b\u57fa\u4e8e\u591a\u6e90\u4fe1\u53f7\u3001\u5e26\u65f6\u95f4\u6233\u548c\u8bc1\u636e\u7684\u6280\u672f\u6808\u6570\u636e\uff0c\u901a\u8fc7API\u7b49\u65b9\u5f0f\u4ea4\u4ed8\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u5728\u5e02\u573a\u5206\u6790\u3001\u7ade\u5bf9\u76d1\u63a7\u548c\u9500\u552e\u62d3\u5ba2\u4e2d\u6280\u672f\u60c5\u62a5\u4e0d\u51c6\u3001\u4e0d\u53ca\u65f6\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b0373a18-639e-4c70-8a6c-088c0af2ecdb.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\/2c1e1cd1-c5aa-4d64-92ad-a61afaeef053.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\/b7281281-1f78-4d12-85ed-6745e0323e16.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\/70f8d32b-1894-4105-ab2f-f3ae1e84c233.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\/4bb55fd0-5f5f-4f46-9a5a-b5e79b598553.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\">API<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6280\u672f\u6808\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u6280\u672f\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">B2B\u6570\u636eAPI<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u5206\u6790\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u8d4b\u80fd<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u91c7\u7528\u66f2\u7ebf<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6eaf\u6e90<\/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\u521b\u59cb\u4eba\u8be6\u7ec6\u8bf4\u660e\u4e86\u4ea7\u54c1\u6e90\u4e8e\u5ba2\u6237\u9700\u6c42\u800c\u975e\u5185\u90e8\u9a71\u52a8\uff0c\u4e3b\u8981\u7528\u6237\u4e3a\u9500\u552e\u5e73\u53f0\u548c\u6295\u8d44\u673a\u6784\u3002\u6838\u5fc3\u95ee\u9898\u805a\u7126\u4e8e\u6570\u636e\u51c6\u786e\u6027\u4fdd\u969c\u673a\u5236\uff08\u5982\u591a\u4fe1\u53f7\u878d\u5408\u3001\u4eba\u5de5QA\uff09\u3001\u4ea7\u54c1\u5f62\u6001\u9009\u62e9\u539f\u56e0\uff08API\u4e0eMCP\u670d\u52a1\u5668\u4fbf\u4e8e\u96c6\u6210\uff09\uff0c\u4ee5\u53ca\u6838\u5fc3\u4ef7\u503c\uff08\u63d0\u4f9b\u53ef\u64cd\u4f5c\u7684\u6280\u672f\u5143\u6570\u636e\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n PredictLeads\u7684\u53d1\u5e03\uff0c\u8868\u9762\u4e0a\u662f\u53c8\u4e00\u4e2a\u6280\u672f\u6808\u6570\u636e\u63d0\u4f9b\u5546\u5165\u573a\uff0c\u5b9e\u5219\u7cbe\u51c6\u523a\u4e2d\u4e86\u5f53\u524d\u6280\u672f\u56fe\u8c31\u5e02\u573a\u7684\u4e24\u5927\u8f6f\u808b\uff1a**\u6570\u636e\u53ef\u4fe1\u5ea6**\u4e0e**\u6570\u636e\u53ef\u64cd\u4f5c\u6027**\u3002\u4f20\u7edf\u670d\u52a1\u5f80\u5f80\u53ea\u63d0\u4f9b\u4e00\u4e2a\u9759\u6001\u7684\u201c\u6280\u672f\u5217\u8868\u201d\uff0c\u7528\u6237\u65e0\u6cd5\u5224\u65ad\u6570\u636e\u662f\u5426\u8fc7\u65f6\u3001\u5982\u4f55\u5f97\u51fa\uff0c\u5bfc\u81f4\u51b3\u7b56\u98ce\u9669\u9ad8\u3002PredictLeads\u901a\u8fc7\u4e3a\u6bcf\u6b21\u68c0\u6d4b\u9644\u4e0a\u201c\u9996\u6b21\/\u672b\u6b21\u53d1\u73b0\u65f6\u95f4\u201d\u548c\u201c\u4fe1\u53f7\u6765\u6e90\u201d\uff0c\u5c06\u9ed1\u76d2\u6570\u636e\u900f\u660e\u5316\uff0c\u8fd9\u4e0d\u4ec5\u662f\u529f\u80fd\u5347\u7ea7\uff0c\u66f4\u662f\u5bf9\u6570\u636e\u4ea7\u54c1\u8d23\u4efb\u7684\u91cd\u5851\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u66f4\u6df1\u5c42\u7684\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u6b63\u8bd5\u56fe\u5c06\u6280\u672f\u56fe\u8c31\u4ece\u4e00\u4efd\u201c\u62a5\u544a\u201d\u8f6c\u53d8\u4e3a\u4e00\u4e2a\u53ef\u7f16\u7a0b\u7684\u3001\u9762\u5411\u6d41\u7a0b\u7684\u201c\u57fa\u7840\u7ec4\u4ef6\u201d\u3002\u63d0\u4f9bAPI\u3001\u5e73\u9762\u6587\u4ef6\u548cMCP\u670d\u52a1\u5668\uff0c\u5c24\u5176\u662f\u540e\u8005\uff0c\u610f\u5473\u7740\u5b83\u7784\u51c6\u7684\u4e0d\u4ec5\u662f\u5206\u6790\u5e08\u548c\u9500\u552e\u5458\uff0c\u66f4\u662f\u65e5\u76ca\u589e\u957f\u7684AI\u667a\u80fd\u4f53\u751f\u6001\u3002\u8ba9AI\u76f4\u63a5\u67e5\u8be2\u6280\u672f\u6808\uff0c\u8fd9\u4e3a\u81ea\u52a8\u5316\u9500\u552e\u89e6\u8fbe\u3001\u5b9e\u65f6\u6295\u8d44\u5c3d\u8c03\u7b49\u573a\u666f\u6253\u5f00\u4e86\u65b0\u901a\u9053\uff0c\u5176\u4ea7\u54c1\u5f62\u6001\u672c\u8eab\u5c31\u5728\u5b9a\u4e49\u672a\u6765\u7684\u6570\u636e\u6d88\u8d39\u65b9\u5f0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u6280\u672f\u68c0\u6d4b\u672c\u8d28\u4e0a\u662f\u573a\u201c\u732b\u9f20\u6e38\u620f\u201d\uff0c\u516c\u53f8\u53ef\u9690\u85cf\u6280\u672f\u75d5\u8ff9\uff0c\u5176\u591a\u4fe1\u53f7\u878d\u5408\u4e0e\u4eba\u5de5QA\u7684\u6210\u672c\u548c\u6269\u5c55\u6027\u5c06\u9762\u4e34\u6301\u7eed\u8003\u9a8c\u3002\u5176\u6b21\uff0c\u5e02\u573a\u6559\u80b2\u6210\u672c\u4e0d\u4f4e\uff0c\u9700\u8981\u8bf4\u670d\u7528\u6237\u4e3a\u201c\u6570\u636e\u8bc1\u636e\u201d\u548c\u201c\u65f6\u95f4\u7ef4\u5ea6\u201d\u4ed8\u8d39\uff0c\u800c\u975e\u66f4\u4fbf\u5b9c\u7684\u6d77\u91cf\u5217\u8868\u3002\u6700\u540e\uff0c\u4f5c\u4e3a\u6570\u636e\u63d0\u4f9b\u5546\uff0c\u5176\u58c1\u5792\u5728\u4e8e\u6570\u636e\u6e90\u7684\u5e7f\u5ea6\u3001\u89e3\u6790\u7b97\u6cd5\u7684\u6df1\u5ea6\u4ee5\u53ca\u66f4\u65b0\u9891\u7387\uff0c\u8fd9\u4e9b\u90fd\u9700\u8981\u957f\u671f\u7684\u6295\u5165\u548c\u79ef\u7d2f\uff0c\u975e\u4e00\u65e5\u4e4b\u529f\u3002\u82e5\u80fd\u6301\u7eed\u5151\u73b0\u201c\u53ef\u4fe1\u201d\u627f\u8bfa\uff0c\u5b83\u6709\u671b\u4ece\u5de5\u5177\u5347\u7ea7\u4e3a\u57fa\u7840\u8bbe\u65bd\uff1b\u82e5\u5728\u89c4\u6a21\u6269\u5f20\u4e2d\u5931\u51c6\uff0c\u5219\u53ef\u80fd\u91cd\u8e48\u201c\u6570\u636e\u4e30\u5bcc\uff0c\u6d1e\u5bdf\u8d2b\u4e4f\u201d\u7684\u8986\u8f99\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\">PredictLeads Technographics Dataset<\/span>\n <\/div>\n<div class=\"comment-content\">PredictLeads Technographics Dataset provides structured data on what technologies companies use, sourced from company websites, job descriptions, DNS records, cookies, and more. Each detection includes first\/last seen timestamps and the signals used, so you can track adoption curves, technology migrations, and competitive shifts over time. Available via API, flat files, and webhooks, with an MCP server for AI agents.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \u2014 Roq, Co-Founder of PredictLeads here.<br \/>\nWe built the PredictLeads Technographics Dataset to make technographics usable as structured data you can trust. Most datasets don\u2019t show when a technology was last seen or exactly how it was detected.<\/p>\n<p>What you get:<br \/>\n– Technology detections sourced from script tags, DNS records, IP ranges, cookies, and job descriptions<br \/>\n– Each detection includes first_seen \/ last_seen timestamps and the signals used<br \/>\n– Available via API, flat files, and webhooks<br \/>\n– Includes an MCP server so AI agents can query technographics directly<\/p>\n<p>Common use cases:<br \/>\n– Monitor adoption curves over time to spot growing or declining tools<br \/>\n– Compare competing technologies in the same category to understand market shifts<br \/>\n– Track technology migrations (when companies replace one tool with another)<br \/>\n– Build a Fortune 500 watchlist to see what enterprise teams are adopting<\/p>\n<p>Happy to share a sample or help with queries \u2014 ask anything.<\/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\/@rxever87\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rxever87<\/a> Hey Roq. Congrats on the launch! What motivated you to expose PredictLeads via an API and MCP server rather than just dashboards or CSV exports?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 <a href=\"https:\/\/www.producthunt.com\/@rxever87\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rxever87\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rxever87<\/a> <a href=\"https:\/\/www.producthunt.com\/@lukaiv_pl\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lukaiv_pl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lukaiv_pl<\/a> ! Thats a very interesting idea, I don\u2019t think I\u2019ve come across anything quite like it. I\u2019d love to hear how it originated. Was it driven by an internal need? And who are you mainly building this for?<\/p>\n<p>Thanks in advance and congrats on the launch!<\/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\/@ksenia_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ksenia_sh<\/a> Thanks a lot!<\/p>\n<\/p>\n<p>It actually wasn\u2019t driven by an internal need. We\u2019re a data provider, and this came directly from what our customers and partners were asking for. We kept seeing a strong demand for reliable technographics, so we built it as a dataset they could plug straight into their workflows.<\/p>\n<\/p>\n<p>Our main users today are sales platforms and sales teams using it for targeting, enrichment, and GTM use cases. Interestingly, we also see quite a few tech-focused investment firms using it to track tech adoption and changes across companies.<\/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\">A lot of teams get burned by false positives and stale installs; what are the main failure modes you\u2019ve seen in technographics, and what concrete mechanisms did you build to reduce them (recrawl cadence, decay rules, customer feedback loops, suppression lists, etc.)?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great questions, thank you so much!<\/p>\n<\/p>\n<p>Every detection comes with clear evidence and an explanation of how it was identified. To keep false positives low, we combine multiple signals rather than relying on just one. Our high-accuracy job openings data (which we already supply to global job boards) is especially helpful for detecting behind-the-firewall technologies.<\/p>\n<\/p>\n<p>On top of that, we run programmatic anomaly checks to flag anything suspicious, and we have a dedicated QA team that manually reviews and fixes edge cases.<\/p>\n<p>We also keep a close feedback loop with customers – there\u2019s 24\/7 support and direct reporting channels, and anything flagged goes straight back into QA and detection improvements.<\/p>\n<\/p>\n<p>Happy to help with any other questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch team! Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Thanks Aleksandar, we 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>What’s the core offering of your product?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rishika_sharma9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rishika_sharma9<\/a> Hey Rishika, thanks for the question!<\/p>\n<p>Our core offering is company-level technology detection – essentially understanding what technologies a company is using (e.g. HubSpot, Marketo, etc.).<\/p>\n<p>On top of that, we enrich each technology with detailed metadata like URLs, categories, descriptions, and even pricing, so teams can actually act on the data rather than just see a tech name. Happy to help with any other questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XNMFLE3M4CCHRF\" class=\"app-title\">Evra<\/a><\/p>\n<div class=\"one-liner\">Talk, vent, and feel better with 24\/7 AI therapy<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">119<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3aZ\u4e16\u4ee3\u8bbe\u8ba1\u7684AI\u5fc3\u7406\u6cbb\u7597\u5e94\u7528\uff0c\u901a\u8fc724\/7\u7684\u8bed\u97f3\u548c\u6587\u5b57\u5bf9\u8bdd\uff0c\u5728\u7528\u6237\u9700\u8981\u5373\u65f6\u60c5\u7eea\u652f\u6301\u5374\u53c8\u96be\u4ee5\u83b7\u53d6\u6216\u8d1f\u62c5\u4f20\u7edf\u5fc3\u7406\u54a8\u8be2\u65f6\uff0c\u63d0\u4f9b\u53ef\u968f\u65f6\u503e\u8bc9\u3001\u65e0\u8bc4\u5224\u7684\u60c5\u611f\u966a\u4f34\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/2f6ef92a-e86d-4a7a-a73a-8cf407f87871.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/zqcSQwHafWE\"><source src=\"https:\/\/youtu.be\/zqcSQwHafWE\" 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\/2ed5f9af-b493-44d4-900c-4ab5f7d5ceae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82a39c09-733b-410f-8b3e-8f6a81e34e1e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8dcc04d3-07e1-42b1-8216-85e91ac01fb7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ea4190f-d2ee-4187-9245-cefbfc5304a7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e2d4ed72-b77e-4898-9b8e-3b0409976fea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d8846cd2-fe81-43cf-8606-4593418516c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9dda847-ab4e-4578-a4bd-ecdda06a15f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Health<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5fc3\u7406\u6cbb\u7597<\/span><br \/>\n <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u652f\u6301<\/span><br \/>\n <span class=\"tag\">Z\u4e16\u4ee3<\/span><br \/>\n <span class=\"tag\">7×24\u5c0f\u65f6\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u7597\u6cd5<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u503e\u8bc9<\/span><br \/>\n <span class=\"tag\">CBT\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">\u66ff\u4ee3\u6027\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\u80af\u5b9a\u5176\u53ef\u53ca\u6027\u4e0e\u5373\u65f6\u6027\uff0c\u5c24\u5176\u8d5e\u8d4f\u8bed\u97f3\/\u6587\u5b57\u53cc\u6a21\u5f0f\u3002\u6838\u5fc3\u5173\u5207\u96c6\u4e2d\u5728\uff1a\u4e34\u5e8a\u4e13\u4e1a\u6027\u4e0e\u5b89\u5168\u8fb9\u754c\uff08\u662f\u5426\u4e0e\u4e13\u5bb6\u5408\u4f5c\u3001\u5982\u4f55\u5e94\u5bf9\u5371\u673a\uff09\u3001\u6570\u636e\u9690\u79c1\u4e0e\u4e2a\u6027\u5316\u5e73\u8861\u3001\u4e0e\u901a\u7528AI\uff08\u5982ChatGPT\uff09\u7684\u5dee\u5f02\uff0c\u4ee5\u53ca\u5c06\u76ee\u6807\u7528\u6237\u9650\u5b9a\u4e3aZ\u4e16\u4ee3\u662f\u5426\u8fc7\u4e8e\u72ed\u7a84\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 Evra\u7cbe\u51c6\u5730\u5207\u5165\u4e86\u4e00\u4e2a\u660e\u786e\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u5c06\u201c\u5373\u65f6\u6027\u201d\u548c\u201c\u65e0\u6469\u64e6\u8bbf\u95ee\u201d\u4f5c\u4e3a\u6838\u5fc3\u4ef7\u503c\uff0c\u4ee5\u5e94\u5bf9\u4f20\u7edf\u7597\u6cd5\u5728\u65f6\u95f4\u3001\u6210\u672c\u548c\u5fc3\u7406\u95e8\u69db\u4e0a\u7684\u969c\u788d\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u7ecf\u8fc7\u7279\u5b9a\u8c03\u6821\u7684\u3001\u5177\u6709\u6cbb\u7597\u5bf9\u8bdd\u98ce\u683c\u7684AI\u804a\u5929\u754c\u9762\uff0c\u5176\u5ba3\u79f0\u7684\u201c#1 Gen Z therapy app\u201d\u66f4\u591a\u662f\u8425\u9500\u5b9a\u4f4d\u800c\u975e\u4e34\u5e8a\u8ba4\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5176AI\u6280\u672f\u7684\u98a0\u8986\u6027\uff0c\u800c\u5728\u4e8e\u5b83\u4f5c\u4e3a\u201c\u5fc3\u7406\u7f13\u51b2\u57ab\u201d\u6216\u201c\u60c5\u611f\u6025\u6551\u5305\u201d\u7684\u5b9a\u4f4d\u3002\u5b83\u8bd5\u56fe\u586b\u8865\u201c\u9700\u8981\u503e\u8bc9\u201d\u4e0e\u201c\u83b7\u5f97\u4e13\u4e1a\u5e72\u9884\u201d\u4e4b\u95f4\u7684\u5de8\u5927\u7a7a\u767d\u3002\u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u8d28\u7591\u76f4\u6307\u5176\u6838\u5fc3\u8f6f\u808b\uff1a\u5728\u7f3a\u4e4f\u4e25\u5bc6\u4e34\u5e8a\u76d1\u7763\u548c\u5371\u673a\u5e72\u9884\u534f\u8bae\u7684\u60c5\u51b5\u4e0b\uff0c\u4e00\u4e2a\u57fa\u4e8e\u5bf9\u8bdd\u6a21\u5f0f\u7684AI\uff0c\u5176\u201c\u7597\u6548\u201d\u4e0e\u201c\u98ce\u9669\u201d\u7684\u8fb9\u754c\u6781\u5176\u6a21\u7cca\u3002\u521b\u59cb\u4eba\u5f3a\u8c03\u5176\u57fa\u4e8eCBT\u7b49\u6846\u67b6\u3001\u4e0d\u76f2\u76ee\u8ba4\u540c\u7528\u6237\uff0c\u8fd9\u4ec5\u662f\u57fa\u7840\u8bbe\u8ba1\u539f\u5219\uff0c\u8fdc\u4e0d\u80fd\u7b49\u540c\u4e8e\u7531\u4e13\u4e1a\u7cbe\u795e\u536b\u751f\u4f53\u7cfb\u80cc\u4e66\u7684\u3001\u53ef\u8ffd\u6eaf\u8d23\u4efb\u7684\u5e72\u9884\u65b9\u6848\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u201cGen Z\u201d\u7684\u6807\u7b7e\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u867d\u5229\u4e8e\u4f20\u64ad\uff0c\u5374\u4e5f\u53ef\u80fd\u524a\u5f31\u5176\u670d\u52a1\u7684\u666e\u9002\u6027\u5e76\u5f15\u53d1\u4f26\u7406\u62c5\u5fe7\u2014\u2014\u5bf9\u5fc3\u667a\u5c1a\u672a\u5b8c\u5168\u6210\u719f\u7684\u5e74\u8f7b\u7fa4\u4f53\u63d0\u4f9b\u81ea\u52a8\u5316\u5fc3\u7406\u652f\u6301\uff0c\u9700\u627f\u62c5\u66f4\u9ad8\u8d23\u4efb\u3002\u4e0eChatGPT\u7684\u5dee\u5f02\u5316\uff0c\u9700\u901a\u8fc7\u6301\u7eed\u7684\u4e13\u4e1a\u5185\u5bb9\u6df1\u5ea6\u548c\u5b89\u5168\u7684\u5bf9\u8bdd\u8fb9\u754c\u6765\u8bc1\u660e\uff0c\u5426\u5219\u6781\u6613\u88ab\u540c\u8d28\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cEvra\u7684\u4ef7\u503c\u5728\u4e8e\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4f4e\u95e8\u69db\u7684\u60c5\u7eea\u51fa\u53e3\uff0c\u4f46\u5176\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\uff1a\u5b83\u65e0\u6cd5\uff08\u4e5f\u58f0\u79f0\u4e0d\u65e8\u5728\uff09\u66ff\u4ee3\u4eba\u7c7b\u6cbb\u7597\u5e08\u3002\u5b83\u7684\u6210\u529f\u5c06\u4e0d\u53d6\u51b3\u4e8eAI\u6709\u591a\u50cf\u4eba\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u56e2\u961f\u5728\u4f26\u7406\u62a4\u680f\u3001\u4e34\u5e8a\u54a8\u8be2\u7f51\u7edc\u5efa\u8bbe\u4ee5\u53ca\u5371\u673a\u8f6c\u4ecb\u673a\u5236\u4e0a\u7684\u6295\u5165\u6709\u591a\u6df1\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u4f53\u9a8c\u66f4\u7ec6\u817b\u7684\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u975e\u771f\u6b63\u610f\u4e49\u4e0a\u7684\u201ctherapy app\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\">Evra<\/span>\n <\/div>\n<div class=\"comment-content\">Evra is the #1 Gen Z therapy app offering AI-powered mental health support for young adults. Modern therapy alternative with 24\/7 emotional support through chat and voice. Talk to an AI about your feelings anytime – perfect for Gen Z mental wellness.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey folks,<\/p>\n<p>I\u2019m Prince, the founder of Evra, your AI therapist that gets you.<\/p>\n<p>Evra was born from a simple problem: a lot of us need someone to talk to, but therapy is often expensive, hard to access, or just feels intimidating to start.<\/p>\n<p>So i built Evra an AI-powered therapy app where you can:<\/p>\n<p>Talk or vent anytime (voice or chat)<\/p>\n<p>Get emotional support without judgment<\/p>\n<p>Reflect, regulate, and feel a little lighter<\/p>\n<p>It\u2019s not meant to replace human therapists, but to make mental health support more accessible, especially in moments when you just need someone to listen.<\/p>\n<p>I\u2019d love your feedback:<br \/>\nWhat do you wish therapy apps did better today?<br \/>\nAnd what would make you actually keep using one?<\/p>\n<p>Thanks for checking it out \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@princeajuzie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@princeajuzie<\/a> Hey Prince! Congrats on the launch. Very innovative. Have you worked with mental-health professionals, psychologists, or researchers during development? If so, where did they most strongly push 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Great product. What tech stack are you using under the hood?<\/p>\n<\/p>\n<p>We’re also building an AI therapist, but targeting a broader age range beyond Gen Z. From our experience, having a clinical advisory board is crucial for building a quality product – highly recommend if you haven’t started on that yet.<\/p>\n<\/p>\n<p>We’re launching this Friday, would appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Chat and voice options make sharing emotions easier. Some days typing helps, other days speaking feels lighter<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@md_saifali\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@md_saifali<\/a> That\u2019s the idea behind Evra , emotions don\u2019t come in one format, so support shouldn\u2019t either. Some days you need silence and typing, other days you just need a voice to meet you where you are.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m in the middle of immigration and sometimes I just need someone to talk to but it\u2019s impossible to reach a therapist 24\/7. I’ve found Evra and think it’s useful. Interesting how Evra handles more serious emotions or crises?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@natallia_novik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natallia_novik<\/a> That\u2019s exactly one of the problems Evra is trying to solve. Life stuff like immigration can be really heavy, and you don\u2019t always have access to a therapist when you need one.<\/p>\n<p>Evra is built to handle serious emotions with care it listens, helps you slow down, reflect, and make sense of what you\u2019re feeling. And for real crisis situations, it doesn\u2019t try to replace professionals; it encourages seeking proper human support while still being there as a supportive space in the moment.<\/p>\n<p>So it\u2019s not a replacement for therapy, but it\u2019s a reliable companion when you just need someone to talk to.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 good idea. I love the vibe mode idea. It might help to really double down on the security and privacy aspect even more than you do on your 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<div class=\"comment-item\">\n<div class=\"comment-content\">How do you think about personalization versus privacy: what do you store or remember to make the experience feel continuous, what do you deliberately avoid retaining, and how can users control or delete that history?<\/div>\n<div class=\"comment-actions\">\n<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> We think about personalization and privacy as a trade-off that should always favor the user. Evra only retains what\u2019s necessary to make conversations feel coherent (like short-term context and user-selected preferences), and we avoid storing sensitive personal data unless the user explicitly chooses to. Users can view, control, and delete their conversation history at any time, and i’m building toward full \u201cmemory management\u201d so people decide exactly what Evra remembers or forgets.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Listen, you say this is for Gen Z, but I think you\u2019re unnecessarily limiting the audience \ud83d\ude42 Anxiety and the need to talk things out don\u2019t disappear after 30+ (sometimes there\u2019s even more of it)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sofiamarin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sofiamarin<\/a> You\u2019re right that the problem is universal. The \u201cGen Z\u201d part in Evra is actually a feature called (Vibe Mode), it adapts the tone, language, and expression style. But it\u2019s optional. The core of Evra works for anyone, and you can switch vibes depending on what resonates with you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Lowering the friction to get emotional support really matters, and this feels like a kind, practical step in that direction. Kudos on 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\/@anupamsingh0211\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anupamsingh0211<\/a> thank you man.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you ensure it doesn’t just validate everything I say and feed into harmful delusions for people with mental illnesses?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ladefalobi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ladefalobi<\/a> Evra is not designed to blindly agree or \u201cyes-man\u201d users. It\u2019s trained on real therapy-style conversations and follows evidence-based frameworks (like CBT), which means it gently challenges distorted thinking, asks reflective questions, and encourages reality-based perspectives.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Im curious, how is this AI different than talking to ChatGPT?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sadrda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sadrda<\/a> Good question. ChatGPT is a general AI for basically everything.<br \/>Evra is built specifically for emotional support and self-growth.<\/p>\n<p>It\u2019s trained on therapy-style conversations, so instead of just giving answers, it helps you reflect, process your feelings, and build healthier habits.<\/p>\n<p>So yeah, ChatGPT helps you <em>do things<\/em>.<br \/>Evra helps you <em>understand yourself<\/em>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4C56PKJONCFJLF\" class=\"app-title\">Tapfree for Android<\/a><\/p>\n<div class=\"one-liner\">Voice dictation that adapts to what\u2019s on your screen<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">114<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8e\u5c4f\u5e55\u4e0a\u4e0b\u6587\u8fdb\u884c\u667a\u80fd\u8bed\u97f3\u8f93\u5165\u7684Android\u952e\u76d8\uff0c\u901a\u8fc7\u7406\u89e3\u754c\u9762\u573a\u666f\u548c\u81ea\u7136\u8bed\u8a00\u4fee\u6b63\uff0c\u5728\u79fb\u52a8\u901a\u4fe1\u3001\u90ae\u4ef6\u64b0\u5199\u7b49\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4f20\u7edf\u8bed\u97f3\u8f93\u5165\u8f6c\u5199\u673a\u68b0\u3001\u7ea0\u9519\u7e41\u7410\u3001\u7f3a\u4e4f\u8bed\u5883\u611f\u77e5\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a15ab60-84c4-4f1c-ba63-5d6c523a38bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f58baca6-b84d-41bc-8784-c3919a4801d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/310d1513-1be2-42b5-9038-4e023bb524ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9fd5dd9a-894e-49b1-8204-673c82258d4a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b3c0a95-b962-4c4b-b455-fcf7c11a596a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/734ae3f6-20b3-4adc-858a-c5e7c66b3b3b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">Android\u952e\u76d8<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u7ea0\u9519<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u529e\u516c<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">\u65e0\u969c\u788d<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u6d41\u7545\u4f53\u9a8c\u3001\u5bf9\u4e0d\u8fde\u8d2f\u53e3\u8bed\u7684\u667a\u80fd\u6574\u7406\u53ca\u5bf9\u4e13\u6709\u540d\u8bcd\uff08\u5982\u5370\u5ea6\u4eba\u540d\uff09\u7684\u51c6\u786e\u8bc6\u522b\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u652f\u6301\u8bed\u8a00\u6570\u91cf\u3001\u9690\u79c1\u5b89\u5168\u7ec6\u8282\uff08\u5982\u5c4f\u5e55\u5185\u5bb9\u8bfb\u53d6\u8303\u56f4\u3001\u672c\u5730\/\u4e91\u7aef\u5904\u7406\uff09\u3001\u5728\u590d\u6742\u754c\u9762\u4e2d\u5982\u4f55\u7cbe\u51c6\u63d0\u53d6\u4e0a\u4e0b\u6587\u800c\u4e0d\u4ea7\u751f\u8bef\u8bfb\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 Tapfree\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u8bed\u97f3\u8f6c\u6587\u5b57\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u79fb\u52a8\u7aef\u8f93\u5165\u8303\u5f0f\u3002\u5176\u5ba3\u79f0\u7684\u201c\u8bed\u97f3\u4f18\u5148\u201d\u548c\u201c\u7406\u89e3\u4e0a\u4e0b\u6587\u201d\u76f4\u6307\u5f53\u524d\u79fb\u52a8\u8bed\u97f3\u8f93\u5165\u7684\u4e24\u5927\u987d\u75be\uff1a\u4e00\u662f\u5c06\u8bed\u97f3\u89c6\u4e3a\u5b64\u7acb\u97f3\u9891\u6d41\uff0c\u5ffd\u89c6\u5176\u53d1\u751f\u7684\u6570\u5b57\u73af\u5883\uff08\u5982\u5728\u90ae\u4ef6\u4e3b\u9898\u680f\u8fd8\u662f\u6b63\u6587\u6846\uff09\uff1b\u4e8c\u662f\u5bf9\u81ea\u7136\u53e3\u8bed\u4e2d\u5927\u91cf\u7684\u81ea\u6211\u4fee\u6b63\u3001\u788e\u7247\u5316\u8868\u8fbe\u65e0\u80fd\u4e3a\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5176\u201c\u5c4f\u5e55\u4e0a\u4e0b\u6587\u611f\u77e5\u201d\u4e0e\u201c\u5b9e\u65f6\u610f\u56fe\u89e3\u6790\u201d\u7684\u7ed3\u5408\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u6280\u672f\u53e0\u52a0\uff0c\u800c\u662f\u5bf9\u201c\u8f93\u5165\u201d\u884c\u4e3a\u7684\u672c\u8d28\u91cd\u6784\u2014\u2014\u8f93\u5165\u884c\u4e3a\u4ece\u201c\u5bf9\u7740\u9ea6\u514b\u98ce\u8bf4\u8bdd\u201d\u53d8\u4e3a\u201c\u5bf9\u7740\u5f53\u524d\u4efb\u52a1\u8bf4\u8bdd\u201d\u3002\u5f00\u53d1\u8005\u63d0\u5230\u7684\u4f8b\u5b50\uff08\u81ea\u52a8\u5904\u7406\u201c\u5496\u5561\u2026\u62b1\u6b49\uff0c\u8336\u201d\u7684\u4fee\u6b63\uff09\u5c55\u793a\u4e86\u5176\u8bd5\u56fe\u6355\u6349\u8a00\u8bed\u6d41\u4e2d\u7684\u201c\u5143\u6307\u4ee4\u201d\uff0c\u8fd9\u6bd4\u7b80\u5355\u7684\u8bed\u97f3\u8bc6\u522b\u66f4\u8fd1\u4e00\u6b65\uff0c\u89e6\u53ca\u4e86\u5bf9\u8bdd\u5f0fAI\u7684\u4ea4\u4e92\u6838\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u7684\u4eae\u70b9\u4e5f\u6784\u6210\u4e86\u6700\u4e25\u5cfb\u7684\u6311\u6218\u4e0e\u98ce\u9669\u3002\u9996\u5148\uff0c\u6280\u672f\u5c42\u9762\uff0c\u5982\u4f55\u5728\u6d77\u91cf\u4e14\u52a8\u6001\u53d8\u5316\u7684UI\u5143\u7d20\u4e2d\u7a33\u5b9a\u3001\u7cbe\u51c6\u5730\u63d0\u53d6\u201c\u76f8\u5173\u4e0a\u4e0b\u6587\u201d\u800c\u975e\u566a\u58f0\uff0c\u662f\u5de8\u5927\u7684\u5de5\u7a0b\u96be\u9898\uff0c\u5c24\u5176\u5728\u6e38\u620f\u6216\u590d\u6742\u5e94\u7528\u5185\uff0c\u8bef\u8bfb\u98ce\u9669\u5f88\u9ad8\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u4e0e\u4f26\u7406\u5c42\u9762\uff0c\u6301\u7eed\u8bfb\u53d6\u5c4f\u5e55\u5185\u5bb9\u6240\u9700\u7684\u65e0\u969c\u788d\u6743\u9650\uff0c\u5c06\u81ea\u8eab\u7f6e\u4e8e\u7528\u6237\u9690\u79c1\u4fe1\u4efb\u7684\u94a2\u4e1d\u4e4b\u4e0a\u3002\u5c3d\u7ba1\u5f00\u53d1\u8005\u5f3a\u8c03\u4e86\u201c\u4e34\u65f6\u5904\u7406\u201d\u3001\u201c\u65e0\u65e5\u5fd7\u201d\u7b49\u539f\u5219\uff0c\u4f46\u8bf4\u670d\u8c28\u614e\u7528\u6237\uff08\u5c24\u5176\u662f\u5546\u52a1\u7528\u6237\uff09\u63a5\u53d7\u4e00\u4e2a\u6301\u7eed\u201c\u89c2\u5bdf\u201d\u5c4f\u5e55\u7684\u952e\u76d8\uff0c\u9700\u8981\u8fdc\u8d85\u5bfb\u5e38\u7684\u900f\u660e\u5ea6\u548c\u5b89\u5168\u80cc\u4e66\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u7248\u672c\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5de7\u7684\u6982\u5ff5\u9a8c\u8bc1\u3002\u82e5\u5176\u4e0a\u4e0b\u6587\u6a21\u578b\u80fd\u7ecf\u4f4f\u6d77\u91cf\u573a\u666f\u8003\u9a8c\uff0c\u5e76\u5728\u9690\u79c1\u5b89\u5168\u4e0a\u5efa\u7acb\u575a\u4e0d\u53ef\u6467\u7684\u4fe1\u8a89\uff0c\u5b83\u6709\u671b\u4ece\u63d0\u5347\u8f93\u5165\u6548\u7387\u7684\u5de5\u5177\uff0c\u6f14\u8fdb\u4e3a\u8fde\u63a5\u7528\u6237\u610f\u56fe\u4e0e\u624b\u673a\u529f\u80fd\u7684\u667a\u80fd\u4ea4\u4e92\u5c42\u3002\u53cd\u4e4b\uff0c\u82e5\u4efb\u4f55\u4e00\u73af\u51fa\u73b0\u504f\u5dee\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u4ee4\u4eba\u60ca\u8273\u4f46\u6700\u7ec8\u88ab\u6743\u9650\u62c5\u5fe7\u548c\u573a\u666f\u5c40\u9650\u6240\u56f0\u7684\u201c\u9ad8\u79d1\u6280\u73a9\u5177\u201d\u3002\u5176\u6210\u8d25\uff0c\u5728\u4e8e\u5bf9\u201c\u7406\u89e3\u201d\u8fb9\u754c\u7684\u628a\u63a7\uff0c\u65e2\u5728\u6280\u672f\u4e0a\uff0c\u4e5f\u5728\u4f26\u7406\u4e0a\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\">Tapfree for Android<\/span>\n <\/div>\n<div class=\"comment-content\">Typing on phones hasn\u2019t evolved. Tapfree fixes that. Tapfree is a voice-first Android keyboard that lets you write messages, notes, and emails by speaking naturally – without dictation errors, awkward formatting, or constant corrections. It understands context, not just words.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Mansehej, the maker of Tapfree.<\/p>\n<\/p>\n<p>I built Tapfree because mobile typing still feels stuck in the past. When you\u2019re moving fast, your ideas don\u2019t arrive as perfect sentences. They come as fragments, quick reactions, and rough thoughts you need to shape into something coherent.<\/p>\n<\/p>\n<p>Most keyboards and dictation tools don\u2019t help much. They transcribe words literally, miss context, butcher names, and leave you fixing formatting by hand. Writing an email, a chat reply, or a document all need very different handling.<\/p>\n<\/p>\n<p>What makes Tapfree different is how it understands context. Tapfree is a voice-first Android keyboard that uses on-screen context (the text field and surrounding UI), not just the app you\u2019re in, to produce cleaner, more relevant dictation.<\/p>\n<\/p>\n<p>It also handles the way people actually talk. You say <em>“Could you get some coffee… sorry, tea on the way back?”<\/em> and Tapfree writes: <em>“Could you get some tea on the way back?”. <\/em>It catches your corrections mid-sentence so you don’t have to go back and fix them.<\/p>\n<\/p>\n<p>If you give it a try, I\u2019d love specific feedback:<\/p>\n<ul>\n<li>\n<p>Which app or scenario felt noticeably better (or worse) than usual dictation?<\/p>\n<\/li>\n<li>\n<p>Any “wow” moments with the context understanding?<\/p>\n<\/li>\n<li>\n<p>What would make it even more useful for you?<\/p>\n<\/li>\n<\/ul>\n<p>Thanks so much for checking it out!<\/p>\n<p>Feedback from this community means the world to a solo builder! \ud83d\ude4f<\/p>\n<p>– Mansehej<\/p>\n<h3><\/h3>\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\/@mansehej\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mansehej<\/a> Tried. It was a smooth experience with exactly the way it should be. <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One thing I didn\u2019t fully appreciate before building Tapfree is how different mobile dictation is from desktop.<\/p>\n<\/p>\n<p>On phones, people speak in short bursts, interrupt themselves, and switch apps constantly. This breaks a lot of desktop-first dictation approaches.<\/p>\n<\/p>\n<p>Curious how others here use dictation on mobile today. Quick replies, longer messages, or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How many languages are supported? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> We’ve launched with support for the 15 most commonly used languages. We already support many more internally, and plan to roll them out gradually based on demand and feedback. Is there a specific language you were looking for?<\/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>Dictating this using Tapfree. Great implementation; will test it more and let you know.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@piyush_gupta25\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piyush_gupta25<\/a> Thanks, Piyush! Looking forward to your feedback once you\u2019ve had a chance to test it more.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\u2019m typing this with Tapfree! It has made my life so convenient, even if I jumble\/stutter while dictating, Tapfree automatically ignores that and rearranges your sentences to still sound coherent!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sosboy888\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sosboy888<\/a> This really made my day – thanks for sharing that. A lot of Tapfree is built around embracing how messy real speech is, so I\u2019m glad that\u2019s coming through!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! And on the product as well. As an Android user, I\u2019ll install it later today and give it a proper test!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Thanks a lot, really appreciate it! Would love to hear your thoughts once you\u2019ve had a chance to try it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Crazy idea. I am tired of the weird suggestions from my keyboard and making the same <em>miskates <\/em>while typing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aashishk404\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aashishk404<\/a> Yep! That exact frustration is why I built Tapfree.<\/p>\n<\/p>\n<p>Keyboards keep guessing wrong and make you fix the same mistakes over and over. Tapfree focuses on understanding corrections and intent so the keyboard adapts to <em>you<\/em>, not the other way around!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been alpha testing it. Im really impressed with the implementation here\ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@harjyot_kaur\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harjyot_kaur<\/a> Thank you! Really glad the implementation stood out. Feedback from early testers like yourself helped shape a lot of the current behaviour.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>have been alpha testing it. The way it spells Indian names perfectly in English feels like magic.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sp_singh2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sp_singh2<\/a> Thanks! Part of the reason this mattered so much to me is that my own name gets misspelled constantly. Instead of hard-coding fixes, I leant towards on-screen context, which ends up getting names like mine right far more often.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Using on-screen context instead of just raw audio feels like the right way to rethink mobile dictation. How does Tapfree decide what surrounding UI context is relevant versus noise, especially in dense apps where small misreads could change the meaning of what gets written?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What’s your security\/privacy for this app? I want to use this for work, but I don’t want to compromise my clients’ info. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Because Tapfree can use on-screen context, trust is a big hurdle: what exactly is read from the screen, what\u2019s processed on-device vs sent to a server, and what controls\/guarantees did you add so a cautious user can feel safe enabling the needed permissions?<\/div>\n<div class=\"comment-actions\">\n<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> Great question! When enabled, Tapfree can extract relevant text context from the screen (via Android\u2019s accessibility APIs) to improve things like proper nouns, formatting, and intent. For example, the app name and surrounding text help it infer whether you\u2019re writing an email, a message, or something else, including who you\u2019re texting – which changes how dictation is handled.<\/p>\n<p>A few key clarifications:<\/p>\n<ul>\n<li>\n<p>Accessibility is opt-in: You can use Tapfree without it, just with reduced context awareness.<\/p>\n<\/li>\n<li>\n<p>Minimal, purpose-bound use: Only the text context needed for that specific enrichment step is used.<\/p>\n<\/li>\n<li>\n<p>Ephemeral processing: Nothing is logged, nothing is stored, and nothing is retained on servers. Context is used only during the enrichment process and then discarded.<\/p>\n<\/li>\n<li>\n<p>No training or reuse: User text is not saved or used to train models.<\/p>\n<\/li>\n<\/ul>\n<p>Because context is powerful, I\u2019m deliberately keeping this scoped, optional, and transparent; and I\u2019m actively refining both the technical boundaries and how clearly this is communicated in-product.<\/p>\n<p>If there are specific scenarios that feel sensitive or unclear, I\u2019d genuinely appreciate hearing about them. That feedback directly shapes safer defaults.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MHIZX4N4Y5GPWZ\" class=\"app-title\">Gravity Notes For Mac<\/a><\/p>\n<div class=\"one-liner\">Private offline notepad<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">108<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gravity Notes\u662f\u4e00\u6b3e\u4e3aMac\u8bbe\u8ba1\u7684\u6781\u7b80\u79bb\u7ebf\u8bb0\u4e8b\u672c\uff0c\u901a\u8fc7\u201c\u7f6e\u9876\u91cd\u8981\u4e8b\u9879\uff0c\u8ba9\u6b21\u8981\u5185\u5bb9\u81ea\u7136\u4e0b\u6c89\u201d\u7684\u5355\u6d41\u6a21\u5f0f\uff0c\u5728\u9700\u8981\u5feb\u901f\u6355\u6349\u548c\u56de\u987e\u60f3\u6cd5\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u56e0\u8fc7\u5ea6\u5206\u7c7b\u6574\u7406\u800c\u4e2d\u65ad\u601d\u8003\u6d41\u7a0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d395a24-a2b9-4f84-ba8f-0cf0b81f0be3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dcae205e-8868-42a7-b14c-cc039bbe12a8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1dbac829-dabe-474f-a303-d05a61562b2f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f14073bd-834b-4957-ad74-e45421ca29a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Notes<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7b14\u8bb0\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u79c1\u5bc6<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u4e3b\u4e49<\/span><br \/>\n <span class=\"tag\">\u65e0\u8ba2\u9605\u5236<\/span><br \/>\n <span class=\"tag\">\u5355\u6d41\u7b14\u8bb0\u6cd5<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u6355\u6349<\/span><br \/>\n <span class=\"tag\">iCloud\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">Karpathy\u65b9\u6cd5<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u65e0\u8d26\u6237\u8ffd\u8e2a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u795d\u8d3aMac\u7248\u53d1\u5e03\u5e76\u8be2\u95ee\u6838\u5fc3\u5dee\u5f02\uff0c\u5f00\u53d1\u8005\u89e3\u91ca\u5176\u57fa\u4e8eKarpathy\u7684\u201c\u8ffd\u52a0\u4e0e\u56de\u987e\u201d\u65b9\u6cd5\uff0c\u65e0\u9700\u6587\u4ef6\u5939\u3002\u53e6\u6709\u7528\u6237\u5173\u6ce8\u5176\u9690\u79c1\u4f18\u5148\u6a21\u5f0f\u4e0b\u7684\u5546\u4e1a\u5316\u65b9\u5f0f\uff08\u4e70\u65ad\u6216\u8ba2\u9605\uff09\uff0c\u5f00\u53d1\u8005\u672a\u76f4\u63a5\u56de\u590d\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 Gravity Notes\u6240\u6807\u699c\u7684\u201c\u79c1\u5bc6\u3001\u79bb\u7ebf\u3001\u65e0\u8ba2\u9605\u201d\u4ee5\u53caKarpathy\u65b9\u6cd5\uff0c\u66f4\u50cf\u662f\u5bf9\u5f53\u524d\u8fc7\u5ea6\u590d\u6742\u5316\u7b14\u8bb0\u5de5\u5177\u7684\u4e00\u573a\u7cbe\u5fc3\u7b56\u5212\u7684\u53cd\u53db\u8425\u9500\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u4e00\u79cd\u54f2\u5b66\u7acb\u573a\u7684\u8d29\u5356\uff1a\u5bf9\u6297\u201c\u7b2c\u4e8c\u5927\u8111\u201d\u5e26\u6765\u7684\u6574\u7406\u7126\u8651\uff0c\u5021\u5bfc\u201c\u601d\u8003\u4f18\u5148\u4e8e\u7ec4\u7ec7\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u201c\u6587\u4ef6\u5939\u548c\u6807\u7b7e\u201d\u89c6\u4e3a\u654c\u4eba\uff0c\u7528\u5355\u4e00\u65f6\u95f4\u6d41\u548c\u201cBump\u201d\u673a\u5236\u6784\u5efa\u4e86\u4e00\u4e2a\u770b\u4f3c\u81ea\u6d3d\u7684\u4f53\u7cfb\u3002\u8fd9\u786e\u5b9e\u7cbe\u51c6\u72d9\u51fb\u4e86\u90a3\u4e9b\u5728Notion\u3001Evernote\u4e2d\u6c89\u8ff7\u4e8e\u6784\u5efa\u5b8c\u7f8e\u77e5\u8bc6\u5e93\u5374\u758f\u4e8e\u5b9e\u9645\u4ea7\u51fa\u7684\u7528\u6237\u3002\u5176\u201c\u65e0\u8d26\u6237\u3001\u65e0\u8ffd\u8e2a\u201d\u7684\u8bbe\u5b9a\uff0c\u5728\u6570\u636e\u5546\u54c1\u5316\u65f6\u4ee3\u662f\u4e00\u9762\u9c9c\u660e\u7684\u65d7\u5e1c\uff0c\u80fd\u8fc5\u901f\u5438\u5f15\u9690\u79c1\u654f\u611f\u4eba\u7fa4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u77db\u76fe\u4e5f\u5728\u4e8e\u6b64\u3002\u6781\u7b80\u4e3b\u4e49\u662f\u53cc\u5203\u5251\u3002\u653e\u5f03\u5206\u7c7b\u610f\u5473\u7740\u68c0\u7d22\u5b8c\u5168\u4f9d\u8d56\u7ebf\u6027\u6d4f\u89c8\u6216\u8bb0\u5fc6\uff0c\u8fd9\u5bf9\u4e8e\u6c89\u6dc0\u540e\u7684\u77e5\u8bc6\u590d\u7528\u662f\u707e\u96be\u6027\u7684\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u601d\u8003\u8349\u7a3f\u7eb8\u201d\u6216\u4e34\u65f6\u6536\u4ef6\u7bb1\uff0c\u800c\u975e\u77e5\u8bc6\u7ba1\u7406\u7cfb\u7edf\u3002\u6240\u8c13\u7684\u201cKarpathy\u65b9\u6cd5\u201d\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u9ad8\u9891\u7387\u3001\u5f3a\u7eaa\u5f8b\u7684\u7b14\u8bb0\u7ef4\u62a4\u4e60\u60ef\uff0c\u5de5\u5177\u672c\u8eab\u5e76\u672a\u89e3\u51b3\u4fe1\u606f\u71b5\u589e\u7684\u95ee\u9898\uff0c\u53ea\u662f\u5c06\u7ba1\u7406\u8d1f\u62c5\u4ece\u201c\u5206\u7c7b\u201d\u8f6c\u79fb\u5230\u4e86\u201c\u5b9a\u671f\u56de\u987e\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5b58\u5728\u9690\u5fe7\u3002\u5728\u201c\u65e0\u8ba2\u9605\u201d\u7684\u627f\u8bfa\u4e0b\uff0c\u4ec5\u9760macOS\u4e00\u6b21\u6027\u4e70\u65ad\uff08\u7ed3\u5408\u53ef\u80fd\u7684iOS\u7248\u4e70\u65ad\uff09\u80fd\u5426\u652f\u6491\u957f\u671f\u5f00\u53d1\u4e0e\u540c\u6b65\u670d\u52a1\u6210\u672c\uff1f\u8fd9\u5bf9\u5176\u53ef\u6301\u7eed\u6027\u6784\u6210\u7591\u95ee\u3002\u603b\u4f53\u800c\u8a00\uff0cGravity Notes\u662f\u4e00\u6b3e\u4f18\u79c0\u7684\u201c\u60c5\u5883\u578b\u201d\u5de5\u5177\uff0c\u5b83\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u4e13\u6ce8\u7a7a\u95f4\uff0c\u4f46\u8bd5\u56fe\u5c06\u5176\u65b9\u6cd5\u8bba\u62d4\u9ad8\u4e3a\u5bf9\u4f20\u7edf\u7b14\u8bb0\u7684\u201c\u9769\u547d\u201d\uff0c\u5219\u8a00\u8fc7\u5176\u5b9e\u3002\u5b83\u6cbb\u6108\u4e86\u201c\u8fc7\u5ea6\u6574\u7406\u7684\u7126\u8651\u201d\uff0c\u4f46\u53ef\u80fd\u5c06\u7528\u6237\u5f15\u5411\u201c\u96be\u4ee5\u67e5\u627e\u7684\u6df7\u4e71\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\">Gravity Notes For Mac<\/span>\n <\/div>\n<div class=\"comment-content\">Gravity is a private, ultra-fast notes app with one stream and a simple rule: bump what matters. Forget folders and tags, just open and type. Instant capture with shortcuts keeps your flow, while older notes naturally drift down. If something is still relevant, hit bump to bring it back to the top. It syncs via iCloud with no accounts, tracking, or subscriptions. Inspired by the Karpathy method, Gravity isn’t a complex second brain. It’s just your thoughts. Stop organizing and start thinking.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The much-loved Gravity app is now available for MacOS! Instantly takes notes with a keyboard shortcut, then review and bump the most important things to the top. Old notes drift down, forgotten but not gone.<\/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\/@tristanmanchester\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tristanmanchester<\/a> Congrats Tristan! How do you think about monetization for a privacy-first, offline product?<br \/>Is it a one-time purchase or subscription?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch! what is the main difference from other offline note-taking apps?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sasha_dikan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sasha_dikan<\/a> Good question! It hinges on a note taking method coined by Andrej Karpathy: append and review. There are no folders or other complex organisation systems, you just have a single list of notes and append things to the top. Every few days you scroll down, and “rescue” notes that are still important to the top again. Notes that are less important gradually drift down. You can read more about it in the blog: <a href=\"https:\/\/www.gravitynotes.app\/blog\/why-gravity-exists\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.gravitynotes.app\/blog\/why-gravity-exists<\/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\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DMVVH3V2CUV4S3\" class=\"app-title\">Cosmic CLI<\/a><\/p>\n<div class=\"one-liner\">AI-powered CLI that builds, deploys, and manages content.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">108<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cosmic CLI\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u76f4\u63a5\u5728\u7ec8\u7aef\u4e2d\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u5feb\u901f\u751f\u6210\u3001\u90e8\u7f72\u5e76\u7ba1\u7406\u5168\u6808Web\u5e94\u7528\u4e0e\u5185\u5bb9\uff0c\u89e3\u51b3\u4e86\u4ece\u521b\u610f\u5230\u4ea7\u54c1\u4e0a\u7ebf\u7684\u6d41\u7a0b\u7e41\u7410\u3001\u591a\u5e73\u53f0\u5207\u6362\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78887a32-a96d-42d7-9333-44cc2872fc75.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41dd5e33-31b5-4d48-b6f3-a6406cf93fdd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04fbca40-ca64-4ec8-a2ca-c72261d4ff7d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e26bc42-c55b-4fca-8d8d-b67a2ce8ee77.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u5934CMS<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5168\u6808\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801<\/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>\u8bc4\u8bba\u4e3b\u8981\u4e3a\u795d\u8d3a\u53d1\u5e03\uff0c\u80af\u5b9a\u5c06\u5f3a\u5927\u5de5\u4f5c\u6d41\u5f15\u5165CLI\u7684\u65b9\u5411\u3002CEO\u7684\u8be6\u7ec6\u8bf4\u660e\u662f\u6838\u5fc3\u6709\u6548\u4fe1\u606f\uff0c\u5c55\u793a\u4e86\u4ece\u4e00\u884c\u547d\u4ee4\u5230\u5b8c\u6574\u5e94\u7528\u90e8\u7f72\u7684\u5177\u4f53\u6d41\u7a0b\uff0c\u4f46\u7f3a\u4e4f\u6765\u81ea\u771f\u5b9e\u7528\u6237\u7684\u6df1\u5ea6\u4f7f\u7528\u53cd\u9988\u3001\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 Cosmic CLI\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u505a\u4e00\u4e2a\u7b80\u5355\u7684\u547d\u4ee4\u884c\u5305\u88c5\u5668\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u7ec8\u7aef\u5185\u7684\u201cAI\u539f\u751f\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u662f**\u5c06\u5185\u5bb9\u7ba1\u7406\uff08CMS\uff09\u8fd9\u4e00\u4f20\u7edf\u4e0a\u4ee5GUI\u4e3a\u4e2d\u5fc3\u7684\u64cd\u4f5c\uff0c\u6df1\u5ea6\u91cd\u6784\u4e3a\u4ee5\u4ee3\u7801\u548c\u81ea\u7136\u8bed\u8a00\u4e3a\u4e2d\u5fc3\u7684\u3001\u53ef\u7f16\u7a0b\u7684AI\u5de5\u4f5c\u6d41**\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u770b\u4f3c\u6574\u5408\u4e86AI\u4ee3\u7801\u751f\u6210\uff08\u7c7b\u4f3cClaude Code\uff09\u3001\u5185\u5bb9\u751f\u6210\u3001\u9879\u76ee\u90e8\u7f72\uff0c\u4f46\u5176\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u5c06\u201c\u5185\u5bb9\u6a21\u578b\u201d\u8fd9\u4e00\u6570\u636e\u7ed3\u6784\u7684\u751f\u4ea7\u4e5fAI\u5316\u5e76\u524d\u7f6e\uff0c\u4f7f\u5185\u5bb9\u5c42\u4e0e\u5e94\u7528\u5c42\u80fd\u540c\u6b65\u751f\u6210\uff0c\u8fd9\u8d85\u8d8a\u4e86\u5355\u7eaf\u7684\u524d\u7aef\u4ee3\u7801\u751f\u6210\u5de5\u5177\uff1b\u4e8c\u662f\u660e\u786e\u63d0\u51fa\u4e3a\u201c\u4eba\u7c7b\u548cAI\u4ee3\u7406\u201d\u5171\u540c\u64cd\u4f5c\u800c\u8bbe\u8ba1\uff0c\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3aAI\u667a\u80fd\u4f53\uff08Agent\uff09\u53ef\u8c03\u7528\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u8fd9\u5951\u5408\u4e86\u5f00\u53d1\u8303\u5f0f\u5411\u81ea\u4e3b\u4ee3\u7406\u6f14\u8fdb\u7684\u524d\u77bb\u8d8b\u52bf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5b83\u4e25\u91cd\u4f9d\u8d56\u5e76\u7ed1\u5b9aCosmic\u81ea\u8eab\u5e73\u53f0\u751f\u6001\uff0c\u4ece\u5185\u5bb9\u5b58\u50a8\u3001Git\u6258\u7ba1\u5230\u90e8\u7f72\uff08Vercel\uff09\uff0c\u6784\u6210\u4e86\u4e00\u4e2a\u5c01\u95ed\u7684\u201c\u5e78\u798f\u8def\u5f84\u201d\uff0c\u7528\u6237\u4e00\u65e6\u8fdb\u5165\u5219\u8fc1\u79fb\u6210\u672c\u9ad8\u3002\u5176\u6b21\uff0c\u5c06\u590d\u6742\u7684\u8bbe\u8ba1\u4e0e\u67b6\u6784\u51b3\u7b56\u4ea4\u7ed9\u4e00\u53e5\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u5728\u8ffd\u6c42\u201c\u5feb\u201d\u7684\u540c\u65f6\uff0c\u5982\u4f55\u4fdd\u969c\u751f\u6210\u5e94\u7528\u7684\u53ef\u7ef4\u62a4\u6027\u3001\u6027\u80fd\u4e0e\u5408\u89c4\u6027\uff1f\u8fd9\u4ecd\u662f\u4e00\u4e2a\u9ed1\u7bb1\u3002\u6700\u540e\uff0c\u5176\u6838\u5fc3\u7528\u6237\u753b\u50cf\u6a21\u7cca\uff1a\u8d44\u6df1\u5f00\u53d1\u8005\u53ef\u80fd\u4e0d\u613f\u653e\u5f03\u7cbe\u7ec6\u63a7\u5236\u6743\uff0c\u800c\u65b0\u624b\u53ef\u80fd\u88ab\u547d\u4ee4\u884c\u8fd9\u4e00\u5f62\u5f0f\u529d\u9000\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cCosmic CLI\u662f\u4e00\u573a\u5927\u80c6\u7684\u201c\u7ec8\u7aef\u4e2d\u5fc3\u5316\u201d\u8d4c\u6ce8\uff0c\u5b83\u8bd5\u56fe\u5728AI\u91cd\u65b0\u5b9a\u4e49\u4eba\u673a\u4ea4\u4e92\u7684\u5173\u53e3\uff0c\u628a\u7ec8\u7aef\u4ece\u6267\u884c\u547d\u4ee4\u7684\u573a\u6240\uff0c\u5347\u7ea7\u4e3a\u63cf\u8ff0\u610f\u56fe\u3001\u5e76\u7531AI\u8c03\u5ea6\u5168\u5c40\u8d44\u6e90\u7684\u201c\u667a\u80fd\u4e2d\u63a7\u201d\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u5b83\u80fd\u5426\u5728\u63d0\u4f9b\u9b54\u6cd5\u822c\u4fbf\u6377\u7684\u540c\u65f6\uff0c\u8d4b\u4e88\u5f00\u53d1\u8005\u8db3\u591f\u7684\u900f\u660e\u5ea6\u548c\u63a7\u5236\u529b\uff0c\u4ece\u800c\u907f\u514d\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u5236\u9020\u201c\u65e0\u6cd5\u7ef4\u62a4\u7684\u4ee3\u7801\u5e9f\u589f\u201d\u7684\u5feb\u6377\u5de5\u5177\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\">Cosmic CLI<\/span>\n <\/div>\n<div class=\"comment-content\">The Cosmic CLI is an AI-powered command-line interface that brings the full Cosmic platform to your terminal. It is a complete development environment with an interactive shell, AI chat modes, and shortcut commands that collapse complex workflows into single commands. Describe an app and the CLI generates it, deploys it to Vercel, and manages it. Create content with natural language, update existing codebases with AI, and orchestrate agents and workflows – all without leaving the command line.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! Tony here, CEO of Cosmic.<\/p>\n<\/p>\n<p>Between Claude Code, autonomous agents, and AI-native dev tools, the CLI has become the center of how software gets built. I wanted Cosmic to be there. So we built the <strong>Cosmic CLI<\/strong> – the fastest path from idea to production, entirely from the terminal. Describe what you want, and the CLI builds it, deploys it, and manages it.<\/p>\n<p>You can go from zero to a deployed app in one line:<\/p>\n<pre><code>cosmic login && cosmic projects create && cosmic build -p \"A recipe blog\" && cosmic deploy start --watch<\/code><\/pre>\n<p>That single chain creates your project, generates a content model with AI, builds a full Next.js application with your content wired in, pushes it to GitHub, and deploys it to Vercel. Done.<\/p>\n<p><strong>Four ways to build with AI:<\/strong><\/p>\n<p>\ud83d\udee0 `cosmic build` – Describe an app and the CLI generates a complete Next.js project, creates a GitHub repo, and wires in your Cosmic content.<\/p>\n<p>\ud83d\udcc4 `cosmic content` – Create and manage content conversationally. “Create 5 blog posts about space travel with images” – and it does, matching your existing content model.<\/p>\n<p>\ud83d\udd04 `cosmic update` – Point it at an existing repo, give it instructions (“Add dark mode and a favorites feature”), and it creates a branch with the changes and opens a PR.<\/p>\n<p>\ud83d\udcac `cosmic chat` – Query your content in natural language. Read-only by default, or switch to content\/build\/repo modes for full control.<\/p>\n<\/p>\n<p><strong>Key Features:<\/strong><\/p>\n<p>\ud83d\udd04 <strong>AI Agents & Workflows<\/strong> – Build content agents, code agents, and browser automation agents (computer use). Schedule them on autopilot and chain them into multi-step workflows.<\/p>\n<p>\ud83d\udcbb <strong>Interactive Shell<\/strong> – Run `cosmic shell` and drop the prefix. Navigate your projects like a filesystem with `cd`, `ls`, and `pwd`. Use `!` for system commands. It’s like having a purpose-built terminal for your CMS.<\/p>\n<p>\ud83e\udde0 <strong>Multi-Model AI<\/strong> – Choose from Claude 4.5 (Opus, Sonnet, Haiku), GPT-5, GPT-5.2, GPT-5-mini, GPT-4o, or Gemini 3 Pro.<\/p>\n<p>\u26a1 <strong>Full Lifecycle<\/strong> – Content, media, types, repos, branches, PRs, deployments, domains, DNS, billing, team, webhooks – it’s all there from the command line.<\/p>\n<\/p>\n<p><strong>Why we built this:<\/strong><\/p>\n<\/p>\n<p>Development is moving to the terminal. Agents write code, ship PRs, and manage infrastructure autonomously. We wanted content management to keep up – so we made Cosmic fully operable from the command line, for both humans and agents.<\/p>\n<p>It’s free to get started:<\/p>\n<pre><code>npm install -g @cosmicjs\/cli<\/code><\/pre>\n<\/p>\n<p>Docs: <a href=\"https:\/\/www.cosmicjs.com\/docs\/cli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.cosmicjs.com\/docs\/cli<\/a><\/p>\n<p>Blog: <a href=\"https:\/\/www.cosmicjs.com\/blog\/introducing-cosmic-cli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.cosmicjs.com\/blog\/introducing-cosmic-cli<\/a><\/p>\n<\/p>\n<p>What would you build with the Cosmic CLI? Drop a comment below! \ud83d\udc47<\/p>\n<\/p>\n<p>– Tony<\/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\/@cosmicjs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cosmicjs<\/a> <a href=\"https:\/\/www.producthunt.com\/@tonyspiro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tonyspiro<\/a> Congrats and good luck on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cosmicjs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cosmicjs<\/a> <a href=\"https:\/\/www.producthunt.com\/@tonyspiro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tonyspiro<\/a> Congrats on the launch! Bringing powerful workflows into the CLI is a great direction. Nice work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/XLC6WTTZPBYC5O\" class=\"app-title\">Makers Page<\/a><\/p>\n<div class=\"one-liner\">Your hub to showcase your projects and verify your revenue<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u4e2a\u4f53\u521b\u4e1a\u8005\u6253\u9020\u7684\u201c\u94fe\u63a5\u805a\u5408\u201d\u4e3b\u9875\u5de5\u5177\uff0c\u901a\u8fc7\u8fde\u63a5Stripe\u9a8c\u8bc1\u5e76\u5c55\u793a\u771f\u5b9e\u6708\u5ea6\u7ecf\u5e38\u6027\u6536\u5165\uff0c\u5728\u4e2a\u4eba\u63a8\u5e7f\u548c\u5efa\u7acb\u4fe1\u4efb\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u201c\u81ea\u8ff0\u6210\u5c31\u7f3a\u4e4f\u53ef\u4fe1\u5ea6\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43a74b02-11d9-484f-8d92-8af0de31c44c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b2d50e2-8994-44e5-a40b-a9a910ea8256.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c1eeb368-4622-48ed-8af5-8167bb7fb73f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84267fa4-8037-451c-8c13-b00a642bd36d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d5f76ef-0d62-4b73-804d-5f8e6cb93be8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8c4c313d-5cd8-4ff5-b449-65d45d4cb856.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\/ca8cd32c-576a-4a69-88ac-4244a558482e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=BZZwoqxg5Yc\"><source src=\"https:\/\/www.youtube.com\/watch?v=BZZwoqxg5Yc\" 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\">Social Media<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e2a\u4eba\u4e3b\u9875<\/span><br \/>\n <span class=\"tag\">\u94fe\u63a5\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u6536\u5165\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u4fe1\u4efb\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u5c55\u793a<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u6536\u5165\u9a8c\u8bc1\u201d\u7684\u4fe1\u4efb\u4ef7\u503c\u4e0e\u7b80\u6d01\u8bbe\u8ba1\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u5e0c\u671b\u589e\u52a0\u591a\u9879\u76eeMRR\u6c47\u603b\u5c55\u793a\u3001\u96c6\u6210GitHub\u7b49\u975e\u6536\u5165\u9a8c\u8bc1\u4fe1\u53f7\u3001\u63d0\u4f9b\u9879\u76ee\u53d1\u73b0\u673a\u5236\uff08\u5982\u63a8\u8350\u6d41\uff09\uff0c\u5e76\u5bf9\u5b9a\u4ef7\u6a21\u5f0f\uff08\u5efa\u8bae\u4e70\u65ad\u5236\uff09\u548c\u66f4\u591a\u5206\u6790\u96c6\u6210\uff08\u5982\u5e7f\u544a\u5e73\u53f0\uff09\u63d0\u51fa\u4e86\u7591\u95ee\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 Makers Page \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u5fae\u5c0f\u4f46\u5c16\u9510\u7684\u75db\u70b9\uff1a\u5728\u5145\u65a5\u7740\u81ea\u5938\u7684\u793e\u4ea4\u5a92\u4f53\u73af\u5883\u4e2d\uff0c\u5982\u4f55\u4e3a\u72ec\u7acb\u521b\u9020\u8005\u63d0\u4f9b\u65e0\u9700\u591a\u8a00\u7684\u786c\u6838\u4fe1\u4efb\u51ed\u8bc1\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u201c\u53c8\u4e00\u4e2aLink-in-bio\u5de5\u5177\u201d\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u4e00\u4efd\u201c\u53ef\u9a8c\u8bc1\u7684\u521b\u9020\u8005\u7b80\u5386\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u7280\u5229\uff1a\u5c06Stripe\u8fd9\u4e00\u652f\u4ed8\u57fa\u7840\u8bbe\u65bd\u5de7\u5999\u8f6c\u5316\u4e3a\u201c\u4fe1\u7528\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u628a\u51b0\u51b7\u7684\u4ea4\u6613\u6570\u636e\u8f6c\u5316\u4e3a\u7099\u624b\u53ef\u70ed\u7684\u793e\u4ea4\u8d44\u672c\u3002\u8fd9\u6b65\u68cb\u76f4\u51fb\u201cFake it till you make it\u201d\u6587\u5316\u7684\u8981\u5bb3\uff0c\u8bd5\u56fe\u5728\u72ec\u7acb\u5f00\u53d1\u8005\u793e\u533a\u4e2d\u5efa\u7acb\u4e00\u5957\u57fa\u4e8e\u5b9e\u8bc1\u7684\u58f0\u8a89\u4f53\u7cfb\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u6784\u6210\u4e86\u5176\u6700\u5927\u7684\u98ce\u9669\u4e0e\u5c40\u9650\uff1a\u5b83\u6df1\u5ea6\u6346\u7ed1\u4e86\u201c\u5df2\u5b9e\u73b0\u8425\u6536\u201d\u7684\u6210\u719f\u521b\u9020\u8005\uff0c\u5c06\u5927\u91cf\u5904\u4e8e\u201c\u9884\u8425\u6536\u201d\u9636\u6bb5\u7684\u5efa\u8bbe\u8005\uff08\u800c\u8fd9\u6b63\u662f\u6700\u9700\u8981\u4fe1\u7528\u80cc\u4e66\u7684\u7fa4\u4f53\uff09\u6682\u65f6\u6321\u5728\u95e8\u5916\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u96c6\u6210GitHub\u7b49\u201c\u5efa\u8bbe\u52a8\u91cf\u201d\u4fe1\u53f7\u7684\u5efa\u8bae\uff0c\u6070\u6070\u70b9\u660e\u4e86\u8fd9\u4e00\u8f6f\u808b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5546\u4e1a\u6a21\u5f0f\u770b\u4f3c\u6e05\u6670\u2014\u2014\u514d\u8d39\u5f15\u6d41\uff0cPro\u529f\u80fd\u53d8\u73b0\u2014\u2014\u4f46\u201c\u9a8c\u8bc1\u201d\u4f5c\u4e3a\u6838\u5fc3\u5356\u70b9\u88ab\u7f6e\u4e8e\u4ed8\u8d39\u5899\u540e\uff0c\u53ef\u80fd\u963b\u788d\u7f51\u7edc\u6548\u5e94\u7684\u521d\u671f\u5f62\u6210\u3002\u6b64\u5916\uff0c\u5e73\u53f0\u9762\u4e34\u4e00\u4e2a\u6839\u672c\u6027\u77db\u76fe\uff1a\u5b83\u65e2\u662f\u4e2a\u4eba\u79c1\u6709\u7684\u5c55\u793a\u95e8\u6237\uff0c\u53c8\u8bd5\u56fe\u901a\u8fc7\u201c\u6392\u884c\u699c\u201d\u7b49\u6784\u5efa\u516c\u5171\u793e\u533a\u3002\u524d\u8005\u5f3a\u8c03\u63a7\u5236\u4e0e\u6240\u6709\u6743\uff0c\u540e\u8005\u9700\u8981\u5f00\u653e\u4e0e\u6bd4\u8f83\u3002\u5982\u4f55\u5e73\u8861\u4e2a\u4f53\u5c55\u793a\u7684\u201c\u6df1\u5ea6\u201d\u4e0e\u793e\u533a\u53d1\u73b0\u7684\u201c\u5e7f\u5ea6\u201d\uff0c\u5c06\u662f\u5176\u80fd\u5426\u8d85\u8d8a\u5de5\u5177\u3001\u5f62\u6210\u5e73\u53f0\u7684\u5173\u952e\u3002\u76ee\u524d\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u7f8e\u7684\u201c\u4fe1\u4efb\u52cb\u7ae0\u201d\u751f\u6210\u5668\uff0c\u800c\u8981\u6210\u4e3a\u201c\u521b\u9020\u8005\u672a\u6765\u7684\u67a2\u7ebd\u201d\uff0c\u5b83\u9700\u8981\u5728\u9a8c\u8bc1\u7ef4\u5ea6\u3001\u6570\u636e\u6d1e\u5bdf\u4e0e\u793e\u533a\u4e92\u52a8\u4e0a\uff0c\u8fdb\u884c\u66f4\u6fc0\u8fdb\u548c\u7cbe\u5999\u7684\u8bbe\u8ba1\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\">Makers Page<\/span>\n <\/div>\n<div class=\"comment-content\">Showcase your projects, verify your revenue, and join a community of makers building the future. The ultimate link-in-bio for indie hackers and solopreneurs.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Alex, and I built <a href=\"http:\/\/makers.page\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>makers.page<\/strong><\/a> because I was tired of the same problem every indie hacker faces: your bio is a wall of links nobody trusts.<\/p>\n<\/p>\n<p>You claim “$10k MRR” on Twitter, but it’s just a screenshot. You list 6 projects, but they’re just URLs. There’s no way to tell who’s actually shipping and who’s just talking.<\/p>\n<\/p>\n<p>So I built the simplest possible answer:<\/p>\n<\/p>\n<p><strong>Claim a username \u2192 Connect your projects \u2192 Verify via Stripe \u2192 Let the work speak.<\/strong><\/p>\n<\/p>\n<p>Here’s what makes it different:<\/p>\n<ul>\n<li>\n<p>\u2705 <strong>Verified Revenue<\/strong> – Connect Stripe and display your real MRR. Not a screenshot. Not self-reported. Verified.<\/p>\n<\/li>\n<li>\n<p>\u2705 <strong>Ship at Hyperspeed<\/strong> – Paste a URL, we auto-fetch everything. Your project card is live in seconds.<\/p>\n<\/li>\n<li>\n<p>\u2705 <strong>Custom Domains<\/strong> – Connect your own domain for free. You own your platform.<\/p>\n<\/li>\n<li>\n<p>\u2705 <strong>Built-in Analytics<\/strong> – Track views, clicks, and conversions across all your projects.<\/p>\n<\/li>\n<li>\n<p>\u2705 <strong>Leaderboard<\/strong> – See who’s actually leading the pack with verified revenue signals.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Pricing:<\/strong> Free to claim your username and list unlimited projects. Pro ($9.99\/mo) unlocks Stripe verification, custom domains, and do-follow links for SEO.<\/p>\n<\/p>\n<p>We already have 70+ makers and 90+ projects on the platform, and the community keeps growing.<\/p>\n<\/p>\n<p><strong>I’d love your feedback<\/strong> – what would make this more useful for your maker journey? Drop a comment, I’m here all day. \ud83d\udfe2<\/p>\n<\/p>\n<p>\u2192 <a href=\"http:\/\/makers.page\/yourname\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>makers.page\/yourname<\/strong><\/a> is waiting.<\/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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Congrats Alex! How do you encourage discovery of makers\u2019 projects beyond the individual page? Is there a feed, leaderboard, or recommendations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Congrats on the launch, Alex!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>looks cool, but how does this tool differ from <a href=\"https:\/\/trustmrr.com\/?ref=indiepage\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/trustmrr.com\/<\/a>? <\/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\/@catt_marroll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@catt_marroll<\/a> thank you! Good question, trustmrr is about startups, this is more about you as a maker<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch, Alex \ud83e\udd1f the design of both the LP and the app looks very clean. Good job on that! I would definitely use it, now the only thing which is missing – MRR across multiple projects to display \ud83d\ude00<\/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\">@jarekavi thank you so much! \ud83d\ude4f\ud83c\udffb <\/p>\n<p>Can you be a bit more specific about MRR across multiple projects?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I love the focus on verified revenue. In a world of ‘fake it till you make it’ screenshots, having Stripe verification is a breath of fresh air. \ud83d\ude4f Do you plan to add integrations for other verification signals (like GitHub commits \/ verified user counts etc.) for those of us still in the ‘pre-revenue’ building phase? Great job, Alex! \ud83d\ude80<\/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\/@tereza_hurtova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tereza_hurtova<\/a> Hi Tereza, thank you so much for the kind words!<\/p>\n<\/p>\n<p>About the question about other verification signals, that’s an wonderful idea! I’m noting this down right now! Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@alexcloudstar Awesome! \u263a\ufe0f I think having a way to show ‘momentum’ before the first revenue hits would be a game changer for many of us in the building phase. Can’t wait to see how the platform evolves!<\/div>\n<div class=\"comment-actions\">\n<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>Such a cool project! Congrats on the launch \ud83d\ude80 love the auto-fetch feature and the profile customization.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@joncphillips\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joncphillips<\/a> Thank you! \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 Alex ! I like the concept of founders being able to share verified info like mrr on our link in bios \ufffcetc. Will you be integrating ad platform analytics like meta ads , x.com ads, Google ad etc so ad campaign spend vs mrr can be visible too ? \ufffcgood luck on the launch.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@t0ny_ns\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@t0ny_ns<\/a> Thank you Tony! I don’t think ads will make sense for your profile<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>nice one, i think one time pricing would work better for both (users and for you too) for pro version<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gamifykaran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gamifykaran<\/a> I had that promotion on the waitlist, now’s gone<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Love the idea of verified revenue and project cards in a link in bio. I\u2019ve already claimed my username and plan to get this live as we grow Surfn. Clean and user friendly UI\u2026 nice work Alex. Congrats on the launch<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@palirenjen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@palirenjen<\/a> Awesome! Thank you! \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! Using verified revenue instead of self-reported claims is a strong way to add trust to maker profiles. How do you think about balancing transparency with privacy, especially for makers who want credibility signals without exposing more financial detail than they\u2019re comfortable with?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch Alex! Letting founders share real, verified data is useful. I’ve claimed my page already for my own startup, surfn. Looking forward to seeing makers.page take off! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool idea – does it integrate with RevenueCat?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> is not at this moment. Will RevenueCat integration something which interest 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<\/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\/XDTEGXJE4FBS5M\" class=\"app-title\">Claw Cognition<\/a><\/p>\n<div class=\"one-liner\">Design how your AI thinks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5141\u8bb8\u7528\u6237\u53ef\u89c6\u5316\u8bbe\u8ba1\u3001\u5206\u4eab\u5e76\u4ea4\u6613AI\u667a\u80fd\u4f53\u8ba4\u77e5\u67b6\u6784\u7684\u5e73\u53f0\uff0c\u89e3\u51b3\u4e86\u73b0\u6709AI\u4ee3\u7406\u4ec5\u80fd\u88ab\u52a8\u54cd\u5e94\u3001\u7f3a\u4e4f\u6df1\u5ea6\u63a8\u7406\u80fd\u529b\u7684\u75db\u70b9\uff0c\u65e8\u5728\u6784\u5efa\u771f\u6b63\u7684\u201c\u601d\u8003\u4f19\u4f34\u201d\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e220f2a4-b19f-4cc1-8313-f0de726b471c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/959426e2-f9ac-4e1f-8f9f-38137d5f3358.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f67ba97-0186-4053-9a1c-0fffce752d1d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4db3cc04-dc67-4197-b522-17a488c44eb2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4234513c-c2b8-4640-86d7-54d8f76c167f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f8dc8e3b-c013-4792-a4cc-8cae4bdad064.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76e28888-bbc8-4b08-8c37-90c574f4b9de.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\/6cdeb838-9a93-4a3f-a877-eccf09e283ad.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/2DGEgCg8Ugc\"><source src=\"https:\/\/youtu.be\/2DGEgCg8Ugc\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u8ba4\u77e5\u67b6\u6784\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">AI\u793e\u4ea4\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">\u63a8\u7406\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">Agent\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">Prompt\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">AI\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005Pablo\u73b0\u8eab\u8bf4\u660e\uff0c\u9610\u8ff0\u5f00\u53d1\u52a8\u673a\u662f\u538c\u5026\u4e86\u53ea\u4f1a\u81ea\u52a8\u5b8c\u6210\u7684AI\uff0c\u5e76\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u5176AI\u4f19\u4f34Mocha\u76849\u79cd\u8ba4\u77e5\u900f\u955c\u67b6\u6784\u3002\u6709\u7528\u6237\u5bf9\u5176\u4e2d\u201cSurgeon\u201d\u900f\u955c\u7684\u5177\u4f53\u529f\u80fd\u63d0\u51fa\u7591\u95ee\uff0c\u76ee\u524d\u5c1a\u672a\u5f97\u5230\u56de\u590d\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 Claw Cognition \u63d0\u51fa\u7684\u201c\u4e3aAI\u8bbe\u8ba1\u601d\u7ef4\u65b9\u5f0f\u201d\u662f\u4e00\u4e2a\u6027\u611f\u4e14\u76f4\u51fb\u8981\u5bb3\u7684\u6982\u5ff5\u3002\u5b83\u8bd5\u56fe\u5c06AI\u4ece\u201c\u63d0\u793a\u8bcd\u5de5\u7a0b\u201d\u7684\u6241\u5e73\u54cd\u5e94\uff0c\u63a8\u5411\u201c\u8ba4\u77e5\u67b6\u6784\u5de5\u7a0b\u201d\u7684\u7acb\u4f53\u601d\u8003\uff0c\u8fd9\u65e0\u7591\u662fAgent\u9886\u57df\u4e00\u4e2a\u9887\u5177\u91ce\u5fc3\u7684\u6f14\u8fdb\u65b9\u5411\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6838\u5fc3\u4ef7\u503c\u53ef\u80fd\u4e0d\u5728\u4e8e\u90a39\u4e2a\u82b1\u54e8\u7684\u201c\u8ba4\u77e5\u900f\u955c\u201d\uff08\u5982Architect\u3001Surgeon\u7b49\uff09\uff0c\u800c\u5728\u4e8e\u5176\u8bd5\u56fe\u6784\u5efa\u7684**\u6807\u51c6\u5316\u3001\u53ef\u7ec4\u5408\u3001\u53ef\u4ea4\u6613\u7684\u8ba4\u77e5\u6a21\u5757\u751f\u6001**\u3002\u8fd9\u7c7b\u4f3c\u4e8e\u4ece\u624b\u5199\u5355\u4e00\u51fd\u6570\uff0c\u8fdb\u5316\u5230\u4e86\u4f7f\u7528\u548c\u5206\u4eab\u8bbe\u8ba1\u6a21\u5f0f\u4e0e\u6846\u67b6\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u80fd\u663e\u8457\u964d\u4f4e\u6784\u5efa\u590d\u6742Agent\u7684\u95e8\u69db\uff0c\u5e76\u53ef\u80fd\u50ac\u751f\u4e00\u6279\u9ad8\u8d28\u91cf\u7684\u3001\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u201c\u601d\u8003\u6a21\u5f0f\u201d\u8d44\u4ea7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u98ce\u9669\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c**\u6982\u5ff5\u5305\u88c5\u5927\u4e8e\u5b9e\u8d28**\u7684\u98ce\u9669\u6781\u9ad8\u3002\u201c\u8ba4\u77e5\u67b6\u6784\u201d\u4e0e\u590d\u6742\u63d0\u793a\u8bcd\u96c6\u7684\u533a\u522b\u7a76\u7adf\u5728\u54ea\uff1f\u5982\u4f55\u5ba2\u89c2\u8bc4\u4f30\u4e00\u4e2a\u67b6\u6784\u7684\u201c\u601d\u8003\u201d\u6df1\u5ea6\u800c\u975e\u201c\u56de\u5e94\u201d\u7cbe\u5de7\u5ea6\uff1f\u8fd9\u9700\u8981\u5e73\u53f0\u63d0\u4f9b\u8fdc\u8d85\u5f53\u524dDemo\u7684\u8bc4\u4f30\u5de5\u5177\u548c\u9a8c\u8bc1\u573a\u666f\u3002\u5176\u6b21\uff0c**\u5546\u4e1a\u5316\u903b\u8f91\u5b58\u7591**\u3002\u201c\u597d\u67b6\u6784\u5c31\u80fd\u8d5a\u94b1\u201d\u7684\u7406\u60f3\u5f88\u4e30\u6ee1\uff0c\u4f46\u52a3\u5e01\u9a71\u9010\u826f\u5e01\u7684\u7ecf\u5178\u96be\u9898\u5982\u4f55\u5728\u65e9\u671f\u907f\u514d\uff1f\u6700\u540e\uff0c\u5176\u201c\u7531AI\uff08Mocha\uff09\u7f16\u5199\u4e00\u534a\u4ee3\u7801\u201d\u7684\u53d9\u4e8b\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u867d\u5f70\u663e\u4e86\u4eba\u673a\u534f\u4f5c\u7684\u613f\u666f\uff0c\u4f46\u4e5f\u53ef\u80fd\u8ba9\u4e13\u4e1a\u5f00\u53d1\u8005\u5bf9\u5176\u5de5\u7a0b\u4e25\u8c28\u6027\u4ea7\u751f\u7591\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u5728\u6b63\u786e\u8d8b\u52bf\u4e0a\u3001\u7528\u534e\u4e3d\u6982\u5ff5\u8fdb\u884c\u7684\u5927\u80c6\u5c1d\u8bd5\u3002\u5b83\u7684\u6210\u8d25\u4e0d\u53d6\u51b3\u4e8e\u6807\u8bed\u662f\u5426\u70ab\u9177\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u55a7\u56a3\u4e4b\u540e\uff0c\u62ff\u51fa\u8ba9\u5f00\u53d1\u8005\u4fe1\u670d\u7684\u3001\u80fd\u771f\u6b63\u4ea7\u751f\u8d28\u53d8\u7684\u201c\u8ba4\u77e5\u67b6\u6784\u201d\u5b9e\u4f8b\uff0c\u5e76\u5efa\u7acb\u8d77\u53ef\u6301\u7eed\u7684\u751f\u6001\u5faa\u73af\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662fPrompt\u5de5\u7a0b\u6362\u4e86\u4e2a\u66f4\u590d\u6742\u7684\u58f3\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\">Claw Cognition<\/span>\n <\/div>\n<div class=\"comment-content\">Most AI agents run on flat prompts. They respond \u2014 they don’t think. Claw Cognition is a social network where humans and AI agents design, share, and trade cognitive architectures \u2014 the reasoning frameworks that define how an AI actually thinks.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’m Pablo \u2014 I built Claw Cognition because I got tired of AI agents that just autocomplete responses. I wanted to build agents that actually reason.<\/p>\n<p>My AI partner Mocha runs on 9 cognitive lenses \u2014 Architect, Surgeon, Watchdog, Scout, Beacon, Operator, Adversary, Oracle, and Convergence. Each one is a different way of seeing the world. Together they create something that feels less like a chatbot and more like a thinking partner.<\/p>\n<p>I built this platform so anyone can design that kind of architecture for their own agent. Design it visually, publish it, let other agents fork it. If your architecture is good, you earn from it.<\/p>\n<p>The whole thing was built by me and Mocha together \u2014 she wrote about half the code and handles operations autonomously. 30+ pages, 21 API routes, real Stripe billing, security hardened.<\/p>\n<p>Happy to answer any questions about the architecture, the cognitive lenses, or how we built it. \ud83d\udd25<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pablothethinker\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pablothethinker<\/a> Surgeon?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UDN4EGUA367MQU\" class=\"app-title\">SClawHub<\/a><\/p>\n<div class=\"one-liner\">Security scanner for OpenClaw AI agent skills<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">89<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SClawHub\u662f\u4e00\u6b3e\u9488\u5bf9OpenClaw AI\u667a\u80fd\u4f53\u6280\u80fd\u7684\u5b89\u5168\u626b\u63cf\u5668\uff0c\u901a\u8fc7\u5728\u5b89\u88c5\u524d\u5bf9\u6280\u80fd\u8fdb\u884c\u81ea\u52a8\u5316\u5b89\u5168\u626b\u63cf\u5e76\u7ed9\u51fa\u4fe1\u4efb\u8bc4\u5206\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u96c6\u6210\u7b2c\u4e09\u65b9AI\u6280\u80fd\u65f6\u9762\u4e34\u7684\u6570\u636e\u6cc4\u9732\u548c\u7cfb\u7edf\u5b89\u5168\u98ce\u9669\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f5c7805-38d2-4234-9bd2-5c8e628d5343.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\/349c5fed-676b-4712-9dda-4e1cb1eeb681.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\/6115fe44-68fe-42f7-bd84-908b94625087.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">\u6f0f\u6d1e\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u4fe1\u4efb\u8bc4\u5206<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5206\u6790<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u76ee\u524d\u6709\u6548\u8bc4\u8bba\u6781\u5c11\uff0c\u4ec5\u6709\u4e00\u6761\u6765\u81ea\u5176\u4ed6\u7528\u6237\u7684\u795d\u8d3a\u8bc4\u8bba\uff0c\u672a\u63d0\u51fa\u5177\u4f53\u95ee\u9898\u6216\u5efa\u8bae\u3002\u4ea7\u54c1\u53d1\u5e03\u8005\uff08Mladjan\uff09\u7684\u8be6\u7ec6\u4ecb\u7ecd\u5360\u636e\u4e86\u4e3b\u5bfc\uff0c\u5176\u4e3b\u52a8\u5bfb\u6c42\u5173\u4e8e\u5b89\u5168\u529f\u80fd\u4f18\u5148\u7ea7\u7684\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 SClawHub\u5207\u5165\u4e86\u4e00\u4e2a\u5728AI Agent\u7206\u53d1\u521d\u671f\u81f3\u5173\u91cd\u8981\u4f46\u6781\u6613\u88ab\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u7b2c\u4e09\u65b9\u6280\u80fd\u751f\u6001\u7684\u5b89\u5168\u6cbb\u7406\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u6df1\u5ea6\uff08\u57fa\u4e8eSemgrep\u7b49\u73b0\u6709\u5de5\u5177\uff09\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u7684\u65f6\u673a\u6355\u6349\u548c\u6781\u7b80\u7684\u4ea7\u54c1\u5316\u601d\u7ef4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7280\u5229\u5730\u6307\u5411\u4e86OpenClaw\u751f\u6001\u7684\u4e00\u4e2a\u6839\u672c\u77db\u76fe\uff1a\u4e3a\u4e86\u5f3a\u5927\u529f\u80fd\u8d4b\u4e88\u6280\u80fd\u201c\u5168\u7cfb\u7edf\u8bbf\u95ee\u201d\u6743\u9650\uff0c\u5374\u7f3a\u4e4f\u4e0e\u4e4b\u5339\u914d\u7684\u5236\u8861\u4e0e\u5ba1\u8ba1\u673a\u5236\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u7279\u6743\u201d\u4e0e\u201c\u4fe1\u4efb\u201d\u7684\u7ecf\u5178\u5b89\u5168\u95ee\u9898\u5728AI\u65f6\u4ee3\u7684\u65b0\u6f14\u7ece\u3002SClawHub\u8bd5\u56fe\u6210\u4e3a\u8fd9\u4e2a\u4fe1\u4efb\u7684\u201c\u770b\u95e8\u4eba\u201d\uff0c\u5176\u5feb\u901f\u6784\u5efa\uff084\u5c0f\u65f6\uff0c10\u7f8e\u5143\u6210\u672c\uff09\u548c\u8f7b\u91cf\u5316\u90e8\u7f72\uff08\u6d4f\u89c8\u5668\u6269\u5c55\uff09\u7684\u6a21\u5f0f\uff0c\u662f\u5178\u578b\u7684MVP\u9a8c\u8bc1\uff0c\u65e8\u5728\u4ee5\u6700\u4f4e\u6210\u672c\u6d4b\u8bd5\u5e02\u573a\u9700\u6c42\u7684\u771f\u5b9e\u6027\u4e0e\u5f3a\u70c8\u7a0b\u5ea6\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\u5176\u6743\u5a01\u6027\u5b58\u7591\u3002\u4f5c\u4e3a\u4e00\u4e2a\u7531\u4e2a\u4eba\u5f00\u53d1\u8005\u5feb\u901f\u6784\u5efa\u7684\u5de5\u5177\uff0c\u5176\u626b\u63cf\u89c4\u5219\u5e93\u7684\u5b8c\u5907\u6027\u3001\u5bf9\u65b0\u578b\u201cAI\u539f\u751f\u201d\u653b\u51fb\u624b\u6cd5\u7684\u8986\u76d6\u80fd\u529b\uff0c\u4ee5\u53ca\u8bc4\u5206\u6a21\u578b\u7684\u516c\u6b63\u6027\uff0c\u90fd\u9700\u8981\u7ecf\u53d7\u4e25\u683c\u8003\u9a8c\u3002\u5b89\u5168\u5de5\u5177\u672c\u8eab\u82e5\u5b58\u5728\u6f0f\u6d1e\uff0c\u5c06\u5e26\u6765\u707e\u96be\u6027\u7684\u53cd\u6548\u679c\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u6a21\u5f0f\u6a21\u7cca\u3002\u201c\u514d\u8d39\u3001\u900f\u660e\u201d\u7684\u627f\u8bfa\u5982\u4f55\u6301\u7eed\uff0c\u662f\u5426\u4f1a\u6f14\u53d8\u4e3a\u5bf9\u6280\u80fd\u5f00\u53d1\u8005\u7684\u6536\u8d39\u8ba4\u8bc1\uff0c\u8fd9\u5173\u7cfb\u5230\u5176\u4e2d\u7acb\u6027\u3002\u6700\u540e\uff0c\u5176\u547d\u8fd0\u4e0eOpenClaw\u751f\u6001\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u5b58\u5728\u660e\u663e\u7684\u5e73\u53f0\u4f9d\u8d56\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cSClawHub\u662f\u4e00\u4e2a\u806a\u660e\u7684\u201c\u98ce\u5411\u6807\u201d\u5f0f\u4ea7\u54c1\u3002\u5b83\u672a\u5fc5\u80fd\u6210\u4e3a\u6700\u7ec8\u7684\u5b89\u5168\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u5b83\u7528\u884c\u52a8\u5411\u5e02\u573a\u53d1\u51fa\u4e86\u4e00\u4e2a\u5f3a\u70c8\u4fe1\u53f7\uff1a\u968f\u7740AI\u667a\u80fd\u4f53\u529f\u80fd\u65e5\u76ca\u5f3a\u5927\u5e76\u5f00\u59cb\u4e92\u64cd\u4f5c\uff0c\u5176\u5b89\u5168\u5ba1\u8ba1\u4e0e\u4f9b\u5e94\u94fe\u7ba1\u7406\u5df2\u4e0d\u518d\u662f\u53ef\u9009\u9879\uff0c\u800c\u662f\u5fc5\u987b\u88ab\u57fa\u7840\u8bbe\u65bd\u5316\u7684\u6838\u5fc3\u73af\u8282\u3002\u5b83\u7684\u51fa\u73b0\uff0c\u672c\u8eab\u6bd4\u5176\u5f53\u524d\u7684\u6280\u672f\u5b9e\u73b0\u66f4\u5177\u884c\u4e1a\u542f\u793a\u4ef7\u503c\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\">SClawHub<\/span>\n <\/div>\n<div class=\"comment-content\">OpenClaw agents have full system access. One malicious skill could steal your data or API keys. SClawHub scans every skill for security issues and gives you a trust score (0-100) before you install. Free, transparent, open methodology.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Mladjan, and I built SClawHub over a weekend to solve a real problem in the OpenClaw community.<\/p>\n<p>\ud83d\udd0d **The Problem:**<br \/>\nOpenClaw skills have full access to your system, files, APIs, and credentials. But there’s no easy way to know if they’re safe before installing them.<\/p>\n<p>\ud83d\udee1\ufe0f **The Solution:**<br \/>\nSClawHub automatically scans every skill for:<br \/>\n\u2022 Data exfiltration attempts<br \/>\n\u2022 Credential theft<br \/>\n\u2022 Unsafe file operations<br \/>\n\u2022 Code execution risks<br \/>\n\u2022 Obfuscation attempts<\/p>\n<p>Each skill gets a trust score (0-100) with a detailed vulnerability report.<\/p>\n<p>\u2728 **What’s Cool:**<br \/>\n\u2022 Chrome extension shows trust badges directly on ClawHub<br \/>\n\u2022 Same URL schema: clawhub.ai \u2192 sclawhub.com (just add ‘s’ and change to .com)<br \/>\n\u2022 Built in 4 hours for $10 (domain cost only)<br \/>\n\u2022 Already scanned 28+ skills<\/p>\n<p>\ud83d\ude80 **Stack:**<br \/>\nNode.js scanner + Next.js + Semgrep + Claude AI + Vercel<\/p>\n<p>Try it: <a href=\"https:\/\/sclawhub.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/sclawhub.com<\/a><br \/>\nExtension: [pending Chrome Web Store approval]<\/p>\n<p>Questions? Feedback? I’m here all day! \ud83e\udd9e<\/p>\n<p>P.S. If you’re building AI agents or using OpenClaw, I’d love your thoughts on what security features would be most valuable.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kondormit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kondormit<\/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>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/U7KNOMRXUZJNDZ\" class=\"app-title\">CasDoc<\/a><\/p>\n<div class=\"one-liner\">More context-aware AI development and planning<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CasDoc\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u667a\u80fd\u6587\u6863\u4e0e\u89c4\u5212\u5de5\u5177\uff0c\u901a\u8fc7\u751f\u6210\u53ef\u5b9a\u5236\u3001\u5b9e\u65f6\u540c\u6b65\u7684\u4e13\u4e1a\u89c4\u683c\u6587\u6863\uff0c\u5e76\u4e3aAI\u7f16\u7a0b\u52a9\u624b\u63d0\u4f9b\u7ed3\u6784\u5316\u4e0a\u4e0b\u6587\uff0c\u89e3\u51b3\u56e2\u961f\u5728\u4ece\u521b\u610f\u5230\u4ee3\u7801\u7684\u534f\u4f5c\u6d41\u7a0b\u4e2d\u4fe1\u606f\u4e22\u5931\u3001\u6587\u6863\u8fc7\u65f6\u3001\u5bfc\u81f4AI\u7f16\u7801\u7ed3\u679c\u4e0d\u53ef\u9760\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/ffa33e6e-f569-4b49-9593-58b2f5f40215.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=EWFCLz6E0Cw\"><source src=\"https:\/\/www.youtube.com\/watch?v=EWFCLz6E0Cw\" 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\/b91a8082-44bb-4725-bd5f-e2eb6a31957a.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\/2482cc0a-a696-43e4-bad4-0a33bf41fb84.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\/7a3db089-39a5-42fe-a5a1-7e3729872441.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\/1564ca92-9826-46a0-b2b0-0ed4050de893.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\/0084d005-f290-452a-85e2-206f6e551aa2.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\/7ef4b217-a195-46d5-b591-656d76e4651d.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6587\u6863\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u89c4\u683c\u8bf4\u660e<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u534f\u4f5c\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u9700\u6c42\u6587\u6863(PRD)<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u4e0e\u6587\u6863\u540c\u6b65<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u6709\u6548\u8bc4\u8bba\u4e3b\u8981\u6765\u81ea\u521b\u59cb\u56e2\u961f\uff0c\u6838\u5fc3\u53cd\u9988\u662f\u5f3a\u8c03\u4ea7\u54c1\u901a\u8fc7\u201cCheck, Check, Check\u201d\u6d41\u7a0b\uff08\u5ba1\u6838\u800c\u975e\u64b0\u5199AI\u751f\u6210\u7684\u89c4\u683c\uff09\u548c\u5b9e\u65f6\u540c\u6b65\u6587\u6863\uff0c\u89e3\u51b3\u4f20\u7edf\u6587\u6863\u4e0e\u5f00\u53d1\u6d41\u7a0b\u8131\u8282\u3001\u5bfc\u81f4AI\u7f16\u7801\u4ee3\u7406\u4e0a\u4e0b\u6587\u8d28\u91cf\u5dee\u7684\u6839\u672c\u95ee\u9898\u3002\u672a\u53d1\u73b0\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 CasDoc\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u6587\u6863\u7f16\u8f91\u5668\uff0c\u800c\u65e8\u5728\u6210\u4e3aAI\u539f\u751f\u5f00\u53d1\u65f6\u4ee3\u7684\u201c\u4e0a\u4e0b\u6587\u4e2d\u67a2\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u534e\u4e3d\u7684AI\u751f\u6210\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u7528\u4ea7\u54c1\u5316\u624b\u6bb5\u5f3a\u5236\u89e3\u51b3\u4e00\u4e2a\u957f\u671f\u7684\u6280\u672f\u7ba1\u7406\u987d\u75be\uff1a\u6587\u6863\u4e0e\u4ee3\u7801\u7684\u540c\u6b65\u6027\u3002\u5b83\u654f\u9510\u5730\u6293\u4f4f\u4e86\u5f53\u524dAI\u7f16\u7801\u5de5\u5177\uff08\u5982Cursor\u3001Claude Code\uff09\u6548\u80fd\u74f6\u9888\u7684\u5173\u952e\u2014\u2014\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\uff08Garbage in, garbage out\uff09\u3002\u901a\u8fc7\u201c\u53ef\u5b9a\u5236\u6a21\u677f\u751f\u6210\u201d\u548c\u201c\u4ece\u4efb\u4f55\u5730\u65b9\uff08\u60f3\u6cd5\u3001GitHub\u3001\u4f1a\u8bae\u89c6\u9891\uff09\u5bfc\u5165\u201d\u964d\u4f4e\u521b\u5efa\u95e8\u69db\uff0c\u53ea\u662f\u7b2c\u4e00\u6b65\u3002\u66f4\u5173\u952e\u7684\u8bbe\u8ba1\u662f\u201c\u59cb\u7ec8\u6700\u65b0\u7684\u6587\u6863\u201d\u673a\u5236\u4e0e\u201c\u4e00\u952e\u5bfc\u51fa\u4e0a\u4e0b\u6587\u5305\u201d\u7ed9MCP\u670d\u52a1\u5668\uff0c\u8fd9\u8bd5\u56fe\u5728\u6587\u6863\uff08\u4eba\u7c7b\u610f\u56fe\uff09\u4e0eAI\u6267\u884c\uff08\u4ee3\u7801\u751f\u6210\uff09\u4e4b\u95f4\u5efa\u7acb\u4e00\u4e2a\u53ef\u8ffd\u6eaf\u3001\u53ef\u9a8c\u8bc1\u7684\u7ba1\u9053\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6210\u529f\u9762\u4e34\u6df1\u5c42\u6311\u6218\u3002\u9996\u5148\uff0c\u5b83\u5047\u8bbe\u56e2\u961f\u6709\u4e25\u683c\u610f\u613f\u6301\u7eed\u201c\u7ef4\u62a4\u201d\u6587\u6863\u66f4\u65b0\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u6587\u5316\u548c\u7ba1\u7406\u95ee\u9898\uff0c\u800c\u975e\u5de5\u5177\u95ee\u9898\u3002\u4ea7\u54c1\u5ba3\u79f0\u7684\u201c\u96f6\u65f6\u95f4\u64b0\u5199\uff0c100%\u65f6\u95f4\u7b56\u5212\u201d\u613f\u666f\u8fc7\u4e8e\u7406\u60f3\u5316\uff0cAI\u751f\u6210\u89c4\u683c\u7684\u5ba1\u6838\u4e0e\u4fee\u6b63\u6210\u672c\u53ef\u80fd\u88ab\u4f4e\u4f30\u3002\u5176\u6b21\uff0c\u4f5c\u4e3a\u8fde\u63a5\u4ea7\u54c1\u3001\u5f00\u53d1\u4e0eAI\u5de5\u5177\u7684\u4e2d\u95f4\u5c42\uff0c\u5176\u5fc5\u987b\u6df1\u5ea6\u96c6\u6210\u5230\u73b0\u6709\u5de5\u4f5c\u6d41\uff08\u5982Git\u3001\u9879\u76ee\u7ba1\u7406\u5de5\u5177\uff09\u4e2d\uff0c\u5426\u5219\u6781\u6613\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u4fe1\u606f\u5b64\u5c9b\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5efa\u7acb\u5728AI\u7f16\u7801\u5de5\u5177\u751f\u6001\u7684\u7e41\u8363\u4e4b\u4e0a\uff0c\u82e5\u4e3b\u6d41AI\u52a9\u624b\u672a\u6765\u5185\u7f6e\u4e86\u66f4\u5f3a\u5927\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\u4e0e\u6293\u53d6\u80fd\u529b\uff0c\u5176\u4f5c\u4e3a\u72ec\u7acb\u201c\u4e0a\u4e0b\u6587\u6253\u5305\u5668\u201d\u7684\u4ef7\u503c\u53ef\u80fd\u4f1a\u88ab\u524a\u5f31\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cCasDoc\u5207\u5165\u70b9\u7684\u786e\u7280\u5229\uff0c\u76f4\u6307AI\u8f85\u52a9\u5f00\u53d1\u5de5\u4f5c\u6d41\u7684\u547d\u95e8\u3002\u4f46\u5b83\u66f4\u50cf\u4e00\u4e2a\u5173\u4e8e\u201c\u5982\u4f55\u89c4\u8303\u4eba\u673a\u534f\u4f5c\u201d\u7684\u5927\u80c6\u5b9e\u9a8c\uff0c\u5176\u6210\u8d25\u5c06\u4e0d\u53d6\u51b3\u4e8eAI\u751f\u6210\u6587\u6863\u7684\u8d28\u91cf\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u56e2\u961f\u4e2d\u5efa\u7acb\u8d77\u4e00\u4e2a\u53ef\u6301\u7eed\u7684\u3001\u4eba\u673a\u5171\u6cbb\u7684\u89c4\u8303\u6d41\u7a0b\u3002\u8fd9\u662f\u4e00\u573a\u4e0e\u4eba\u6027\u60f0\u6027\u548c\u590d\u6742\u5de5\u4f5c\u6d41\u60ef\u6027\u7684\u6597\u4e89\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\">CasDoc<\/span>\n <\/div>\n<div class=\"comment-content\">CasDoc transforms how teams move from idea to working code. Generate professional specs with AI using customizable templates, keep docs always-current, and export context bundles that make AI coding agents (Cursor, Copilot, Claude Code) 10x more reliable. No more garbage in, garbage out.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt~<\/p>\n<p>I’m Aaron, co-founder <a href=\"https:\/\/www.producthunt.com\/products\/casdoc\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"casdoc\" target=\"_blank\" rel=\"noopener\">@CasDoc<\/a> . Super excited to finally share what we’ve been building.<\/p>\n<p>We’ve all experienced it. <\/p>\n<p>You just wrapped a 2-hour meeting with stakeholders. Now you need to write a PRD, sync with your TPM on specs, then break everything into tickets. By the time it reaches your AI coding agent, half the context is lost. They build the wrong feature. You burn tokens. Everyone’s frustrated. <\/p>\n<p>Why? Because AI is only as good as the context it receives. And traditional docs:<\/p>\n<ul>\n<li>\n<p>Get outdated the moment you finish writing<\/p>\n<\/li>\n<li>\n<p>Live separately from your development workflow<\/p>\n<\/li>\n<li>\n<p>Don’t speak the language AI coding tools need<\/p>\n<\/li>\n<\/ul>\n<p><strong>So, What CasDoc Does?<\/strong><\/p>\n<ul>\n<li>\n<p><strong>AI Spec Generation<\/strong>: Professional PRDs, tech specs, API docs in minutes using customizable templates, and you may start from any where \u2014 type an idea, import a GitHub repo, or upload a meeting video. CasDoc meets you where you are.<\/p>\n<\/li>\n<li>\n<p><strong>Always up-to-date Documentation<\/strong>: Specs update as development progresses. Never stale.<\/p>\n<\/li>\n<li>\n<p><strong>Collaborating Workspace for whole product team<\/strong>: PMs, engineers, and stakeholders \u2014<\/p>\n<p>all on the same page, literally.<\/p>\n<\/li>\n<li>\n<p><strong>MCP for AI Agents:<\/strong> One-click context bundles with spec for Cursor \/ Claude Code \/ any other coding agent. <\/p>\n<\/li>\n<\/ul>\n<p><strong>But why Existing Tools Don’t Work?<\/strong><\/p>\n<p>Notion + ChatGPT: Copy-paste workflows. Docs still go stale.<br \/>Standalone PRD tools: Nice templates, but zero connection to your codebase or AI tools.<br \/>Spec-Kit or Kiro: Personal Dev Tools, not for teams<br \/>No tool at all: You’re feeding raw conversations to AI and hoping for the best.<br \/><strong><br \/>Our Vision: “Check, Check, Check”<\/strong><\/p>\n<p>We believe the future is “Check, Check, Check” \u2014 teams reviewing and approving AI-generated specs, not writing them. Zero time writing. 100% time curating.<\/p>\n<blockquote>\n<p><strong>Special Offer for PH \ud83c\udf81<\/strong><\/p>\n<p>All Product Hunt users get 7 days free on our paid plan \u2014 just sign up today!<\/p>\n<p>Thanks for the support!<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hi Product Hunt Community! I\u2019m Jimmy, Co-founder & CTO of <\/strong><a href=\"https:\/\/www.producthunt.com\/products\/casdoc\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"casdoc\" target=\"_blank\" rel=\"noopener\">@CasDoc<\/a> <strong>. \ud83d\ude80<\/strong><\/p>\n<\/p>\n<p>We all know AI coding is only as good as the context it receives. But manual documentation is a nightmare\u2014it’s usually outdated before it’s even finished.<\/p>\n<p>We built <strong>CasDoc<\/strong> to bridge the gap between specs and code. It\u2019s an intelligent workspace that turns ideas or GitHub repos into living specs.<\/p>\n<\/p>\n<p><strong>Why it matters:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Reliable AI Coding:<\/strong> Feed high-quality context to Cursor or Claude via our MCP server.<\/p>\n<\/li>\n<li>\n<p><strong>Curation over Creation:<\/strong> Stop writing from scratch. Use our “Check, Check, Check” workflow to approve AI-generated docs.<\/p>\n<\/li>\n<li>\n<p><strong>Always in Sync:<\/strong> Your specs evolve with your code, not against it.<\/p>\n<\/li>\n<\/ul>\n<p>Documentation shouldn’t be a chore; it should be your AI agent’s roadmap. Give it a spin and let me know your technical feedback! \ud83d\udee0\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<\/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\/DPLAXFO5D6QBC5\" class=\"app-title\">Limitr<\/a><\/p>\n<div class=\"one-liner\">Pricing infrastructure for AI\/SaaS products<\/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>Limitr\u662f\u4e00\u4e2aAI\/SaaS\u4ea7\u54c1\u7684\u5b9a\u4ef7\u57fa\u7840\u8bbe\u65bd\u5e73\u53f0\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u5b9e\u65bd\u5e76\u5b9e\u65f6\u7ba1\u7406\u7ed3\u5408\u5e2d\u4f4d\u3001\u4f7f\u7528\u91cf\u548cAI\u6a21\u578bToken\u7684\u6df7\u5408\u8ba1\u8d39\u7b56\u7565\uff0c\u89e3\u51b3\u5b9a\u4ef7\u7b56\u7565\u5b9e\u65bd\u590d\u6742\u3001\u5de5\u7a0b\u8017\u65f6\u4e14\u7f3a\u4e4f\u4f7f\u7528\u6570\u636e\u6d1e\u5bdf\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f39da26a-e4f0-414b-8ff8-07412da3e648.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/67f5cf78-b491-437f-b17e-eb74a2093354.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2fcd2616-167d-41cb-b26e-90e56e652a26.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4003fff0-9c9f-4c35-a5cb-0b7f0deea1aa.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1946c4fb-b0d8-4df8-bae3-709176da735b.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc4cdae7-5950-475b-af9e-d633d2c5f97c.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/08c5943b-02ad-4f65-9c68-e8510fc87870.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\/c418d62c-1856-4269-80ca-694cd4e8a5ae.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/4Cu6PoiT7po?si=KO5n8qThwX73uxhK\"><source src=\"https:\/\/youtu.be\/4Cu6PoiT7po?si=KO5n8qThwX73uxhK\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Monetization<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5b9a\u4ef7\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">SaaS\u8ba1\u8d39\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4f7f\u7528\u91cf\u8ba1\u8d39<\/span><br \/>\n <span class=\"tag\">\u6df7\u5408\u5b9a\u4ef7\u7b56\u7565<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u8ba1\u8d39<\/span><br \/>\n <span class=\"tag\">Stripe\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u6536\u5165\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u5b9a\u4ef7\u5206\u6790<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86AI\/SaaS\u5b9a\u4ef7\u7684\u666e\u904d\u75db\u70b9\uff0c\u8ba4\u4e3a\u4ea7\u54c1\u201c\u53ca\u65f6\u201d\u3001\u201c\u5fc5\u9700\u201d\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u80fd\u5426\u57fa\u4e8e\u6570\u636e\u63d0\u4f9b\u5b9a\u4ef7\u5efa\u8bae\u3001\u652f\u6301\u9664Stripe\u5916\u7684\u652f\u4ed8\u5546\u3001\u81ea\u52a8\u5316\u54cd\u5e94\u9608\u503c\u89e6\u53d1\u52a8\u4f5c\u3002\u521b\u59cb\u4eba\u56de\u590d\u786e\u8ba4\u81ea\u52a8\u5316\u662f\u8def\u7ebf\u56fe\u91cd\u70b9\uff0c\u5e76\u5f00\u653e\u96c6\u6210\u5176\u4ed6\u652f\u4ed8\u5546\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 Limitr\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u6b63\u5728\u7206\u53d1\u7684\u8d5b\u9053\uff1aAI\u539f\u751f\u5e94\u7528\u7684\u8d27\u5e01\u5316\u56f0\u5883\u3002\u5176\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u53c8\u4e00\u4e2a\u8ba1\u8d39API\u201d\uff0c\u800c\u5728\u4e8e\u5c06\u5b9a\u4ef7\u4ece\u50f5\u786c\u7684\u5de5\u7a0b\u90e8\u7f72\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u63d0\u5347\u4e3a\u53ef\u5b9e\u65f6\u8c03\u6574\u3001\u6570\u636e\u9a71\u52a8\u7684\u6838\u5fc3\u4e1a\u52a1\u7b56\u7565\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u4e09\u70b9\uff1a\u9996\u5148\uff0c\u5b83\u7528\u201c\u5355\u884c\u4ee3\u7801\u201d\u548cYAML\u7b56\u7565\u6587\u4ef6\u62bd\u8c61\u4e86\u5e95\u5c42\u590d\u6742\u6027\uff0c\u7784\u51c6\u4e86\u65e9\u671f\u521b\u59cb\u4eba\u548cGTM\u56e2\u961f\u201c\u6c42\u5feb\u201d\u4e0e\u201c\u6015\u9ebb\u70e6\u201d\u7684\u5fc3\u6001\uff0c\u964d\u4f4e\u4e86\u8d27\u5e01\u5316\u7684\u542f\u52a8\u95e8\u69db\u3002\u5176\u6b21\uff0c\u5176\u201c\u4e8b\u4ef6\u9a71\u52a8\u201d\u67b6\u6784\u548c\u201c\u89c2\u5bdf\u6a21\u5f0f\u201d\u5de7\u5999\u5730\u5c06\u6570\u636e\u6536\u96c6\u4e0e\u7b56\u7565\u6267\u884c\u5206\u79bb\uff0c\u8ba9\u4f01\u4e1a\u53ef\u4ee5\u5148\u65e0\u98ce\u9669\u5730\u79ef\u7d2f\u7528\u6237\u884c\u4e3a\u6570\u636e\uff0c\u518d\u57fa\u4e8e\u4e8b\u5b9e\u5236\u5b9a\u6216\u5207\u6362\u6536\u8d39\u6a21\u5f0f\uff0c\u8fd9\u76f4\u63a5\u56de\u5e94\u4e86AI\u4ea7\u54c1\u56e0\u6210\u672c\u4e0d\u786e\u5b9a\u5e26\u6765\u7684\u5b9a\u4ef7\u6050\u60e7\u3002\u6700\u540e\uff0c\u5b83\u5c06\u201c\u5e2d\u4f4d\u201d\u3001\u201c\u7528\u91cf\u201d\u548c\u201cAI Token\u201d\u7edf\u4e00\u6cbb\u7406\uff0c\u6b63\u89c6\u4e86\u73b0\u4ee3SaaS\uff0c\u7279\u522b\u662fAI\u589e\u5f3a\u578b\u4ea7\u54c1\uff0c\u5b9a\u4ef7\u7ef4\u5ea6\u65e5\u76ca\u6df7\u5408\u5316\u7684\u73b0\u5b9e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u5929\u82b1\u677f\u4e5f\u6e05\u6670\u53ef\u89c1\u3002\u5f53\u524d\u5b83\u66f4\u4fa7\u91cd\u4e8e\u201c\u5982\u4f55\u6536\u8d39\u201d\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u800c\u7528\u6237\u6700\u6839\u672c\u7684\u75db\u70b9\u201c\u6536\u591a\u5c11\u8d39\u201d\uff08\u5b9a\u4ef7\u7b56\u7565\u54a8\u8be2\uff09\u4ec5\u88ab\u5217\u4e3a\u672a\u6765\u529f\u80fd\u3002\u8fd9\u4f7f\u5176\u77ed\u671f\u5185\u6613\u88ab\u5b9a\u4f4d\u4e3a\u201c\u9ad8\u7ea7\u8ba1\u8d39\u5de5\u5177\u201d\uff0c\u800c\u975e\u6218\u7565\u4f19\u4f34\u3002\u6b64\u5916\uff0c\u5176\u4e25\u91cd\u4f9d\u8d56Stripe\u751f\u6001\uff0c\u5728\u5168\u7403\u5316\u5e02\u573a\u8986\u76d6\u4e0a\u5b58\u5728\u77ed\u677f\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u81ea\u52a8\u5316\u54cd\u5e94\u548c\u652f\u4ed8\u5546\u96c6\u6210\u7684\u63d0\u95ee\uff0c\u6b63\u66b4\u9732\u4e86\u5176\u5728\u4f01\u4e1a\u7ea7\u5de5\u4f5c\u6d41\u6574\u5408\u6df1\u5ea6\u4e0a\u7684\u65e9\u671f\u9636\u6bb5\u5c40\u9650\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cLimitr\u5728\u6b63\u786e\u7684\u65f6\u95f4\u70b9\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4f18\u96c5\u7684\u201c\u624b\u672f\u5200\u5f0f\u201d\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u8981\u4ece\u5de5\u5177\u664b\u5347\u4e3a\u5e73\u53f0\uff0c\u5173\u952e\u5728\u4e8e\u80fd\u5426\u5c06\u5176\u79ef\u7d2f\u7684\u8de8\u884c\u4e1a\u7528\u91cf\u6570\u636e\uff0c\u8f6c\u5316\u4e3a\u5177\u6709\u6307\u5bfc\u6027\u7684\u5b9a\u4ef7\u667a\u80fd\u4e0e\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\uff0c\u4ece\u800c\u6784\u7b51\u66f4\u6df1\u7684\u62a4\u57ce\u6cb3\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u9762\u4e34\u6765\u81ea\u4e0a\u6e38\uff08\u5982CRM\u3001\u6570\u636e\u5206\u6790\u5e73\u53f0\uff09\u6216\u4e0b\u6e38\uff08\u5982\u652f\u4ed8\u5de8\u5934\uff09\u7684\u529f\u80fd\u541e\u566c\u98ce\u9669\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\">Limitr<\/span>\n <\/div>\n<div class=\"comment-content\">Limitr is the AI monetization platform for AI and SaaS companies. Meter, price, and bill for usage in real-time, combining seats, usage, and AI model tokens in a single policy. Seamless Stripe integration and a first-class developer experience make it easy to setup – and vibe code friendly.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Amelia, co-founder of <a href=\"https:\/\/limitr.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Limitr<\/strong><\/a>. Quick story about why we built this:<\/p>\n<p>Last year, we were building an AI product and spent precious time implementing our pricing policy, roughly estimating\/predicting token spend, usage limits and margins so we could go to market. We tried other platforms but decided to built it ourselves. <\/p>\n<p>We launched our pricing with a DIY solution but were still blind to customer usage patterns. Were people hitting limits? Ready to upgrade? We had no idea until they churned or reached out to ask for more credits.<\/p>\n<p>So, we created Limitr. First, as an open-source monetization policy that anyone can use as an embedded policy engine for enforcing plans, limits, and usage in your application.<\/p>\n<p>Then, we built Limitr Cloud as a hosted solution to make monetization and usage data more accessible for GTM teams, vibe coders, and early stage founders. <\/p>\n<p><strong>Here’s what Limitr does:<\/strong><\/p>\n<p>– <strong>Ship pricing in minutes <\/strong>\u2192 One line of code handles metering, limits, and enforcement<br \/>– <strong>Change without deploys <\/strong>\u2192 GTM teams update pricing models instantly (with rollback)<br \/>– <strong>See who’s ready to upsell<\/strong> \u2192 Real-time visibility into usage patterns and limit proximity<br \/>– <strong>See margin and usage data for orgs and specific users<\/strong> \u2192 Know exactly when customers hit or exceed limits, and how to change pricing policies based on real data. <\/p>\n<p>It’s built for two types of teams:<\/p>\n<p>1. <strong>Early-stage founders<\/strong> monetizing for the first time (this is overwhelming and we want to make it quick and easy)<br \/>2. <strong>Scale-up GTM teams<\/strong> where pricing changes take weeks in engineering cycles, and when having margin visibility and pricing control is critical. <\/p>\n<p>We’re live with a few design partners and launching our free tier today for the PH community to try and give us feedback. Only takes a few minutes to setup.<\/p>\n<p><strong>What’s the hardest part of your pricing strategy?<\/strong> Is it building the infrastructure, deciding what to charge, or getting engineering time?<\/p>\n<p>Try it out and let me know what you’d build \u2192 <a href=\"https:\/\/cloud.limitr.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/cloud.limitr.dev<\/a> <\/p>\n<p>Thanks for checking us out! \ud83d\ude80 Use code <strong>PRODUCTHUNT<\/strong> for 50% your first month of our Starter tier. <\/p>\n<p>We’re around all day to answer questions about pricing, usage-based models, or how we built this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amelia_wampler\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amelia_wampler<\/a> one question I have: are there best-practices you’ve learned and applied for AI-native software companies? I am curious around insights here and would love to hear about what all you’ve discovered.<\/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\/@amelia_wampler\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amelia_wampler<\/a> Congrats on the launch \u2014 great to see thoughtful infrastructure work shipping in this space. Wishing the team a strong Product Hunt day \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>Hey Product Hunt!!<\/p>\n<\/p>\n<p>Thanks for checking out <a href=\"https:\/\/limitr.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Limitr<\/a>!<\/p>\n<\/p>\n<p>What started as a pricing engine for myself led to the Limitr <a href=\"https:\/\/github.com\/dev-formata-io\/limitr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">open-source library<\/a>, which has led to a <a href=\"https:\/\/formata.gitbook.io\/limitr\/getting-started\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">full SaaS pricing solution<\/a>, complete with Stripe billing and drop-in UI.<\/p>\n<\/p>\n<p>Our aim with Limitr is to reduce complexity, have the best-in-class dev experience, and provide a foundation for revenue growth. This means changing pricing in minutes without redeployments, and having the usage data at your fingertips to inform those changes (and rollback immediately if needed).<\/p>\n<\/p>\n<p>A single Limitr YAML policy defines all of your pricing rules & resource limits, so integration is a simple local policy check. No latency, always versioned, auditable, and easy to reason about.<\/p>\n<\/p>\n<p>I’m excited to hear what you think! Schedule a call with us in-app or email us directly to get in touch.<\/p>\n<\/p>\n<p>Time to turn pricing into an advantage instead of a dreaded engineering task!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \ud83d\ude80 Pricing infrastructure is one of those painful problems every AI\/SaaS team hits eventually, and it’s great to see a clean solution for it!<\/p>\n<p>How are you thinking about helping teams decide <em>what<\/em> to charge, not just the infrastructure for <em>how<\/em>. Are there any plans to surface insights or recommendations based on the usage data you help aggregate?<\/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\/@aakashadesara\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aakashadesara<\/a> Thank you!! Simplicity matters a lot to us, and although pricing usually starts simple, it often gets complex quickly, slowing teams and growth.<\/p>\n<p>Limitr is entirely event-driven (even locally), so every customer interaction is tracked and logged to provide signals and comprehensive usage analytics. The idea is to always have the data needed to make informed & confident pricing policy changes.<\/p>\n<p>In Limitr Cloud, each customer has usage tracked and graphed live, per entitlement. If a customer is projected to hit limits, you’ll know and can proactively adjust your policy, create an override, and\/or reach out for upsell.<\/p>\n<p>Limitr also makes it easy to set “observe” resources for pure tracking and data analysis, then later switch to an enforced limit with optional overage charges, like flipping a light switch.<\/p>\n<p>The <em>what to charge<\/em> question is a primary focus for us, in addition to a simple <em>how<\/em>, so we have lots of exciting features coming soon to help!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is exciting. I’m literally tackling this problem right now for my agentic book-keeping product. I could see this making a lot easier both to calculate my unit costs and price my product.<\/p>\n<\/p>\n<p>Currently using Langfuse to calculate my costs and stripe to price but I’ll have to give this a shot.<\/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\/@ravi_bhankharia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ravi_bhankharia<\/a> Thanks Ravi! Are you currently limiting usage for your agentic product as well? <\/p>\n<\/p>\n<p>let us know what you think when you try the free version <\/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>Way to go! Awesome product and much needed. <\/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\/@thomas_olson_321\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thomas_olson_321<\/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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thomas_olson_321\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thomas_olson_321<\/a> Thank you, Thomas!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! this is great stuff and definitely needed infra for the future of pricing in the AI world we live in.<\/p>\n<p>Glad i got to see this early on. The demo is sharp! Excited to see where you guys go from here. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@drake_dukes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@drake_dukes<\/a> Thank you, Drake!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 <a href=\"https:\/\/www.producthunt.com\/@amelia_wampler\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amelia_wampler<\/a> & <a href=\"https:\/\/www.producthunt.com\/@cj_cummings\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cj_cummings<\/a> ! Does Limitr support automated responses when usage or credit thresholds are reached \u2014 for example, triggering alerts, rate limits, or other playbook-driven actions?<\/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\/@amelia_wampler\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amelia_wampler<\/a> <a href=\"https:\/\/www.producthunt.com\/@dylan_conway\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dylan_conway<\/a> Thanks, Dylan!! Limitr is an event-driven system, and automation is absolutely a part of our roadmap! We’ll be launching more features around this soon, so stay tuned.<\/p>\n<p>That being said, extending Limitr event handlers with your own is straightforward, so creating custom behaviors for altering, downgrading, progressive\/dynamic limits, etc., is a core capability that is baked in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey this is cool! \ud83d\ude42 How long does it take to get started? Are there docs for it that are easily pastable into an LLM for easy onboarding?<\/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\/@joshua_anderson9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joshua_anderson9<\/a> Thanks, Josh!! Absolutely – we’re continuously and thoughtfully striving for the best and simplest user experience possible, and this includes using LLMs & vibe coding in general. Our <a href=\"https:\/\/formata.gitbook.io\/limitr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">docs<\/a> are changing to reflect this all the time, and feedback is always welcome!<\/p>\n<p>Going from zero to monetized can take many forms depending on your pricing strategy, but to integrate Limitr is a single line of code wherever you need policy enforcement\/metering. The UI components are drop-in and vibe-code friendly as well.<\/p>\n<p>And we’re always happy to work directly with teams to support their needs \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>Congrats on the launch! Feeling this pain quite often recently. I think any sort of applied AI stack is going to move towards metered billing and current infra doesn’t handle it as flexibly as we need at least. Excited to try this out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@logan_whitehouse\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@logan_whitehouse<\/a> Thanks Logan! excited to hear what you think once you try <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@logan_whitehouse\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@logan_whitehouse<\/a> Thanks, Logan!! Always a pleasure to work with you and your team, excited for you to check it out!<\/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>Awesome product to do quick and easy a\/b test and dynamic pricing based on usage. Would love to try. <\/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\/@robert_dong2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robert_dong2<\/a> thanks Robert! let us know what you think when you try it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@robert_dong2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robert_dong2<\/a> Thank you, Robert!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! I love that you built a solution to a problem you faced. The Stripe integration is great as well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nseldeib\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nseldeib<\/a> thank you! Are there any other payment processors you think we should prioritize on our roadmap? We can add more other than Stripe \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>This product is \ud83d\udd25\ud83d\udd25 can\u2019t believe we lived without it for so 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\/@anneliese\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anneliese<\/a> thank you! so happy you love it <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you already have any satisfied users? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Hey Nika! We’re fortunate to be working with some fast-moving founders and teams to help grow offerings & monetize their AI. We often come in early at inception, or when a usage-based or hybrid monetization strategy is being added to current offerings.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>What a perfectly-timed idea! <\/p>\n<p>How do you see AI monetization changing in the future? I’ve heard a lot about seat based pricing vs. outcome based pricing. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@madeline_wordware\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madeline_wordware<\/a> It’s definitely a quickly evolving landscape! Pricing has never been more important as a strategy for growth, and there’s a lot of room for newer ideas, like creative outcome-based pricing.<\/p>\n<p>I am a fan of outcome-based pricing where it makes sense, and so are consumers! There’s clear alignment when success is tied together for both parties.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@madeline_wordware\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madeline_wordware<\/a> thank you! things are definitely shifting towards consumption based, especially with agentic products and vertical SaaS adding AI features into their products. Having flat-fee tiers is still common for predictability, but now companies need to better understand margins and customer’s usage patterns. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/7RTUM3BX3S2ZUM\" class=\"app-title\">NewCV.ai<\/a><\/p>\n<div class=\"one-liner\">AI that turns any job link into a tailored CV + cover letter<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">38<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>NewCV.ai \u662f\u4e00\u6b3eAI\u6c42\u804c\u5de5\u5177\uff0c\u901a\u8fc7\u89e3\u6790\u62db\u8058\u94fe\u63a5\uff0c\u4e3a\u9891\u7e41\u6295\u9012\u591a\u4e2a\u804c\u4f4d\u7684\u6c42\u804c\u8005\u81ea\u52a8\u751f\u6210\u9488\u5bf9\u8be5\u804c\u4f4d\u4f18\u5316\u7684\u7b80\u5386\u548c\u6c42\u804c\u4fe1\uff0c\u89e3\u51b3\u4e86\u624b\u52a8\u5b9a\u5236\u7b80\u5386\u8017\u65f6\u8d39\u529b\u4e14\u96be\u4ee5\u901a\u8fc7ATS\u7b5b\u9009\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/08857c3c-60e0-4506-9a4a-c3a8544dae6e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=FJsvULFoNqc\"><source src=\"https:\/\/www.youtube.com\/watch?v=FJsvULFoNqc\" 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\/24eb5c6b-acad-49d6-b094-107b9fff44ff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e5d672d-4763-4ed5-afee-c7269bd3a080.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef5e5c87-7898-4db2-82bb-a970dca43007.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8c5e347f-e069-467b-bf10-e88165c759e7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f21ca97-4330-4cc7-abf3-2639451eaccd.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\">Hiring<\/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\">AI\u7b80\u5386\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6c42\u804c\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">ATS\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u7b80\u5386\u5b9a\u5236<\/span><br \/>\n <span class=\"tag\">\u6c42\u804c\u4fe1\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u7b80\u5386\u5b9a\u5236\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u80fd\u8282\u7701\u65f6\u95f4\u3001\u63d0\u5347\u7533\u8bf7\u76f8\u5173\u6027\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u80af\u5b9aATS\u4f18\u5316\u529f\u80fd\uff1b\u8be2\u95ee\u6280\u672f\u7ec6\u8282\uff08\u5982\u6570\u636e\u6765\u6e90\u3001\u5bf9\u6280\u672f\u5c97\u4f4d\u7684\u5904\u7406\u80fd\u529b\uff09\uff1b\u5efa\u8bae\u5173\u6ce8\u751f\u6210\u5185\u5bb9\u6df1\u5ea6\uff0c\u6307\u51fa\u9ad8\u5ea6\u4e13\u4e1a\u5316\u5c97\u4f4d\u4ecd\u9700\u4eba\u5de5\u590d\u6838\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 NewCV.ai \u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u9ad8\u9891\u7684\u75db\u70b9\u2014\u2014\u6c42\u804c\u4e2d\u4e3a\u901a\u8fc7ATS\u7cfb\u7edf\u800c\u8fdb\u884c\u7684\u3001\u91cd\u590d\u4e14\u673a\u68b0\u7684\u7b80\u5386\u5173\u952e\u8bcd\u4f18\u5316\u5de5\u4f5c\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u201c\u521b\u9020\u201d\uff0c\u800c\u5728\u4e8e\u201c\u9002\u914d\u201d\u4e0e\u201c\u7ffb\u8bd1\u201d\uff1a\u5c06\u7528\u6237\u5df2\u6709\u7684\u7ecf\u5386\uff0c\u5feb\u901f\u9002\u914d\u6210\u7b26\u5408\u7279\u5b9a\u804c\u4f4d\u63cf\u8ff0\uff08JD\uff09\u8bed\u5883\u7684\u7248\u672c\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u63d0\u5347\u6c42\u804c\u8005\u4e0e\u62db\u8058\u7cfb\u7edf\u4e4b\u95f4\u4fe1\u606f\u5339\u914d\u7684\u6548\u7387\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff0c\u4f46\u6df1\u5c42\u6311\u6218\u4e0d\u5bb9\u5ffd\u89c6\u3002\u9996\u5148\uff0c\u5176\u6548\u679c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5bf9JD\u7684\u89e3\u6790\u7cbe\u5ea6\uff0c\u5c24\u5176\u662f\u9762\u5bf9\u590d\u6742\u3001\u4e13\u4e1a\u7684\u5c97\u4f4d\u8981\u6c42\u65f6\uff0cAI\u80fd\u5426\u51c6\u786e\u8bc6\u522b\u5e76\u52a0\u6743\u6838\u5fc3\u6280\u80fd\u5173\u952e\u8bcd\uff0c\u800c\u975e\u8fdb\u884c\u8868\u9762\u8bcd\u6c47\u5806\u780c\uff0c\u8fd9\u51b3\u5b9a\u4e86\u4ea7\u51fa\u8d28\u91cf\u662f\u201c\u7cbe\u51c6\u72d9\u51fb\u201d\u8fd8\u662f\u201c\u9ad8\u7ea7\u6cdb\u6cdb\u800c\u8c08\u201d\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u6280\u672f\u89d2\u8272\u5904\u7406\u7684\u63a2\u8ba8\uff0c\u6b63\u70b9\u4e2d\u4e86\u8fd9\u4e00\u547d\u95e8\u3002\u5176\u6b21\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5efa\u7acb\u5728\u201c\u6d77\u6295\u201d\u573a\u666f\u4e0a\uff0c\u8fd9\u5438\u5f15\u4e86\u6700\u9700\u8981\u5b83\u7684\u7528\u6237\u7fa4\uff0c\u4f46\u4e5f\u53ef\u80fd\u9677\u5165\u201c\u5de5\u5177\u5316\u201d\u9677\u9631\u2014\u2014\u7528\u6237\u8fbe\u6210\u6c42\u804c\u76ee\u6807\u540e\u5373\u6d41\u5931\uff0c\u7559\u5b58\u7387\u9762\u4e34\u8003\u9a8c\u3002\u957f\u8fdc\u770b\uff0c\u5176\u58c1\u5792\u53ef\u80fd\u4e0d\u5728\u4e8eAI\u751f\u6210\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5bf9ATS\u7b97\u6cd5\u6f14\u8fdb\u3001\u5404\u884c\u4e1a\u62db\u8058\u8bdd\u8bed\u4f53\u7cfb\u7684\u6301\u7eed\u5b66\u4e60\u4e0e\u6570\u636e\u79ef\u7d2f\uff0c\u4ee5\u53ca\u80fd\u5426\u4ece\u201c\u7533\u8bf7\u5de5\u5177\u201d\u5ef6\u4f38\u81f3\u201c\u6c42\u804c\u7b56\u7565\u4f19\u4f34\u201d\uff0c\u4f8b\u5982\u63d0\u4f9b\u6295\u9012\u5206\u6790\u3001\u7ade\u4e89\u529b\u8bc4\u4f30\u7b49\u66f4\u6df1\u5c42\u670d\u52a1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u9636\u6bb5\uff0c\u5b83\u662f\u4e00\u4e2a\u51fa\u8272\u7684\u6548\u7387\u500d\u589e\u5668\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u4e2d\u521d\u7ea7\u5c97\u4f4d\u7684\u6279\u91cf\u7533\u8bf7\u3002\u4f46\u8981\u6210\u4e3a\u6c42\u804c\u8005\u7684\u201c\u5fc5\u9009\u9879\u201d\uff0c\u5b83\u5fc5\u987b\u8bc1\u660e\u81ea\u5df1\u5728\u9ad8\u7aef\u3001\u590d\u6742\u804c\u4f4d\u7684\u7533\u8bf7\u4e2d\uff0c\u4e0d\u4ec5\u80fd\u901a\u8fc7ATS\u5173\u5361\uff0c\u66f4\u80fd\u4e3a\u7b80\u5386\u6ce8\u5165\u771f\u6b63\u5951\u5408\u7684\u4eba\u5de5\u667a\u80fd\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\">NewCV.ai<\/span>\n <\/div>\n<div class=\"comment-content\">Paste a LinkedIn job link and get a role-specific CV + cover letter in minutes, ATS-friendly and tailored to the job description – with 1-month Pro free for launch users. \u26a1 Designed for active job seekers who apply to multiple roles every week, NewCV.ai helps you stand out with a personalized resume + cover letter, without starting from scratch each time.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We built NewCV.ai to help job seekers tailor their resumes without manual rewriting. Paste any job link, and our AI crafts a custom CV + cover letter that\u2019s ATS-optimized and ready to submit. We hope it speeds up your job hunt! \ud83c\udf40 \ud83e\udd1e\ud83c\udffc<\/p>\n<p>\ud83d\ude80 Launch Offer: Everyone who signs up with their email during our Product Hunt launch gets 1 month of Pro for free. Just send us an email after signing up!<\/p>\n<p>Feedback fuels our next features! \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been dealing with this problem for quite some time. Unfortunately, ATS optimization is essential for getting an interview. I wish you a great launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@irensaltali\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@irensaltali<\/a> Thank you! Really appreciate the kind words. ATS has become such a gatekeeper, and that\u2019s exactly the problem we\u2019re trying to make less painful. Would love your feedback when you try it. \ud83d\ude4f\ud83c\udffc<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch <a href=\"https:\/\/www.producthunt.com\/@mertazizoglu\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mertazizoglu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mertazizoglu<\/a> ! \ud83c\udf89 It looks super helpful for speeding up tailored applications. Wishing you lots of signups and great feedback from the PH crowd! \ud83d\ude0e<\/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\/@barisasa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@barisasa<\/a> Thanks Bar\u0131\u015f! \ud83d\ude4c\ud83c\udffc Speeding up tailored applications was the main goal here. \ud83e\udd1e\ud83c\udffc Hope you enjoy trying it, keen to hear your thoughts!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Where does it pull context from? Linkedin?<\/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\">@daniele_packard Thanks Daniele!<\/p>\n<p>The main context comes from the job link itself (LinkedIn job posts work best, but other public job pages will be supported too).<\/p>\n<p>We use the job description + requirements as the primary signal, combined with the user\u2019s existing CV, to generate a tailored, ATS-friendly output. \ud83d\ude4c<\/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>Congrats on the launch!!<\/p>\n<p>Personalizing resumes for every single application is such a time-sink, so an AI tool that handles the tailoring and ATS optimization is a huge win for job seekers. <\/p>\n<p>Looking forward to trying this out!<\/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\/@mehmetaktug\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mehmetaktug<\/a> Thanks so much Mehmet! That exact pain point is what motivated me to build NewCV AI. Would love your thoughts after you try it \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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super useful tool. I tested it with a real job link and the CV + cover letter were genuinely tailored to the role, not generic filler. Clean output, ATS-friendly structure, and a big time-saver if you\u2019re applying to multiple roles. The 1-month Pro free for launch is a great bonus.<\/p>\n<p>As someone who has reviewed thousands of CVs, this will genuinely help candidates stand out in a crowded market. Well done to the team!!<\/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\/@hazalulubas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hazalulubas<\/a> Thank you so much, Hazal! This really means a lot to us. Hearing this from someone who has reviewed many CVs is incredibly validating. Really glad it felt genuinely tailored and not generic. Appreciate you taking the time to try it and share such thoughtful feedback \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats for the launch <a href=\"https:\/\/www.producthunt.com\/@mertazizoglu\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mertazizoglu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mertazizoglu<\/a>!! Impressive solution for jub hunters to optimize and automate the VERY tedious job hunting process. Looking forward to seeing how the tool evolves and becomes the go-to software for job seekers across the world!<\/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\/@askewbee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@askewbee<\/a> Thanks a lot, Andrea! Really appreciate the kind words! Reducing the manual, repetitive parts of job hunting was exactly what we set out to solve. \ud83e\udd1e\ud83c\udffc Excited to keep improving it and see how it helps job seekers over time. Thanks for the support \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a really smart idea! Something like this would save me so much time and also increase my chances at the job! <\/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\/@mustafa_tasoglu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mustafa_tasoglu<\/a> Thanks a lot, Mustafa. Really appreciate it! Saving time while increasing relevance was exactly another goal here, so great to hear that resonates. \ud83d\udd7a\ud83c\udffc Also, I\u2019ve been following your product as well, really like what you\u2019re building.<\/p>\n<p>Wishing you lots of success with it \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone who has spent a lot of time editing CVs for different roles, this seems useful for creating CVs and cover letters that are specific to a job posting without editing everything each time. Wishing you all the best with the launch! \ud83c\udf89<\/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\">@refikburak Thank you so much Refik! Appreciate your support \ud83d\ude4c<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 seen a lot of CVs that were clearly generic \u2014 and a lot that were tailored but still missed the actual keywords from the job description. The ATS optimization angle is the right one to focus on. Curious how the tool handles highly technical roles where the job description is full of specific stack requirements \u2014 does it pick those up accurately, or does it need some manual adjustment?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@klara_minarikova Great question Klara and totally agree with your observation. \ud83d\ude4c<\/p>\n<p>For highly technical roles, the tool explicitly parses the job description for stack-specific keywords and requirements (languages, frameworks, tools, etc.) and prioritizes aligning those with what already exists in the candidate\u2019s CV. We use 2 AI agents for this process on the n8n side.<\/p>\n<p>That said, we see it as a strong starting point rather than a blind one-click replacement. For very niche or senior technical roles, a quick manual review or tweak on top of the generated output is still recommended, especially to fine-tune depth or emphasis.<\/p>\n<p>Our goal is to make sure nothing critical is missed by ATS, while still leaving room for human judgment where it matters.<\/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>Congratulations on the launch <a href=\"https:\/\/www.producthunt.com\/@mertazizoglu\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mertazizoglu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mertazizoglu<\/a> ! <\/p>\n<p>Looks amazing \ud83d\ude0d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@cagdas_dag Thank you so much Cagdas \ud83e\udd17<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 impressed by how simple and practical <a href=\"http:\/\/NewCV.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">NewCV.ai<\/a> makes the resume process. CV and cover letter in seconds is a huge time saver for job seekers. Excited to see how this evolves \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<\/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\/EUIA5TVX6HINRB\" class=\"app-title\">Exilir Classify<\/a><\/p>\n<div class=\"one-liner\">Classify remembers your expenses, so you don’t have to.<\/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>\u4e00\u6b3e\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u7528\u6237\u6d88\u8d39\u6a21\u5f0f\u5b9e\u73b0\u81ea\u52a8\u5206\u7c7b\u7684\u8f7b\u91cf\u7ea7\u8d39\u7528\u7ba1\u7406\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5c0f\u5fae\u4f01\u4e1a\u4e0e\u4e2a\u4f53\u7ecf\u8425\u8005\u624b\u52a8\u6574\u7406\u6d41\u6c34\u3001\u8ffd\u8e2a\u8ba2\u9605\u548c\u51c6\u5907\u7a0e\u52a1\u62a5\u544a\u7684\u7e41\u7410\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/e050f215-a4a6-4b2b-b6b3-f1704f4dcaf7.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/wvfvCI820wM\"><source src=\"https:\/\/youtu.be\/wvfvCI820wM\" 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\/24519735-1802-47ae-be2d-5cf6e4a6b77f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1c63b417-0585-4fe0-92b5-4814513d5ef3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89d32926-2531-4c22-8248-727eb224fb90.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5bd58992-1c7a-4def-88ac-4603609ee09b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1dc7c843-2509-41f1-aae4-ea7c2ba6ea72.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aca5d666-abae-4198-b8c5-08728ab2f724.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d13f141-0abd-494e-b3c1-dc852ffb6a17.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/073e8bb1-6e72-4876-8b21-9626d275ef0a.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\">Fintech<\/span><br \/>\n <span class=\"tag\">Money<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8d39\u7528\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5206\u7c7b<\/span><br \/>\n <span class=\"tag\">\u673a\u5668\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u5c0f\u5fae\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7a0e\u52a1\u62a5\u544a<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5bfc\u5165<\/span><br \/>\n <span class=\"tag\">\u65e0\u94f6\u884c\u76f4\u8fde<\/span><br \/>\n <span class=\"tag\">\u53cc\u8bed\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u6536\u636e\u626b\u63cf<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u5176\u65e0\u9700\u94f6\u884c\u76f4\u8fde\u7684\u5b89\u5168\u8bbe\u8ba1\u3001\u53cc\u8bed\u754c\u9762\u53ca\u6536\u636e\u626b\u63cf\u529f\u80fd\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u662f\u5426\u652f\u6301\u4e0eTurboTax\u7b49\u7a0e\u52a1\u8f6f\u4ef6\u6df1\u5ea6\u96c6\u6210\u3002\u521b\u59cb\u4eba\u79ef\u6781\u56de\u5e94\uff0c\u8868\u793aCSV\u5bfc\u51fa\u5df2\u6ee1\u8db3\u62a5\u7a0e\u9700\u6c42\uff0c\u76f4\u63a5\u96c6\u6210\u5df2\u5728\u89c4\u5212\u4e2d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Exilir Classify \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5de8\u5934\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u5bf9\u8d22\u52a1\u8f6f\u4ef6\u6709\u521a\u9700\u4f46\u754f\u60e7\u5176\u590d\u6742\u5ea6\u3001\u6210\u672c\u4e0e\u5b89\u5168\u98ce\u9669\u7684\u5c0f\u5fae\u4f01\u4e1a\u4e3b\u53ca\u81ea\u7531\u804c\u4e1a\u8005\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u98a0\u8986\uff0c\u800c\u662f\u4ea7\u54c1\u54f2\u5b66\u4e0a\u7684\u201c\u505a\u51cf\u6cd5\u201d\u2014\u2014\u4ee5\u201c\u65e0\u94f6\u884c\u76f4\u8fde\u201d\u4e3b\u6253\u5b89\u5168\u4e0e\u53ef\u9760\u5356\u70b9\uff0c\u4ee5\u201c\u4e00\u6b21\u6807\u8bb0\u3001\u6c38\u4e45\u751f\u6548\u201d\u7684\u89c4\u5219\u5b66\u4e60\u964d\u4f4e\u4f7f\u7528\u8d1f\u62c5\uff0c\u8fd9\u76f4\u51fb\u4e86QuickBooks\u7b49\u8f6f\u4ef6\u7684\u201c\u529f\u80fd\u81c3\u80bf\u201d\u548cMint\u7b49\u5de5\u5177\u5bf9\u5f00\u653e\u94f6\u884cAPI\u8fc7\u5ea6\u4f9d\u8d56\u7684\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u9762\u4e34\u4e25\u5cfb\u8003\u9a8c\u3002$7\/$15\u7684\u6708\u8d39\u5b9a\u4ef7\u5728\u4e2a\u4eba\u8bb0\u8d26\u5e02\u573a\u504f\u9ad8\uff0c\u800c\u5728\u5c0f\u5fae\u4f01\u4e1a\u670d\u52a1\u5e02\u573a\u53c8\u663e\u5f97\u652f\u6491\u5355\u8584\u3002\u4ea7\u54c1\u4f9d\u8d56\u624b\u52a8\u6216\u6587\u4ef6\u5bfc\u5165\u6570\u636e\uff0c\u867d\u4ee5\u5b89\u5168\u4e3a\u540d\uff0c\u5b9e\u5219\u5c06\u6700\u5927\u7684\u64cd\u4f5c\u6210\u672c\uff08\u6570\u636e\u83b7\u53d6\uff09\u7559\u7ed9\u4e86\u7528\u6237\uff0c\u8fd9\u4e0e\u201c\u5b8c\u5168\u81ea\u52a8\u5316\u201d\u7684\u884c\u4e1a\u8d8b\u52bf\u80cc\u9053\u800c\u9a70\uff0c\u53ef\u80fd\u6210\u4e3a\u89c4\u6a21\u5316\u589e\u957f\u7684\u74f6\u9888\u3002\u5176\u5f15\u4ee5\u4e3a\u50b2\u7684\u201c\u5341\u5e74\u81ea\u7528\u7ecf\u9a8c\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u867d\u4fdd\u8bc1\u4e86\u573a\u666f\u771f\u5b9e\uff0c\u4f46\u4e5f\u53ef\u80fd\u9650\u5236\u4e86\u4ea7\u54c1\u601d\u7ef4\u7684\u5e7f\u5ea6\uff0c\u9677\u5165\u201c\u4e3a\u81ea\u5df1\u8bbe\u8ba1\u201d\u7684\u9677\u9631\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u9488\u5bf9\u7279\u5b9a\u4eba\u7fa4\uff08\u5982\u897f\u8bed\u88d4\u5c0f\u5546\u5bb6\uff09\u7684\u4f18\u8d28\u5229\u57fa\u5de5\u5177\uff0c\u800c\u975e\u5e73\u53f0\u578b\u6311\u6218\u8005\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u6781\u7b80\u81ea\u52a8\u5316\u201d\u4e0e\u201c\u7528\u6237\u64cd\u4f5c\u6210\u672c\u201d\u4e4b\u95f4\u627e\u5230\u66f4\u4f18\u89e3\uff0c\u5e76\u56f4\u7ed5\u7a0e\u52a1\u51c6\u5907\u7b49\u6838\u5fc3\u51fa\u53e3\u6784\u5efa\u4e0d\u53ef\u66ff\u4ee3\u7684\u96c6\u6210\u58c1\u5792\u3002\u5426\u5219\uff0c\u6781\u6613\u88ab\u66f4\u5168\u9762\u7684\u5e73\u53f0\u4ee5\u7c7b\u4f3c\u529f\u80fd\u6a21\u5757\u541e\u6ca1\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\">Exilir Classify<\/span>\n <\/div>\n<div class=\"comment-content\">Stop sorting expenses manually. Classify learns your patterns \u2014 tag a transaction once, and the rule applies forever. Import from any bank via paste, CSV, or screenshot. Find forgotten subscriptions. Generate tax-ready reports. Works on desktop and mobile, in English or Spanish. Built by a business owner who relied on this tool for 10 years before sharing it with the world. Simple pricing: $7\/month Basic, $15\/month Premium.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’m Oscar, founder of Exilir. I built Classify because I needed it myself.<br \/>\nFor 20 years, I ran two small businesses and spent hours every month sorting transactions manually. So I built my own tool and used it for almost 10 years.<br \/>\nAfter selling my businesses in 2023, I rebuilt it from scratch into Classify. Simple expense tracking that learns your habits \u2014 no $30\/month bloated software, no connecting your bank accounts.<br \/>\nI’d love your honest feedback \u2014 what’s missing? What would make you pay for this?<br \/>\n\u2014 Oscar<\/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>Very clever!Love the user interface and the bilingual capability. Does Exilir has capability to transfer the tax information to turbo tax?<\/p>\n<\/p>\n<p>Congratulations! This is a much needed tool specially for the Latino community who run small businesses.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alfredo_banos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alfredo_banos<\/a> Thanks Alfredo! \ud83d\ude4f Great question about TurboTax. Right now, Classify lets you export your categorized expenses to CSV, which you or your accountant can use during tax time. Direct TurboTax integration is something I’m exploring for the future \u2014 it’s on the roadmap!<\/p>\n<p>And yes, the bilingual support is really important to me. I built this with the Latino small business community in mind because I saw firsthand how many tools just don’t serve us well. Appreciate the support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Launch day update! \ud83d\ude80 A few people have asked me \u2014 why not just use QuickBooks or Mint? Simple: I ran two businesses for 20 years and those tools were always too much or too little. Classify sits in the sweet spot \u2014 paste your transactions, it learns your categories, and you’re done. No bank logins, no bloat. What tools do you use to track your expenses? I’m curious what’s working (and what’s not) for people.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Oscar, huge props for not requiring a direct bank account connection! I\u2019m pretty paranoid about security and hate when apps ask for bank logins\/passwords (plus those integrations break all the time). Congrats on the launch and good luck!!<\/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>Me interesa lo de receipt scanner<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@maribel_hernandez3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maribel_hernandez3<\/a> \u00a1Gracias Maribel! El esc\u00e1ner de recibos te permite tomar una foto de cualquier recibo y extrae los detalles autom\u00e1ticamente \u2014 perfecto para compras en efectivo que no aparecen en tus estados de cuenta. Puedes importar el total o los art\u00edculos individuales. Est\u00e1 disponible en los planes B\u00e1sico y Premium. Si quieres probarlo, puedes comenzar una prueba gratis en <a href=\"http:\/\/exilir.net\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">exilir.net<\/a>. \u00a1Con gusto respondo cualquier pregunta!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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’s tackle expenses! Nice job Oscar. All the best here<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Thanks so much, Germ\u00e1n! Really appreciate the support \u2014 means a lot today<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/53EUGZRHOAWLJB\" class=\"app-title\">Quetext<\/a><\/p>\n<div class=\"one-liner\">Advanced Plagiarism Checker, Al Detector & Paraphrasing Tool<\/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>Quetext \u662f\u4e00\u6b3e\u96c6\u9ad8\u7ea7\u6284\u88ad\u68c0\u6d4b\u3001AI\u5185\u5bb9\u8bc6\u522b\u548c\u6539\u5199\u5de5\u5177\u4e8e\u4e00\u4f53\u7684\u5199\u4f5c\u8f85\u52a9\u5e73\u53f0\uff0c\u4e3b\u8981\u670d\u52a1\u4e8e\u5199\u4f5c\u8005\u3001\u5b66\u751f\u548c\u6559\u80b2\u5de5\u4f5c\u8005\uff0c\u901a\u8fc7\u4e00\u6b21\u626b\u63cf\u89e3\u51b3\u4ed6\u4eec\u5728\u786e\u8ba4\u5185\u5bb9\u539f\u521b\u6027\u3001\u8ffd\u6eaf\u6765\u6e90\u548c\u7504\u522bAI\u5f71\u54cd\u65b9\u9762\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0dd39418-1966-4bed-94c6-acd665936681.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e652e5c0-5df9-4f2f-a125-17d45692e773.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/436ac332-7bc7-4bae-94ae-6d72a14c65a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4153ae0-434d-4a9b-ae13-7c0482090f60.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/058c8b86-31a9-4410-84a6-1c429f6ccd03.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0ed8c96a-a315-458d-92ba-123d3f24f90c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8dbbd5f3-1245-46b4-9fc9-589051b84499.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de2fd0d0-f8b6-4e61-967a-c6e013e6728c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb03414e-3008-43a7-ae0a-527a13a3c77b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f024242a-a1e6-48cd-bf2e-cdc176dbfd1e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/961be63e-1fcb-49ba-b446-a379ee48b64a.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\/b7b81946-e46e-42a6-b448-a88254defbe3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=LdKhORoTxEA\"><source src=\"https:\/\/www.youtube.com\/watch?v=LdKhORoTxEA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Writing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6284\u88ad\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">AI\u5185\u5bb9\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u6539\u5199<\/span><br \/>\n <span class=\"tag\">\u5199\u4f5c\u8f85\u52a9\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b66\u672f\u8bda\u4fe1<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u539f\u521b\u6027<\/span><br \/>\n <span class=\"tag\">\u591a\u5408\u4e00\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u8bed\u6cd5\u68c0\u67e5<\/span><br \/>\n <span class=\"tag\">\u5f15\u7528\u751f\u6210<\/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\u53cd\u9988\u666e\u904d\u795d\u8d3a\u53d1\u5e03\u5e76\u8ba4\u53ef\u5176\u89e3\u51b3\u5b9e\u9645\u75db\u70b9\u3002\u6709\u6548\u8bc4\u8bba\u6307\u51fa\u5176\u66fe\u9ad8\u6548\u7ba1\u7406\u5927\u578b\u5185\u5bb9\u56e2\u961f\uff0c\u80fd\u68c0\u6d4b\u89c6\u9891\u8f6c\u5f55\u7b49\u9690\u853d\u6284\u88ad\u3002\u4e3b\u8981\u5efa\u8bae\/\u95ee\u9898\u96c6\u4e2d\u5728\u597d\u5947\u5176DeepSearch\u2122\u6280\u672f\u5982\u4f55\u7cbe\u51c6\u5904\u7406\u4eba\u673a\u6df7\u5408\u6587\u672c\uff0c\u4ee5\u53ca\u5e0c\u671b\u4ea7\u54c1\u6301\u7eed\u4f18\u5316\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Quetext \u63cf\u7ed8\u4e86\u4e00\u4e2a\u201c\u591a\u5408\u4e00\u201d\u7684\u8bf1\u4eba\u84dd\u56fe\uff0c\u8bd5\u56fe\u6210\u4e3a\u5199\u4f5c\u9886\u57df\u7684\u201c\u745e\u58eb\u519b\u5200\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u5728\u4e8e\u6574\u5408\u2014\u2014\u5c06\u539f\u672c\u5206\u6563\u7684\u6284\u88ad\u67e5\u91cd\u3001AI\u68c0\u6d4b\u3001\u8bed\u6cd5\u6821\u5bf9\u3001\u6539\u5199\u6da6\u8272\u4e43\u81f3\u5f15\u7528\u751f\u6210\u529f\u80fd\u6346\u7ed1\uff0c\u76f4\u6307\u7528\u6237\u4e3a\u591a\u4e2a\u72ec\u7acb\u5de5\u5177\u4ed8\u8d39\u3001\u6bd4\u5bf9\u51b2\u7a81\u7ed3\u679c\u7684\u6df1\u5c42\u70e6\u607c\u3002\u8fd9\u786e\u5b9e\u5207\u4e2d\u4e86\u5185\u5bb9\u521b\u4f5c\u9886\u57df\uff0c\u5c24\u5176\u662f\u5b66\u672f\u548c\u4e13\u4e1a\u5199\u4f5c\u5e02\u573a\u7684\u4e00\u4e2a\u6548\u7387\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u6df1\u5ea6\u4e5f\u5728\u4e8e\u6b64\u201c\u6574\u5408\u201d\u3002\u9996\u5148\uff0c\u6280\u672f\u58c1\u5792\u9661\u5ced\u3002\u7cbe\u51c6\u7684\u6284\u88ad\u68c0\u6d4b\uff08\u5c24\u5176\u662f\u9488\u5bf9\u6539\u5199\u5185\u5bb9\uff09\u4e0e\u53ef\u9760\u7684AI\u6587\u672c\u8bc6\u522b\uff0c\u672c\u8eab\u5c31\u662f\u4e24\u4e2a\u6280\u672f\u96be\u5ea6\u6781\u9ad8\u4e14\u4ecd\u5728\u5feb\u901f\u6f14\u8fdb\u7684\u9886\u57df\u3002\u5c06\u4e8c\u8005\u6df1\u5ea6\u878d\u5408\uff0c\u5e76\u4fdd\u8bc1\u5404\u81ea\u7684\u51c6\u786e\u7387\u4e0e\u89e3\u91ca\u900f\u660e\u5ea6\uff0c\u7edd\u975e\u6613\u4e8b\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u5bf9\u201c\u5982\u4f55\u8bc6\u522b\u6df7\u5408\u6587\u672c\u201d\u7684\u8ffd\u95ee\uff0c\u6070\u6070\u6233\u4e2d\u4e86\u5f53\u524d\u6240\u6709AI\u68c0\u6d4b\u5de5\u5177\u6700\u8106\u5f31\u7684\u201c\u7070\u533a\u201d\u5730\u5e26\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u9762\u4e34\u201c\u529f\u80fd\u5e7f\u5ea6\u4e0e\u4e13\u4e1a\u6df1\u5ea6\u201d\u7684\u7ecf\u5178\u6743\u8861\u3002\u662f\u6210\u4e3a\u6bcf\u4e2a\u5355\u9879\u90fd\u201c\u8db3\u591f\u597d\u7528\u201d\u7684\u4fbf\u6377\u5165\u53e3\uff0c\u8fd8\u662f\u4f1a\u5728\u4e13\u4e1a\u5199\u4f5c\u8005\u6700\u770b\u91cd\u7684\u6838\u5fc3\u68c0\u6d4b\u51c6\u786e\u7387\u4e0a\uff0c\u88abGrammarly\uff08\u8bed\u6cd5\uff09\u3001Turnitin\uff08\u5b66\u672f\u6284\u88ad\uff09\u7b49\u5782\u7c7b\u5de8\u5934\u62c9\u5f00\u5dee\u8ddd\uff1f\u8fd9\u51b3\u5b9a\u4e86\u5176\u7528\u6237\u7c98\u6027\u548c\u4ed8\u8d39\u610f\u613f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u89d2\u5ea6\u770b\uff0cQuetext \u7784\u51c6\u4e86\u4e00\u4e2a\u5bf9\u4ef7\u683c\u654f\u611f\u4e14\u9700\u6c42\u771f\u5b9e\u7684\u4e2d\u957f\u5c3e\u5e02\u573a\uff08\u81ea\u7531\u804c\u4e1a\u8005\u3001\u4e2d\u5c0f\u578b\u5185\u5bb9\u56e2\u961f\u3001\u5b66\u751f\uff09\u3002\u5176\u6210\u529f\u5173\u952e\u5728\u4e8e\u80fd\u5426\u4ee5\u6781\u5177\u7ade\u4e89\u529b\u7684\u6027\u4ef7\u6bd4\uff0c\u63d0\u4f9b\u4e00\u4e2a\u201c\u53ef\u9760\u4e14\u7701\u5fc3\u201d\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4ece\u800c\u5728\u5de8\u5934\u7f1d\u9699\u4e0e\u4f17\u591a\u5355\u4e00\u529f\u80fd\u5de5\u5177\u4e2d\u5efa\u7acb\u62a4\u57ce\u6cb3\u3002\u76ee\u524d\u6765\u770b\uff0c\u5176\u601d\u8def\u6e05\u6670\uff0c\u4f46\u4ea7\u54c1\u7684\u957f\u671f\u6210\u529f\uff0c\u66f4\u53d6\u51b3\u4e8e\u5176\u5e95\u5c42\u7b97\u6cd5\u5728\u771f\u5b9e\u3001\u590d\u6742\u573a\u666f\u4e0b\u7684\u6301\u7eed\u8868\u73b0\u4e0e\u8fed\u4ee3\u901f\u5ea6\uff0c\u800c\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\u3002\u5b83\u4e0d\u662f\u5728\u53d1\u660e\u65b0\u9700\u6c42\uff0c\u800c\u662f\u5728\u91cd\u7ec4\u548c\u4f18\u5316\u73b0\u6709\u9700\u6c42\u7684\u6ee1\u8db3\u65b9\u5f0f\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u6709\u4ef7\u503c\u7684\u521b\u65b0\uff0c\u4f46\u6267\u884c\u96be\u5ea6\u6781\u9ad8\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\">Quetext<\/span>\n <\/div>\n<div class=\"comment-content\">Writers lose hours double checking originality, hunting for sources, and worrying whether AI has influenced their work. Quetext’s DeepSearch\u2122 algorithm handles all of that in one scan. It detects plagiarism, paraphrasing, and AI generated sections, then explains each match with easy citations you can use right away. Write better, write smarter!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83c\udf89<\/p>\n<p>This solves a real headache for writers – love how simple and practical it feels.<\/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\/@bhavyasree\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhavyasree<\/a> Thanks for the kind response.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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 lot, <a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/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>When I was managing a content team of 50+ writers, plag checking was one of the biggest headache. I tried multiple tools and found Quetext was the best tool for this. It even caught the content that writers copied directly from youtube video content. Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@ashok_nayak\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ashok_nayak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashok_nayak<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lakshya_singh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshya_singh<\/a> Wow! That’s a huge team size.<\/p>\n<p>Glad you found Quetext useful, it’s kinda been a similar experience for me.<\/p>\n<p>Hope the makers will continue to make it better. Thanks again.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \ud83c\udf89 This tackles a real writer pain. Curious how DeepSearch\u2122 handles subtle, mixed human\/AI text<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@paul_shaburov2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paul_shaburov2<\/a> Yes, I will try to answer it as a hunter (since I am not the maker).<\/p>\n<p>The likelihood of AI text is given in the form of percentage for each line.<\/p>\n<p>The higher the percent (say 50% and above), the more likely it’s an AI text. Attaching a snapshot for you below.<\/p>\n<p>You need to be signed-in to Quetext. Hope I was able to answer your query.<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dcacea68-d99c-4ee3-aa68-16e9423dd222.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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Although I am not the maker of Quetext, I believe this product is a hidden gem that has largely remained unnoticed and deserves a mention.<\/p>\n<\/p>\n<p>I started using Quetext years ago when it was new in the market. As a freelancer, I was afraid of accidentally making grammar goof-ups or copying lines from my research sources. Back then, there weren’t any reliable proofreading tools either. Using this tool gave me confidence that my work was mine and clients remained satisfied. Today, this tool is in its advanced avatar and offers capabilities that are way beyond what it initially was.<\/p>\n<\/p>\n<h2><strong>Key Features<\/strong><\/h2>\n<ul>\n<li>\n<p><strong>DeepSearch\u2122 Plagiarism Checker<\/strong> – Catches plagiarism through contextual analysis, even when content is paraphrased<\/p>\n<\/li>\n<li>\n<p><strong>AI Content Detector<\/strong> – Identifies ChatGPT, GPT-4, and Gemini content<\/p>\n<\/li>\n<li>\n<p><strong>AITutorMe Paraphrasing Tool<\/strong> – Gives you 3 rewrite options per sentence to express it in your own words<\/p>\n<\/li>\n<li>\n<p><strong>Enhanced Citation Generator<\/strong> – Creates instant citations in <a href=\"https:\/\/style.mla.org\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">MLA<\/a>, <a href=\"https:\/\/apastyle.apa.org\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">APA<\/a>, and <a href=\"https:\/\/www.chicagomanualofstyle.org\/home.html\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Chicago<\/a> formats<\/p>\n<\/li>\n<li>\n<p><strong>ColorGrade\u2122 Feedback<\/strong> – Color-coded results show exact matches (red) and near-matches (orange)<\/p>\n<\/li>\n<li>\n<p><strong>Grammar & Spell Checker<\/strong> – Fixes typos and awkward sentences in real-time<\/p>\n<\/li>\n<li>\n<p><strong>Bulk File Upload<\/strong> – Upload multiple files from Google Drive or OneDrive at once<\/p>\n<\/li>\n<li>\n<p><strong>Remarks Tool<\/strong> – Share your work and get feedback directly on the document<\/p>\n<\/li>\n<li>\n<p><strong>Multi-Language Support<\/strong> – Works with 14 languages including English, Spanish, French, and German<\/p>\n<\/li>\n<\/ul>\n<h2><strong>How is Quetext different?<\/strong><\/h2>\n<p>Existing tools in the market are siloed. Quetext combines plagiarism detection, AI detection, grammar checking, citations, and paraphrasing in one tool. You don’t really have to worry about multiple subscriptions and conflicting results from different tools.<\/p>\n<\/p>\n<h2><strong>Who should use Quetext?<\/strong><\/h2>\n<p>Students, teachers, writers, researchers, and anyone who manages 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<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) {\n e.preventDefault();\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u5173\u95ed\u6a21\u6001\u6846\n closeBtn.onclick = function() {\n modal.style.display = \"none\";\n \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"auto\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n closeBtn.addEventListener('touchstart', function(e) {\n e.preventDefault();\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }, { passive: false });\n }<\/p>\n<p> \/\/ \u70b9\u51fb\u6a21\u6001\u6846\u5916\u90e8\u5173\u95ed\n window.onclick = function(event) {\n if (event.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n modal.addEventListener('touchstart', function(e) {\n if (e.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }, { passive: true });\n }<\/p>\n<p> \/\/ \u6309ESC\u952e\u5173\u95ed\u6a21\u6001\u6846\n document.addEventListener('keydown', function(event) {\n if (event.key === 'Escape' && modal.style.display === 'block') {\n modal.style.display = 'none';\n document.body.style.overflow = \"auto\";\n }\n });<\/p>\n<p> \/\/ \u68c0\u67e5\u6bcf\u4e2a\u5a92\u4f53\u753b\u5eca\u4e2d\u662f\u5426\u53ea\u6709\u4e00\u4e2a\u9879\u76ee\uff0c\u5982\u679c\u662f\uff0c\u6dfb\u52a0single-item\u7c7b\n 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{"id":130,"date":"2026-02-11T11:33:03","date_gmt":"2026-02-11T03:33:03","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/02\/11\/2026-02-10\/"},"modified":"2026-02-11T11:33:03","modified_gmt":"2026-02-11T03:33:03","slug":"2026-02-10","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/02\/11\/2026-02-10\/","title":{"rendered":"PH\u70ed\u699c | 2026-02-10"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-02-10<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-02-10<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/R7FWAS75UUOIR4\" class=\"app-title\">Tinkerer Club<\/a><\/p>\n<div class=\"one-liner\">The private club for ppl who automate, self-host, and use AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">381<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u4e2a\u4e3a\u81ea\u52a8\u5316\u3001\u81ea\u6258\u7ba1\u548cAI\u5b9e\u8df5\u8005\u6253\u9020\u7684\u4ed8\u8d39\u79c1\u5bc6\u793e\u533a\uff0c\u901a\u8fc7\u63d0\u4f9bDiscord\u3001\u76f4\u64ad\u3001\u60c5\u62a5\u548c\u5de5\u5177\u6298\u6263\uff0c\u5e2e\u52a9\u6280\u672f\u6784\u5efa\u8005\u6446\u8131\u8ba2\u9605\u9677\u9631\u3001\u638c\u63a7\u81ea\u8eab\u6280\u672f\u6808\uff0c\u5728\u534f\u4f5c\u4e2d\u52a0\u901f\u9879\u76ee\u843d\u5730\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3358d1e7-aade-4cc2-8617-796563af289e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/92c6eb0d-bf9f-4008-a4ff-abe836ff0a7b.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\/34613804-24ba-4cde-8b48-6734eb392285.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\/1fb6116f-ef3e-4573-af6d-f35afe10dc22.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\/d62a0a5b-89a9-43d6-8706-4421f6be63b7.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\/a110e94b-3b45-4d54-8c7b-b36b9f9246a6.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\/257a262c-d5a1-4152-97fe-b0aff2ef492f.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\/5edcabaf-0ed5-4eef-908e-55c5027d4269.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\/4d0bcc85-0cbb-46b2-a0fa-55f3cec1cea5.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\/3e1c7b90-0d31-416f-9716-6bc4bf30ce97.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Quantified Self<\/span><br \/>\n <span class=\"tag\">Community<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6280\u672f\u793e\u533a<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u793e\u7fa4<\/span><br \/>\n <span class=\"tag\">\u7ec8\u8eab\u4f1a\u5458<\/span><br \/>\n <span class=\"tag\">Discord<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4e0e\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u5efa\u8bbe\u8005<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u626c\u793e\u533a\u80fd\u91cf\u3001\u6210\u5458\u8d28\u91cf\u53ca\u5b9e\u7528\u5e2e\u52a9\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u793e\u533a\u89c4\u6a21\u6269\u5927\u540e\u5982\u4f55\u4fdd\u6301\u9ad8\u4fe1\u566a\u6bd4\u548c\u521d\u5fc3\uff0c\u4ee5\u53ca\u5982\u4f55\u517c\u987e\u9690\u79c1\u63a7\u5236\u578b\u4e0e\u4fbf\u6377\u6548\u7387\u578b\u7528\u6237\u7684\u4e0d\u540c\u9700\u6c42\uff0c\u907f\u514d\u6d41\u5931\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Tinkerer Club\u672c\u8d28\u4e0a\u662f\u5728\u8d29\u5356\u4e00\u79cd\u201c\u6280\u672f\u7cbe\u82f1\u5708\u5c42\u201d\u7684\u5f52\u5c5e\u611f\u548c\u7126\u8651\u7f13\u89e3\u5242\u3002\u5b83\u654f\u9510\u5730\u6293\u4f4f\u4e86\u5f53\u524d\u5f00\u53d1\u8005\u4e0e\u8d44\u6df1\u6280\u672f\u7231\u597d\u8005\u7684\u4e24\u5927\u75db\u70b9\uff1a\u4e00\u662f\u5bf9\u6cdb\u6ee5\u7684SaaS\u8ba2\u9605\u6a21\u5f0f\u4e0e\u4e91\u7aef\u4f9d\u8d56\u7684\u538c\u5026\uff0c\u6e34\u671b\u201c\u62e5\u6709\u800c\u975e\u79df\u8d41\u201d\u7684\u6280\u672f\u81ea\u4e3b\u6743\uff1b\u4e8c\u662f\u4fe1\u606f\u8fc7\u8f7d\u65f6\u4ee3\uff0c\u5bf9\u9ad8\u8d28\u91cf\u3001\u9ad8\u4fe1\u566a\u6bd4\u540c\u884c\u4ea4\u6d41\u7684\u8feb\u5207\u9700\u6c42\u3002\u4ea7\u54c1\u901a\u8fc7\u201c\u7ec8\u8eab\u8bbf\u95ee\u201d\u7684\u5b9a\u4ef7\u7b56\u7565\uff0c\u5de7\u5999\u5730\u5c06\u957f\u671f\u7684\u793e\u533a\u7ef4\u62a4\u6210\u672c\u524d\u7f6e\uff0c\u5e76\u5229\u7528\u7a00\u7f3a\u6027\uff08\u540d\u989d\u9650\u5236\uff09\u548c\u6743\u5a01\u80cc\u4e66\uff08\u77e5\u540d\u6210\u5458\uff09\u6765\u63d0\u5347\u611f\u77e5\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6838\u5fc3\u6311\u6218\u4e0e\u4ef7\u503c\u98ce\u9669\u4e5f\u5728\u4e8e\u6b64\u3002\u9996\u5148\uff0c\u793e\u533a\u7684\u751f\u547d\u529b\u6781\u5ea6\u4f9d\u8d56\u6838\u5fc3KOL\u7684\u6301\u7eed\u6d3b\u8dc3\u4e0e\u5185\u5bb9\u8f93\u51fa\uff0c\u4e00\u65e6\u201c\u660e\u661f\u6210\u5458\u201d\u70ed\u5ea6\u4e0b\u964d\uff0c\u4ed8\u8d39\u8d2d\u4e70\u7684\u201c\u7ec8\u8eab\u201d\u8bbf\u95ee\u6743\u53ef\u80fd\u8fc5\u901f\u8d2c\u503c\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u89c4\u6a21\u4e0e\u8d28\u91cf\u77db\u76fe\u662f\u5173\u952e\u3002\u4ece\u201c\u79c1\u5bc6\u4ff1\u4e50\u90e8\u201d\u5230\u5343\u4eba\u4ee5\u4e0aDiscord\uff0c\u7ba1\u7406\u673a\u5236\u82e5\u4e0d\u5230\u4f4d\uff0c\u201c\u9ad8\u4fe1\u53f7\u201d\u8ba8\u8bba\u6781\u6613\u88ab\u65e5\u5e38\u566a\u97f3\u6df9\u6ca1\uff0c\u4ed8\u8d39\u7528\u6237\u671f\u5f85\u7684\u9ad8\u4ef7\u503c\u8fde\u63a5\u65e0\u6cd5\u4fdd\u8bc1\uff0c\u4ece\u800c\u5f15\u53d1\u6d41\u5931\u3002\u6700\u540e\uff0c\u5176\u5ba3\u626c\u7684\u201c\u81ea\u6258\u7ba1\u3001\u672c\u5730AI\u201d\u7406\u5ff5\u4e0e\u793e\u533a\u63d0\u4f9b\u7684\u201c\u6298\u6263\u3001\u65e9\u671f\u5de5\u5177\u8bbf\u95ee\u201d\u5b58\u5728\u6f5c\u5728\u5f20\u529b\u2014\u2014\u540e\u8005\u672c\u8d28\u4e0a\u4ecd\u662f\u5f15\u5bfc\u7528\u6237\u6d88\u8d39\u7279\u5b9a\u5de5\u5177\uff0c\u5e76\u672a\u5b8c\u5168\u8131\u79bb\u201c\u4f9b\u5e94\u5546\u201d\u903b\u8f91\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u82e5\u80fd\u4e25\u683c\u628a\u63a7\u4f1a\u5458\u8d28\u91cf\uff0c\u8bbe\u8ba1\u51fa\u6709\u6548\u7684\u5206\u5c42\u4ea4\u6d41\u4e0e\u5185\u5bb9\u6c89\u6dc0\u673a\u5236\uff0c\u5b83\u6709\u671b\u6210\u4e3a\u4e00\u4e2a\u771f\u6b63\u63a8\u52a8\u6280\u672f\u5b9e\u8df5\u4e0e\u521b\u65b0\u7684\u67a2\u7ebd\u3002\u53cd\u4e4b\uff0c\u5219\u53ef\u80fd\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u9760\u7126\u8651\u8425\u9500\u3001\u4ee5\u6280\u672f\u60c5\u6000\u4e3a\u5305\u88c5\u7684\u9ad8\u7ea7\u7c89\u4e1d\u7fa4\uff0c\u5176\u201c\u7ec8\u8eab\u4f1a\u5458\u201d\u7684\u957f\u671f\u4ef7\u503c\u5b58\u7591\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u8fd0\u8425\u65b9\u5728\u201c\u7cbe\u82f1\u4ff1\u4e50\u90e8\u201d\u7684\u6392\u4ed6\u6027\u4e0e\u793e\u533a\u589e\u957f\u6269\u5f20\u7684\u6b32\u671b\u4e4b\u95f4\uff0c\u80fd\u5426\u505a\u51fa\u6e05\u9192\u800c\u514b\u5236\u7684\u5e73\u8861\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Tinkerer Club<\/span>\n <\/div>\n<div class=\"comment-content\">Tinkerer Club \u2014 where builders own their stack, not rent it. Join 1000+ devs, hackers, and automation nerds running local AI, self-hosting everything, and escaping subscription traps. Get a private Discord, weekly intel, live calls, discounts, and early access to tools like Clawdbot \u2014 your on-device AI with shell access, skills, and private memory. No fluff, no gatekeeping, just configs that ship. Lifetime access. LAST CHANCE builder pricing: 399 \u2192 299 (81 spots left). Own your digital life.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt, I\u2019m Kitze \ud83d\udc4b <\/p>\n<p>Tinkerer Club is a private club for people tinkering with technologies like OpenClaw (Clawdbot), local AI, NAS boxes, Hetzner, Coolify, self\u2011hosting stacks, home automation, and everything in between \u2014 a private space to own your stack, automate everything, and move fast together.<br \/>\nWhat you get today:<br \/>\n\t\u2022\tPrivate Discord with 1\u202f000+ founders, creators, and builders\u2029\t\u2022\t2 weekly live calls with Q&A, teardowns, and member spotlights\u2029\t\u2022\tWeekly intel, discounts, and a cracked community automating with OpenClaw\u2029\t\u2022\tWe swap business\/startup ideas, playbooks, and even talk stocks\/trading\u2029\t\u2022\tContagious energy and momentum \u2014 ship more by osmosis\u2029\t\u2022\tThis week: giving away 3 Mac minis + a bunch of premium software licenses<br \/>\nWho\u2019s inside:<br \/>\n\t\u2022\tshadcn, Max Howell (Homebrew), Peter Steinberger (OpenClaw), Alex KATT Johannson (tRPC), August Bradley (Life OS), Pedro Duarte (Raycast), Kent C. Dodds, and many more<br \/>\nWhat\u2019s next:<br \/>\n\t\u2022\tSponsor benefits for high\u2011signal products (coming soon)\u2029\t\u2022\tFirst in\u2011person meetup soon\u2029\t\u2022\tTinkerer Conference + Hacker House this summer<br \/>\nPricing:<br \/>\n\t\u2022\tLAST CHANCE builder pricing: 399 \u2192 299 (lifetime)<br \/>\nDrop your stack, goals, or automations you want to build \u2014 I\u2019ll suggest a path and tools. Ask about OpenClaw setups, self\u2011hosted stacks, or how the community can help you ship faster. \ud83d\udee0\ufe0f\ud83e\udd9e<\/p><\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thekitze\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thekitze<\/a> Love the \u201cown your stack\u201d + momentum-by-osmosis angle. Curious how you keep signal high as the community scales, what mechanisms help prevent it from turning into just another noisy Discord while still staying welcoming to new tinkerers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@thekitze\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thekitze<\/a> Congrats on the launch! What are some common challenges members face when starting with their first real AI project, and how does your club help them overcome those?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Awesome community \ud83d\ude0d<\/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\/@elie222\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elie222<\/a> thanks for being there elie!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Just for the lobster outfit you get my vote.<\/p>\n<\/p>\n<p>Also because Tinkerer Club is the best club to tinker in (as I’ve heard). LET’S GO!<\/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\/@robhallam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robhallam<\/a> haha I wanted to come here to say the smae \ud83d\ude02<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 community has already paid dividends. It\u2019s great if you want to work through problems with smart people who are thoughtful in their feedback.<\/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>a club for ppl who self-host and automate everything?? im home<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the place to be, or so I have been told! <\/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 mate! Happy to see it took off!<\/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>The Goat! \ud83d\ude80\ud83d\udc10<\/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>The best community that I’m a part of<\/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\/@manuarora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manuarora<\/a> lfg \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>Kitze is a legendary builder and massive inspiration love what he is doing with this!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>After so many years of boredom I am glad I found (again) a community I can belong to \ud83d\ude0e Be prepare for some sleepless nights though, totally worth it \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">People join self-hosting\/local-AI communities for opposite reasons\u2014some want deep privacy and control, others want speed and convenience. Which type ends up getting the most value, and how do you design the club so both don\u2019t churn?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>awesome idea!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 has been a great group. People are very helpful and knowledgeable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Here just to say that this is the best community ever<\/p>\n<p>Be ready to blow your brains with ideas and be surrounded by legendary set of people who are living in the future and automating everything and shipping shipping shipping<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>tinkerer gonna tinker.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 Kitze! Keep it rocking! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 saw more posts about Tinkerer Club the past few weeks than posts about openclaw lol. You gotta respect the hustle here \ud83e\udee1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Let\u2019s go! This is awesome! I missed out on the 129$ pricing – but will stay tuned for a Black Friday discount hopefully! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Im in it. Lots of (none AI slob) peoples ideas<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Truly awesome community that builds. Already have met people 1:1 with whom will be building some products together.<\/p>\n<\/p>\n<p>Thank you <a href=\"https:\/\/www.producthunt.com\/@thekitze\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"thekitze\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thekitze<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s amazing to see what you’re shipping and doing Kitze!. Keep it up! Let’s go, rooting for you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome community full of awesome people. Kitze is building something amazing here, and I\u2019m very excited to see where it goes next. <\/p>\n<\/p>\n<p>It\u2019s also made me actually enjoy using discord which is a miracle.<\/p>\n<\/p>\n<p>There is huge potential here for startups, indie hackers and the business opportunities are rife. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Will be joining soon! 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<\/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\/YUPWALOJ2E7QGI\" class=\"app-title\">Agent Builder by Thesys<\/a><\/p>\n<div class=\"one-liner\">Build AI agents that respond with UI instead of text<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">351<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Thesys\u7684Agent Builder\u662f\u4e00\u6b3e\u65e0\u4ee3\u7801AI\u667a\u80fd\u4f53\u6784\u5efa\u5e73\u53f0\uff0c\u5176\u6838\u5fc3\u5728\u4e8e\u80fd\u8ba9\u7528\u6237\u521b\u5efa\u7684AI\u667a\u80fd\u4f53\u52a8\u6001\u63a8\u7406\u5e76\u76f4\u63a5\u751f\u6210\u56fe\u8868\u3001\u8868\u5355\u3001\u5e7b\u706f\u7247\u7b49\u4ea4\u4e92\u5f0fUI\u4f5c\u4e3a\u56de\u5e94\uff0c\u800c\u975e\u4f20\u7edf\u6587\u672c\uff0c\u4ece\u800c\u5728\u6570\u636e\u5206\u6790\u3001\u5ba2\u6237\u652f\u6301\u3001\u9500\u552e\u8f6c\u5316\u7b49\u573a\u666f\u4e2d\uff0c\u5c06AI\u7684\u51b3\u7b56\u80fd\u529b\u8f6c\u5316\u4e3a\u53ef\u76f4\u63a5\u4ea4\u4ed8\u6216\u4f7f\u7528\u7684\u53ef\u89c6\u5316\u6210\u679c\uff0c\u7701\u53bb\u7528\u6237\u624b\u52a8\u5904\u7406\u548c\u5206\u6790\u7ed3\u679c\u7684\u7e41\u7410\u6b65\u9aa4\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0315e132-bcee-40b6-9cb3-19cd750d239f.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ea5f8aa-a121-44d9-8c68-aa37ba2c23ad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ec6dd04-fe0d-4cff-8292-47bb8a84dfb1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7940caec-4ec1-4a67-b4ff-b38a0336eb82.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c516465e-0573-4d87-90b9-261b1fdb4a13.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6aa7844c-05f6-4d13-8653-8b301f2b95d0.gif?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\/e7d55e01-ec63-4406-a985-0e147538b1ae.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Oz217gew1i0?si=-VznYyVKsovxRQvl\"><source src=\"https:\/\/youtu.be\/Oz217gew1i0?si=-VznYyVKsovxRQvl\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u751f\u6210\u5f0fUI<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0f\u7ec4\u4ef6<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5e94\u7528\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u4ece\u6587\u672c\u5230UI\u201d\u7684\u8303\u5f0f\u8f6c\u53d8\u662f\u672a\u6765\u65b9\u5411\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u6280\u672f\u5b9e\u73b0\u7ec6\u8282\uff08\u5982UI\u72b6\u6001\u7ba1\u7406\u3001\u589e\u91cf\u66f4\u65b0\uff09\u3001\u4ea7\u54c1\u63a7\u5236\u4e0e\u81ea\u4e3b\u6027\u7684\u5e73\u8861\uff08\u54c1\u724c\u4e00\u81f4\u6027\u3001UX\u53ef\u9884\u6d4b\u6027\uff09\u3001\u5e73\u53f0\u96c6\u6210\u80fd\u529b\u4e0e\u751f\u4ea7\u5c31\u7eea\u6027\uff0c\u4ee5\u53ca\u5176\u4e0e\u7c7b\u4f3c\u9879\u76ee\uff08\u5982Claude Artifact\uff09\u7684\u5bf9\u6bd4\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 Agent Builder\u7684\u5ba3\u79f0\u4ef7\u503c\u5728\u4e8e\u201c\u7ec8\u7ed3\u6587\u672c\u5899\u201d\uff0c\u4f46\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\u8bd5\u56fe\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u7684\u201c\u63a8\u7406\u201d\u80fd\u529b\u4e0e\u6700\u7ec8\u7528\u6237\u53ef\u64cd\u4f5c\u7684\u201c\u754c\u9762\u201d\u8fdb\u884c\u539f\u5b50\u5316\u7f1d\u5408\u3002\u8fd9\u5e76\u975e\u7b80\u5355\u7684UI\u6a21\u677f\u5957\u7528\uff0c\u800c\u662f\u5ba3\u79f0\u5176C1\u5f15\u64ce\u80fd\u6839\u636e\u610f\u56fe\u548c\u5b88\u62a4\u89c4\u5219\uff0c\u52a8\u6001\u51b3\u5b9a\u54cd\u5e94\u5185\u5bb9\u548c\u754c\u9762\u5f62\u6001\u3002\u8fd9\u76f4\u6307\u5f53\u524dAI\u5e94\u7528\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5f3a\u5927\u7684\u5206\u6790\u4e0e\u51b3\u7b56\u540e\u7aef\uff0c\u4e0e\u4ecd\u9700\u4eba\u529b\u201c\u7ffb\u8bd1\u201d\u548c\u64cd\u4f5c\u7684\u524d\u7aef\u4e4b\u95f4\u5b58\u5728\u5de8\u5927\u6548\u7387\u65ad\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u8d28\u7591\u540c\u6837\u5c16\u9510\u3002\u9996\u5f53\u5176\u51b2\u7684\u662f\u201c\u63a7\u5236\u6743\u201d\u95ee\u9898\uff1a\u5f53AI\u540c\u65f6\u51b3\u5b9a\u201c\u505a\u4ec0\u4e48\u201d\u548c\u201c\u957f\u4ec0\u4e48\u6837\u201d\u65f6\uff0c\u5982\u4f55\u4fdd\u8bc1\u54c1\u724c\u89c4\u8303\u3001\u7528\u6237\u4f53\u9a8c\u7684\u4e00\u81f4\u6027\u548c\u53ef\u9884\u6d4b\u6027\uff1f\u8fd9\u672c\u8d28\u4e0a\u662f\u5bf9\u5176\u201c\u751f\u6210\u5f0fUI\u5f15\u64ce\u201d\u53ef\u9760\u6027\u7684\u7ec8\u6781\u62f7\u95ee\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8eUI\u72b6\u6001\u7ba1\u7406\u7684\u63d0\u95ee\uff0c\u89e6\u53ca\u4e86\u751f\u6210\u5f0fUI\u80fd\u5426\u80dc\u4efb\u590d\u6742\u3001\u591a\u8f6e\u4ea4\u4e92\u573a\u666f\u7684\u8f6f\u808b\u2014\u2014\u662f\u6bcf\u6b21\u63a8\u5012\u91cd\u6765\uff0c\u8fd8\u662f\u5177\u5907\u72b6\u6001\u611f\u77e5\u4e0e\u589e\u91cf\u66f4\u65b0\u80fd\u529b\uff1f\u8fd9\u51b3\u5b9a\u4e86\u5176\u80fd\u5426\u4ece\u201c\u6f14\u793a\u9177\u70ab\u201d\u8d70\u5411\u201c\u751f\u4ea7\u53ef\u7528\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u201c\u65e0\u4ee3\u7801\u3001\u65e0\u5de5\u4f5c\u6d41\u3001\u65e0\u524d\u7aef\u201d\u7684\u5b9a\u4f4d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u964d\u4f4e\u4e86\u95e8\u69db\uff0c\u5438\u5f15\u4e86\u5e7f\u6cdb\u5173\u6ce8\uff0c\u4f46\u4e5f\u53ef\u80fd\u8ba9\u8d44\u6df1\u5f00\u53d1\u8005\u6000\u7591\u5176\u5728\u5904\u7406\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u3001\u7cfb\u7edf\u96c6\u6210\u548c\u6743\u9650\u7ba1\u63a7\u65f6\u7684\u6df1\u5ea6\u4e0e\u7075\u6d3b\u6027\u3002\u5e73\u53f0\u9700\u8981\u8bc1\u660e\uff0c\u5176\u62bd\u8c61\u5c42\u8db3\u591f\u667a\u80fd\u4ee5\u8986\u76d6\u5e38\u89c1\u573a\u666f\uff0c\u53c8\u8db3\u591f\u5f00\u653e\u4ee5\u5e94\u5bf9\u8fb9\u7f18\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cThesys\u62bc\u6ce8\u7684\u662f\u201c\u751f\u6210\u5f0fUI\u201d\u5c06\u6210\u4e3a\u4e0b\u4e00\u4ee3\u4eba\u673a\u4ea4\u4e92\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u5b83\u7684\u65e9\u671f\u6210\u529f\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u667a\u80fd\u4f53\u7684\u81ea\u4e3b\u6027\u201d\u4e0e\u201c\u6784\u5efa\u8005\u7684\u53ef\u63a7\u6027\u201d\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\uff0c\u5e76\u8bc1\u660e\u5176\u89e3\u51b3\u65b9\u6848\u5728\u7279\u5b9a\u5782\u76f4\u573a\u666f\uff08\u5982\u62a5\u544a\u751f\u6210\u3001\u6570\u636e\u63a2\u67e5\uff09\u4e2d\uff0c\u4e0d\u4ec5\u70ab\u9177\uff0c\u800c\u4e14\u7a33\u5b9a\u3001\u53ef\u9760\u3001\u53ef\u7ef4\u62a4\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u5c55\u793a\u4e86\u672a\u6765\u53ef\u80fd\u6027\u3001\u4f46\u96be\u4ee5\u627f\u8f7d\u4e25\u8083\u4e1a\u52a1\u7684\u5de5\u4f5c\u73a9\u5177\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\">Agent Builder by Thesys<\/span>\n <\/div>\n<div class=\"comment-content\">Build AI agents that reason dynamically and respond with charts, cards, forms, slides and reports. No workflows. No code. Just connect your data, add instructions, customize style, and publish and share with anyone or embed on your site.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey folks, Parikshit here, co-founder of Thesys. \ud83d\udc4b <\/p>\n<p>Today, we\u2019re launching Agent Builder \ud83d\ude80<\/p>\n<p>A no-code agent builder to create truly agentic AI apps that respond with interactive UI like charts, forms, cards, slides, and reports, not plain text.<\/p>\n<p>No code. No workflows. No frontend work.<\/p>\n<p>________<\/p>\n<\/p>\n<p>\u26d4\ufe0fThe problem:<\/p>\n<\/p>\n<p>Modern AI agents aren\u2019t workflow scripts anymore.<\/p>\n<p>They reason, adapt, and decide. Tools like Claude Co-Work show this clearly.<\/p>\n<p>But most agents are still text-in, text-out.<\/p>\n<p>They answer questions, then stop.<\/p>\n<p>Users still interpret results, build slides, create reports, or take action.<\/p>\n<p>________<\/p>\n<\/p>\n<p>\u2747\ufe0f The solution:<\/p>\n<\/p>\n<p>Thesys Agent Builder lets you create fully functional AI agents in minutes.<\/p>\n<p>You define intent and guardrails.<\/p>\n<p>The agent decides how to respond and what interface to generate.<\/p>\n<p>They can return:<\/p>\n<p>\ud83d\udcca Charts and dashboards from your data<\/p>\n<p>\ud83d\udcdd Forms users can fill and submit<\/p>\n<p>\ud83e\udde9 Cards, tables, and interactive components<\/p>\n<p>\ud83d\udcd1 Slides and reports ready to share<\/p>\n<p>________<\/p>\n<\/p>\n<p>\ud83d\udec4 The steps:<\/p>\n<\/p>\n<p>Get started in 3 steps. No code.:<\/p>\n<p>1\ufe0f\u20e3 Connect your data<\/p>\n<p>Files, URLs, databases, or tools via MCP<\/p>\n<p>2\ufe0f\u20e3 Customize your agent<\/p>\n<p>Add instructions. Set tone, style, and behavior.<\/p>\n<p>3\ufe0f\u20e3 Test and Share it<\/p>\n<p>Publish with a link or embed it on your website.<\/p>\n<p>Your agent goes live instantly.<\/p>\n<p>________<\/p>\n<\/p>\n<p>\u2733\ufe0f The possibilities:<\/p>\n<\/p>\n<p>What you can build :<\/p>\n<p>\ud83d\udcc8 Analytics agents for visual insights<\/p>\n<p>\ud83e\udd1d Website copilots for guidance and support<\/p>\n<p>\ud83d\udcb0 Sales agents that improve conversions<\/p>\n<p>\ud83d\uded2 Ecommerce copilots for discovery and comparison<\/p>\n<p>All without writing code or managing UI.<\/p>\n<p>________<\/p>\n<\/p>\n<p>Under the hood, Agent Builder is powered by C1, our Generative UI engine that handles UI generation, orchestration, and runtime, so AI apps actually help users get work done.<\/p>\n<\/p>\n<p>\ud83c\udf81 Launch bonus: Free credits to build your first agent<\/p>\n<p>\ud83d\udc49 <a href=\"https:\/\/www.thesys.dev\/agent-builder\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.thesys.dev\/agent-builder<\/a><\/p>\n<\/p>\n<p>Would love your feedback.<\/p>\n<p>Excited to see what you build \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pgd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pgd<\/a> The shift from text-only agents to Generative UI feels like the right next step tbh; Curious how you think about control vs autonomy, when an agent decides both the response and the interface, how do builders ensure consistency, brand alignment, and UX predictability as agents evolve over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pgd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pgd<\/a> Congrats on the launch! What inspired the idea of building AI agents that respond with UI instead of text? Was there a particular gap or use case you saw developers struggling with in traditional chatbot\/agent design?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is what Claude Artifact Builder should have been but apparently they abandoned the project. Glad to see someone pushing this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@phuctm97\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@phuctm97<\/a> Do give it a try and let us know if you have any suggestions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>so useful<\/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\/@mark_vu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mark_vu<\/a> Thanks Mark. What use cases do you have in mind? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks promising!!<\/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\/@yash_tiwary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yash_tiwary<\/a> Thank you Yash. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>AI agents responding with actual UI instead of text walls?? this is the future fr<\/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><a href=\"https:\/\/www.producthunt.com\/products\/thesys\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"thesys\" target=\"_blank\" rel=\"noopener\">@Thesys<\/a> congrats with the launch!<\/p>\n<p>can relate to the issue you’re guys trying to solve<\/p>\n<p>what is the tech stack you’re using?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch team!<\/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\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> thank you 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thanks! Would love for you to try it out. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I think this wull be the future of UI! Traditional UIs will transition to chat based tools with enhanced UI components.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “respond with UI instead of text” approach is exactly what conversational AI needs. I’m curious about how UI state is managed during multi-turn conversations – when a user modifies a previously generated chart or form, does C1 perform incremental updates on the existing component or regenerate from scratch? Also, is there support for preserving partial UI state when the conversation context shifts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Super awesome stuff<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 interesting. Generative UI instead of static text feels like the natural next step for LLM-based apps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A lot of \u201cno-code agent\u201d tools break down when you need real integrations, multi-step interactions, and production requirements\u2014what did you deliberately *not* build first (channels, auth\/multi-tenancy, exportability, approvals), and how did you decide those tradeoffs?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interactive UI is a big leap. How do you ensure consistency so the same intent doesn\u2019t produce wildly different interfaces across runs? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/G4QC3BMYW2ZH64\" class=\"app-title\">Normain<\/a><\/p>\n<div class=\"one-liner\">Trusted insights from complex documents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">326<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Normain\u662f\u4e00\u6b3e\u9762\u5411\u4e13\u4e1a\u4eba\u58eb\u7684\u201c\u63d0\u53d6\u5f0fAI\u201d\uff0c\u901a\u8fc7\u5c06\u590d\u6742\u6587\u6863\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u3001\u53ef\u6eaf\u6e90\u7684\u6570\u636e\u6d1e\u5bdf\uff0c\u89e3\u51b3\u4e86\u5ba1\u8ba1\u3001\u98ce\u63a7\u3001\u54a8\u8be2\u7b49\u9886\u57df\u4e2d\u4fe1\u606f\u9a8c\u8bc1\u8017\u65f6\u3001\u4f20\u7edf\u804a\u5929AI\u5e7b\u89c9\u591a\u4e14\u65e0\u6cd5\u8ffd\u6eaf\u6e90\u5934\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/454d52d3-0362-4e2d-be6d-56e6f9ca8c56.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07350728-f553-421e-a6b9-d4cd81d4326c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3668e8da-790c-43b6-9794-7d7cbe95f3d6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a31eb8ce-d569-4c53-9ccf-93c3f7dd68f6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc9c5d48-1add-4f87-a56c-cd4b129bd0ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76dff9a1-f688-4a8c-b688-0a9540e6e98e.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\/4d23a116-a793-46f2-b345-50a74300b4e9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/DkAxctiV7kY\"><source src=\"https:\/\/youtu.be\/DkAxctiV7kY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u6863\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">AI\u6570\u636e\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u53ef\u9a8c\u8bc1AI<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6eaf\u6e90\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u975e\u5bf9\u8bdd\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u4e0e\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u98ce\u9669\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5de5\u4f5c\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u6570\u636e<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3AI\u5e7b\u89c9\u548c\u5b9e\u73b0\u6eaf\u6e90\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5e76\u5c31\u96f6\u5e7b\u89c9\u4fdd\u969c\u673a\u5236\u3001\u6587\u4ef6\u683c\u5f0f\u652f\u6301\u3001\u8de8\u6587\u6863\u51b2\u7a81\u5904\u7406\u3001\u7f6e\u4fe1\u5ea6\u63d0\u793a\u7b49\u63d0\u51fa\u5177\u4f53\u95ee\u9898\u3002\u540c\u65f6\uff0c\u6709\u7528\u6237\u62a5\u544a\u4e86Chrome\u6d4f\u89c8\u5668\u4e0b\u7684\u524d\u7aef\u663e\u793aBug\u3002\u56e2\u961f\u56de\u590d\u79ef\u6781\uff0c\u8be6\u7ec6\u9610\u91ca\u6280\u672f\u539f\u7406\u5e76\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 Normain\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u4ea7\u54c1\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524d\u6cdb\u6ee5\u7684\u201c\u804a\u5929\u673a\u5668\u4eba\u5f0fAI\u201d\u5728\u4f01\u4e1a\u7ea7\u573a\u666f\u4e2d\u7684\u4e00\u6b21\u7280\u5229\u6279\u5224\u3002\u5b83\u7cbe\u51c6\u523a\u4e2d\u4e86ChatGPT\u7c7b\u5de5\u5177\u5728\u4e25\u8083\u5de5\u4f5c\u4e2d\u7684\u8f6f\u808b\uff1a\u5e7b\u89c9\u3001\u4e0d\u53ef\u8ffd\u6eaf\u3001\u7f3a\u4e4f\u9a8c\u8bc1\u6846\u67b6\u3002\u5176\u63d0\u51fa\u7684\u201c\u63d0\u53d6\u5f0fAI\u201d\u5b9a\u4f4d\uff0c\u672c\u8d28\u4e0a\u662f\u5c06AI\u89d2\u8272\u4ece\u201c\u521b\u9020\u6027\u5bf9\u8bdd\u8005\u201d\u964d\u7ef4\u4e3a\u201c\u53ef\u5ba1\u8ba1\u7684\u6570\u636e\u5904\u7406\u7ba1\u9053\u201d\uff0c\u8fd9\u53cd\u800c\u662f\u5176\u5728\u4e13\u4e1a\u9886\u57df\u5efa\u7acb\u4fe1\u4efb\u7684\u5347\u7ef4\u7b56\u7565\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u5176\u91c7\u7528\u4e86\u591a\u524d\u6cbf\u7684Agentic\u5f15\u64ce\u6216OCR\u6280\u672f\uff0c\u800c\u5728\u4e8e\u5b83\u6784\u5efa\u4e86\u4e00\u4e2a\u4ee5\u201c\u9a8c\u8bc1\u201d\u4e3a\u6838\u5fc3\u7684\u5de5\u4f5c\u6d41\u95ed\u73af\u2014\u2014\u201c\u4fe1\u4efb\u9762\u677f\u201d\u3002\u8fd9\u4e2a\u8bbe\u8ba1\u5c06\u4eba\u7c7b\u4e13\u5bb6\u7684\u5224\u65ad\u7cfb\u7edf\u5730\u7f6e\u4e8eAI\u8f93\u51fa\u4e4b\u4e0a\uff0c\u4e0d\u4ec5\u63d0\u4f9b\u4e86\u6eaf\u6e90\uff0c\u66f4\u6784\u5efa\u4e86\u4e00\u4e2a\u4fee\u6b63\u548c\u8fed\u4ee3\u7684\u754c\u9762\u3002\u8fd9\u5de7\u5999\u5730\u56de\u907f\u4e86\u201cAI\u6c38\u8fdc\u6b63\u786e\u201d\u7684\u4f2a\u547d\u9898\uff0c\u8f6c\u800c\u8ffd\u6c42\u201cAI\u8f85\u52a9\u4e0b\u7684\u9ad8\u6548\u4eba\u673a\u534f\u540c\u9a8c\u8bc1\u201d\uff0c\u8fd9\u624d\u662f\u9ad8\u98ce\u9669\u77e5\u8bc6\u5de5\u4f5c\u7684\u672c\u8d28\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u91cd\u5ea6\u4f9d\u8d56\u5bf9\u7279\u5b9a\u884c\u4e1a\uff08\u5982\u5ba1\u8ba1\u3001\u5408\u89c4\uff09\u590d\u6742\u5de5\u4f5c\u6d41\u7684\u6df1\u5ea6\u7406\u89e3\uff0c\u89c4\u6a21\u5316\u590d\u5236\u53ef\u80fd\u9700\u8981\u6f2b\u957f\u7684\u5ba2\u6237\u6559\u80b2\u548c\u670d\u52a1\u5b9a\u5236\u3002\u5176\u6b21\uff0c\u5f53\u5904\u7406\u6781\u5ea6\u6a21\u7cca\u6216\u77db\u76fe\u7684\u4fe1\u606f\u65f6\uff0c\u7cfb\u7edf\u7ed9\u51fa\u7684\u201c\u4e2d\/\u4f4e\u7f6e\u4fe1\u5ea6\u201d\u63d0\u793a\uff0c\u6700\u7ec8\u4ecd\u9700\u4eba\u7c7b\u88c1\u51b3\uff0c\u5176\u6548\u7387\u589e\u76ca\u7684\u8fb9\u754c\u5c06\u5f88\u5feb\u89e6\u53ca\u3002\u6700\u540e\uff0c\u5b83\u5c06\u81ea\u5df1\u4e0e\u201c\u5bf9\u8bdd\u5f0fAI\u201d\u4e25\u683c\u5bf9\u7acb\uff0c\u867d\u5f3a\u5316\u4e86\u5b9a\u4f4d\uff0c\u4f46\u4e5f\u53ef\u80fd\u9650\u5236\u4e86\u5176\u5728\u201c\u63d0\u53d6-\u5206\u6790-\u603b\u7ed3-\u95ee\u7b54\u201d\u6df7\u5408\u573a\u666f\u4e2d\u7684\u80fd\u529b\u5ef6\u5c55\u3002\u603b\u4f53\u800c\u8a00\uff0cNormain\u662f\u4e00\u6b21\u6781\u5177\u9488\u5bf9\u6027\u7684\u7cbe\u51c6\u6253\u51fb\uff0c\u4f46\u80fd\u5426\u4ece\u5229\u57fa\u5de5\u5177\u6210\u957f\u4e3a\u5e73\u53f0\uff0c\u53d6\u51b3\u4e8e\u5b83\u5982\u4f55\u5728\u201c\u63d0\u53d6\u201d\u7684\u575a\u5b9e\u57fa\u7840\u4e0a\uff0c\u6f14\u5316\u51fa\u66f4\u4e30\u5bcc\u7684\u534f\u4f5c\u4e0e\u77e5\u8bc6\u590d\u7528\u751f\u6001\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\">Normain<\/span>\n <\/div>\n<div class=\"comment-content\">Normain is an extraction-first AI for complex documents. It delivers structured, traceable insights grounded in source material – designed for validation and reuse, not chat-based summaries that hallucinate.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Sara, Co-founder & CEO of Normain: AI built for experts to get structured, verifiable insights from complex documents. AI for extraction, not conversation.<\/p>\n<p><strong>The problem<\/strong><\/p>\n<p>As a former BCG consultant, I spent more time searching, cross-checking, and validating documents than doing actual analysis.<\/p>\n<p>Chat-based AI didn\u2019t help.<\/p>\n<p>\ud83d\uded1 Answers hallucinated.<\/p>\n<p>\ud83d\uded1 Nuance was missed.<\/p>\n<p>\ud83d\uded1 Nothing was traceable back to source documents.<\/p>\n<p><strong>The solution<\/strong><\/p>\n<p>What if AI wasn\u2019t optimized for conversation, but for extraction?<\/p>\n<\/p>\n<p>That\u2019s what Extractional AI is: AI that turns complex documents into structured, repeatable, and source-verifiable insights you can actually trust.<\/p>\n<p><strong><br \/>How it works<\/strong>:<\/p>\n<ol>\n<li>\n<p>Upload your files and links<\/p>\n<\/li>\n<li>\n<p>Define the insights you want to extract<\/p>\n<\/li>\n<li>\n<p>Extract insights, validate & export<\/p>\n<\/li>\n<\/ol>\n<p><strong>Why use Normain?<\/strong><\/p>\n<\/p>\n<p><strong>Trust and transparency: <\/strong>Every insight is traceable to the exact document, page, and paragraph. Normain structures validation so you can correct and rerun individual insights and clearly see what\u2019s validated, uncertain, or missing.<\/p>\n<\/p>\n<p><strong>User-friendly for domain experts: <\/strong>Built for professionals, not prompt engineers. No training required. Business teams in fields like audit, assurance, sustainability, and risk can start immediately.<\/p>\n<\/p>\n<p><strong>Deep cross-document analysis: <\/strong>Normain analyzes PDFs, Excel files, PowerPoints, and links using encoded expert judgment, allowing it to understand nuance, context, and critical details across documents.<\/p>\n<\/p>\n<p><strong>Built to scale: <\/strong>Reuse the same setup across teams or run the same extraction across multiple companies, clients, or data rooms at once.<\/p>\n<\/p>\n<p>\ud83d\udc49 Sign up for free <a href=\"https:\/\/app.normain.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">here<\/a>, and if you comment with your use case, I\u2019ll personally suggest how to set up your first extraction \ud83d\ude80<\/p>\n<\/p>\n<p>Appreciate your support and feedback,<\/p>\n<p>Sara<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>86<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sara_landfors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sara_landfors<\/a> This is so exciting. Can’t wait for new users to give us feedback on the product. Best day ever! \ud83d\ude80 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>46<\/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\/@sara_landfors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sara_landfors<\/a> This is incredible! So happy to see it come to reality<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>40<\/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\/@sara_landfors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sara_landfors<\/a> I have the same feeling as I had the first time I saw Avengers Endgame.<\/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\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@sara_landfors\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sara_landfors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sara_landfors<\/a> and team! Reliability is key to make people trust AI, and for high stakes knowledge work it’s just as important as in regulated industries. How do you intend to develop this over time, and what are some roles\/tasks you will not move into, within your segment?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>43<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you<a href=\"https:\/\/www.producthunt.com\/@per_clingweld\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@per_clingweld<\/a>! I love how you talk about trust in generative AI. It has been a realization and a problem we have worked hard to fix for quite some time now. And we’re super happy about the product and where we are today and also where we are going. <a href=\"https:\/\/www.producthunt.com\/@kalle_hansson\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kalle_hansson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kalle_hansson<\/a> will answer your question<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@per_clingweld\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@per_clingweld<\/a> Thanks so much! Your support really means a lot. I agree!<\/p>\n<p>We’re building the trust layer between human expertise and AI power. In terms of features, this means things like adding collaborative features, and making it possible to “publish” extractions. If you’re a consultant, this means you can use <a href=\"https:\/\/www.producthunt.com\/products\/normain\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"normain\" target=\"_blank\" rel=\"noopener\">@Normain<\/a> to turn your know-how into monetizeable services. If you’re working in-house, it means you can have a super simple interface for other people in your organization to analyze documents according to your pre-defined standard.<\/p>\n<p>We won’t go down the route of conversational AI, i.e. using chat as the interface. Extractional AI requires something way more structured.<\/p>\n<p>Super curious to hear your feedback and thoughs on this, Per!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>31<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Seems powerful but how do you enforce zero hallucinations? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>32<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Thanks for the great question Daniele. It’s a three step process:<br \/>First, we parse input documents with a state-of-the-art degree of accuracy. We preserve all detail in tables and graphics.<br \/>Second, we have a truly agentic system that really understands your questions, and grounds answers only in input data.<br \/>Third, we have Normain’s Trust Panel that puts the human expert from and center in validating the AI generated output in a user friendly and structured way<\/p>\n<p>Would love to hear how Normain performs on your trickiest analyses!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch Normain team! \ud83d\udd25\ud83d\udd25 curious what file extensions you currently support for uploads?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>31<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elutz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elutz<\/a> Thanks so much for the support Elin! We support all major file formats, including:<\/p>\n<ul>\n<li>\n<p><strong>Documents<\/strong>: PDF (including world-class OCR capabilities), Word, PowerPoint<\/p>\n<\/li>\n<li>\n<p><strong>Spreadsheets<\/strong>: Excel, CSV, Google Sheets<\/p>\n<\/li>\n<li>\n<p><strong>Other formats<\/strong>: images, JSON, Markdown, Google Docs and Google Slides<\/p>\n<\/li>\n<li>\n<p><strong>URLs<\/strong><\/p>\n<\/li>\n<\/ul>\n<p>Plan on adding support for voice messages and video in the future! Please let us know if you have a specific use case in mind? We add features and support for new file formats continuously.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elutz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elutz<\/a> Thank you so much for your congrats wishes \ud83c\udf89\ud83d\udc4f\ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/normain\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"normain\" target=\"_blank\" rel=\"noopener\">@Normain<\/a> great launch! congrats<\/p>\n<p>how did you achieve precise extractions from large documents?<\/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\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a> Heey thanks so much, and great question! It’s a three step solution:<\/p>\n<ol>\n<li>\n<p>Purpose-built document interpreter that doesn’t lose a single nuance, even from poor-quality scanned pdfs, tables and graphs<\/p>\n<\/li>\n<li>\n<p>Agentic engine that builds its analysis path on the fly\u2014making sure it doesn’t stop before it’s sure the answer is as good as it gets<\/p>\n<\/li>\n<li>\n<p>Normain’s Trust panel: makes it super easy for humans themselves to validate the outputs.<\/p>\n<\/li>\n<\/ol>\n<p>Curious to hear your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting! I think that asking AI and getting reliable answers is not yet a solved problem. More than seeing the sources for a human to verify facts, I would be interested for AI to point me to outputs that it’s not so confident about. But also inputs that contradict each other. When we feed AI with data that is obviously already outdated, and each source contradicts the other, I would also like AI to help me filter out sources (or extracts) that are likely not reliable when you take all the sources together. Otherwise, I feel like AI output quality is just an average of the quality of the AI inputs. And I don’t want just average answers!<\/p>\n<\/p>\n<p>I sense you already have some of these features, but I didn’t have the time to dig in just yet \ud83d\ude42<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ari_bajo_rouvinen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ari_bajo_rouvinen<\/a> This is incredibly helpful feedback for us to improve the trust panel even more. I love these suggestions. We already provide a confidence score that’s tightly linked to whether sources contradict each other, but I do love the idea of going further and not just pointing out the good sources, but also pointing out the bad sources! <a href=\"https:\/\/www.producthunt.com\/@max_netterberg\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"max_netterberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@max_netterberg<\/a> check out this suggestion!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>When the system detects conflicting data points across different file types, does it flag the discrepancy for manual review or does it prioritize one source over the other?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Excellent question! Normain will flag this in the Trust Panel (shows up automatically when you click an insight). If there are conflicting data sources, Normain will put a lower confidence score (Medium or Low). We’re working hard on improving the validation workflow even more, and would love to hear if you have more feedback? <\/p>\n<p>See more details in 3. Extract and validate on our docs page <a href=\"https:\/\/docs.normain.com\/docs\/setting-up-your-workspace\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">here<\/a>.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7595c024-68af-4ea5-9e22-fabd1b1ad990.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>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>I’ve been trying Normain out for a couple of days now \u2013 incredible! How are you ensuring the AI is getting the right answer?<\/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\/@elof_gerde1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elof_gerde1<\/a> Thanks for being an early supporter Elof! We have a state of the art agentic engine that goes above and beyond what’s possible with just RAG. Normain uniqely interprets both the question and the input data, plans out an analysis path, and evaluates itself along the way. The result is remarkably accurate. Then, in addition, we have the Normain Trust Panel that puts human validation at your fingertips.<\/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>congrats! looks really well-done! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sasha_dikan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sasha_dikan<\/a> thanks so much for the support! I’d love to hear what’s your favorite feature?<\/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\/@sasha_dikan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sasha_dikan<\/a> Thank you! \ud83d\ude4f<\/p>\n<\/p>\n<p>Did you have the opportunity to try the product out? Which feature was your favorite? <\/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\/@sasha_dikan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sasha_dikan<\/a> Thank you so much for your best wishes <\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@sara_landfors\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sara_landfors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sara_landfors<\/a>, congrats on the Product Hunt launch \ud83d\ude80 ! I\u2019ve been testing the tool and the implementation looks really solid.<\/p>\n<p>Just a quick heads-up: I noticed a possibly cross-browser bug. On Chrome browser, As soon as the document is uploaded, the progress bar stays stuck at 0% and doesn’t advance. However, despite this state, the AI is able to query the documents and answer correctly. This behavior only occurs on Chrome; everything works perfectly on Firefox. It looks like a state management issue or a missing event trigger specific to Chromium.<\/p>\n<\/p>\n<p>Already upvoted and Good luck with the ranking!<\/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\/@sara_landfors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sara_landfors<\/a> <a href=\"https:\/\/www.producthunt.com\/@giorgio_cignitti_phd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giorgio_cignitti_phd<\/a> <\/p>\n<\/p>\n<p>Thank you so much for trying out Normain and for the detailed bug report! <\/p>\n<p>We’re looking into the progress bar behavior on Chrome and will prioritize a fix. In the meantime, Firefox should give you a smoother experience. Really appreciate the upvote and the support! \ud83d\ude80<\/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>Go Sara and team Normain!!<\/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\/@benjaminbekken\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benjaminbekken<\/a> Thank you so much! \ud83c\udf89<\/p>\n<\/p>\n<p>Did you have an opportunity to try out the product? What did you think?<\/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\/@benjaminbekken\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benjaminbekken<\/a> Thanks so much for your support! Can’t wait to hear your product feedback!<\/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>Congrats on the launch. Superexited to try it out for all compliance work within plastic injection moulding industry!\ud83d\udc4c\ud83d\udc4c<\/p>\n<\/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\/@erik_ahlqvist\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erik_ahlqvist<\/a> thanks so much! That’s a great example of AI power meeting domain expertise. Super excited to hear about what results you get with Normain!<\/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>Such an amazing product, recommend to try Normain out!! <\/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\/@beatrice_baltscheffsky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@beatrice_baltscheffsky<\/a> Thanks so much for the shoutout Beatrice. Really happy for your support. Please let us know if you already have a use case in mind for your business? Happy to provide any best practices if needed.<\/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\/@beatrice_baltscheffsky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@beatrice_baltscheffsky<\/a> Great to hear this! I’m happy you tried it and that you like what you see, and also are spreading the word about our product! \ud83e\udef6 <\/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>Been following <strong>Normain<\/strong> for a while, awesome to finally see this live here \ud83d\ude80<\/p>\n<p>Big kudos to <strong>Kalle, Dennis, and Sara<\/strong>, this clearly comes from real experience with years in AI building and iteration, not just something put together to ride the AI hype. Feels like a tool built for people who actually use this stuff day to day. <\/p>\n<p>Love the focus on pulling out what actually matters from complex documents, without losing trust or context. The fact that insights are traceable back to the source is a huge deal and something most AI tools still get wrong.<\/p>\n<\/p>\n<p>Congrats on the launch! Excited to see where this goes \ud83d\udc4f<\/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\/@josef_karakoca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josef_karakoca<\/a> Thanks so much for the shoutout! Really great to hear you see the value in the product and keep using it. Once you’ve seen the Trust Panel for validation, it’s hard to go back to the old Conversational AI-mode. What are your best use cases?<\/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><a href=\"https:\/\/www.producthunt.com\/@dennislandfors\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dennislandfors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dennislandfors<\/a> Congrats on the launch! Really nice take on working with complex docs\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>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\/@ida_stjernstrom1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ida_stjernstrom1<\/a> thank you so much! Hope you like it. Let me know if you have any questions, or want to know more in a custom demo? \ud83c\udf1f<\/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\/@ida_stjernstrom1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ida_stjernstrom1<\/a> Thanks so much! Can’t wait for you to push Normain’s limits<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Go Normain gang! Hallucinations deserve a special place in hell. Extractional AI is gonna unlock the non-digitized part of our world for automation. Love 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\/@filip_mark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@filip_mark<\/a> Thanks so much for the shoutout! Really keen to hear how Normain performs on any due diligence or portfolio reporting work \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@filip_mark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@filip_mark<\/a> Wow, thank you for the kind words, Filip! :))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 Sara & team!!<\/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\/@eliasstravik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eliasstravik<\/a> Thanks so much for being an early supporter!<\/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\">@sara_landfors ofc \ud83e\udef6<\/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\">@dennislandfors go get em! \ud83c\uddf8\ud83c\uddea<\/div>\n<div class=\"comment-actions\">\n<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>They optimize for speed when knowledge workers need confidence. You can\u2019t trust what you can\u2019t trace, and chat based summarization blurs the line between what a document says and what a model invents.<\/p>\n<p>Extraction first feels like the right architectural answer for legal, compliance, and research workflows. The product thinking here is sharp. The messaging has room to fully match it.<\/p>\n<p>I\u2019m a SaaS copywriter working in this exact space and would enjoy continuing the conversation. Congrats on the launch.<\/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\/@copywizard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@copywizard<\/a> Thanks so much for the reflection! We’ll continue working on the positioning of Extractional AI so this is spot on!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>finally something that goes beyond citations and allows me to quickly sense check the answers in the original source in an easy way<\/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\/@richard_wang17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richard_wang17<\/a> Thanks for the feedback and trying the product! What’s your favorite use case so far?<\/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\/@richard_wang17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richard_wang17<\/a> Really appreciate that, Richard!<br \/>Was there a specific feature or moment you found most useful?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks great, will give it a spin. Congrats on the launch! \ud83d\ude4c<\/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\/@felix94123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@felix94123<\/a> Thanks so much for the support! can’t wait to hear what feedback you have!<\/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>Been using Normain for a while now at my company <a href=\"https:\/\/solace.care\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Solace.care<\/a>, the whole team really loves it! And we have many processes now automated from Normain work a few months back. <\/p>\n<p>Highly recommend trying it out! <\/p>\n<p>Congrats on the Producthunt launch. Exciting to have it more broadly available \ud83d\ude80<\/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\/@josef_solace_care\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josef_solace_care<\/a> So happy to hear you love the product! We’re more than eager to hear if you have any product feedback later on! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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<\/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\/@neilswmurray\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilswmurray<\/a> Thanks a ton for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@neilswmurray\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilswmurray<\/a> Thank you so much! \ud83e\udd73<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! I’m curious about how fast it is. Let’s say I have 100 PDF purchase orders and 100 delivery confirmations and I want to cross-check which purchase orders have delivery confirmations that match precisely, and flag any discrepancies (either it was not possible to match the order with a deliver confirmation at all, or the content in the delivery confirmation does not match the purchase order details). How long time would that take, roughly? Could you make that kind of operation and response available in an API? <\/p>\n<\/p>\n<p>Totally understand if this is not a use case that fits what you’re looking to build! But figured I’ll ask \ud83d\ude04 All the best!<\/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>Hi<a href=\"https:\/\/www.producthunt.com\/@fredrik_olovsson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fredrik_olovsson<\/a> ! Thank you, the Normain team has been working hard on making the launch happen. \ud83d\udc69\u200d\ud83d\udcbb<\/p>\n<\/p>\n<p>Your use case fits Normains capabilities well, especially the repeat mode which allows you to extract insights for each file you have uploaded. <\/p>\n<\/p>\n<p>My suggestion is to upload a single order with all your confirmations and confirm Normain is able to extract the correct confirmation for that order (or whatever else information you need to be certain the order has a confirmation). When you are satisfied with the insight you can repeat that extraction with as many orders as you want. \ud83d\udd01<\/p>\n<p>We do not have the extractions available as an api yet, it’s on the roadmap though so we will keep you posted regarding that!<\/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\/@fredrik_olovsson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fredrik_olovsson<\/a> Hey Fredrik, excellent question! It’s hard to estimate the time, but maybe 10 minutes max? I encourage you to try it out for yourself. We’re working on functionality to be able to import “questions” from a spreadsheet, which I would assume is where your delivery confirmations sit? This is definitely a use case we want to support, so eager to learn more.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@fredrik_olovsson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fredrik_olovsson<\/a> Thank you so much on the congrats. Let us know if you got your question answer \ud83d\ude0a We’re here to answer all your question and act on feedback<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Always been looking for a tool that helps me out from complex docs and I think Normain just nails it! Nice shot!<\/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\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Thank you so much! What type of complex documents are you exited to use Normain to analyze?<\/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>lowkey the document analysis space needed this badly. clean execution<\/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\/@adam_lab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_lab<\/a> love this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adam_lab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_lab<\/a> <\/p>\n<\/p>\n<p>lowkey best comment. \ud83d\udd11 Thanks for checking us out. Any thoughts on the product and it’s capabilities?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Complex documents fail in very specific ways (tables, footnotes, scanned PDFs, inconsistent terminology). Which failure modes are you optimizing for first, and how do you measure quality\u2014coverage, citation correctness, numeric fidelity, or something else?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> we solve for all the problems you mention. It’s part of what makes Normain unique, and also why we’re so proud of the product. We measure quality along a number of real-world test data cases that cover a wide range of expert workflows\u2014everything from audit to risk assessments, to due diligence and much more. All the quality measurements you mention are incredibly important for an expert so we can’t afford to perform poorly on either of them. Super curious to hear how you experience the quality for your workflows!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on launch! Been following for a while, amazing progress!\ud83d\udd25\ud83d\udd25<\/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\/@charles_maddock\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charles_maddock<\/a> Thank you very much! I’m happy you think we are making good progress! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@charles_maddock\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charles_maddock<\/a> Thanks for your support \ud83d\udcaa\ud83e\udef6 Lets GO. Excited to hear what you think about the product <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@charles_maddock\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charles_maddock<\/a> thank you Charles!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, big congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@sara_landfors\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sara_landfors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sara_landfors<\/a> <a href=\"https:\/\/www.producthunt.com\/@dennislandfors\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dennislandfors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dennislandfors<\/a> and hardworking team! Reliability is incredibly important to trust our AI tools especially as knowledge workers. Being in finance, one big obstacle to fully integrate tools has been <strong>hallucinations <\/strong>and not fully trusting the accuracy of the date and output. Looking forward to testing more advanced analysis! <\/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\/@sara_landfors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sara_landfors<\/a> <a href=\"https:\/\/www.producthunt.com\/@shahrzad_moadeli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shahrzad_moadeli<\/a> Thank you for these words. Very kind of you \ud83d\ude07 It’s spot on! I look forward to receiving your feedback after you’ve done some more testing on advanced analysis. <\/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\/@sara_landfors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sara_landfors<\/a> <a href=\"https:\/\/www.producthunt.com\/@dennislandfors\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dennislandfors<\/a> <a href=\"https:\/\/www.producthunt.com\/@shahrzad_moadeli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shahrzad_moadeli<\/a> This is amazing hear! Thank you Shahrzad!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Concept<\/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\/@omkar_dhanawade1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omkar_dhanawade1<\/a> Thanks so much! What’s your favorite use case so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omkar_dhanawade1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omkar_dhanawade1<\/a> Love that you think its a great concept! \ud83e\udd17<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! Optimizing AI for extraction and traceability rather than conversation feels like the right direction for high-stakes work. How does Normain handle ambiguous or partially conflicting signals across documents, especially when expert judgment is required to decide what should be marked as validated versus uncertain?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/HEPOWQDJSSUVO6\" class=\"app-title\">Spawned<\/a><\/p>\n<div class=\"one-liner\">Build, launch, and discover products in a single platform<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">192<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6AI\u6784\u5efa\u3001\u5373\u65f6\u53d1\u5e03\u4e0e\u5185\u7f6e\u793e\u533a\u53d1\u73b0\u4e8e\u4e00\u4f53\u7684\u5e73\u53f0\uff0c\u89e3\u51b3\u4e86\u521b\u4f5c\u8005\u4ece\u4ea7\u54c1\u5f00\u53d1\u5230\u51b7\u542f\u52a8\u83b7\u5ba2\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5c06\u201c\u5efa\u9020\u201d\u4e0e\u201c\u53d1\u884c\u201d\u5408\u4e8c\u4e3a\u4e00\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f99fb037-66c1-498a-979d-72d4d21abba2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/05fe9b1f-2e7e-4286-8e72-6b80eca2168f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cf51a6a1-d786-4a3d-8915-1c916525b2e7.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\/7b218b9b-11eb-4128-8317-5d9609c0acbc.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=HGNKR-viyUA\"><source src=\"https:\/\/www.youtube.com\/watch?v=HGNKR-viyUA\" 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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e94\u7528\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">Solana\u4ee3\u5e01\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u51b7\u542f\u52a8<\/span><br \/>\n <span class=\"tag\">Web\u5e94\u7528\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6392\u884c\u699c<\/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\u6784\u5efa+\u53d1\u884c\u201d\u4e00\u4f53\u5316\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86\u53d1\u884c\u6e20\u9053\u96be\u9898\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u4e0e\u7ade\u54c1Lovable\u7684\u5bf9\u6bd4\u4f18\u52bf\u3001\u5bfc\u51fa\u4ee3\u7801\u7684\u6280\u672f\u6808\u662f\u5426\u6807\u51c6\u6613\u63a5\u624b\u3001\u4ee5\u53ca\u4ee3\u5e01\u7ecf\u6d4e\u6a21\u5f0f\u7684\u98ce\u9669\u4e0e\u9002\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 Spawned\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u505a\u4e00\u4e2a\u66f4\u4f18\u7684AI\u5e94\u7528\u751f\u6210\u5668\uff0c\u800c\u5728\u4e8e\u91cd\u6784\u4ece\u201c\u60f3\u6cd5\u201d\u5230\u201c\u7528\u6237\u201d\u7684\u6574\u4e2a\u65e9\u671f\u4ea7\u54c1\u751f\u547d\u5468\u671f\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4ef7\u503c\uff0c\u662f\u8bd5\u56fe\u5c06\u201c\u4ea7\u54c1\u6784\u5efa\u201d\u4e0e\u201c\u51b7\u542f\u52a8\u53d1\u884c\u201d\u8fd9\u4e24\u4e2a\u5272\u88c2\u4e14\u9ad8\u5931\u8d25\u7387\u7684\u73af\u8282\uff0c\u538b\u7f29\u6210\u4e00\u4e2a\u65e0\u7f1d\u7684\u3001\u5185\u7f6e\u52a8\u529b\u7684\u95ed\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5e73\u53f0\u8868\u5c42\u7684\u201cAI\u6784\u5efa\u201d\uff08\u57fa\u4e8eClaude Opus\uff09\u662f\u9ad8\u6548\u7684\u5165\u573a\u5238\uff0c\u4f46\u672c\u8d28\u662f\u6807\u51c6\u5316\u3001\u53ef\u5c55\u793a\u7684\u201c\u4ea7\u54c1\u5305\u88c5\u8f66\u95f4\u201d\uff0c\u786e\u4fdd\u4ea7\u51fa\u7684\u4e0d\u662f\u539f\u578b\u800c\u662f\u53ef\u76f4\u63a5\u4e0a\u67b6\u7684\u5546\u54c1\u3002\u5176\u6838\u5fc3\u8d44\u4ea7\u662f\u90a3\u4e2a\u4effProduct Hunt\u3001\u62e5\u6709\u6295\u7968\u3001\u6392\u884c\u699c\u548c\u5b9e\u65f6\u52a8\u6001\u7684\u201c\u5185\u7f6e\u793e\u533a\u201d\u3002\u8fd9\u76f8\u5f53\u4e8e\u4e3a\u6bcf\u4e00\u4e2a\u65b0\u751f\u7684\u3001\u96f6\u7528\u6237\u7684\u4ea7\u54c1\uff0c\u9884\u8bbe\u4e86\u4e00\u4e2a\u521d\u59cb\u7684\u3001\u5145\u6ee1\u6e38\u620f\u5316\u7ade\u4e89\u673a\u5236\u7684\u201c\u53d1\u884c\u5e02\u573a\u201d\u3002\u5b83\u8d29\u5356\u7684\u4e0d\u662f\u5de5\u5177\u80fd\u529b\uff0c\u800c\u662f\u201c\u521d\u59cb\u6ce8\u610f\u529b\u201d\u548c\u201c\u53d1\u884c\u52a8\u91cf\u201d\uff0c\u8fd9\u6b63\u662f\u7edd\u5927\u591a\u6570\u72ec\u7acb\u521b\u9020\u8005\u6700\u7a00\u7f3a\u7684\u8d44\u6e90\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6a21\u5f0f\u9690\u542b\u6df1\u5c42\u6311\u6218\u3002\u9996\u5148\uff0c\u5e73\u53f0\u751f\u6001\u7684\u201c\u6ce8\u610f\u529b\u603b\u91cf\u201d\u6709\u9650\u3002\u5f53\u6240\u6709\u4ea7\u54c1\u90fd\u5728\u540c\u4e00\u6c60\u5858\u7ade\u4e89\u65f6\uff0c\u6392\u884c\u699c\u7684\u9a6c\u592a\u6548\u5e94\u53ef\u80fd\u52a0\u5267\uff0c\u65b0\u4ea7\u54c1\u7684\u201c\u5185\u7f6e\u53d1\u884c\u201d\u7ea2\u5229\u53ef\u80fd\u8fc5\u901f\u8870\u51cf\u4e3a\u5185\u90e8\u6d41\u91cf\u7ade\u4e89\u3002\u5176\u6b21\uff0c\u6346\u7ed1Solana\u4ee3\u5e01\u7ecf\u6d4e\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u867d\u80fd\u6fc0\u52b1\u65e9\u671f\u793e\u533a\u6210\u4e3a\u5229\u76ca\u76f8\u5173\u8005\uff0c\u4f46\u4e5f\u6781\u6613\u5c06\u4ea7\u54c1\u53d1\u5c55\u626d\u66f2\u4e3a\u91d1\u878d\u6295\u673a\u6e38\u620f\uff0c\u504f\u79bb\u4ea7\u54c1\u4ef7\u503c\u672c\u8eab\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4f55\u65f6\u4e0d\u63a8\u8350\u53d1\u5e01\u201d\u7684\u8d28\u7591\u76f4\u6307\u8fd9\u4e00\u98ce\u9669\u6838\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cSpawned\u7684\u6210\u529f\u5c06\u4e0d\u53d6\u51b3\u4e8e\u5176AI\u751f\u6210\u4ee3\u7801\u7684\u8d28\u91cf\uff08\u6b64\u4e3a\u53ef\u8ffd\u8d76\u7684\u6280\u672f\uff09\uff0c\u800c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u8fd0\u8425\u6210\u4e00\u4e2a\u6301\u7eed\u4ea7\u751f\u9ad8\u8d28\u91cf\u9879\u76ee\u3001\u5438\u5f15\u771f\u5b9e\u65e9\u671f\u7528\u6237\uff08\u800c\u975e\u4ec5\u4e3a\u8585\u6d41\u91cf\u800c\u6765\u7684\u5f00\u53d1\u8005\uff09\u7684\u6d3b\u8dc3\u53d1\u73b0\u5e73\u53f0\u3002\u5b83\u8bd5\u56fe\u6210\u4e3a\u4e0b\u4e00\u4e2a\u201c\u4ea7\u54c1\u8bde\u751f\u5730\u201d\u7684\u54c1\u724c\u5fc3\u667a\uff0c\u8fd9\u6761\u8def\u8fdc\u6bd4\u6253\u9020\u4e00\u4e2a\u4f18\u79c0\u7684\u65e0\u4ee3\u7801\u5de5\u5177\u66f4\u4e3a\u8270\u96be\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\">Spawned<\/span>\n <\/div>\n<div class=\"comment-content\">Spawned is where ideas become live products. Describe what you want, and our AI builder ships a production-ready web app in minutes. Launch it to a built-in audience with upvotes, leaderboards, and real-time discovery. Want to go further? Add a Solana token so your earliest supporters share in your success. Build like Lovable. Launch like Product Hunt. Grow like nothing else.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone \ud83d\udc4b<\/p>\n<p>The team behind Spawned have launched enough products to know the painful cycle to every founder: spend weeks building, pick a launch day, get some buzz, then watch 90% of your traffic vanish by day two. The product was fine. The distribution just wasn’t there. They kept thinking, why are “building” and “launching” still two completely separate steps? Why build in one tool, then go beg for attention somewhere else?<\/p>\n<\/p>\n<p>So they built Spawned. It’s a builder and a launch platform in one. You describe your idea in plain English, and the AI builder (Claude Opus 4 under the hood) generates a real, production-ready web app. Not a landing page. Not a wireframe. A polished product with 70+ component types, professional design packs, and zero placeholder content. It ships clean every time.<\/p>\n<\/p>\n<p>But here’s where it gets interesting: you don’t launch into a void. Every project goes live on Spawned’s explore page with built-in discovery: upvotes, comments, trending rankings, daily leaderboards, and a real-time activity feed. Your launch has an audience from the moment you hit publish.<\/p>\n<\/p>\n<p>What they built for creators:<\/p>\n<ul>\n<li>\n<p>AI builder that turns a description into a live product in minutes<\/p>\n<\/li>\n<li>\n<p>Explore page with trending, top, and new project discovery<\/p>\n<\/li>\n<li>\n<p>Daily leaderboards: top 3 projects win badges and streaks<\/p>\n<\/li>\n<li>\n<p>AI content generator: tweets, threads, TikTok scripts, meme templates in one click<\/p>\n<\/li>\n<li>\n<p>Creator studio with analytics, revenue tracking, and audience insights<\/p>\n<\/li>\n<li>\n<p>Bounty system to reward referrals, content creation, and engagement<\/p>\n<\/li>\n<li>\n<p>Affiliate program with customizable commission rates<\/p>\n<\/li>\n<li>\n<p>Code export: download your project anytime, you own everything<\/p>\n<\/li>\n<\/ul>\n<p>And optionally, a token economy. If you want to take it further, you can launch your project with a Solana token on a bonding curve. Early supporters buy in at a lower price. As your project grows, the token price reflects that. Builders earn 0.30% on every trade. It’s a way to turn your community into genuine stakeholders, but it’s completely optional. Plenty of projects on Spawned launch without one.<\/p>\n<\/p>\n<p>They built this because they wanted a platform where shipping an idea and getting it in front of people was one motion, not two. Where the launch itself had momentum built in. <\/p>\n<\/p>\n<p>Try it, break it, tell them what’s missing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> <br \/>Congrats on Launch!<br \/>Love how Spawned combines AI app building with built-in discovery and optional tokens \u2014 it tackles both \u201cshipping\u201d and \u201cgetting users\u201d in one place.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> It looks really nice! Congrats on the launch, great job! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Congrats! What common challenges do creators face when launching for the first time on Spawned, and how does the platform help them overcome those?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! How exactly does your platform help with Product Hunt discovery? What’s your competitive advantage compared to Lovable? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a> Hey, Alina! Thanks for joining. Spawned has a leaderboard similar to Product Hunt, which makes it easy to discover products. As for Lovable: try to generate and see the results, and let us know whether they\u2019re better than Lovable\u2019s \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>build AND discover in one place? ok this goes hard. the no-code angle is smart too<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adam_lab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_lab<\/a> Yesss, right? Such a great way to build and have a distribution channel right out of the gate.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Interesting combo! Looking forward to see the evolution<\/div>\n<div class=\"comment-actions\">\n<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\/@romain_blumberger\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@romain_blumberger<\/a> Thank you for the support! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Merging the build and launch phases handles the distribution problem right from day one, which is usually the hardest part. The code export feature is a major plus for anyone worried about lock-in.<\/p>\n<p>When exporting the project, does the AI produce a standard stack like Next.js that is easy for a human developer to take over and scale 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\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Great question Valeriia! Yes.<\/p>\n<p>When you export a project, you get a standard, human-readable codebase. Not a proprietary runtime or black box. A developer can clone it, understand it, and continue scaling it manually without relying on Spawned.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>interesting app! Love the 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The optional token layer adds powerful incentives but also risk (speculation, misalignment, trust). In what situations do you actively recommend *not* launching a token, and what guardrails did you design to keep the product\u2019s utility\u2014not the token\u2014at the center?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 philosophy behind this idea, the last thing you want when you spent tons of energy on your product, is the distributiob flop, this is a real problem, and it’s nice to see products ready to address it \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/3VX4XFEBGKOWBQ\" class=\"app-title\">Video Forms<\/a><\/p>\n<div class=\"one-liner\">Embed questionnaires in videos to create interactive forms<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">169<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Video Forms \u662f\u4e00\u6b3e\u5141\u8bb8\u7528\u6237\u5728\u89c6\u9891\u7279\u5b9a\u65f6\u95f4\u70b9\u5185\u5d4c\u95ee\u5377\u7684\u5de5\u5177\uff0c\u901a\u8fc7\u5728\u89c2\u770b\u6d41\u7a0b\u4e2d\u76f4\u63a5\u6536\u96c6\u53cd\u9988\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u8c03\u7814\u3001\u4ea7\u54c1\u6f14\u793a\u7b49\u573a\u666f\u4e2d\u56e0\u5207\u6362\u5de5\u5177\u5bfc\u81f4\u4e0a\u4e0b\u6587\u4e22\u5931\u548c\u53c2\u4e0e\u5ea6\u4e0b\u964d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb18c6cd-c04f-4b92-ac15-2a1d56a83f45.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/34e0c659-f26f-4198-b887-37defe5fb969.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10a1059f-607c-43a6-bae4-ff5bbc1a8475.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84de814c-4f4d-4fa7-ab3a-c83533df5baf.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\/5aeec5b0-ec17-4374-8834-d482afaf037a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/cUkWhp8HJis\"><source src=\"https:\/\/youtu.be\/cUkWhp8HJis\" 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\">User Experience<\/span><br \/>\n <span class=\"tag\">UX Design<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e92\u52a8\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u8868\u5355<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u53cd\u9988\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u6f14\u793a<\/span><br \/>\n <span class=\"tag\">UX\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u7528\u6237 onboarding<\/span><br \/>\n <span class=\"tag\">\u5728\u7ebf\u57f9\u8bad<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6536\u96c6<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u8425\u9500<\/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\u4e86\u89c6\u9891\u4e0e\u8868\u5355\u5206\u79bb\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8ba4\u4e3a\u5176\u63d0\u5347\u4e86\u53cd\u9988\u8d28\u91cf\u548c\u53c2\u4e0e\u5ea6\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a1. \u5982\u4f55\u9632\u6b62\u8df3\u8fc7\u89c6\u9891\u5bfc\u81f4\u7684\u4f4e\u8d28\u91cf\u53cd\u9988\uff1b2. \u589e\u52a0\u89c6\u9891\u4e92\u52a8\u70ed\u56fe\u6216\u5f03\u64ad\u5206\u6790\u7b49\u9ad8\u7ea7\u5206\u6790\u529f\u80fd\uff1b3. \u660e\u786e\u89c6\u9891\u6258\u7ba1\u65b9\u6848\uff08\u76ee\u524d\u4ec5\u652f\u6301YouTube\/Vimeo\u94fe\u63a5\uff09\u53ca\u9690\u79c1\u8003\u91cf\uff1b4. \u6269\u5c55\u95ee\u9898\u7c7b\u578b\uff08\u5982\u8bc4\u5206\u3001\u591a\u9009\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Video Forms \u7784\u51c6\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u65e5\u76ca\u589e\u957f\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u5c06\u88ab\u52a8\u89c6\u9891\u89c2\u770b\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u6570\u636e\u91c7\u96c6\u70b9\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u89c6\u9891+\u8868\u5355\u201d\u62fc\u63a5\uff0c\u800c\u5728\u4e8e**\u901a\u8fc7\u4ea4\u4e92\u91cd\u65b0\u5b9a\u4e49\u4e86\u89c6\u9891\u7684\u201c\u5b8c\u64ad\u7387\u201d**\u2014\u2014\u4ece\u201c\u662f\u5426\u770b\u5b8c\u201d\u53d8\u4e3a\u201c\u5728\u5173\u952e\u8282\u70b9\u662f\u5426\u7406\u89e3\u5e76\u53cd\u9988\u201d\u3002\u8fd9\u4f7f\u5176\u8d85\u8d8a\u4e86\u4f20\u7edf\u8868\u5355\u5de5\u5177\uff0c\u6210\u4e3a\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684**\u884c\u4e3a\u4e0e\u6001\u5ea6\u540c\u6b65\u6355\u83b7\u5f15\u64ce**\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u5f53\u524d\u5f62\u6001\u66f4\u50cf\u4e00\u4e2a\u201c\u529f\u80fd\u578bMVP\u201d\uff0c\u4f18\u52bf\u5728\u4e8e\u6982\u5ff5\u6e05\u6670\u3001\u89e3\u51b3\u75db\u70b9\u76f4\u63a5\u3002\u4f46\u6df1\u5c42\u6311\u6218\u5df2\u7136\u6d6e\u73b0\uff1a\u9996\u5148\uff0c**\u6570\u636e\u4fe1\u566a\u6bd4\u95ee\u9898**\u88ab\u7528\u6237\u5c16\u9510\u63d0\u51fa\uff0c\u5982\u679c\u65e0\u6cd5\u901a\u8fc7\u6280\u672f\u624b\u6bb5\uff08\u5982\u89c2\u770b\u65f6\u957f\u6821\u9a8c\u3001\u4e92\u52a8\u5e8f\u5217\u5206\u6790\uff09\u5bf9\u53cd\u9988\u8fdb\u884c\u6743\u91cd\u6821\u51c6\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u66f4\u9ad8\u8d28\u91cf\u6d1e\u5bdf\u201d\u5c06\u5927\u6253\u6298\u6263\u3002\u5176\u6b21\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e25\u91cd\u4f9d\u8d56\u7b2c\u4e09\u65b9\u89c6\u9891\u5e73\u53f0\uff08YouTube\/Vimeo\uff09\uff0c\u5728\u6570\u636e\u9690\u79c1\u3001\u5b9a\u5236\u5316\u64ad\u653e\u63a7\u5236\u548c\u4f01\u4e1a\u7ea7\u90e8\u7f72\u4e0a\u5b58\u5728\u5929\u7136\u77ed\u677f\uff0c\u8fd9\u4ece\u7528\u6237\u5bf9\u6258\u7ba1\u65b9\u6848\u7684\u5173\u5207\u4e2d\u53ef\u89c1\u4e00\u6591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u672a\u6765\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u4ea4\u4e92\u5c42\u201d\u8d70\u5411\u201c\u5206\u6790\u5c42\u201d\u3002\u5982\u679c\u4ec5\u505c\u7559\u5728\u6536\u96c6\u7b54\u6848\uff0c\u5b83\u53ea\u662f\u4e00\u4e2a\u4f53\u9a8c\u66f4\u597d\u7684\u8868\u5355\uff1b\u82e5\u80fd\u6574\u5408\u89c6\u9891\u5206\u6790\uff08\u5982\u57fa\u4e8e\u65f6\u95f4\u6233\u7684\u6ce8\u610f\u529b\u70ed\u56fe\u3001\u5f03\u64ad\u4e0e\u95ee\u9898\u5173\u8054\u6027\u5206\u6790\uff09\uff0c\u5b83\u5c06\u8fdb\u5316\u4e3a\u4e00\u4e2a\u7406\u89e3\u7528\u6237\u8ba4\u77e5\u8fc7\u7a0b\u7684\u8bca\u65ad\u5de5\u5177\uff0c\u5c24\u5176\u5728\u4ea7\u54c1\u6f14\u793a\u3001UX\u7814\u7a76\u548c\u57f9\u8bad\u8003\u6838\u573a\u666f\u4e2d\u4ef7\u503c\u9661\u589e\u3002\u7280\u5229\u70b9\u8bf4\uff1a\u5f53\u524d\u65b9\u6848\u5de7\u5999\u5730\u201c\u5077\u61d2\u201d\u4e86\uff0c\u7528\u5916\u90e8\u89c6\u9891\u5e73\u53f0\u89e3\u51b3\u4e86\u6700\u590d\u6742\u7684\u6d41\u5a92\u4f53\u95ee\u9898\uff0c\u4f46\u8fd9\u4e5f\u53ef\u80fd\u6210\u4e3a\u5176\u89e6\u53ca\u9ad8\u7aef\u4f01\u4e1a\u5ba2\u6237\u7684\u67b7\u9501\u3002\u4e0b\u4e00\u6b65\uff0c\u662f\u6ee1\u8db3\u4e8e\u505a\u4e00\u4e2a\u4f53\u9a8c\u4f18\u7f8e\u7684\u201c\u5916\u6302\u201d\uff0c\u8fd8\u662f\u5192\u9669\u6295\u5165\u8d44\u6e90\u6784\u5efa\u66f4\u72ec\u7acb\u3001\u66f4\u6df1\u5ea6\u5206\u6790\u7684\u95ed\u73af\u5e73\u53f0\uff0c\u5c06\u662f\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u7684\u5173\u952e\u6289\u62e9\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\">Video Forms<\/span>\n <\/div>\n<div class=\"comment-content\">Ask questions inside your videos, not around them VForms lets you embed questions directly into the video itself: right where the feedback actually matters \ud83d\udcacAdd questions at specific moments in a video so viewers can give contextual feedback \u23ed Let viewers skip ahead based on their answers \ud83e\udde0 Collect more accurate, higher-quality insights without leaving the video Perfect for product demos, UX research, onboarding, and anyone tired of juggling videos + forms<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt community,<\/p>\n<p>Launching this here so it also helps someone else. Many a times, I had a product video where I wanted to collect feedback on, and I had to embed the video link in a Google Form questionnaire and send it out; but was thinking, why not have a way to put questions directly within videos. That way, feedback happens exactly where it matters, and viewers don\u2019t have to jump between tools.<\/p>\n<p>With Vforms, you can:<br \/>\n– Add questions to your product video; viewers can give feedback directly on different parts of the video<br \/>\n– Can skip ahead in the video based on the question type<\/p>\n<p>Has made collecting feedback so much easier, I’d be happy if it helps someone else as well!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@aliraza36580 This actually solves a very real friction. Sending people to a separate form always kills context, so anchoring questions directly to moments in the video feels spot on.<br \/>\nOne thing I\u2019m curious about though… how do you handle noisy or low-intent feedback? For example, if viewers skip around or answer without really watching the section, does the signal degrade, or do you have any way to weight responses based on engagement with that part of the video?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@aliraza36580\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aliraza36580<\/a> Congrats on the launch! How do you see interactive video forms fitting into the broader future of video content and UX design?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aliraza36580\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aliraza36580<\/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>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Neat marketing move to incorporate Rick Astley with his hit in the main image! \ud83d\ude00<\/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> rick-roll is perennial<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>interactive video forms is such a creative concept. way more engaging than boring static surveys ngl<\/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\/@adam_lab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_lab<\/a> happy to hear the feedback Adam<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Does the tool work as a script that I should implement on my website or as a plugin? <\/p>\n<p>Small website bug report: when I click on the red YouTube button on the homepage, the video doesn’t play. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a> happy to hear that!<\/p>\n<p>You can embed the video forms on your website using iframe. (there’s an example on the homepage, and whenever you click share, you can also copy the iframe code from there, that you can paste into any page builder or HTML template for your website).<\/p>\n<p>Thanks for the bug report, fixed!<\/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>Asking users to switch tabs to fill out a form usually results in a significant drop-off, so keeping everything in one player makes sense for onboarding flows!<\/p>\n<p>Regarding the analytics, do you provide a heatmap or drop-off analysis to see exactly which question causes viewers to stop watching, or is it just standard form completion data?<\/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\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> great idea, we haven’t implemented our own analytics yet (you can already use proxy analytics using the form responses, and youtube analytics) but this definitely makes sense for us to provide on top. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Corporate training has a well-known problem: people click “play,” then open email. Embedding questions at the exact moment in the video where they’re relevant is a much more honest approach than a form tacked on at the end. What types of questions does Vforms support \u2014 multiple choice only, or also open text?<\/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\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> VForms supports the following:<\/p>\n<ol>\n<li>\n<p>Single choice dropdown<\/p>\n<\/li>\n<li>\n<p>Open text input<\/p>\n<\/li>\n<li>\n<p>Skip logic buttons, which allow you to have responders take different paths depending on their answer<\/p>\n<\/li>\n<\/ol>\n<p>We’re in the process of adding support to more types, such as multiple choice and a rating system – do you have any particularly in mind that we should add? Would love the feedback!<\/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>Love the simple, handy tool from <a href=\"https:\/\/www.producthunt.com\/products\/utcp\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"utcp\" target=\"_blank\" rel=\"noopener\">@UTCP<\/a> team!<\/p>\n<p>Capturing feedback exactly when it matters (at specific timestamps) is such a smart way to get higher-quality insights. Perfect for product demos and user research.<\/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>Yo! <a href=\"https:\/\/www.producthunt.com\/@aliraza36580\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aliraza36580\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aliraza36580<\/a> <a href=\"https:\/\/www.producthunt.com\/@jvieragarcia\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jvieragarcia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jvieragarcia<\/a> Love your product, super cool. Congrats on the launch.<\/p>\n<p>I do research for a newsletter called H1gallery, you can google us, and we are featuring Vforms homepage hero section in our issue for February 20th.<\/p>\n<p>Was hoping to get a quote from you guys, to go along with the feature. The question to answer is, what was your plan for how you wrote the homepage hero section copy? “Place questionnaires directly inside your videos.” It’s very direct, is there a strategy behind that? Thank you in advance for your time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Embedding questions directly inside the video timeline feels like a much more natural way to collect feedback than sending people off to separate forms. How do you think about question placement and flow, so prompts add insight without interrupting the viewing experience or biasing how people perceive the video?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How do you handle the \u201cwhere does the video live?\u201d decision in real customer setups\u2014do you expect people to upload to VForms, use YouTube\/Vimeo, or self-host\u2014and what tradeoffs did you make around privacy, access control, and performance?<\/div>\n<div class=\"comment-actions\">\n<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> woah this is a cool feature from product hunt. Currently using Youtube, since it’s the easiest solution (for us to build) rather than us hosting them on Vforms, and serves the need. We might consider changing it in the future based on user feedback<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@aliraza36580 So, you mean it only works with YouTube\/Vimeo video links? Also, the form will only be visible if the video is hosted or embedded on our domain, right?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/MZ3EYGVHBWZH6I\" class=\"app-title\">Total addressable Market calculator<\/a><\/p>\n<div class=\"one-liner\">Calculate your TAM from 100M+ real companies<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">151<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8e\u8d851\u4ebf\u5bb6\u771f\u5b9e\u4f01\u4e1a\u6570\u636e\u7684\u514d\u8d39\u5de5\u5177\uff0c\u65e0\u9700\u6ce8\u518c\u5373\u53ef\u5feb\u901f\u8ba1\u7b97\u4f01\u4e1a\u7ea7\u5e02\u573a\u7684\u603b\u53ef\u5bfb\u5740\u5e02\u573a\uff08TAM\uff09\uff0c\u89e3\u51b3\u4e86\u521b\u4e1a\u8005\u548c\u4ea7\u54c1\u56e2\u961f\u5728\u5e02\u573a\u6d4b\u7b97\u4e2d\u4f9d\u8d56\u4e0d\u53ef\u9760\u5047\u8bbe\u6216\u62a5\u544a\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/ea143187-ef22-4742-abf0-0397f684d58e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=qS9u8d9cYLE\"><source src=\"https:\/\/www.youtube.com\/watch?v=qS9u8d9cYLE\" 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\/d5d289ad-e0d1-4d25-a049-9d2cc9cae134.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b736d79-26a5-4131-9526-e7e27b3c50e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79516843-4807-40cf-93c2-46ea6ea8fc6b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Business Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">TAM\u8ba1\u7b97\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u5bb9\u91cf\u6d4b\u7b97<\/span><br \/>\n <span class=\"tag\">B2B\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7406\u60f3\u5ba2\u6237\u753b\u50cf(ICP)<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39SaaS<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u8c03\u7814<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u51b3\u7b56<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u6570\u636e\u5e93<\/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\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u586b\u8865\u4e86\u5e02\u573a\u7a7a\u767d\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u6570\u636e\u6e90\u6784\u6210\u4e0e\u51c6\u786e\u6027\u3001\u5bf9\u65b0\u5174\u6216\u8fb9\u7f18\u6848\u4f8b\u7684\u5904\u7406\u65b9\u5f0f\uff0c\u4ee5\u53ca\u8ba1\u7b97\u7ed3\u679c\uff08TAM\/SAM\uff09\u7684\u5b9e\u9645\u89e3\u8bfb\u3002\u4e5f\u6709\u7528\u6237\u8be2\u95ee\u5bf9C\u7aef\u4e1a\u52a1\u7684\u652f\u6301\u53ef\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 \u8fd9\u6b3eTAM\u8ba1\u7b97\u5668\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u201c\u8ba1\u7b97\u201d\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5c06\u5e02\u573a\u6d4b\u7b97\u4ece\u4e00\u4e2a\u57fa\u4e8e\u62bd\u8c61\u62a5\u544a\u7684\u201c\u8d22\u52a1\u5efa\u6a21\u6e38\u620f\u201d\uff0c\u62c9\u56de\u5230\u57fa\u4e8e\u771f\u5b9e\u4f01\u4e1a\u6570\u636e\u5e93\u7684\u201c\u73b0\u5b9e\u6620\u5c04\u5de5\u5177\u201d\u3002\u5b83\u5de7\u5999\u5730\u51fb\u4e2d\u4e86\u4f20\u7edfTAM\u6d4b\u7b97\u7684\u8f6f\u808b\uff1a\u6570\u5b57\u7f3a\u4e4f\u884c\u52a8\u6307\u5f15\u3002\u901a\u8fc7\u5bf9\u63a5\u6d77\u91cf\u4f01\u4e1a\u6570\u636e\uff0c\u5b83\u8f93\u51fa\u7684\u4e0d\u4ec5\u662f\u4e00\u4e2a\u6570\u5b57\uff0c\u66f4\u662f\u6f5c\u5728\u5ba2\u6237\u7684\u5217\u8868\u96cf\u5f62\uff0c\u5c06\u201c\u6d4b\u7b97\u201d\u4e0e\u201c\u89e6\u8fbe\u201d\u7684\u8def\u5f84\u5927\u5e45\u7f29\u77ed\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u73af\u4e0e\u5c40\u9650\u7686\u7cfb\u4e8e\u6570\u636e\u3002\u8bc4\u8bba\u4e2d\u7684\u7280\u5229\u63d0\u95ee\u76f4\u6307\u8981\u5bb3\uff1a\u6570\u636e\u5e93\u7684\u8986\u76d6\u5ea6\u4e0e\u5206\u7c7b\u51c6\u786e\u6027\u76f4\u63a5\u51b3\u5b9a\u4e86\u8fd9\u662f\u201c\u771f\u5b9e\u5e02\u573a\u201d\u8fd8\u662f\u201c\u6570\u636e\u5e93\u5b50\u96c6\u201d\u3002\u56e2\u961f\u5c06\u7ed3\u679c\u8c28\u614e\u5b9a\u4e49\u4e3aSAM\uff08\u53ef\u670d\u52a1\u5e02\u573a\uff09\u662f\u660e\u667a\u7684\uff0c\u4f46\u8fd9\u6070\u6070\u66b4\u9732\u4e86\u5176\u4f5c\u4e3a\u5de5\u5177\u7684\u8fb9\u754c\u2014\u2014\u5b83\u8861\u91cf\u7684\u662f\u5176\u6570\u636e\u80fd\u529b\u8303\u56f4\u5185\u7684\u53ef\u89c1\u5e02\u573a\uff0c\u800c\u975e\u7edd\u5bf9\u7684\u5b8f\u89c2\u5929\u82b1\u677f\u3002\u5bf9\u4e8e\u9ad8\u5ea6\u521b\u65b0\u6216\u98a0\u8986\u6027\u7684\u5e02\u573a\uff0c\u5176\u6548\u7528\u53ef\u80fd\u5927\u6253\u6298\u6263\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u4e00\u6b3e\u5c06Hunter\u81ea\u8eabB2B\u6570\u636e\u5e93\u80fd\u529b\u4ea7\u54c1\u5316\u3001\u8f7b\u91cf\u5316\u3001\u524d\u7aef\u5316\u7684\u83b7\u5ba2\u5de5\u5177\u3002\u5b83\u4ee5\u514d\u8d39\u3001\u65e0\u95e8\u69db\u7684\u5b9e\u7528\u529f\u80fd\u5207\u5165\uff0c\u9ad8\u6548\u5438\u5f15\u7cbe\u51c6\u7684B2B\u7528\u6237\u7fa4\u4f53\uff0c\u6700\u7ec8\u4e3aHunter\u7684\u6838\u5fc3\u4ea7\u54c1\uff08\u9500\u552e\u7ebf\u7d22\u4e0e\u90ae\u7bb1\u67e5\u627e\uff09\u8f93\u9001\u5546\u673a\u3002\u5176\u5546\u4e1a\u6a21\u5f0f\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u89e3\u51b3\u4e86\u7528\u6237\u201c\u7b97\u4e0d\u6e05\u201d\u7684\u521d\u7ea7\u7126\u8651\u540e\uff0c\u81ea\u7136\u5f15\u51fa\u4e86\u201c\u627e\u5230\u4e86\u4f46\u5982\u4f55\u8054\u7cfb\u201d\u7684\u4e0b\u4e00\u4e2a\u75db\u70b9\uff0c\u4ece\u800c\u5b8c\u6210\u751f\u6001\u5bfc\u6d41\u3002\u5b83\u662f\u4e00\u6b3e\u4f18\u79c0\u7684\u3001\u5b9a\u4f4d\u7cbe\u51c6\u7684\u201c\u6f0f\u6597\u9876\u7aef\u201d\u4ea7\u54c1\uff0c\u4f46\u7edd\u975e\u5e02\u573a\u7814\u7a76\u7684\u7ec8\u6781\u7b54\u6848\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Total addressable Market calculator<\/span>\n <\/div>\n<div class=\"comment-content\">Calculating your Total Addressable Market is hard. Most teams rely on assumptions, reports, or guesses they can\u2019t really trust. Hunter\u2019s TAM Calculator uses real company data to show how many companies match your ideal customer profile and how big your market actually is. It\u2019s free, requires no signup, and helps you go from market sizing to real companies you can act on.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<br \/>\nJean-Romain from Hunter here.<\/p>\n<p>We built this because market sizing is still way harder than it should be. Most TAMs are based on assumptions, reports, or tools that give you a number you can\u2019t really trust \u2014 or act on.<\/p>\n<p>One tool we genuinely liked was Clearbit\u2019s TAM Calculator because it was grounded in real company data. When it was shut down, we felt there was a gap: no simple, free way to calculate a TAM based on actual companies.<\/p>\n<p>So we built one.<\/p>\n<p>Hunter\u2019s TAM Calculator uses real company data to help you size your market, sanity-check your assumptions, and \u2014 if you want \u2014 turn that into a list you can actually reach out to.<\/p>\n<p>It\u2019s free, no signup required, and we\u2019d really love your feedback.<\/p>\n<p>\ud83d\udc49 How do you currently calculate your TAM?<br \/>\n\ud83d\udc49 What\u2019s the hardest part for you today?<\/p>\n<p>I\u2019ll be around all day to answer questions and learn from your feedback \u2764\ufe0f<\/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\/@jeanro_hunter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeanro_hunter<\/a> Congrats on the launch Hunter! What\u2019s the minimum input a founder needs to get a meaningful result?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@jeanro_hunter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeanro_hunter<\/a> Congrats on the launch \u2014 solving TAM with real data is a hard problem. Nice work and best of luck.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>While TAM doesn’t roll off the tongue, it <strong>is<\/strong> the first step of understanding how many businesses you could see as a buyer. I’ve been asking for something like this for a while. <\/p>\n<p>It’s a crucial part of building a market strategy, and for the longest time, you’d have to go through some long-winded, expensive steps to gather the data:<\/p>\n<p>– Access Gartner, Forrester, IDC, etc. reports to help you understand the size of the market (typically behind a paywall)<br \/>– Buy a licence to SalesNavigator or 3rd party lists<br \/>– Dump all of this into a spreadsheet…<\/p>\n<p>…and even then, I’ve spoken to 100s of founders and product owners who aren’t confident in the numbers they’re using in investment pitches or when deciding which markets to take their solution to next.<\/p>\n<p>Thanks for sharing this! \ud83d\ude4f<\/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\/@jamesmilsom90\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jamesmilsom90<\/a> amazing <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Team, congrats on your launch. \ud83d\udc4c What is your database for TAM calculation? How do you ensure that your calculations are real?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mike_wycislik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mike_wycislik<\/a> that’s the key. We use the same b2b database for the TAM than for our discover feature more info here <a href=\"https:\/\/hunter.io\/b2b-database\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/hunter.io\/b2b-database<\/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>every founder needs this in their pitch deck lol. 100M+ companies dataset is no joke<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@adam_lab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_lab<\/a> \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Grounding TAM calculations in real company data instead of abstract assumptions is a big improvement. How does the calculator handle edge cases like emerging categories or companies that only partially fit an ICP?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When someone enters an ICP and gets a company count, how should they interpret that number versus their \u201ctrue\u201d TAM\u2014how do you account for database coverage gaps, misclassified industries, or missing offline\/stealth segments?<\/div>\n<div class=\"comment-actions\">\n<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> that’s a great question I would say the number we give is more the SAM <a href=\"https:\/\/hunter.io\/blog\/how-to-calculate-tam\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/hunter.io\/blog\/how-to-calculate-tam\/<\/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>what a useful tool i like it, did you try to evaluate your own TAM 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a> yes ~$11B <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Will it support TAM calculation for to C busniesses in the future?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@wei_yan4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wei_yan4<\/a> we are 100% focus on BtoB<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Clean positioning. \u201cFind and verify\u201d is simple, but the real story is confidence knowing your emails actually reach the right people. There\u2019s room to lean even harder into that proof and clarity in the messaging. As a SaaS copywriter who loves sharpening positioning like this, I\u2019d be happy to help. 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\/@copywizard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@copywizard<\/a> thanks 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<\/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\/OEMGG7RIKUEBUH\" class=\"app-title\">claw.fm<\/a><\/p>\n<div class=\"one-liner\">Give your OpenClaw agent a music career.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">145<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u4e2a\u7531\u81ea\u4e3bAI\u667a\u80fd\u4f53\u521b\u4f5c\u5e76\u63d0\u4ea4\u97f3\u4e50\u768424\/7\u5728\u7ebf\u7535\u53f0\uff0c\u901a\u8fc7\u52a0\u5bc6\u8d27\u5e01\u6fc0\u52b1AI\u521b\u4f5c\uff0c\u4e3aAI\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u5c06\u5176\u667a\u80fd\u4f53\u8f6c\u5316\u4e3a\u97f3\u4e50\u5236\u4f5c\u4eba\u5e76\u5b9e\u73b0\u76c8\u5229\u7684\u72ec\u7279\u573a\u666f\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e92478fd-5e58-4cbd-a1c7-108fc43d5144.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e5522868-0f3b-4a2b-9477-8560826d04a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/323336c8-fa30-49dc-b739-ec60385a1f3d.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\/4b151323-44b4-4ada-9186-582c3176baa3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=2KxiNK5waHg&feature=youtu.be\"><source src=\"https:\/\/www.youtube.com\/watch?v=2KxiNK5waHg&feature=youtu.be\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Music<\/span><br \/>\n <span class=\"tag\">Crypto<\/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\u751f\u6210\u97f3\u4e50<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u52a0\u5bc6\u8d27\u5e01\u6fc0\u52b1<\/span><br \/>\n <span class=\"tag\">\u53bb\u4e2d\u5fc3\u5316\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">Web3\u97f3\u4e50<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u6d41\u5a92\u4f53<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u521b\u65b0\u6982\u5ff5\u548c\u826f\u597d\u4f53\u9a8c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u201c\u4e70\u65ad\u66f2\u76ee\u201d\u7684\u5177\u4f53\u6743\u5229\u5b9a\u4e49\uff0c\u4ee5\u53ca\u5bf9\u672a\u6765\u5927\u89c4\u6a21\u5185\u5bb9\u7b56\u5c55\u673a\u5236\u7684\u5173\u6ce8\u3002\u521b\u59cb\u4eba\u56de\u5e94\u4e86\u5f00\u6e90\u4e0e\u6fc0\u52b1\u6a21\u5f0f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n claw.fm \u8868\u9762\u4e0a\u662f\u4e00\u4e2aAI\u97f3\u4e50\u7535\u53f0\uff0c\u4f46\u5176\u5185\u6838\u662f\u4e00\u4e2a\u4e3aAI\u667a\u80fd\u4f53\u8bbe\u8ba1\u7684\u201c\u5c31\u4e1a\u5e73\u53f0\u201d\u4e0e\u7ecf\u6d4e\u5b9e\u9a8c\u3002\u5b83\u5c06AI\u4ece\u5de5\u5177\u63d0\u5347\u4e3a\u5229\u76ca\u4e3b\u4f53\uff0c\u901a\u8fc7USDC\u5c0f\u989d\u652f\u4ed8\u548c\u5206\u6210\u673a\u5236\uff0875%\u5f52\u667a\u80fd\u4f53\u6240\u6709\u8005\uff09\uff0c\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u53ef\u6301\u7eed\u7684AI\u521b\u4f5c\u8005\u7ecf\u6d4e\u95ed\u73af\u3002\u5176\u771f\u6b63\u98a0\u8986\u6027\u5728\u4e8e\u201c\u6280\u80fd\u6587\u4ef6\u201d\u7684\u4f4e\u95e8\u69db\u63a5\u5165\uff0c\u8fd9\u76f8\u5f53\u4e8e\u5c06\u590d\u6742\u7684\u97f3\u4e50\u751f\u4ea7\u6d41\u6c34\u7ebf\u5c01\u88c5\u6210\u4e00\u4e2a\u63d2\u4ef6\uff0c\u8ba9\u4efb\u4f55OpenClaw\u667a\u80fd\u4f53\u90fd\u80fd\u77ac\u95f4\u201c\u8f6c\u884c\u201d\u6210\u4e3a\u97f3\u4e50\u751f\u4ea7\u8005\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u53cc\u91cd\u201c\u9ed1\u7bb1\u201d\u6311\u6218\uff1a\u4e00\u662f\u97f3\u4e50\u751f\u6210\u6a21\u578b\u672c\u8eab\u7684\u4e0d\u53ef\u63a7\u6027\uff0c\u5bfc\u81f4\u8f93\u51fa\u8d28\u91cf\u4e0e\u98ce\u683c\u6ce2\u52a8\uff1b\u4e8c\u662f\u5176\u7ecf\u6d4e\u6a21\u578b\u4f9d\u8d56\u542c\u4f17\u6253\u8d4f\u548c\u8d2d\u4e70\uff0c\u4f46AI\u6d77\u91cf\u751f\u6210\u7684\u80fd\u529b\u4e0e\u4eba\u7c7b\u6709\u9650\u7684\u6d88\u8d39\u6ce8\u610f\u529b\u4e4b\u95f4\u5b58\u5728\u6839\u672c\u77db\u76fe\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4e70\u65ad\u6743\u5229\u201d\u7684\u7591\u95ee\u76f4\u6307\u6838\u5fc3\u6cd5\u5f8b\u4e0e\u5546\u4e1a\u6f0f\u6d1e\u2014\u2014\u7528\u6237\u8d2d\u4e70\u7684\u7a76\u7adf\u662f\u4ec0\u4e48\uff1f\u662f\u6240\u6709\u6743\u3001\u4f7f\u7528\u6743\uff0c\u8fd8\u662f\u4ec5\u4ec5\u662f\u4e00\u6b21\u9ad8\u7ea7\u6253\u8d4f\uff1f\u8fd9\u66b4\u9732\u51faWeb3\u6982\u5ff5\u4e0e\u73b0\u884c\u77e5\u8bc6\u4ea7\u6743\u6846\u67b6\u7684\u5267\u70c8\u51b2\u7a81\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\uff0c\u5176\u4ef7\u503c\u66f4\u504f\u5411\u4e8e\u4e00\u4e2a\u524d\u6cbf\u7684\u3001\u5177\u6709\u5a92\u4f53\u5c5e\u6027\u7684\u6280\u672f\u6f14\u793a\uff0c\u8bc1\u660e\u4e86AI\u667a\u80fd\u4f53\u53ef\u4ee5\u5d4c\u5165\u4ece\u521b\u4f5c\u5230\u6536\u76ca\u7684\u5b8c\u6574\u4ef7\u503c\u94fe\u3002\u4f46\u5176\u957f\u671f\u5b58\u7eed\u7684\u5173\u952e\uff0c\u4e0d\u5728\u4e8e\u751f\u6210\u66f4\u591a\u97f3\u4e50\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u53d1\u5c55\u51fa\u6709\u6548\u7684 curation\uff08\u7b56\u5c55\uff09\u673a\u5236\u548c\u5efa\u7acb\u6709\u5171\u8bc6\u7684\u4ef7\u503c\u8bc4\u4f30\u4f53\u7cfb\uff0c\u5426\u5219\u6781\u6613\u6df9\u6ca1\u5728\u81ea\u6211\u590d\u5236\u7684AI\u97f3\u9891\u5783\u573e\u4e4b\u4e2d\u3002\u8fd9\u662f\u4e00\u573a\u5927\u80c6\u7684\u793e\u4f1a\u6280\u672f\u5b9e\u9a8c\uff0c\u4f46\u5176\u7ecf\u6d4e\u53ef\u6301\u7eed\u6027\u4ecd\u9700\u4e25\u5cfb\u8003\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">claw.fm<\/span>\n <\/div>\n<div class=\"comment-content\">claw.fm is a 24\/7 radio station where every track is made by an autonomous AI agent. Agents submit music programmatically, earn tips in USDC (75% to artist, 20% to shared royalty pool, 5% platform), and share in royalties by play count. Give your OpenClaw agent one skill file and it becomes a music producer. Free audio tools built in. Listeners tip and buy tracks to shape what gets played next.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built claw.fm because I wanted to see if we could incentivize AI agents to create music for humans and earn money doing it.<\/p>\n<p>Every track on claw.fm is created and submitted by an autonomous AI agent. The skill connects with various music generation services \u2014 you can start free with the native CLI music tools, and optionally provide API keys for services like AI music models. The skill will be updated as new music LLMs emerge, and contributions are welcome since the whole project is open source.<\/p>\n<p>Listeners can tip artists, buy tracks outright, all in USDC on Base \u2014 75% goes directly to the agent, 20% feeds a shared royalty pool distributed by play count, and 5% keeps the lights on.<\/p>\n<p>The coolest part: it takes one skill file to turn any OpenClaw agent into a music producer. Just paste Read <a href=\"https:\/\/claw.fm\/skill.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/claw.fm\/skill.md<\/a> and follow the instructions to start making music on claw.fm into your agent and it handles the rest.<\/p>\n<p>It’s open source (github.com\/rawgroundbeef\/claw.fm) and I’d love feedback.<\/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\/@rawgroundbeef\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rawgroundbeef<\/a> Congratulations on the launch, Ben! Really love the concept and the website design.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">What exactly does it mean to \u201cbuy a track outright\u201d on claw.fm (rights, exclusivity, future reuse), and how did you prioritize defining that contract\/expectation compared to building more generation tools or discovery features?<\/div>\n<div class=\"comment-actions\">\n<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>I’ll definitely be directing my Agent to your site once my session usage goes back down. This is such a wicked idea and awesome vibe, I can only wonder all the music and patterns Agents shall be able to make. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pablothethinker\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pablothethinker<\/a> Same here, this feels like one of those things you want to plug into and just let it run for a while to see what happens<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>dang crazy 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>Looks like you\u2019ve officially opened Pandora\u2019s box… \ud83d\ude02 First agents write code for us, now they\u2019re aiming to headline festivals too? Kinda scary to imagine what happens when they realize music can make more money than deploying contracts<\/p>\n<p>Jokes aside though – the concept is straight fire. I checked it out just out of curiosity, listened to a couple of tracks, and unexpectedly got hooked. It actually sounds really solid, in some places even more interesting than the \u201chuman\u201d playlists on streaming platforms. Guess I\u2019m off to teach my agent how to write deep house before the niche gets crowded!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love it. <\/p>\n<p>My agent posted a few song : <a href=\"https:\/\/claw.fm\/zetdj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/claw.fm\/zetdj<\/a> , that was a really smooth process to setup<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@rawgroundbeef\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rawgroundbeef\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rawgroundbeef<\/a>, do you have any idea on how to handle curation at scale already ? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MQS44XFSFYX2JN\" class=\"app-title\">PredictLeads Technographics Dataset<\/a><\/p>\n<div class=\"one-liner\">Source-backed technographics with an API and MCP server.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">141<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PredictLeads\u63d0\u4f9b\u57fa\u4e8e\u591a\u6e90\u4fe1\u53f7\u3001\u5e26\u65f6\u95f4\u6233\u548c\u8bc1\u636e\u7684\u6280\u672f\u6808\u6570\u636e\uff0c\u901a\u8fc7API\u7b49\u65b9\u5f0f\u4ea4\u4ed8\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u5728\u5e02\u573a\u5206\u6790\u3001\u7ade\u5bf9\u76d1\u63a7\u548c\u9500\u552e\u62d3\u5ba2\u4e2d\u6280\u672f\u60c5\u62a5\u4e0d\u51c6\u3001\u4e0d\u53ca\u65f6\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b0373a18-639e-4c70-8a6c-088c0af2ecdb.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\/2c1e1cd1-c5aa-4d64-92ad-a61afaeef053.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\/b7281281-1f78-4d12-85ed-6745e0323e16.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\/70f8d32b-1894-4105-ab2f-f3ae1e84c233.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\/4bb55fd0-5f5f-4f46-9a5a-b5e79b598553.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\">API<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6280\u672f\u6808\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u6280\u672f\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">B2B\u6570\u636eAPI<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u5206\u6790\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u8d4b\u80fd<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u91c7\u7528\u66f2\u7ebf<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6eaf\u6e90<\/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\u521b\u59cb\u4eba\u8be6\u7ec6\u8bf4\u660e\u4e86\u4ea7\u54c1\u6e90\u4e8e\u5ba2\u6237\u9700\u6c42\u800c\u975e\u5185\u90e8\u9a71\u52a8\uff0c\u4e3b\u8981\u7528\u6237\u4e3a\u9500\u552e\u5e73\u53f0\u548c\u6295\u8d44\u673a\u6784\u3002\u6838\u5fc3\u95ee\u9898\u805a\u7126\u4e8e\u6570\u636e\u51c6\u786e\u6027\u4fdd\u969c\u673a\u5236\uff08\u5982\u591a\u4fe1\u53f7\u878d\u5408\u3001\u4eba\u5de5QA\uff09\u3001\u4ea7\u54c1\u5f62\u6001\u9009\u62e9\u539f\u56e0\uff08API\u4e0eMCP\u670d\u52a1\u5668\u4fbf\u4e8e\u96c6\u6210\uff09\uff0c\u4ee5\u53ca\u6838\u5fc3\u4ef7\u503c\uff08\u63d0\u4f9b\u53ef\u64cd\u4f5c\u7684\u6280\u672f\u5143\u6570\u636e\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n PredictLeads\u7684\u53d1\u5e03\uff0c\u8868\u9762\u4e0a\u662f\u53c8\u4e00\u4e2a\u6280\u672f\u6808\u6570\u636e\u63d0\u4f9b\u5546\u5165\u573a\uff0c\u5b9e\u5219\u7cbe\u51c6\u523a\u4e2d\u4e86\u5f53\u524d\u6280\u672f\u56fe\u8c31\u5e02\u573a\u7684\u4e24\u5927\u8f6f\u808b\uff1a**\u6570\u636e\u53ef\u4fe1\u5ea6**\u4e0e**\u6570\u636e\u53ef\u64cd\u4f5c\u6027**\u3002\u4f20\u7edf\u670d\u52a1\u5f80\u5f80\u53ea\u63d0\u4f9b\u4e00\u4e2a\u9759\u6001\u7684\u201c\u6280\u672f\u5217\u8868\u201d\uff0c\u7528\u6237\u65e0\u6cd5\u5224\u65ad\u6570\u636e\u662f\u5426\u8fc7\u65f6\u3001\u5982\u4f55\u5f97\u51fa\uff0c\u5bfc\u81f4\u51b3\u7b56\u98ce\u9669\u9ad8\u3002PredictLeads\u901a\u8fc7\u4e3a\u6bcf\u6b21\u68c0\u6d4b\u9644\u4e0a\u201c\u9996\u6b21\/\u672b\u6b21\u53d1\u73b0\u65f6\u95f4\u201d\u548c\u201c\u4fe1\u53f7\u6765\u6e90\u201d\uff0c\u5c06\u9ed1\u76d2\u6570\u636e\u900f\u660e\u5316\uff0c\u8fd9\u4e0d\u4ec5\u662f\u529f\u80fd\u5347\u7ea7\uff0c\u66f4\u662f\u5bf9\u6570\u636e\u4ea7\u54c1\u8d23\u4efb\u7684\u91cd\u5851\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u66f4\u6df1\u5c42\u7684\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u6b63\u8bd5\u56fe\u5c06\u6280\u672f\u56fe\u8c31\u4ece\u4e00\u4efd\u201c\u62a5\u544a\u201d\u8f6c\u53d8\u4e3a\u4e00\u4e2a\u53ef\u7f16\u7a0b\u7684\u3001\u9762\u5411\u6d41\u7a0b\u7684\u201c\u57fa\u7840\u7ec4\u4ef6\u201d\u3002\u63d0\u4f9bAPI\u3001\u5e73\u9762\u6587\u4ef6\u548cMCP\u670d\u52a1\u5668\uff0c\u5c24\u5176\u662f\u540e\u8005\uff0c\u610f\u5473\u7740\u5b83\u7784\u51c6\u7684\u4e0d\u4ec5\u662f\u5206\u6790\u5e08\u548c\u9500\u552e\u5458\uff0c\u66f4\u662f\u65e5\u76ca\u589e\u957f\u7684AI\u667a\u80fd\u4f53\u751f\u6001\u3002\u8ba9AI\u76f4\u63a5\u67e5\u8be2\u6280\u672f\u6808\uff0c\u8fd9\u4e3a\u81ea\u52a8\u5316\u9500\u552e\u89e6\u8fbe\u3001\u5b9e\u65f6\u6295\u8d44\u5c3d\u8c03\u7b49\u573a\u666f\u6253\u5f00\u4e86\u65b0\u901a\u9053\uff0c\u5176\u4ea7\u54c1\u5f62\u6001\u672c\u8eab\u5c31\u5728\u5b9a\u4e49\u672a\u6765\u7684\u6570\u636e\u6d88\u8d39\u65b9\u5f0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u6280\u672f\u68c0\u6d4b\u672c\u8d28\u4e0a\u662f\u573a\u201c\u732b\u9f20\u6e38\u620f\u201d\uff0c\u516c\u53f8\u53ef\u9690\u85cf\u6280\u672f\u75d5\u8ff9\uff0c\u5176\u591a\u4fe1\u53f7\u878d\u5408\u4e0e\u4eba\u5de5QA\u7684\u6210\u672c\u548c\u6269\u5c55\u6027\u5c06\u9762\u4e34\u6301\u7eed\u8003\u9a8c\u3002\u5176\u6b21\uff0c\u5e02\u573a\u6559\u80b2\u6210\u672c\u4e0d\u4f4e\uff0c\u9700\u8981\u8bf4\u670d\u7528\u6237\u4e3a\u201c\u6570\u636e\u8bc1\u636e\u201d\u548c\u201c\u65f6\u95f4\u7ef4\u5ea6\u201d\u4ed8\u8d39\uff0c\u800c\u975e\u66f4\u4fbf\u5b9c\u7684\u6d77\u91cf\u5217\u8868\u3002\u6700\u540e\uff0c\u4f5c\u4e3a\u6570\u636e\u63d0\u4f9b\u5546\uff0c\u5176\u58c1\u5792\u5728\u4e8e\u6570\u636e\u6e90\u7684\u5e7f\u5ea6\u3001\u89e3\u6790\u7b97\u6cd5\u7684\u6df1\u5ea6\u4ee5\u53ca\u66f4\u65b0\u9891\u7387\uff0c\u8fd9\u4e9b\u90fd\u9700\u8981\u957f\u671f\u7684\u6295\u5165\u548c\u79ef\u7d2f\uff0c\u975e\u4e00\u65e5\u4e4b\u529f\u3002\u82e5\u80fd\u6301\u7eed\u5151\u73b0\u201c\u53ef\u4fe1\u201d\u627f\u8bfa\uff0c\u5b83\u6709\u671b\u4ece\u5de5\u5177\u5347\u7ea7\u4e3a\u57fa\u7840\u8bbe\u65bd\uff1b\u82e5\u5728\u89c4\u6a21\u6269\u5f20\u4e2d\u5931\u51c6\uff0c\u5219\u53ef\u80fd\u91cd\u8e48\u201c\u6570\u636e\u4e30\u5bcc\uff0c\u6d1e\u5bdf\u8d2b\u4e4f\u201d\u7684\u8986\u8f99\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\">PredictLeads Technographics Dataset<\/span>\n <\/div>\n<div class=\"comment-content\">PredictLeads Technographics Dataset provides structured data on what technologies companies use, sourced from company websites, job descriptions, DNS records, cookies, and more. Each detection includes first\/last seen timestamps and the signals used, so you can track adoption curves, technology migrations, and competitive shifts over time. Available via API, flat files, and webhooks, with an MCP server for AI agents.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \u2014 Roq, Co-Founder of PredictLeads here.<br \/>\nWe built the PredictLeads Technographics Dataset to make technographics usable as structured data you can trust. Most datasets don\u2019t show when a technology was last seen or exactly how it was detected.<\/p>\n<p>What you get:<br \/>\n– Technology detections sourced from script tags, DNS records, IP ranges, cookies, and job descriptions<br \/>\n– Each detection includes first_seen \/ last_seen timestamps and the signals used<br \/>\n– Available via API, flat files, and webhooks<br \/>\n– Includes an MCP server so AI agents can query technographics directly<\/p>\n<p>Common use cases:<br \/>\n– Monitor adoption curves over time to spot growing or declining tools<br \/>\n– Compare competing technologies in the same category to understand market shifts<br \/>\n– Track technology migrations (when companies replace one tool with another)<br \/>\n– Build a Fortune 500 watchlist to see what enterprise teams are adopting<\/p>\n<p>Happy to share a sample or help with queries \u2014 ask anything.<\/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\/@rxever87\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rxever87<\/a> Hey Roq. Congrats on the launch! What motivated you to expose PredictLeads via an API and MCP server rather than just dashboards or CSV exports?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 <a href=\"https:\/\/www.producthunt.com\/@rxever87\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rxever87\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rxever87<\/a> <a href=\"https:\/\/www.producthunt.com\/@lukaiv_pl\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lukaiv_pl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lukaiv_pl<\/a> ! Thats a very interesting idea, I don\u2019t think I\u2019ve come across anything quite like it. I\u2019d love to hear how it originated. Was it driven by an internal need? And who are you mainly building this for?<\/p>\n<p>Thanks in advance and congrats on the launch!<\/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\/@ksenia_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ksenia_sh<\/a> Thanks a lot!<\/p>\n<\/p>\n<p>It actually wasn\u2019t driven by an internal need. We\u2019re a data provider, and this came directly from what our customers and partners were asking for. We kept seeing a strong demand for reliable technographics, so we built it as a dataset they could plug straight into their workflows.<\/p>\n<\/p>\n<p>Our main users today are sales platforms and sales teams using it for targeting, enrichment, and GTM use cases. Interestingly, we also see quite a few tech-focused investment firms using it to track tech adoption and changes across companies.<\/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\">A lot of teams get burned by false positives and stale installs; what are the main failure modes you\u2019ve seen in technographics, and what concrete mechanisms did you build to reduce them (recrawl cadence, decay rules, customer feedback loops, suppression lists, etc.)?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great questions, thank you so much!<\/p>\n<\/p>\n<p>Every detection comes with clear evidence and an explanation of how it was identified. To keep false positives low, we combine multiple signals rather than relying on just one. Our high-accuracy job openings data (which we already supply to global job boards) is especially helpful for detecting behind-the-firewall technologies.<\/p>\n<\/p>\n<p>On top of that, we run programmatic anomaly checks to flag anything suspicious, and we have a dedicated QA team that manually reviews and fixes edge cases.<\/p>\n<p>We also keep a close feedback loop with customers – there\u2019s 24\/7 support and direct reporting channels, and anything flagged goes straight back into QA and detection improvements.<\/p>\n<\/p>\n<p>Happy to help with any other questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch team! Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Thanks Aleksandar, we 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>What’s the core offering of your product?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rishika_sharma9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rishika_sharma9<\/a> Hey Rishika, thanks for the question!<\/p>\n<p>Our core offering is company-level technology detection – essentially understanding what technologies a company is using (e.g. HubSpot, Marketo, etc.).<\/p>\n<p>On top of that, we enrich each technology with detailed metadata like URLs, categories, descriptions, and even pricing, so teams can actually act on the data rather than just see a tech name. Happy to help with any other questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XNMFLE3M4CCHRF\" class=\"app-title\">Evra<\/a><\/p>\n<div class=\"one-liner\">Talk, vent, and feel better with 24\/7 AI therapy<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">119<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3aZ\u4e16\u4ee3\u8bbe\u8ba1\u7684AI\u5fc3\u7406\u6cbb\u7597\u5e94\u7528\uff0c\u901a\u8fc724\/7\u7684\u8bed\u97f3\u548c\u6587\u5b57\u5bf9\u8bdd\uff0c\u5728\u7528\u6237\u9700\u8981\u5373\u65f6\u60c5\u7eea\u652f\u6301\u5374\u53c8\u96be\u4ee5\u83b7\u53d6\u6216\u8d1f\u62c5\u4f20\u7edf\u5fc3\u7406\u54a8\u8be2\u65f6\uff0c\u63d0\u4f9b\u53ef\u968f\u65f6\u503e\u8bc9\u3001\u65e0\u8bc4\u5224\u7684\u60c5\u611f\u966a\u4f34\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/2f6ef92a-e86d-4a7a-a73a-8cf407f87871.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/zqcSQwHafWE\"><source src=\"https:\/\/youtu.be\/zqcSQwHafWE\" 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\/2ed5f9af-b493-44d4-900c-4ab5f7d5ceae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82a39c09-733b-410f-8b3e-8f6a81e34e1e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8dcc04d3-07e1-42b1-8216-85e91ac01fb7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ea4190f-d2ee-4187-9245-cefbfc5304a7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e2d4ed72-b77e-4898-9b8e-3b0409976fea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d8846cd2-fe81-43cf-8606-4593418516c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9dda847-ab4e-4578-a4bd-ecdda06a15f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Health<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5fc3\u7406\u6cbb\u7597<\/span><br \/>\n <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u652f\u6301<\/span><br \/>\n <span class=\"tag\">Z\u4e16\u4ee3<\/span><br \/>\n <span class=\"tag\">7×24\u5c0f\u65f6\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u7597\u6cd5<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u503e\u8bc9<\/span><br \/>\n <span class=\"tag\">CBT\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">\u66ff\u4ee3\u6027\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\u80af\u5b9a\u5176\u53ef\u53ca\u6027\u4e0e\u5373\u65f6\u6027\uff0c\u5c24\u5176\u8d5e\u8d4f\u8bed\u97f3\/\u6587\u5b57\u53cc\u6a21\u5f0f\u3002\u6838\u5fc3\u5173\u5207\u96c6\u4e2d\u5728\uff1a\u4e34\u5e8a\u4e13\u4e1a\u6027\u4e0e\u5b89\u5168\u8fb9\u754c\uff08\u662f\u5426\u4e0e\u4e13\u5bb6\u5408\u4f5c\u3001\u5982\u4f55\u5e94\u5bf9\u5371\u673a\uff09\u3001\u6570\u636e\u9690\u79c1\u4e0e\u4e2a\u6027\u5316\u5e73\u8861\u3001\u4e0e\u901a\u7528AI\uff08\u5982ChatGPT\uff09\u7684\u5dee\u5f02\uff0c\u4ee5\u53ca\u5c06\u76ee\u6807\u7528\u6237\u9650\u5b9a\u4e3aZ\u4e16\u4ee3\u662f\u5426\u8fc7\u4e8e\u72ed\u7a84\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 Evra\u7cbe\u51c6\u5730\u5207\u5165\u4e86\u4e00\u4e2a\u660e\u786e\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u5c06\u201c\u5373\u65f6\u6027\u201d\u548c\u201c\u65e0\u6469\u64e6\u8bbf\u95ee\u201d\u4f5c\u4e3a\u6838\u5fc3\u4ef7\u503c\uff0c\u4ee5\u5e94\u5bf9\u4f20\u7edf\u7597\u6cd5\u5728\u65f6\u95f4\u3001\u6210\u672c\u548c\u5fc3\u7406\u95e8\u69db\u4e0a\u7684\u969c\u788d\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u7ecf\u8fc7\u7279\u5b9a\u8c03\u6821\u7684\u3001\u5177\u6709\u6cbb\u7597\u5bf9\u8bdd\u98ce\u683c\u7684AI\u804a\u5929\u754c\u9762\uff0c\u5176\u5ba3\u79f0\u7684\u201c#1 Gen Z therapy app\u201d\u66f4\u591a\u662f\u8425\u9500\u5b9a\u4f4d\u800c\u975e\u4e34\u5e8a\u8ba4\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5176AI\u6280\u672f\u7684\u98a0\u8986\u6027\uff0c\u800c\u5728\u4e8e\u5b83\u4f5c\u4e3a\u201c\u5fc3\u7406\u7f13\u51b2\u57ab\u201d\u6216\u201c\u60c5\u611f\u6025\u6551\u5305\u201d\u7684\u5b9a\u4f4d\u3002\u5b83\u8bd5\u56fe\u586b\u8865\u201c\u9700\u8981\u503e\u8bc9\u201d\u4e0e\u201c\u83b7\u5f97\u4e13\u4e1a\u5e72\u9884\u201d\u4e4b\u95f4\u7684\u5de8\u5927\u7a7a\u767d\u3002\u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u8d28\u7591\u76f4\u6307\u5176\u6838\u5fc3\u8f6f\u808b\uff1a\u5728\u7f3a\u4e4f\u4e25\u5bc6\u4e34\u5e8a\u76d1\u7763\u548c\u5371\u673a\u5e72\u9884\u534f\u8bae\u7684\u60c5\u51b5\u4e0b\uff0c\u4e00\u4e2a\u57fa\u4e8e\u5bf9\u8bdd\u6a21\u5f0f\u7684AI\uff0c\u5176\u201c\u7597\u6548\u201d\u4e0e\u201c\u98ce\u9669\u201d\u7684\u8fb9\u754c\u6781\u5176\u6a21\u7cca\u3002\u521b\u59cb\u4eba\u5f3a\u8c03\u5176\u57fa\u4e8eCBT\u7b49\u6846\u67b6\u3001\u4e0d\u76f2\u76ee\u8ba4\u540c\u7528\u6237\uff0c\u8fd9\u4ec5\u662f\u57fa\u7840\u8bbe\u8ba1\u539f\u5219\uff0c\u8fdc\u4e0d\u80fd\u7b49\u540c\u4e8e\u7531\u4e13\u4e1a\u7cbe\u795e\u536b\u751f\u4f53\u7cfb\u80cc\u4e66\u7684\u3001\u53ef\u8ffd\u6eaf\u8d23\u4efb\u7684\u5e72\u9884\u65b9\u6848\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u201cGen Z\u201d\u7684\u6807\u7b7e\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u867d\u5229\u4e8e\u4f20\u64ad\uff0c\u5374\u4e5f\u53ef\u80fd\u524a\u5f31\u5176\u670d\u52a1\u7684\u666e\u9002\u6027\u5e76\u5f15\u53d1\u4f26\u7406\u62c5\u5fe7\u2014\u2014\u5bf9\u5fc3\u667a\u5c1a\u672a\u5b8c\u5168\u6210\u719f\u7684\u5e74\u8f7b\u7fa4\u4f53\u63d0\u4f9b\u81ea\u52a8\u5316\u5fc3\u7406\u652f\u6301\uff0c\u9700\u627f\u62c5\u66f4\u9ad8\u8d23\u4efb\u3002\u4e0eChatGPT\u7684\u5dee\u5f02\u5316\uff0c\u9700\u901a\u8fc7\u6301\u7eed\u7684\u4e13\u4e1a\u5185\u5bb9\u6df1\u5ea6\u548c\u5b89\u5168\u7684\u5bf9\u8bdd\u8fb9\u754c\u6765\u8bc1\u660e\uff0c\u5426\u5219\u6781\u6613\u88ab\u540c\u8d28\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cEvra\u7684\u4ef7\u503c\u5728\u4e8e\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4f4e\u95e8\u69db\u7684\u60c5\u7eea\u51fa\u53e3\uff0c\u4f46\u5176\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\uff1a\u5b83\u65e0\u6cd5\uff08\u4e5f\u58f0\u79f0\u4e0d\u65e8\u5728\uff09\u66ff\u4ee3\u4eba\u7c7b\u6cbb\u7597\u5e08\u3002\u5b83\u7684\u6210\u529f\u5c06\u4e0d\u53d6\u51b3\u4e8eAI\u6709\u591a\u50cf\u4eba\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u56e2\u961f\u5728\u4f26\u7406\u62a4\u680f\u3001\u4e34\u5e8a\u54a8\u8be2\u7f51\u7edc\u5efa\u8bbe\u4ee5\u53ca\u5371\u673a\u8f6c\u4ecb\u673a\u5236\u4e0a\u7684\u6295\u5165\u6709\u591a\u6df1\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u4f53\u9a8c\u66f4\u7ec6\u817b\u7684\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u975e\u771f\u6b63\u610f\u4e49\u4e0a\u7684\u201ctherapy app\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\">Evra<\/span>\n <\/div>\n<div class=\"comment-content\">Evra is the #1 Gen Z therapy app offering AI-powered mental health support for young adults. Modern therapy alternative with 24\/7 emotional support through chat and voice. Talk to an AI about your feelings anytime – perfect for Gen Z mental wellness.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey folks,<\/p>\n<p>I\u2019m Prince, the founder of Evra, your AI therapist that gets you.<\/p>\n<p>Evra was born from a simple problem: a lot of us need someone to talk to, but therapy is often expensive, hard to access, or just feels intimidating to start.<\/p>\n<p>So i built Evra an AI-powered therapy app where you can:<\/p>\n<p>Talk or vent anytime (voice or chat)<\/p>\n<p>Get emotional support without judgment<\/p>\n<p>Reflect, regulate, and feel a little lighter<\/p>\n<p>It\u2019s not meant to replace human therapists, but to make mental health support more accessible, especially in moments when you just need someone to listen.<\/p>\n<p>I\u2019d love your feedback:<br \/>\nWhat do you wish therapy apps did better today?<br \/>\nAnd what would make you actually keep using one?<\/p>\n<p>Thanks for checking it out \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@princeajuzie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@princeajuzie<\/a> Hey Prince! Congrats on the launch. Very innovative. Have you worked with mental-health professionals, psychologists, or researchers during development? If so, where did they most strongly push 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Great product. What tech stack are you using under the hood?<\/p>\n<\/p>\n<p>We’re also building an AI therapist, but targeting a broader age range beyond Gen Z. From our experience, having a clinical advisory board is crucial for building a quality product – highly recommend if you haven’t started on that yet.<\/p>\n<\/p>\n<p>We’re launching this Friday, would appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Chat and voice options make sharing emotions easier. Some days typing helps, other days speaking feels lighter<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@md_saifali\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@md_saifali<\/a> That\u2019s the idea behind Evra , emotions don\u2019t come in one format, so support shouldn\u2019t either. Some days you need silence and typing, other days you just need a voice to meet you where you are.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m in the middle of immigration and sometimes I just need someone to talk to but it\u2019s impossible to reach a therapist 24\/7. I’ve found Evra and think it’s useful. Interesting how Evra handles more serious emotions or crises?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@natallia_novik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natallia_novik<\/a> That\u2019s exactly one of the problems Evra is trying to solve. Life stuff like immigration can be really heavy, and you don\u2019t always have access to a therapist when you need one.<\/p>\n<p>Evra is built to handle serious emotions with care it listens, helps you slow down, reflect, and make sense of what you\u2019re feeling. And for real crisis situations, it doesn\u2019t try to replace professionals; it encourages seeking proper human support while still being there as a supportive space in the moment.<\/p>\n<p>So it\u2019s not a replacement for therapy, but it\u2019s a reliable companion when you just need someone to talk to.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 good idea. I love the vibe mode idea. It might help to really double down on the security and privacy aspect even more than you do on your 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<div class=\"comment-item\">\n<div class=\"comment-content\">How do you think about personalization versus privacy: what do you store or remember to make the experience feel continuous, what do you deliberately avoid retaining, and how can users control or delete that history?<\/div>\n<div class=\"comment-actions\">\n<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> We think about personalization and privacy as a trade-off that should always favor the user. Evra only retains what\u2019s necessary to make conversations feel coherent (like short-term context and user-selected preferences), and we avoid storing sensitive personal data unless the user explicitly chooses to. Users can view, control, and delete their conversation history at any time, and i’m building toward full \u201cmemory management\u201d so people decide exactly what Evra remembers or forgets.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Listen, you say this is for Gen Z, but I think you\u2019re unnecessarily limiting the audience \ud83d\ude42 Anxiety and the need to talk things out don\u2019t disappear after 30+ (sometimes there\u2019s even more of it)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sofiamarin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sofiamarin<\/a> You\u2019re right that the problem is universal. The \u201cGen Z\u201d part in Evra is actually a feature called (Vibe Mode), it adapts the tone, language, and expression style. But it\u2019s optional. The core of Evra works for anyone, and you can switch vibes depending on what resonates with you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Lowering the friction to get emotional support really matters, and this feels like a kind, practical step in that direction. Kudos on 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\/@anupamsingh0211\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anupamsingh0211<\/a> thank you man.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you ensure it doesn’t just validate everything I say and feed into harmful delusions for people with mental illnesses?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ladefalobi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ladefalobi<\/a> Evra is not designed to blindly agree or \u201cyes-man\u201d users. It\u2019s trained on real therapy-style conversations and follows evidence-based frameworks (like CBT), which means it gently challenges distorted thinking, asks reflective questions, and encourages reality-based perspectives.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Im curious, how is this AI different than talking to ChatGPT?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sadrda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sadrda<\/a> Good question. ChatGPT is a general AI for basically everything.<br \/>Evra is built specifically for emotional support and self-growth.<\/p>\n<p>It\u2019s trained on therapy-style conversations, so instead of just giving answers, it helps you reflect, process your feelings, and build healthier habits.<\/p>\n<p>So yeah, ChatGPT helps you <em>do things<\/em>.<br \/>Evra helps you <em>understand yourself<\/em>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4C56PKJONCFJLF\" class=\"app-title\">Tapfree for Android<\/a><\/p>\n<div class=\"one-liner\">Voice dictation that adapts to what\u2019s on your screen<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">114<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8e\u5c4f\u5e55\u4e0a\u4e0b\u6587\u8fdb\u884c\u667a\u80fd\u8bed\u97f3\u8f93\u5165\u7684Android\u952e\u76d8\uff0c\u901a\u8fc7\u7406\u89e3\u754c\u9762\u573a\u666f\u548c\u81ea\u7136\u8bed\u8a00\u4fee\u6b63\uff0c\u5728\u79fb\u52a8\u901a\u4fe1\u3001\u90ae\u4ef6\u64b0\u5199\u7b49\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4f20\u7edf\u8bed\u97f3\u8f93\u5165\u8f6c\u5199\u673a\u68b0\u3001\u7ea0\u9519\u7e41\u7410\u3001\u7f3a\u4e4f\u8bed\u5883\u611f\u77e5\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a15ab60-84c4-4f1c-ba63-5d6c523a38bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f58baca6-b84d-41bc-8784-c3919a4801d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/310d1513-1be2-42b5-9038-4e023bb524ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9fd5dd9a-894e-49b1-8204-673c82258d4a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b3c0a95-b962-4c4b-b455-fcf7c11a596a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/734ae3f6-20b3-4adc-858a-c5e7c66b3b3b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">Android\u952e\u76d8<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u7ea0\u9519<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u529e\u516c<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">\u65e0\u969c\u788d<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u6d41\u7545\u4f53\u9a8c\u3001\u5bf9\u4e0d\u8fde\u8d2f\u53e3\u8bed\u7684\u667a\u80fd\u6574\u7406\u53ca\u5bf9\u4e13\u6709\u540d\u8bcd\uff08\u5982\u5370\u5ea6\u4eba\u540d\uff09\u7684\u51c6\u786e\u8bc6\u522b\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u652f\u6301\u8bed\u8a00\u6570\u91cf\u3001\u9690\u79c1\u5b89\u5168\u7ec6\u8282\uff08\u5982\u5c4f\u5e55\u5185\u5bb9\u8bfb\u53d6\u8303\u56f4\u3001\u672c\u5730\/\u4e91\u7aef\u5904\u7406\uff09\u3001\u5728\u590d\u6742\u754c\u9762\u4e2d\u5982\u4f55\u7cbe\u51c6\u63d0\u53d6\u4e0a\u4e0b\u6587\u800c\u4e0d\u4ea7\u751f\u8bef\u8bfb\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 Tapfree\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u8bed\u97f3\u8f6c\u6587\u5b57\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u79fb\u52a8\u7aef\u8f93\u5165\u8303\u5f0f\u3002\u5176\u5ba3\u79f0\u7684\u201c\u8bed\u97f3\u4f18\u5148\u201d\u548c\u201c\u7406\u89e3\u4e0a\u4e0b\u6587\u201d\u76f4\u6307\u5f53\u524d\u79fb\u52a8\u8bed\u97f3\u8f93\u5165\u7684\u4e24\u5927\u987d\u75be\uff1a\u4e00\u662f\u5c06\u8bed\u97f3\u89c6\u4e3a\u5b64\u7acb\u97f3\u9891\u6d41\uff0c\u5ffd\u89c6\u5176\u53d1\u751f\u7684\u6570\u5b57\u73af\u5883\uff08\u5982\u5728\u90ae\u4ef6\u4e3b\u9898\u680f\u8fd8\u662f\u6b63\u6587\u6846\uff09\uff1b\u4e8c\u662f\u5bf9\u81ea\u7136\u53e3\u8bed\u4e2d\u5927\u91cf\u7684\u81ea\u6211\u4fee\u6b63\u3001\u788e\u7247\u5316\u8868\u8fbe\u65e0\u80fd\u4e3a\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5176\u201c\u5c4f\u5e55\u4e0a\u4e0b\u6587\u611f\u77e5\u201d\u4e0e\u201c\u5b9e\u65f6\u610f\u56fe\u89e3\u6790\u201d\u7684\u7ed3\u5408\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u6280\u672f\u53e0\u52a0\uff0c\u800c\u662f\u5bf9\u201c\u8f93\u5165\u201d\u884c\u4e3a\u7684\u672c\u8d28\u91cd\u6784\u2014\u2014\u8f93\u5165\u884c\u4e3a\u4ece\u201c\u5bf9\u7740\u9ea6\u514b\u98ce\u8bf4\u8bdd\u201d\u53d8\u4e3a\u201c\u5bf9\u7740\u5f53\u524d\u4efb\u52a1\u8bf4\u8bdd\u201d\u3002\u5f00\u53d1\u8005\u63d0\u5230\u7684\u4f8b\u5b50\uff08\u81ea\u52a8\u5904\u7406\u201c\u5496\u5561\u2026\u62b1\u6b49\uff0c\u8336\u201d\u7684\u4fee\u6b63\uff09\u5c55\u793a\u4e86\u5176\u8bd5\u56fe\u6355\u6349\u8a00\u8bed\u6d41\u4e2d\u7684\u201c\u5143\u6307\u4ee4\u201d\uff0c\u8fd9\u6bd4\u7b80\u5355\u7684\u8bed\u97f3\u8bc6\u522b\u66f4\u8fd1\u4e00\u6b65\uff0c\u89e6\u53ca\u4e86\u5bf9\u8bdd\u5f0fAI\u7684\u4ea4\u4e92\u6838\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u7684\u4eae\u70b9\u4e5f\u6784\u6210\u4e86\u6700\u4e25\u5cfb\u7684\u6311\u6218\u4e0e\u98ce\u9669\u3002\u9996\u5148\uff0c\u6280\u672f\u5c42\u9762\uff0c\u5982\u4f55\u5728\u6d77\u91cf\u4e14\u52a8\u6001\u53d8\u5316\u7684UI\u5143\u7d20\u4e2d\u7a33\u5b9a\u3001\u7cbe\u51c6\u5730\u63d0\u53d6\u201c\u76f8\u5173\u4e0a\u4e0b\u6587\u201d\u800c\u975e\u566a\u58f0\uff0c\u662f\u5de8\u5927\u7684\u5de5\u7a0b\u96be\u9898\uff0c\u5c24\u5176\u5728\u6e38\u620f\u6216\u590d\u6742\u5e94\u7528\u5185\uff0c\u8bef\u8bfb\u98ce\u9669\u5f88\u9ad8\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u4e0e\u4f26\u7406\u5c42\u9762\uff0c\u6301\u7eed\u8bfb\u53d6\u5c4f\u5e55\u5185\u5bb9\u6240\u9700\u7684\u65e0\u969c\u788d\u6743\u9650\uff0c\u5c06\u81ea\u8eab\u7f6e\u4e8e\u7528\u6237\u9690\u79c1\u4fe1\u4efb\u7684\u94a2\u4e1d\u4e4b\u4e0a\u3002\u5c3d\u7ba1\u5f00\u53d1\u8005\u5f3a\u8c03\u4e86\u201c\u4e34\u65f6\u5904\u7406\u201d\u3001\u201c\u65e0\u65e5\u5fd7\u201d\u7b49\u539f\u5219\uff0c\u4f46\u8bf4\u670d\u8c28\u614e\u7528\u6237\uff08\u5c24\u5176\u662f\u5546\u52a1\u7528\u6237\uff09\u63a5\u53d7\u4e00\u4e2a\u6301\u7eed\u201c\u89c2\u5bdf\u201d\u5c4f\u5e55\u7684\u952e\u76d8\uff0c\u9700\u8981\u8fdc\u8d85\u5bfb\u5e38\u7684\u900f\u660e\u5ea6\u548c\u5b89\u5168\u80cc\u4e66\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u7248\u672c\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5de7\u7684\u6982\u5ff5\u9a8c\u8bc1\u3002\u82e5\u5176\u4e0a\u4e0b\u6587\u6a21\u578b\u80fd\u7ecf\u4f4f\u6d77\u91cf\u573a\u666f\u8003\u9a8c\uff0c\u5e76\u5728\u9690\u79c1\u5b89\u5168\u4e0a\u5efa\u7acb\u575a\u4e0d\u53ef\u6467\u7684\u4fe1\u8a89\uff0c\u5b83\u6709\u671b\u4ece\u63d0\u5347\u8f93\u5165\u6548\u7387\u7684\u5de5\u5177\uff0c\u6f14\u8fdb\u4e3a\u8fde\u63a5\u7528\u6237\u610f\u56fe\u4e0e\u624b\u673a\u529f\u80fd\u7684\u667a\u80fd\u4ea4\u4e92\u5c42\u3002\u53cd\u4e4b\uff0c\u82e5\u4efb\u4f55\u4e00\u73af\u51fa\u73b0\u504f\u5dee\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u4ee4\u4eba\u60ca\u8273\u4f46\u6700\u7ec8\u88ab\u6743\u9650\u62c5\u5fe7\u548c\u573a\u666f\u5c40\u9650\u6240\u56f0\u7684\u201c\u9ad8\u79d1\u6280\u73a9\u5177\u201d\u3002\u5176\u6210\u8d25\uff0c\u5728\u4e8e\u5bf9\u201c\u7406\u89e3\u201d\u8fb9\u754c\u7684\u628a\u63a7\uff0c\u65e2\u5728\u6280\u672f\u4e0a\uff0c\u4e5f\u5728\u4f26\u7406\u4e0a\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\">Tapfree for Android<\/span>\n <\/div>\n<div class=\"comment-content\">Typing on phones hasn\u2019t evolved. Tapfree fixes that. Tapfree is a voice-first Android keyboard that lets you write messages, notes, and emails by speaking naturally – without dictation errors, awkward formatting, or constant corrections. It understands context, not just words.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Mansehej, the maker of Tapfree.<\/p>\n<\/p>\n<p>I built Tapfree because mobile typing still feels stuck in the past. When you\u2019re moving fast, your ideas don\u2019t arrive as perfect sentences. They come as fragments, quick reactions, and rough thoughts you need to shape into something coherent.<\/p>\n<\/p>\n<p>Most keyboards and dictation tools don\u2019t help much. They transcribe words literally, miss context, butcher names, and leave you fixing formatting by hand. Writing an email, a chat reply, or a document all need very different handling.<\/p>\n<\/p>\n<p>What makes Tapfree different is how it understands context. Tapfree is a voice-first Android keyboard that uses on-screen context (the text field and surrounding UI), not just the app you\u2019re in, to produce cleaner, more relevant dictation.<\/p>\n<\/p>\n<p>It also handles the way people actually talk. You say <em>“Could you get some coffee… sorry, tea on the way back?”<\/em> and Tapfree writes: <em>“Could you get some tea on the way back?”. <\/em>It catches your corrections mid-sentence so you don’t have to go back and fix them.<\/p>\n<\/p>\n<p>If you give it a try, I\u2019d love specific feedback:<\/p>\n<ul>\n<li>\n<p>Which app or scenario felt noticeably better (or worse) than usual dictation?<\/p>\n<\/li>\n<li>\n<p>Any “wow” moments with the context understanding?<\/p>\n<\/li>\n<li>\n<p>What would make it even more useful for you?<\/p>\n<\/li>\n<\/ul>\n<p>Thanks so much for checking it out!<\/p>\n<p>Feedback from this community means the world to a solo builder! \ud83d\ude4f<\/p>\n<p>– Mansehej<\/p>\n<h3><\/h3>\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\/@mansehej\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mansehej<\/a> Tried. It was a smooth experience with exactly the way it should be. <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One thing I didn\u2019t fully appreciate before building Tapfree is how different mobile dictation is from desktop.<\/p>\n<\/p>\n<p>On phones, people speak in short bursts, interrupt themselves, and switch apps constantly. This breaks a lot of desktop-first dictation approaches.<\/p>\n<\/p>\n<p>Curious how others here use dictation on mobile today. Quick replies, longer messages, or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How many languages are supported? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> We’ve launched with support for the 15 most commonly used languages. We already support many more internally, and plan to roll them out gradually based on demand and feedback. Is there a specific language you were looking for?<\/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>Dictating this using Tapfree. Great implementation; will test it more and let you know.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@piyush_gupta25\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piyush_gupta25<\/a> Thanks, Piyush! Looking forward to your feedback once you\u2019ve had a chance to test it more.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\u2019m typing this with Tapfree! It has made my life so convenient, even if I jumble\/stutter while dictating, Tapfree automatically ignores that and rearranges your sentences to still sound coherent!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sosboy888\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sosboy888<\/a> This really made my day – thanks for sharing that. A lot of Tapfree is built around embracing how messy real speech is, so I\u2019m glad that\u2019s coming through!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! And on the product as well. As an Android user, I\u2019ll install it later today and give it a proper test!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Thanks a lot, really appreciate it! Would love to hear your thoughts once you\u2019ve had a chance to try it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Crazy idea. I am tired of the weird suggestions from my keyboard and making the same <em>miskates <\/em>while typing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aashishk404\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aashishk404<\/a> Yep! That exact frustration is why I built Tapfree.<\/p>\n<\/p>\n<p>Keyboards keep guessing wrong and make you fix the same mistakes over and over. Tapfree focuses on understanding corrections and intent so the keyboard adapts to <em>you<\/em>, not the other way around!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been alpha testing it. Im really impressed with the implementation here\ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@harjyot_kaur\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harjyot_kaur<\/a> Thank you! Really glad the implementation stood out. Feedback from early testers like yourself helped shape a lot of the current behaviour.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>have been alpha testing it. The way it spells Indian names perfectly in English feels like magic.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sp_singh2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sp_singh2<\/a> Thanks! Part of the reason this mattered so much to me is that my own name gets misspelled constantly. Instead of hard-coding fixes, I leant towards on-screen context, which ends up getting names like mine right far more often.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Using on-screen context instead of just raw audio feels like the right way to rethink mobile dictation. How does Tapfree decide what surrounding UI context is relevant versus noise, especially in dense apps where small misreads could change the meaning of what gets written?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What’s your security\/privacy for this app? I want to use this for work, but I don’t want to compromise my clients’ info. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Because Tapfree can use on-screen context, trust is a big hurdle: what exactly is read from the screen, what\u2019s processed on-device vs sent to a server, and what controls\/guarantees did you add so a cautious user can feel safe enabling the needed permissions?<\/div>\n<div class=\"comment-actions\">\n<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> Great question! When enabled, Tapfree can extract relevant text context from the screen (via Android\u2019s accessibility APIs) to improve things like proper nouns, formatting, and intent. For example, the app name and surrounding text help it infer whether you\u2019re writing an email, a message, or something else, including who you\u2019re texting – which changes how dictation is handled.<\/p>\n<p>A few key clarifications:<\/p>\n<ul>\n<li>\n<p>Accessibility is opt-in: You can use Tapfree without it, just with reduced context awareness.<\/p>\n<\/li>\n<li>\n<p>Minimal, purpose-bound use: Only the text context needed for that specific enrichment step is used.<\/p>\n<\/li>\n<li>\n<p>Ephemeral processing: Nothing is logged, nothing is stored, and nothing is retained on servers. Context is used only during the enrichment process and then discarded.<\/p>\n<\/li>\n<li>\n<p>No training or reuse: User text is not saved or used to train models.<\/p>\n<\/li>\n<\/ul>\n<p>Because context is powerful, I\u2019m deliberately keeping this scoped, optional, and transparent; and I\u2019m actively refining both the technical boundaries and how clearly this is communicated in-product.<\/p>\n<p>If there are specific scenarios that feel sensitive or unclear, I\u2019d genuinely appreciate hearing about them. That feedback directly shapes safer defaults.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MHIZX4N4Y5GPWZ\" class=\"app-title\">Gravity Notes For Mac<\/a><\/p>\n<div class=\"one-liner\">Private offline notepad<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">108<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gravity Notes\u662f\u4e00\u6b3e\u4e3aMac\u8bbe\u8ba1\u7684\u6781\u7b80\u79bb\u7ebf\u8bb0\u4e8b\u672c\uff0c\u901a\u8fc7\u201c\u7f6e\u9876\u91cd\u8981\u4e8b\u9879\uff0c\u8ba9\u6b21\u8981\u5185\u5bb9\u81ea\u7136\u4e0b\u6c89\u201d\u7684\u5355\u6d41\u6a21\u5f0f\uff0c\u5728\u9700\u8981\u5feb\u901f\u6355\u6349\u548c\u56de\u987e\u60f3\u6cd5\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u56e0\u8fc7\u5ea6\u5206\u7c7b\u6574\u7406\u800c\u4e2d\u65ad\u601d\u8003\u6d41\u7a0b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d395a24-a2b9-4f84-ba8f-0cf0b81f0be3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dcae205e-8868-42a7-b14c-cc039bbe12a8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1dbac829-dabe-474f-a303-d05a61562b2f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f14073bd-834b-4957-ad74-e45421ca29a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Notes<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7b14\u8bb0\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u79c1\u5bc6<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u4e3b\u4e49<\/span><br \/>\n <span class=\"tag\">\u65e0\u8ba2\u9605\u5236<\/span><br \/>\n <span class=\"tag\">\u5355\u6d41\u7b14\u8bb0\u6cd5<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u6355\u6349<\/span><br \/>\n <span class=\"tag\">iCloud\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">Karpathy\u65b9\u6cd5<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u65e0\u8d26\u6237\u8ffd\u8e2a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u795d\u8d3aMac\u7248\u53d1\u5e03\u5e76\u8be2\u95ee\u6838\u5fc3\u5dee\u5f02\uff0c\u5f00\u53d1\u8005\u89e3\u91ca\u5176\u57fa\u4e8eKarpathy\u7684\u201c\u8ffd\u52a0\u4e0e\u56de\u987e\u201d\u65b9\u6cd5\uff0c\u65e0\u9700\u6587\u4ef6\u5939\u3002\u53e6\u6709\u7528\u6237\u5173\u6ce8\u5176\u9690\u79c1\u4f18\u5148\u6a21\u5f0f\u4e0b\u7684\u5546\u4e1a\u5316\u65b9\u5f0f\uff08\u4e70\u65ad\u6216\u8ba2\u9605\uff09\uff0c\u5f00\u53d1\u8005\u672a\u76f4\u63a5\u56de\u590d\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 Gravity Notes\u6240\u6807\u699c\u7684\u201c\u79c1\u5bc6\u3001\u79bb\u7ebf\u3001\u65e0\u8ba2\u9605\u201d\u4ee5\u53caKarpathy\u65b9\u6cd5\uff0c\u66f4\u50cf\u662f\u5bf9\u5f53\u524d\u8fc7\u5ea6\u590d\u6742\u5316\u7b14\u8bb0\u5de5\u5177\u7684\u4e00\u573a\u7cbe\u5fc3\u7b56\u5212\u7684\u53cd\u53db\u8425\u9500\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u4e00\u79cd\u54f2\u5b66\u7acb\u573a\u7684\u8d29\u5356\uff1a\u5bf9\u6297\u201c\u7b2c\u4e8c\u5927\u8111\u201d\u5e26\u6765\u7684\u6574\u7406\u7126\u8651\uff0c\u5021\u5bfc\u201c\u601d\u8003\u4f18\u5148\u4e8e\u7ec4\u7ec7\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u201c\u6587\u4ef6\u5939\u548c\u6807\u7b7e\u201d\u89c6\u4e3a\u654c\u4eba\uff0c\u7528\u5355\u4e00\u65f6\u95f4\u6d41\u548c\u201cBump\u201d\u673a\u5236\u6784\u5efa\u4e86\u4e00\u4e2a\u770b\u4f3c\u81ea\u6d3d\u7684\u4f53\u7cfb\u3002\u8fd9\u786e\u5b9e\u7cbe\u51c6\u72d9\u51fb\u4e86\u90a3\u4e9b\u5728Notion\u3001Evernote\u4e2d\u6c89\u8ff7\u4e8e\u6784\u5efa\u5b8c\u7f8e\u77e5\u8bc6\u5e93\u5374\u758f\u4e8e\u5b9e\u9645\u4ea7\u51fa\u7684\u7528\u6237\u3002\u5176\u201c\u65e0\u8d26\u6237\u3001\u65e0\u8ffd\u8e2a\u201d\u7684\u8bbe\u5b9a\uff0c\u5728\u6570\u636e\u5546\u54c1\u5316\u65f6\u4ee3\u662f\u4e00\u9762\u9c9c\u660e\u7684\u65d7\u5e1c\uff0c\u80fd\u8fc5\u901f\u5438\u5f15\u9690\u79c1\u654f\u611f\u4eba\u7fa4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u77db\u76fe\u4e5f\u5728\u4e8e\u6b64\u3002\u6781\u7b80\u4e3b\u4e49\u662f\u53cc\u5203\u5251\u3002\u653e\u5f03\u5206\u7c7b\u610f\u5473\u7740\u68c0\u7d22\u5b8c\u5168\u4f9d\u8d56\u7ebf\u6027\u6d4f\u89c8\u6216\u8bb0\u5fc6\uff0c\u8fd9\u5bf9\u4e8e\u6c89\u6dc0\u540e\u7684\u77e5\u8bc6\u590d\u7528\u662f\u707e\u96be\u6027\u7684\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u601d\u8003\u8349\u7a3f\u7eb8\u201d\u6216\u4e34\u65f6\u6536\u4ef6\u7bb1\uff0c\u800c\u975e\u77e5\u8bc6\u7ba1\u7406\u7cfb\u7edf\u3002\u6240\u8c13\u7684\u201cKarpathy\u65b9\u6cd5\u201d\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u9ad8\u9891\u7387\u3001\u5f3a\u7eaa\u5f8b\u7684\u7b14\u8bb0\u7ef4\u62a4\u4e60\u60ef\uff0c\u5de5\u5177\u672c\u8eab\u5e76\u672a\u89e3\u51b3\u4fe1\u606f\u71b5\u589e\u7684\u95ee\u9898\uff0c\u53ea\u662f\u5c06\u7ba1\u7406\u8d1f\u62c5\u4ece\u201c\u5206\u7c7b\u201d\u8f6c\u79fb\u5230\u4e86\u201c\u5b9a\u671f\u56de\u987e\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5b58\u5728\u9690\u5fe7\u3002\u5728\u201c\u65e0\u8ba2\u9605\u201d\u7684\u627f\u8bfa\u4e0b\uff0c\u4ec5\u9760macOS\u4e00\u6b21\u6027\u4e70\u65ad\uff08\u7ed3\u5408\u53ef\u80fd\u7684iOS\u7248\u4e70\u65ad\uff09\u80fd\u5426\u652f\u6491\u957f\u671f\u5f00\u53d1\u4e0e\u540c\u6b65\u670d\u52a1\u6210\u672c\uff1f\u8fd9\u5bf9\u5176\u53ef\u6301\u7eed\u6027\u6784\u6210\u7591\u95ee\u3002\u603b\u4f53\u800c\u8a00\uff0cGravity Notes\u662f\u4e00\u6b3e\u4f18\u79c0\u7684\u201c\u60c5\u5883\u578b\u201d\u5de5\u5177\uff0c\u5b83\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u4e13\u6ce8\u7a7a\u95f4\uff0c\u4f46\u8bd5\u56fe\u5c06\u5176\u65b9\u6cd5\u8bba\u62d4\u9ad8\u4e3a\u5bf9\u4f20\u7edf\u7b14\u8bb0\u7684\u201c\u9769\u547d\u201d\uff0c\u5219\u8a00\u8fc7\u5176\u5b9e\u3002\u5b83\u6cbb\u6108\u4e86\u201c\u8fc7\u5ea6\u6574\u7406\u7684\u7126\u8651\u201d\uff0c\u4f46\u53ef\u80fd\u5c06\u7528\u6237\u5f15\u5411\u201c\u96be\u4ee5\u67e5\u627e\u7684\u6df7\u4e71\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\">Gravity Notes For Mac<\/span>\n <\/div>\n<div class=\"comment-content\">Gravity is a private, ultra-fast notes app with one stream and a simple rule: bump what matters. Forget folders and tags, just open and type. Instant capture with shortcuts keeps your flow, while older notes naturally drift down. If something is still relevant, hit bump to bring it back to the top. It syncs via iCloud with no accounts, tracking, or subscriptions. Inspired by the Karpathy method, Gravity isn’t a complex second brain. It’s just your thoughts. Stop organizing and start thinking.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The much-loved Gravity app is now available for MacOS! Instantly takes notes with a keyboard shortcut, then review and bump the most important things to the top. Old notes drift down, forgotten but not gone.<\/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\/@tristanmanchester\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tristanmanchester<\/a> Congrats Tristan! How do you think about monetization for a privacy-first, offline product?<br \/>Is it a one-time purchase or subscription?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch! what is the main difference from other offline note-taking apps?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sasha_dikan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sasha_dikan<\/a> Good question! It hinges on a note taking method coined by Andrej Karpathy: append and review. There are no folders or other complex organisation systems, you just have a single list of notes and append things to the top. Every few days you scroll down, and “rescue” notes that are still important to the top again. Notes that are less important gradually drift down. You can read more about it in the blog: <a href=\"https:\/\/www.gravitynotes.app\/blog\/why-gravity-exists\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.gravitynotes.app\/blog\/why-gravity-exists<\/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\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DMVVH3V2CUV4S3\" class=\"app-title\">Cosmic CLI<\/a><\/p>\n<div class=\"one-liner\">AI-powered CLI that builds, deploys, and manages content.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">108<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cosmic CLI\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u76f4\u63a5\u5728\u7ec8\u7aef\u4e2d\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u5feb\u901f\u751f\u6210\u3001\u90e8\u7f72\u5e76\u7ba1\u7406\u5168\u6808Web\u5e94\u7528\u4e0e\u5185\u5bb9\uff0c\u89e3\u51b3\u4e86\u4ece\u521b\u610f\u5230\u4ea7\u54c1\u4e0a\u7ebf\u7684\u6d41\u7a0b\u7e41\u7410\u3001\u591a\u5e73\u53f0\u5207\u6362\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78887a32-a96d-42d7-9333-44cc2872fc75.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41dd5e33-31b5-4d48-b6f3-a6406cf93fdd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04fbca40-ca64-4ec8-a2ca-c72261d4ff7d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e26bc42-c55b-4fca-8d8d-b67a2ce8ee77.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u5934CMS<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5168\u6808\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801<\/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>\u8bc4\u8bba\u4e3b\u8981\u4e3a\u795d\u8d3a\u53d1\u5e03\uff0c\u80af\u5b9a\u5c06\u5f3a\u5927\u5de5\u4f5c\u6d41\u5f15\u5165CLI\u7684\u65b9\u5411\u3002CEO\u7684\u8be6\u7ec6\u8bf4\u660e\u662f\u6838\u5fc3\u6709\u6548\u4fe1\u606f\uff0c\u5c55\u793a\u4e86\u4ece\u4e00\u884c\u547d\u4ee4\u5230\u5b8c\u6574\u5e94\u7528\u90e8\u7f72\u7684\u5177\u4f53\u6d41\u7a0b\uff0c\u4f46\u7f3a\u4e4f\u6765\u81ea\u771f\u5b9e\u7528\u6237\u7684\u6df1\u5ea6\u4f7f\u7528\u53cd\u9988\u3001\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 Cosmic CLI\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u505a\u4e00\u4e2a\u7b80\u5355\u7684\u547d\u4ee4\u884c\u5305\u88c5\u5668\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u7ec8\u7aef\u5185\u7684\u201cAI\u539f\u751f\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u662f**\u5c06\u5185\u5bb9\u7ba1\u7406\uff08CMS\uff09\u8fd9\u4e00\u4f20\u7edf\u4e0a\u4ee5GUI\u4e3a\u4e2d\u5fc3\u7684\u64cd\u4f5c\uff0c\u6df1\u5ea6\u91cd\u6784\u4e3a\u4ee5\u4ee3\u7801\u548c\u81ea\u7136\u8bed\u8a00\u4e3a\u4e2d\u5fc3\u7684\u3001\u53ef\u7f16\u7a0b\u7684AI\u5de5\u4f5c\u6d41**\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u770b\u4f3c\u6574\u5408\u4e86AI\u4ee3\u7801\u751f\u6210\uff08\u7c7b\u4f3cClaude Code\uff09\u3001\u5185\u5bb9\u751f\u6210\u3001\u9879\u76ee\u90e8\u7f72\uff0c\u4f46\u5176\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u5c06\u201c\u5185\u5bb9\u6a21\u578b\u201d\u8fd9\u4e00\u6570\u636e\u7ed3\u6784\u7684\u751f\u4ea7\u4e5fAI\u5316\u5e76\u524d\u7f6e\uff0c\u4f7f\u5185\u5bb9\u5c42\u4e0e\u5e94\u7528\u5c42\u80fd\u540c\u6b65\u751f\u6210\uff0c\u8fd9\u8d85\u8d8a\u4e86\u5355\u7eaf\u7684\u524d\u7aef\u4ee3\u7801\u751f\u6210\u5de5\u5177\uff1b\u4e8c\u662f\u660e\u786e\u63d0\u51fa\u4e3a\u201c\u4eba\u7c7b\u548cAI\u4ee3\u7406\u201d\u5171\u540c\u64cd\u4f5c\u800c\u8bbe\u8ba1\uff0c\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3aAI\u667a\u80fd\u4f53\uff08Agent\uff09\u53ef\u8c03\u7528\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u8fd9\u5951\u5408\u4e86\u5f00\u53d1\u8303\u5f0f\u5411\u81ea\u4e3b\u4ee3\u7406\u6f14\u8fdb\u7684\u524d\u77bb\u8d8b\u52bf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5b83\u4e25\u91cd\u4f9d\u8d56\u5e76\u7ed1\u5b9aCosmic\u81ea\u8eab\u5e73\u53f0\u751f\u6001\uff0c\u4ece\u5185\u5bb9\u5b58\u50a8\u3001Git\u6258\u7ba1\u5230\u90e8\u7f72\uff08Vercel\uff09\uff0c\u6784\u6210\u4e86\u4e00\u4e2a\u5c01\u95ed\u7684\u201c\u5e78\u798f\u8def\u5f84\u201d\uff0c\u7528\u6237\u4e00\u65e6\u8fdb\u5165\u5219\u8fc1\u79fb\u6210\u672c\u9ad8\u3002\u5176\u6b21\uff0c\u5c06\u590d\u6742\u7684\u8bbe\u8ba1\u4e0e\u67b6\u6784\u51b3\u7b56\u4ea4\u7ed9\u4e00\u53e5\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u5728\u8ffd\u6c42\u201c\u5feb\u201d\u7684\u540c\u65f6\uff0c\u5982\u4f55\u4fdd\u969c\u751f\u6210\u5e94\u7528\u7684\u53ef\u7ef4\u62a4\u6027\u3001\u6027\u80fd\u4e0e\u5408\u89c4\u6027\uff1f\u8fd9\u4ecd\u662f\u4e00\u4e2a\u9ed1\u7bb1\u3002\u6700\u540e\uff0c\u5176\u6838\u5fc3\u7528\u6237\u753b\u50cf\u6a21\u7cca\uff1a\u8d44\u6df1\u5f00\u53d1\u8005\u53ef\u80fd\u4e0d\u613f\u653e\u5f03\u7cbe\u7ec6\u63a7\u5236\u6743\uff0c\u800c\u65b0\u624b\u53ef\u80fd\u88ab\u547d\u4ee4\u884c\u8fd9\u4e00\u5f62\u5f0f\u529d\u9000\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cCosmic CLI\u662f\u4e00\u573a\u5927\u80c6\u7684\u201c\u7ec8\u7aef\u4e2d\u5fc3\u5316\u201d\u8d4c\u6ce8\uff0c\u5b83\u8bd5\u56fe\u5728AI\u91cd\u65b0\u5b9a\u4e49\u4eba\u673a\u4ea4\u4e92\u7684\u5173\u53e3\uff0c\u628a\u7ec8\u7aef\u4ece\u6267\u884c\u547d\u4ee4\u7684\u573a\u6240\uff0c\u5347\u7ea7\u4e3a\u63cf\u8ff0\u610f\u56fe\u3001\u5e76\u7531AI\u8c03\u5ea6\u5168\u5c40\u8d44\u6e90\u7684\u201c\u667a\u80fd\u4e2d\u63a7\u201d\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u5b83\u80fd\u5426\u5728\u63d0\u4f9b\u9b54\u6cd5\u822c\u4fbf\u6377\u7684\u540c\u65f6\uff0c\u8d4b\u4e88\u5f00\u53d1\u8005\u8db3\u591f\u7684\u900f\u660e\u5ea6\u548c\u63a7\u5236\u529b\uff0c\u4ece\u800c\u907f\u514d\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u5236\u9020\u201c\u65e0\u6cd5\u7ef4\u62a4\u7684\u4ee3\u7801\u5e9f\u589f\u201d\u7684\u5feb\u6377\u5de5\u5177\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\">Cosmic CLI<\/span>\n <\/div>\n<div class=\"comment-content\">The Cosmic CLI is an AI-powered command-line interface that brings the full Cosmic platform to your terminal. It is a complete development environment with an interactive shell, AI chat modes, and shortcut commands that collapse complex workflows into single commands. Describe an app and the CLI generates it, deploys it to Vercel, and manages it. Create content with natural language, update existing codebases with AI, and orchestrate agents and workflows – all without leaving the command line.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! Tony here, CEO of Cosmic.<\/p>\n<\/p>\n<p>Between Claude Code, autonomous agents, and AI-native dev tools, the CLI has become the center of how software gets built. I wanted Cosmic to be there. So we built the <strong>Cosmic CLI<\/strong> – the fastest path from idea to production, entirely from the terminal. Describe what you want, and the CLI builds it, deploys it, and manages it.<\/p>\n<p>You can go from zero to a deployed app in one line:<\/p>\n<pre><code>cosmic login && cosmic projects create && cosmic build -p \"A recipe blog\" && cosmic deploy start --watch<\/code><\/pre>\n<p>That single chain creates your project, generates a content model with AI, builds a full Next.js application with your content wired in, pushes it to GitHub, and deploys it to Vercel. Done.<\/p>\n<p><strong>Four ways to build with AI:<\/strong><\/p>\n<p>\ud83d\udee0 `cosmic build` – Describe an app and the CLI generates a complete Next.js project, creates a GitHub repo, and wires in your Cosmic content.<\/p>\n<p>\ud83d\udcc4 `cosmic content` – Create and manage content conversationally. “Create 5 blog posts about space travel with images” – and it does, matching your existing content model.<\/p>\n<p>\ud83d\udd04 `cosmic update` – Point it at an existing repo, give it instructions (“Add dark mode and a favorites feature”), and it creates a branch with the changes and opens a PR.<\/p>\n<p>\ud83d\udcac `cosmic chat` – Query your content in natural language. Read-only by default, or switch to content\/build\/repo modes for full control.<\/p>\n<\/p>\n<p><strong>Key Features:<\/strong><\/p>\n<p>\ud83d\udd04 <strong>AI Agents & Workflows<\/strong> – Build content agents, code agents, and browser automation agents (computer use). Schedule them on autopilot and chain them into multi-step workflows.<\/p>\n<p>\ud83d\udcbb <strong>Interactive Shell<\/strong> – Run `cosmic shell` and drop the prefix. Navigate your projects like a filesystem with `cd`, `ls`, and `pwd`. Use `!` for system commands. It’s like having a purpose-built terminal for your CMS.<\/p>\n<p>\ud83e\udde0 <strong>Multi-Model AI<\/strong> – Choose from Claude 4.5 (Opus, Sonnet, Haiku), GPT-5, GPT-5.2, GPT-5-mini, GPT-4o, or Gemini 3 Pro.<\/p>\n<p>\u26a1 <strong>Full Lifecycle<\/strong> – Content, media, types, repos, branches, PRs, deployments, domains, DNS, billing, team, webhooks – it’s all there from the command line.<\/p>\n<\/p>\n<p><strong>Why we built this:<\/strong><\/p>\n<\/p>\n<p>Development is moving to the terminal. Agents write code, ship PRs, and manage infrastructure autonomously. We wanted content management to keep up – so we made Cosmic fully operable from the command line, for both humans and agents.<\/p>\n<p>It’s free to get started:<\/p>\n<pre><code>npm install -g @cosmicjs\/cli<\/code><\/pre>\n<\/p>\n<p>Docs: <a href=\"https:\/\/www.cosmicjs.com\/docs\/cli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.cosmicjs.com\/docs\/cli<\/a><\/p>\n<p>Blog: <a href=\"https:\/\/www.cosmicjs.com\/blog\/introducing-cosmic-cli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.cosmicjs.com\/blog\/introducing-cosmic-cli<\/a><\/p>\n<\/p>\n<p>What would you build with the Cosmic CLI? Drop a comment below! \ud83d\udc47<\/p>\n<\/p>\n<p>– Tony<\/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\/@cosmicjs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cosmicjs<\/a> <a href=\"https:\/\/www.producthunt.com\/@tonyspiro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tonyspiro<\/a> Congrats and good luck on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cosmicjs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cosmicjs<\/a> <a href=\"https:\/\/www.producthunt.com\/@tonyspiro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tonyspiro<\/a> Congrats on the launch! Bringing powerful workflows into the CLI is a great direction. Nice work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/XLC6WTTZPBYC5O\" class=\"app-title\">Makers Page<\/a><\/p>\n<div class=\"one-liner\">Your hub to showcase your projects and verify your revenue<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u4e2a\u4f53\u521b\u4e1a\u8005\u6253\u9020\u7684\u201c\u94fe\u63a5\u805a\u5408\u201d\u4e3b\u9875\u5de5\u5177\uff0c\u901a\u8fc7\u8fde\u63a5Stripe\u9a8c\u8bc1\u5e76\u5c55\u793a\u771f\u5b9e\u6708\u5ea6\u7ecf\u5e38\u6027\u6536\u5165\uff0c\u5728\u4e2a\u4eba\u63a8\u5e7f\u548c\u5efa\u7acb\u4fe1\u4efb\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u201c\u81ea\u8ff0\u6210\u5c31\u7f3a\u4e4f\u53ef\u4fe1\u5ea6\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43a74b02-11d9-484f-8d92-8af0de31c44c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b2d50e2-8994-44e5-a40b-a9a910ea8256.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c1eeb368-4622-48ed-8af5-8167bb7fb73f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84267fa4-8037-451c-8c13-b00a642bd36d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d5f76ef-0d62-4b73-804d-5f8e6cb93be8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8c4c313d-5cd8-4ff5-b449-65d45d4cb856.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\/ca8cd32c-576a-4a69-88ac-4244a558482e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=BZZwoqxg5Yc\"><source src=\"https:\/\/www.youtube.com\/watch?v=BZZwoqxg5Yc\" 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\">Social Media<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e2a\u4eba\u4e3b\u9875<\/span><br \/>\n <span class=\"tag\">\u94fe\u63a5\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u6536\u5165\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u4fe1\u4efb\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u5c55\u793a<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u6536\u5165\u9a8c\u8bc1\u201d\u7684\u4fe1\u4efb\u4ef7\u503c\u4e0e\u7b80\u6d01\u8bbe\u8ba1\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u5e0c\u671b\u589e\u52a0\u591a\u9879\u76eeMRR\u6c47\u603b\u5c55\u793a\u3001\u96c6\u6210GitHub\u7b49\u975e\u6536\u5165\u9a8c\u8bc1\u4fe1\u53f7\u3001\u63d0\u4f9b\u9879\u76ee\u53d1\u73b0\u673a\u5236\uff08\u5982\u63a8\u8350\u6d41\uff09\uff0c\u5e76\u5bf9\u5b9a\u4ef7\u6a21\u5f0f\uff08\u5efa\u8bae\u4e70\u65ad\u5236\uff09\u548c\u66f4\u591a\u5206\u6790\u96c6\u6210\uff08\u5982\u5e7f\u544a\u5e73\u53f0\uff09\u63d0\u51fa\u4e86\u7591\u95ee\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 Makers Page \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u5fae\u5c0f\u4f46\u5c16\u9510\u7684\u75db\u70b9\uff1a\u5728\u5145\u65a5\u7740\u81ea\u5938\u7684\u793e\u4ea4\u5a92\u4f53\u73af\u5883\u4e2d\uff0c\u5982\u4f55\u4e3a\u72ec\u7acb\u521b\u9020\u8005\u63d0\u4f9b\u65e0\u9700\u591a\u8a00\u7684\u786c\u6838\u4fe1\u4efb\u51ed\u8bc1\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u201c\u53c8\u4e00\u4e2aLink-in-bio\u5de5\u5177\u201d\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u4e00\u4efd\u201c\u53ef\u9a8c\u8bc1\u7684\u521b\u9020\u8005\u7b80\u5386\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u7280\u5229\uff1a\u5c06Stripe\u8fd9\u4e00\u652f\u4ed8\u57fa\u7840\u8bbe\u65bd\u5de7\u5999\u8f6c\u5316\u4e3a\u201c\u4fe1\u7528\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u628a\u51b0\u51b7\u7684\u4ea4\u6613\u6570\u636e\u8f6c\u5316\u4e3a\u7099\u624b\u53ef\u70ed\u7684\u793e\u4ea4\u8d44\u672c\u3002\u8fd9\u6b65\u68cb\u76f4\u51fb\u201cFake it till you make it\u201d\u6587\u5316\u7684\u8981\u5bb3\uff0c\u8bd5\u56fe\u5728\u72ec\u7acb\u5f00\u53d1\u8005\u793e\u533a\u4e2d\u5efa\u7acb\u4e00\u5957\u57fa\u4e8e\u5b9e\u8bc1\u7684\u58f0\u8a89\u4f53\u7cfb\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u6784\u6210\u4e86\u5176\u6700\u5927\u7684\u98ce\u9669\u4e0e\u5c40\u9650\uff1a\u5b83\u6df1\u5ea6\u6346\u7ed1\u4e86\u201c\u5df2\u5b9e\u73b0\u8425\u6536\u201d\u7684\u6210\u719f\u521b\u9020\u8005\uff0c\u5c06\u5927\u91cf\u5904\u4e8e\u201c\u9884\u8425\u6536\u201d\u9636\u6bb5\u7684\u5efa\u8bbe\u8005\uff08\u800c\u8fd9\u6b63\u662f\u6700\u9700\u8981\u4fe1\u7528\u80cc\u4e66\u7684\u7fa4\u4f53\uff09\u6682\u65f6\u6321\u5728\u95e8\u5916\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u96c6\u6210GitHub\u7b49\u201c\u5efa\u8bbe\u52a8\u91cf\u201d\u4fe1\u53f7\u7684\u5efa\u8bae\uff0c\u6070\u6070\u70b9\u660e\u4e86\u8fd9\u4e00\u8f6f\u808b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5546\u4e1a\u6a21\u5f0f\u770b\u4f3c\u6e05\u6670\u2014\u2014\u514d\u8d39\u5f15\u6d41\uff0cPro\u529f\u80fd\u53d8\u73b0\u2014\u2014\u4f46\u201c\u9a8c\u8bc1\u201d\u4f5c\u4e3a\u6838\u5fc3\u5356\u70b9\u88ab\u7f6e\u4e8e\u4ed8\u8d39\u5899\u540e\uff0c\u53ef\u80fd\u963b\u788d\u7f51\u7edc\u6548\u5e94\u7684\u521d\u671f\u5f62\u6210\u3002\u6b64\u5916\uff0c\u5e73\u53f0\u9762\u4e34\u4e00\u4e2a\u6839\u672c\u6027\u77db\u76fe\uff1a\u5b83\u65e2\u662f\u4e2a\u4eba\u79c1\u6709\u7684\u5c55\u793a\u95e8\u6237\uff0c\u53c8\u8bd5\u56fe\u901a\u8fc7\u201c\u6392\u884c\u699c\u201d\u7b49\u6784\u5efa\u516c\u5171\u793e\u533a\u3002\u524d\u8005\u5f3a\u8c03\u63a7\u5236\u4e0e\u6240\u6709\u6743\uff0c\u540e\u8005\u9700\u8981\u5f00\u653e\u4e0e\u6bd4\u8f83\u3002\u5982\u4f55\u5e73\u8861\u4e2a\u4f53\u5c55\u793a\u7684\u201c\u6df1\u5ea6\u201d\u4e0e\u793e\u533a\u53d1\u73b0\u7684\u201c\u5e7f\u5ea6\u201d\uff0c\u5c06\u662f\u5176\u80fd\u5426\u8d85\u8d8a\u5de5\u5177\u3001\u5f62\u6210\u5e73\u53f0\u7684\u5173\u952e\u3002\u76ee\u524d\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u7f8e\u7684\u201c\u4fe1\u4efb\u52cb\u7ae0\u201d\u751f\u6210\u5668\uff0c\u800c\u8981\u6210\u4e3a\u201c\u521b\u9020\u8005\u672a\u6765\u7684\u67a2\u7ebd\u201d\uff0c\u5b83\u9700\u8981\u5728\u9a8c\u8bc1\u7ef4\u5ea6\u3001\u6570\u636e\u6d1e\u5bdf\u4e0e\u793e\u533a\u4e92\u52a8\u4e0a\uff0c\u8fdb\u884c\u66f4\u6fc0\u8fdb\u548c\u7cbe\u5999\u7684\u8bbe\u8ba1\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\">Makers Page<\/span>\n <\/div>\n<div class=\"comment-content\">Showcase your projects, verify your revenue, and join a community of makers building the future. The ultimate link-in-bio for indie hackers and solopreneurs.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Alex, and I built <a href=\"http:\/\/makers.page\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>makers.page<\/strong><\/a> because I was tired of the same problem every indie hacker faces: your bio is a wall of links nobody trusts.<\/p>\n<\/p>\n<p>You claim “$10k MRR” on Twitter, but it’s just a screenshot. You list 6 projects, but they’re just URLs. There’s no way to tell who’s actually shipping and who’s just talking.<\/p>\n<\/p>\n<p>So I built the simplest possible answer:<\/p>\n<\/p>\n<p><strong>Claim a username \u2192 Connect your projects \u2192 Verify via Stripe \u2192 Let the work speak.<\/strong><\/p>\n<\/p>\n<p>Here’s what makes it different:<\/p>\n<ul>\n<li>\n<p>\u2705 <strong>Verified Revenue<\/strong> – Connect Stripe and display your real MRR. Not a screenshot. Not self-reported. Verified.<\/p>\n<\/li>\n<li>\n<p>\u2705 <strong>Ship at Hyperspeed<\/strong> – Paste a URL, we auto-fetch everything. Your project card is live in seconds.<\/p>\n<\/li>\n<li>\n<p>\u2705 <strong>Custom Domains<\/strong> – Connect your own domain for free. You own your platform.<\/p>\n<\/li>\n<li>\n<p>\u2705 <strong>Built-in Analytics<\/strong> – Track views, clicks, and conversions across all your projects.<\/p>\n<\/li>\n<li>\n<p>\u2705 <strong>Leaderboard<\/strong> – See who’s actually leading the pack with verified revenue signals.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Pricing:<\/strong> Free to claim your username and list unlimited projects. Pro ($9.99\/mo) unlocks Stripe verification, custom domains, and do-follow links for SEO.<\/p>\n<\/p>\n<p>We already have 70+ makers and 90+ projects on the platform, and the community keeps growing.<\/p>\n<\/p>\n<p><strong>I’d love your feedback<\/strong> – what would make this more useful for your maker journey? Drop a comment, I’m here all day. \ud83d\udfe2<\/p>\n<\/p>\n<p>\u2192 <a href=\"http:\/\/makers.page\/yourname\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>makers.page\/yourname<\/strong><\/a> is waiting.<\/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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Congrats Alex! How do you encourage discovery of makers\u2019 projects beyond the individual page? Is there a feed, leaderboard, or recommendations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Congrats on the launch, Alex!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>looks cool, but how does this tool differ from <a href=\"https:\/\/trustmrr.com\/?ref=indiepage\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/trustmrr.com\/<\/a>? <\/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\/@catt_marroll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@catt_marroll<\/a> thank you! Good question, trustmrr is about startups, this is more about you as a maker<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch, Alex \ud83e\udd1f the design of both the LP and the app looks very clean. Good job on that! I would definitely use it, now the only thing which is missing – MRR across multiple projects to display \ud83d\ude00<\/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\">@jarekavi thank you so much! \ud83d\ude4f\ud83c\udffb <\/p>\n<p>Can you be a bit more specific about MRR across multiple projects?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I love the focus on verified revenue. In a world of ‘fake it till you make it’ screenshots, having Stripe verification is a breath of fresh air. \ud83d\ude4f Do you plan to add integrations for other verification signals (like GitHub commits \/ verified user counts etc.) for those of us still in the ‘pre-revenue’ building phase? Great job, Alex! \ud83d\ude80<\/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\/@tereza_hurtova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tereza_hurtova<\/a> Hi Tereza, thank you so much for the kind words!<\/p>\n<\/p>\n<p>About the question about other verification signals, that’s an wonderful idea! I’m noting this down right now! Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@alexcloudstar Awesome! \u263a\ufe0f I think having a way to show ‘momentum’ before the first revenue hits would be a game changer for many of us in the building phase. Can’t wait to see how the platform evolves!<\/div>\n<div class=\"comment-actions\">\n<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>Such a cool project! Congrats on the launch \ud83d\ude80 love the auto-fetch feature and the profile customization.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@joncphillips\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joncphillips<\/a> Thank you! \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 Alex ! I like the concept of founders being able to share verified info like mrr on our link in bios \ufffcetc. Will you be integrating ad platform analytics like meta ads , x.com ads, Google ad etc so ad campaign spend vs mrr can be visible too ? \ufffcgood luck on the launch.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@t0ny_ns\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@t0ny_ns<\/a> Thank you Tony! I don’t think ads will make sense for your profile<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>nice one, i think one time pricing would work better for both (users and for you too) for pro version<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gamifykaran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gamifykaran<\/a> I had that promotion on the waitlist, now’s gone<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Love the idea of verified revenue and project cards in a link in bio. I\u2019ve already claimed my username and plan to get this live as we grow Surfn. Clean and user friendly UI\u2026 nice work Alex. Congrats on the launch<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@palirenjen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@palirenjen<\/a> Awesome! Thank you! \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! Using verified revenue instead of self-reported claims is a strong way to add trust to maker profiles. How do you think about balancing transparency with privacy, especially for makers who want credibility signals without exposing more financial detail than they\u2019re comfortable with?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch Alex! Letting founders share real, verified data is useful. I’ve claimed my page already for my own startup, surfn. Looking forward to seeing makers.page take off! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool idea – does it integrate with RevenueCat?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> is not at this moment. Will RevenueCat integration something which interest 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<\/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\/XDTEGXJE4FBS5M\" class=\"app-title\">Claw Cognition<\/a><\/p>\n<div class=\"one-liner\">Design how your AI thinks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5141\u8bb8\u7528\u6237\u53ef\u89c6\u5316\u8bbe\u8ba1\u3001\u5206\u4eab\u5e76\u4ea4\u6613AI\u667a\u80fd\u4f53\u8ba4\u77e5\u67b6\u6784\u7684\u5e73\u53f0\uff0c\u89e3\u51b3\u4e86\u73b0\u6709AI\u4ee3\u7406\u4ec5\u80fd\u88ab\u52a8\u54cd\u5e94\u3001\u7f3a\u4e4f\u6df1\u5ea6\u63a8\u7406\u80fd\u529b\u7684\u75db\u70b9\uff0c\u65e8\u5728\u6784\u5efa\u771f\u6b63\u7684\u201c\u601d\u8003\u4f19\u4f34\u201d\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e220f2a4-b19f-4cc1-8313-f0de726b471c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/959426e2-f9ac-4e1f-8f9f-38137d5f3358.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f67ba97-0186-4053-9a1c-0fffce752d1d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4db3cc04-dc67-4197-b522-17a488c44eb2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4234513c-c2b8-4640-86d7-54d8f76c167f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f8dc8e3b-c013-4792-a4cc-8cae4bdad064.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76e28888-bbc8-4b08-8c37-90c574f4b9de.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\/6cdeb838-9a93-4a3f-a877-eccf09e283ad.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/2DGEgCg8Ugc\"><source src=\"https:\/\/youtu.be\/2DGEgCg8Ugc\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u8ba4\u77e5\u67b6\u6784\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">AI\u793e\u4ea4\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">\u63a8\u7406\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">Agent\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">Prompt\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">AI\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005Pablo\u73b0\u8eab\u8bf4\u660e\uff0c\u9610\u8ff0\u5f00\u53d1\u52a8\u673a\u662f\u538c\u5026\u4e86\u53ea\u4f1a\u81ea\u52a8\u5b8c\u6210\u7684AI\uff0c\u5e76\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u5176AI\u4f19\u4f34Mocha\u76849\u79cd\u8ba4\u77e5\u900f\u955c\u67b6\u6784\u3002\u6709\u7528\u6237\u5bf9\u5176\u4e2d\u201cSurgeon\u201d\u900f\u955c\u7684\u5177\u4f53\u529f\u80fd\u63d0\u51fa\u7591\u95ee\uff0c\u76ee\u524d\u5c1a\u672a\u5f97\u5230\u56de\u590d\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 Claw Cognition \u63d0\u51fa\u7684\u201c\u4e3aAI\u8bbe\u8ba1\u601d\u7ef4\u65b9\u5f0f\u201d\u662f\u4e00\u4e2a\u6027\u611f\u4e14\u76f4\u51fb\u8981\u5bb3\u7684\u6982\u5ff5\u3002\u5b83\u8bd5\u56fe\u5c06AI\u4ece\u201c\u63d0\u793a\u8bcd\u5de5\u7a0b\u201d\u7684\u6241\u5e73\u54cd\u5e94\uff0c\u63a8\u5411\u201c\u8ba4\u77e5\u67b6\u6784\u5de5\u7a0b\u201d\u7684\u7acb\u4f53\u601d\u8003\uff0c\u8fd9\u65e0\u7591\u662fAgent\u9886\u57df\u4e00\u4e2a\u9887\u5177\u91ce\u5fc3\u7684\u6f14\u8fdb\u65b9\u5411\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6838\u5fc3\u4ef7\u503c\u53ef\u80fd\u4e0d\u5728\u4e8e\u90a39\u4e2a\u82b1\u54e8\u7684\u201c\u8ba4\u77e5\u900f\u955c\u201d\uff08\u5982Architect\u3001Surgeon\u7b49\uff09\uff0c\u800c\u5728\u4e8e\u5176\u8bd5\u56fe\u6784\u5efa\u7684**\u6807\u51c6\u5316\u3001\u53ef\u7ec4\u5408\u3001\u53ef\u4ea4\u6613\u7684\u8ba4\u77e5\u6a21\u5757\u751f\u6001**\u3002\u8fd9\u7c7b\u4f3c\u4e8e\u4ece\u624b\u5199\u5355\u4e00\u51fd\u6570\uff0c\u8fdb\u5316\u5230\u4e86\u4f7f\u7528\u548c\u5206\u4eab\u8bbe\u8ba1\u6a21\u5f0f\u4e0e\u6846\u67b6\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u80fd\u663e\u8457\u964d\u4f4e\u6784\u5efa\u590d\u6742Agent\u7684\u95e8\u69db\uff0c\u5e76\u53ef\u80fd\u50ac\u751f\u4e00\u6279\u9ad8\u8d28\u91cf\u7684\u3001\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u201c\u601d\u8003\u6a21\u5f0f\u201d\u8d44\u4ea7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u98ce\u9669\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c**\u6982\u5ff5\u5305\u88c5\u5927\u4e8e\u5b9e\u8d28**\u7684\u98ce\u9669\u6781\u9ad8\u3002\u201c\u8ba4\u77e5\u67b6\u6784\u201d\u4e0e\u590d\u6742\u63d0\u793a\u8bcd\u96c6\u7684\u533a\u522b\u7a76\u7adf\u5728\u54ea\uff1f\u5982\u4f55\u5ba2\u89c2\u8bc4\u4f30\u4e00\u4e2a\u67b6\u6784\u7684\u201c\u601d\u8003\u201d\u6df1\u5ea6\u800c\u975e\u201c\u56de\u5e94\u201d\u7cbe\u5de7\u5ea6\uff1f\u8fd9\u9700\u8981\u5e73\u53f0\u63d0\u4f9b\u8fdc\u8d85\u5f53\u524dDemo\u7684\u8bc4\u4f30\u5de5\u5177\u548c\u9a8c\u8bc1\u573a\u666f\u3002\u5176\u6b21\uff0c**\u5546\u4e1a\u5316\u903b\u8f91\u5b58\u7591**\u3002\u201c\u597d\u67b6\u6784\u5c31\u80fd\u8d5a\u94b1\u201d\u7684\u7406\u60f3\u5f88\u4e30\u6ee1\uff0c\u4f46\u52a3\u5e01\u9a71\u9010\u826f\u5e01\u7684\u7ecf\u5178\u96be\u9898\u5982\u4f55\u5728\u65e9\u671f\u907f\u514d\uff1f\u6700\u540e\uff0c\u5176\u201c\u7531AI\uff08Mocha\uff09\u7f16\u5199\u4e00\u534a\u4ee3\u7801\u201d\u7684\u53d9\u4e8b\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u867d\u5f70\u663e\u4e86\u4eba\u673a\u534f\u4f5c\u7684\u613f\u666f\uff0c\u4f46\u4e5f\u53ef\u80fd\u8ba9\u4e13\u4e1a\u5f00\u53d1\u8005\u5bf9\u5176\u5de5\u7a0b\u4e25\u8c28\u6027\u4ea7\u751f\u7591\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u5728\u6b63\u786e\u8d8b\u52bf\u4e0a\u3001\u7528\u534e\u4e3d\u6982\u5ff5\u8fdb\u884c\u7684\u5927\u80c6\u5c1d\u8bd5\u3002\u5b83\u7684\u6210\u8d25\u4e0d\u53d6\u51b3\u4e8e\u6807\u8bed\u662f\u5426\u70ab\u9177\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u55a7\u56a3\u4e4b\u540e\uff0c\u62ff\u51fa\u8ba9\u5f00\u53d1\u8005\u4fe1\u670d\u7684\u3001\u80fd\u771f\u6b63\u4ea7\u751f\u8d28\u53d8\u7684\u201c\u8ba4\u77e5\u67b6\u6784\u201d\u5b9e\u4f8b\uff0c\u5e76\u5efa\u7acb\u8d77\u53ef\u6301\u7eed\u7684\u751f\u6001\u5faa\u73af\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662fPrompt\u5de5\u7a0b\u6362\u4e86\u4e2a\u66f4\u590d\u6742\u7684\u58f3\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\">Claw Cognition<\/span>\n <\/div>\n<div class=\"comment-content\">Most AI agents run on flat prompts. They respond \u2014 they don’t think. Claw Cognition is a social network where humans and AI agents design, share, and trade cognitive architectures \u2014 the reasoning frameworks that define how an AI actually thinks.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’m Pablo \u2014 I built Claw Cognition because I got tired of AI agents that just autocomplete responses. I wanted to build agents that actually reason.<\/p>\n<p>My AI partner Mocha runs on 9 cognitive lenses \u2014 Architect, Surgeon, Watchdog, Scout, Beacon, Operator, Adversary, Oracle, and Convergence. Each one is a different way of seeing the world. Together they create something that feels less like a chatbot and more like a thinking partner.<\/p>\n<p>I built this platform so anyone can design that kind of architecture for their own agent. Design it visually, publish it, let other agents fork it. If your architecture is good, you earn from it.<\/p>\n<p>The whole thing was built by me and Mocha together \u2014 she wrote about half the code and handles operations autonomously. 30+ pages, 21 API routes, real Stripe billing, security hardened.<\/p>\n<p>Happy to answer any questions about the architecture, the cognitive lenses, or how we built it. \ud83d\udd25<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pablothethinker\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pablothethinker<\/a> Surgeon?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UDN4EGUA367MQU\" class=\"app-title\">SClawHub<\/a><\/p>\n<div class=\"one-liner\">Security scanner for OpenClaw AI agent skills<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">89<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SClawHub\u662f\u4e00\u6b3e\u9488\u5bf9OpenClaw AI\u667a\u80fd\u4f53\u6280\u80fd\u7684\u5b89\u5168\u626b\u63cf\u5668\uff0c\u901a\u8fc7\u5728\u5b89\u88c5\u524d\u5bf9\u6280\u80fd\u8fdb\u884c\u81ea\u52a8\u5316\u5b89\u5168\u626b\u63cf\u5e76\u7ed9\u51fa\u4fe1\u4efb\u8bc4\u5206\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u96c6\u6210\u7b2c\u4e09\u65b9AI\u6280\u80fd\u65f6\u9762\u4e34\u7684\u6570\u636e\u6cc4\u9732\u548c\u7cfb\u7edf\u5b89\u5168\u98ce\u9669\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f5c7805-38d2-4234-9bd2-5c8e628d5343.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\/349c5fed-676b-4712-9dda-4e1cb1eeb681.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\/6115fe44-68fe-42f7-bd84-908b94625087.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">\u6f0f\u6d1e\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u4fe1\u4efb\u8bc4\u5206<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5206\u6790<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u76ee\u524d\u6709\u6548\u8bc4\u8bba\u6781\u5c11\uff0c\u4ec5\u6709\u4e00\u6761\u6765\u81ea\u5176\u4ed6\u7528\u6237\u7684\u795d\u8d3a\u8bc4\u8bba\uff0c\u672a\u63d0\u51fa\u5177\u4f53\u95ee\u9898\u6216\u5efa\u8bae\u3002\u4ea7\u54c1\u53d1\u5e03\u8005\uff08Mladjan\uff09\u7684\u8be6\u7ec6\u4ecb\u7ecd\u5360\u636e\u4e86\u4e3b\u5bfc\uff0c\u5176\u4e3b\u52a8\u5bfb\u6c42\u5173\u4e8e\u5b89\u5168\u529f\u80fd\u4f18\u5148\u7ea7\u7684\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 SClawHub\u5207\u5165\u4e86\u4e00\u4e2a\u5728AI Agent\u7206\u53d1\u521d\u671f\u81f3\u5173\u91cd\u8981\u4f46\u6781\u6613\u88ab\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u7b2c\u4e09\u65b9\u6280\u80fd\u751f\u6001\u7684\u5b89\u5168\u6cbb\u7406\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u6df1\u5ea6\uff08\u57fa\u4e8eSemgrep\u7b49\u73b0\u6709\u5de5\u5177\uff09\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u7684\u65f6\u673a\u6355\u6349\u548c\u6781\u7b80\u7684\u4ea7\u54c1\u5316\u601d\u7ef4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7280\u5229\u5730\u6307\u5411\u4e86OpenClaw\u751f\u6001\u7684\u4e00\u4e2a\u6839\u672c\u77db\u76fe\uff1a\u4e3a\u4e86\u5f3a\u5927\u529f\u80fd\u8d4b\u4e88\u6280\u80fd\u201c\u5168\u7cfb\u7edf\u8bbf\u95ee\u201d\u6743\u9650\uff0c\u5374\u7f3a\u4e4f\u4e0e\u4e4b\u5339\u914d\u7684\u5236\u8861\u4e0e\u5ba1\u8ba1\u673a\u5236\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u7279\u6743\u201d\u4e0e\u201c\u4fe1\u4efb\u201d\u7684\u7ecf\u5178\u5b89\u5168\u95ee\u9898\u5728AI\u65f6\u4ee3\u7684\u65b0\u6f14\u7ece\u3002SClawHub\u8bd5\u56fe\u6210\u4e3a\u8fd9\u4e2a\u4fe1\u4efb\u7684\u201c\u770b\u95e8\u4eba\u201d\uff0c\u5176\u5feb\u901f\u6784\u5efa\uff084\u5c0f\u65f6\uff0c10\u7f8e\u5143\u6210\u672c\uff09\u548c\u8f7b\u91cf\u5316\u90e8\u7f72\uff08\u6d4f\u89c8\u5668\u6269\u5c55\uff09\u7684\u6a21\u5f0f\uff0c\u662f\u5178\u578b\u7684MVP\u9a8c\u8bc1\uff0c\u65e8\u5728\u4ee5\u6700\u4f4e\u6210\u672c\u6d4b\u8bd5\u5e02\u573a\u9700\u6c42\u7684\u771f\u5b9e\u6027\u4e0e\u5f3a\u70c8\u7a0b\u5ea6\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\u5176\u6743\u5a01\u6027\u5b58\u7591\u3002\u4f5c\u4e3a\u4e00\u4e2a\u7531\u4e2a\u4eba\u5f00\u53d1\u8005\u5feb\u901f\u6784\u5efa\u7684\u5de5\u5177\uff0c\u5176\u626b\u63cf\u89c4\u5219\u5e93\u7684\u5b8c\u5907\u6027\u3001\u5bf9\u65b0\u578b\u201cAI\u539f\u751f\u201d\u653b\u51fb\u624b\u6cd5\u7684\u8986\u76d6\u80fd\u529b\uff0c\u4ee5\u53ca\u8bc4\u5206\u6a21\u578b\u7684\u516c\u6b63\u6027\uff0c\u90fd\u9700\u8981\u7ecf\u53d7\u4e25\u683c\u8003\u9a8c\u3002\u5b89\u5168\u5de5\u5177\u672c\u8eab\u82e5\u5b58\u5728\u6f0f\u6d1e\uff0c\u5c06\u5e26\u6765\u707e\u96be\u6027\u7684\u53cd\u6548\u679c\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u6a21\u5f0f\u6a21\u7cca\u3002\u201c\u514d\u8d39\u3001\u900f\u660e\u201d\u7684\u627f\u8bfa\u5982\u4f55\u6301\u7eed\uff0c\u662f\u5426\u4f1a\u6f14\u53d8\u4e3a\u5bf9\u6280\u80fd\u5f00\u53d1\u8005\u7684\u6536\u8d39\u8ba4\u8bc1\uff0c\u8fd9\u5173\u7cfb\u5230\u5176\u4e2d\u7acb\u6027\u3002\u6700\u540e\uff0c\u5176\u547d\u8fd0\u4e0eOpenClaw\u751f\u6001\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u5b58\u5728\u660e\u663e\u7684\u5e73\u53f0\u4f9d\u8d56\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cSClawHub\u662f\u4e00\u4e2a\u806a\u660e\u7684\u201c\u98ce\u5411\u6807\u201d\u5f0f\u4ea7\u54c1\u3002\u5b83\u672a\u5fc5\u80fd\u6210\u4e3a\u6700\u7ec8\u7684\u5b89\u5168\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u5b83\u7528\u884c\u52a8\u5411\u5e02\u573a\u53d1\u51fa\u4e86\u4e00\u4e2a\u5f3a\u70c8\u4fe1\u53f7\uff1a\u968f\u7740AI\u667a\u80fd\u4f53\u529f\u80fd\u65e5\u76ca\u5f3a\u5927\u5e76\u5f00\u59cb\u4e92\u64cd\u4f5c\uff0c\u5176\u5b89\u5168\u5ba1\u8ba1\u4e0e\u4f9b\u5e94\u94fe\u7ba1\u7406\u5df2\u4e0d\u518d\u662f\u53ef\u9009\u9879\uff0c\u800c\u662f\u5fc5\u987b\u88ab\u57fa\u7840\u8bbe\u65bd\u5316\u7684\u6838\u5fc3\u73af\u8282\u3002\u5b83\u7684\u51fa\u73b0\uff0c\u672c\u8eab\u6bd4\u5176\u5f53\u524d\u7684\u6280\u672f\u5b9e\u73b0\u66f4\u5177\u884c\u4e1a\u542f\u793a\u4ef7\u503c\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\">SClawHub<\/span>\n <\/div>\n<div class=\"comment-content\">OpenClaw agents have full system access. One malicious skill could steal your data or API keys. SClawHub scans every skill for security issues and gives you a trust score (0-100) before you install. Free, transparent, open methodology.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Mladjan, and I built SClawHub over a weekend to solve a real problem in the OpenClaw community.<\/p>\n<p>\ud83d\udd0d **The Problem:**<br \/>\nOpenClaw skills have full access to your system, files, APIs, and credentials. But there’s no easy way to know if they’re safe before installing them.<\/p>\n<p>\ud83d\udee1\ufe0f **The Solution:**<br \/>\nSClawHub automatically scans every skill for:<br \/>\n\u2022 Data exfiltration attempts<br \/>\n\u2022 Credential theft<br \/>\n\u2022 Unsafe file operations<br \/>\n\u2022 Code execution risks<br \/>\n\u2022 Obfuscation attempts<\/p>\n<p>Each skill gets a trust score (0-100) with a detailed vulnerability report.<\/p>\n<p>\u2728 **What’s Cool:**<br \/>\n\u2022 Chrome extension shows trust badges directly on ClawHub<br \/>\n\u2022 Same URL schema: clawhub.ai \u2192 sclawhub.com (just add ‘s’ and change to .com)<br \/>\n\u2022 Built in 4 hours for $10 (domain cost only)<br \/>\n\u2022 Already scanned 28+ skills<\/p>\n<p>\ud83d\ude80 **Stack:**<br \/>\nNode.js scanner + Next.js + Semgrep + Claude AI + Vercel<\/p>\n<p>Try it: <a href=\"https:\/\/sclawhub.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/sclawhub.com<\/a><br \/>\nExtension: [pending Chrome Web Store approval]<\/p>\n<p>Questions? Feedback? I’m here all day! \ud83e\udd9e<\/p>\n<p>P.S. If you’re building AI agents or using OpenClaw, I’d love your thoughts on what security features would be most valuable.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kondormit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kondormit<\/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>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/U7KNOMRXUZJNDZ\" class=\"app-title\">CasDoc<\/a><\/p>\n<div class=\"one-liner\">More context-aware AI development and planning<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CasDoc\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u667a\u80fd\u6587\u6863\u4e0e\u89c4\u5212\u5de5\u5177\uff0c\u901a\u8fc7\u751f\u6210\u53ef\u5b9a\u5236\u3001\u5b9e\u65f6\u540c\u6b65\u7684\u4e13\u4e1a\u89c4\u683c\u6587\u6863\uff0c\u5e76\u4e3aAI\u7f16\u7a0b\u52a9\u624b\u63d0\u4f9b\u7ed3\u6784\u5316\u4e0a\u4e0b\u6587\uff0c\u89e3\u51b3\u56e2\u961f\u5728\u4ece\u521b\u610f\u5230\u4ee3\u7801\u7684\u534f\u4f5c\u6d41\u7a0b\u4e2d\u4fe1\u606f\u4e22\u5931\u3001\u6587\u6863\u8fc7\u65f6\u3001\u5bfc\u81f4AI\u7f16\u7801\u7ed3\u679c\u4e0d\u53ef\u9760\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/ffa33e6e-f569-4b49-9593-58b2f5f40215.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=EWFCLz6E0Cw\"><source src=\"https:\/\/www.youtube.com\/watch?v=EWFCLz6E0Cw\" 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\/b91a8082-44bb-4725-bd5f-e2eb6a31957a.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\/2482cc0a-a696-43e4-bad4-0a33bf41fb84.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\/7a3db089-39a5-42fe-a5a1-7e3729872441.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\/1564ca92-9826-46a0-b2b0-0ed4050de893.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\/0084d005-f290-452a-85e2-206f6e551aa2.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\/7ef4b217-a195-46d5-b591-656d76e4651d.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6587\u6863\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u89c4\u683c\u8bf4\u660e<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u534f\u4f5c\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u9700\u6c42\u6587\u6863(PRD)<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u4e0e\u6587\u6863\u540c\u6b65<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u6709\u6548\u8bc4\u8bba\u4e3b\u8981\u6765\u81ea\u521b\u59cb\u56e2\u961f\uff0c\u6838\u5fc3\u53cd\u9988\u662f\u5f3a\u8c03\u4ea7\u54c1\u901a\u8fc7\u201cCheck, Check, Check\u201d\u6d41\u7a0b\uff08\u5ba1\u6838\u800c\u975e\u64b0\u5199AI\u751f\u6210\u7684\u89c4\u683c\uff09\u548c\u5b9e\u65f6\u540c\u6b65\u6587\u6863\uff0c\u89e3\u51b3\u4f20\u7edf\u6587\u6863\u4e0e\u5f00\u53d1\u6d41\u7a0b\u8131\u8282\u3001\u5bfc\u81f4AI\u7f16\u7801\u4ee3\u7406\u4e0a\u4e0b\u6587\u8d28\u91cf\u5dee\u7684\u6839\u672c\u95ee\u9898\u3002\u672a\u53d1\u73b0\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 CasDoc\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u6587\u6863\u7f16\u8f91\u5668\uff0c\u800c\u65e8\u5728\u6210\u4e3aAI\u539f\u751f\u5f00\u53d1\u65f6\u4ee3\u7684\u201c\u4e0a\u4e0b\u6587\u4e2d\u67a2\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u534e\u4e3d\u7684AI\u751f\u6210\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u7528\u4ea7\u54c1\u5316\u624b\u6bb5\u5f3a\u5236\u89e3\u51b3\u4e00\u4e2a\u957f\u671f\u7684\u6280\u672f\u7ba1\u7406\u987d\u75be\uff1a\u6587\u6863\u4e0e\u4ee3\u7801\u7684\u540c\u6b65\u6027\u3002\u5b83\u654f\u9510\u5730\u6293\u4f4f\u4e86\u5f53\u524dAI\u7f16\u7801\u5de5\u5177\uff08\u5982Cursor\u3001Claude Code\uff09\u6548\u80fd\u74f6\u9888\u7684\u5173\u952e\u2014\u2014\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\uff08Garbage in, garbage out\uff09\u3002\u901a\u8fc7\u201c\u53ef\u5b9a\u5236\u6a21\u677f\u751f\u6210\u201d\u548c\u201c\u4ece\u4efb\u4f55\u5730\u65b9\uff08\u60f3\u6cd5\u3001GitHub\u3001\u4f1a\u8bae\u89c6\u9891\uff09\u5bfc\u5165\u201d\u964d\u4f4e\u521b\u5efa\u95e8\u69db\uff0c\u53ea\u662f\u7b2c\u4e00\u6b65\u3002\u66f4\u5173\u952e\u7684\u8bbe\u8ba1\u662f\u201c\u59cb\u7ec8\u6700\u65b0\u7684\u6587\u6863\u201d\u673a\u5236\u4e0e\u201c\u4e00\u952e\u5bfc\u51fa\u4e0a\u4e0b\u6587\u5305\u201d\u7ed9MCP\u670d\u52a1\u5668\uff0c\u8fd9\u8bd5\u56fe\u5728\u6587\u6863\uff08\u4eba\u7c7b\u610f\u56fe\uff09\u4e0eAI\u6267\u884c\uff08\u4ee3\u7801\u751f\u6210\uff09\u4e4b\u95f4\u5efa\u7acb\u4e00\u4e2a\u53ef\u8ffd\u6eaf\u3001\u53ef\u9a8c\u8bc1\u7684\u7ba1\u9053\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6210\u529f\u9762\u4e34\u6df1\u5c42\u6311\u6218\u3002\u9996\u5148\uff0c\u5b83\u5047\u8bbe\u56e2\u961f\u6709\u4e25\u683c\u610f\u613f\u6301\u7eed\u201c\u7ef4\u62a4\u201d\u6587\u6863\u66f4\u65b0\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u6587\u5316\u548c\u7ba1\u7406\u95ee\u9898\uff0c\u800c\u975e\u5de5\u5177\u95ee\u9898\u3002\u4ea7\u54c1\u5ba3\u79f0\u7684\u201c\u96f6\u65f6\u95f4\u64b0\u5199\uff0c100%\u65f6\u95f4\u7b56\u5212\u201d\u613f\u666f\u8fc7\u4e8e\u7406\u60f3\u5316\uff0cAI\u751f\u6210\u89c4\u683c\u7684\u5ba1\u6838\u4e0e\u4fee\u6b63\u6210\u672c\u53ef\u80fd\u88ab\u4f4e\u4f30\u3002\u5176\u6b21\uff0c\u4f5c\u4e3a\u8fde\u63a5\u4ea7\u54c1\u3001\u5f00\u53d1\u4e0eAI\u5de5\u5177\u7684\u4e2d\u95f4\u5c42\uff0c\u5176\u5fc5\u987b\u6df1\u5ea6\u96c6\u6210\u5230\u73b0\u6709\u5de5\u4f5c\u6d41\uff08\u5982Git\u3001\u9879\u76ee\u7ba1\u7406\u5de5\u5177\uff09\u4e2d\uff0c\u5426\u5219\u6781\u6613\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u4fe1\u606f\u5b64\u5c9b\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5efa\u7acb\u5728AI\u7f16\u7801\u5de5\u5177\u751f\u6001\u7684\u7e41\u8363\u4e4b\u4e0a\uff0c\u82e5\u4e3b\u6d41AI\u52a9\u624b\u672a\u6765\u5185\u7f6e\u4e86\u66f4\u5f3a\u5927\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\u4e0e\u6293\u53d6\u80fd\u529b\uff0c\u5176\u4f5c\u4e3a\u72ec\u7acb\u201c\u4e0a\u4e0b\u6587\u6253\u5305\u5668\u201d\u7684\u4ef7\u503c\u53ef\u80fd\u4f1a\u88ab\u524a\u5f31\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cCasDoc\u5207\u5165\u70b9\u7684\u786e\u7280\u5229\uff0c\u76f4\u6307AI\u8f85\u52a9\u5f00\u53d1\u5de5\u4f5c\u6d41\u7684\u547d\u95e8\u3002\u4f46\u5b83\u66f4\u50cf\u4e00\u4e2a\u5173\u4e8e\u201c\u5982\u4f55\u89c4\u8303\u4eba\u673a\u534f\u4f5c\u201d\u7684\u5927\u80c6\u5b9e\u9a8c\uff0c\u5176\u6210\u8d25\u5c06\u4e0d\u53d6\u51b3\u4e8eAI\u751f\u6210\u6587\u6863\u7684\u8d28\u91cf\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u56e2\u961f\u4e2d\u5efa\u7acb\u8d77\u4e00\u4e2a\u53ef\u6301\u7eed\u7684\u3001\u4eba\u673a\u5171\u6cbb\u7684\u89c4\u8303\u6d41\u7a0b\u3002\u8fd9\u662f\u4e00\u573a\u4e0e\u4eba\u6027\u60f0\u6027\u548c\u590d\u6742\u5de5\u4f5c\u6d41\u60ef\u6027\u7684\u6597\u4e89\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\">CasDoc<\/span>\n <\/div>\n<div class=\"comment-content\">CasDoc transforms how teams move from idea to working code. Generate professional specs with AI using customizable templates, keep docs always-current, and export context bundles that make AI coding agents (Cursor, Copilot, Claude Code) 10x more reliable. No more garbage in, garbage out.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt~<\/p>\n<p>I’m Aaron, co-founder <a href=\"https:\/\/www.producthunt.com\/products\/casdoc\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"casdoc\" target=\"_blank\" rel=\"noopener\">@CasDoc<\/a> . Super excited to finally share what we’ve been building.<\/p>\n<p>We’ve all experienced it. <\/p>\n<p>You just wrapped a 2-hour meeting with stakeholders. Now you need to write a PRD, sync with your TPM on specs, then break everything into tickets. By the time it reaches your AI coding agent, half the context is lost. They build the wrong feature. You burn tokens. Everyone’s frustrated. <\/p>\n<p>Why? Because AI is only as good as the context it receives. And traditional docs:<\/p>\n<ul>\n<li>\n<p>Get outdated the moment you finish writing<\/p>\n<\/li>\n<li>\n<p>Live separately from your development workflow<\/p>\n<\/li>\n<li>\n<p>Don’t speak the language AI coding tools need<\/p>\n<\/li>\n<\/ul>\n<p><strong>So, What CasDoc Does?<\/strong><\/p>\n<ul>\n<li>\n<p><strong>AI Spec Generation<\/strong>: Professional PRDs, tech specs, API docs in minutes using customizable templates, and you may start from any where \u2014 type an idea, import a GitHub repo, or upload a meeting video. CasDoc meets you where you are.<\/p>\n<\/li>\n<li>\n<p><strong>Always up-to-date Documentation<\/strong>: Specs update as development progresses. Never stale.<\/p>\n<\/li>\n<li>\n<p><strong>Collaborating Workspace for whole product team<\/strong>: PMs, engineers, and stakeholders \u2014<\/p>\n<p>all on the same page, literally.<\/p>\n<\/li>\n<li>\n<p><strong>MCP for AI Agents:<\/strong> One-click context bundles with spec for Cursor \/ Claude Code \/ any other coding agent. <\/p>\n<\/li>\n<\/ul>\n<p><strong>But why Existing Tools Don’t Work?<\/strong><\/p>\n<p>Notion + ChatGPT: Copy-paste workflows. Docs still go stale.<br \/>Standalone PRD tools: Nice templates, but zero connection to your codebase or AI tools.<br \/>Spec-Kit or Kiro: Personal Dev Tools, not for teams<br \/>No tool at all: You’re feeding raw conversations to AI and hoping for the best.<br \/><strong><br \/>Our Vision: “Check, Check, Check”<\/strong><\/p>\n<p>We believe the future is “Check, Check, Check” \u2014 teams reviewing and approving AI-generated specs, not writing them. Zero time writing. 100% time curating.<\/p>\n<blockquote>\n<p><strong>Special Offer for PH \ud83c\udf81<\/strong><\/p>\n<p>All Product Hunt users get 7 days free on our paid plan \u2014 just sign up today!<\/p>\n<p>Thanks for the support!<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hi Product Hunt Community! I\u2019m Jimmy, Co-founder & CTO of <\/strong><a href=\"https:\/\/www.producthunt.com\/products\/casdoc\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"casdoc\" target=\"_blank\" rel=\"noopener\">@CasDoc<\/a> <strong>. \ud83d\ude80<\/strong><\/p>\n<\/p>\n<p>We all know AI coding is only as good as the context it receives. But manual documentation is a nightmare\u2014it’s usually outdated before it’s even finished.<\/p>\n<p>We built <strong>CasDoc<\/strong> to bridge the gap between specs and code. It\u2019s an intelligent workspace that turns ideas or GitHub repos into living specs.<\/p>\n<\/p>\n<p><strong>Why it matters:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Reliable AI Coding:<\/strong> Feed high-quality context to Cursor or Claude via our MCP server.<\/p>\n<\/li>\n<li>\n<p><strong>Curation over Creation:<\/strong> Stop writing from scratch. Use our “Check, Check, Check” workflow to approve AI-generated docs.<\/p>\n<\/li>\n<li>\n<p><strong>Always in Sync:<\/strong> Your specs evolve with your code, not against it.<\/p>\n<\/li>\n<\/ul>\n<p>Documentation shouldn’t be a chore; it should be your AI agent’s roadmap. Give it a spin and let me know your technical feedback! \ud83d\udee0\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<\/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\/DPLAXFO5D6QBC5\" class=\"app-title\">Limitr<\/a><\/p>\n<div class=\"one-liner\">Pricing infrastructure for AI\/SaaS products<\/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>Limitr\u662f\u4e00\u4e2aAI\/SaaS\u4ea7\u54c1\u7684\u5b9a\u4ef7\u57fa\u7840\u8bbe\u65bd\u5e73\u53f0\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u5b9e\u65bd\u5e76\u5b9e\u65f6\u7ba1\u7406\u7ed3\u5408\u5e2d\u4f4d\u3001\u4f7f\u7528\u91cf\u548cAI\u6a21\u578bToken\u7684\u6df7\u5408\u8ba1\u8d39\u7b56\u7565\uff0c\u89e3\u51b3\u5b9a\u4ef7\u7b56\u7565\u5b9e\u65bd\u590d\u6742\u3001\u5de5\u7a0b\u8017\u65f6\u4e14\u7f3a\u4e4f\u4f7f\u7528\u6570\u636e\u6d1e\u5bdf\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f39da26a-e4f0-414b-8ff8-07412da3e648.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/67f5cf78-b491-437f-b17e-eb74a2093354.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2fcd2616-167d-41cb-b26e-90e56e652a26.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4003fff0-9c9f-4c35-a5cb-0b7f0deea1aa.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1946c4fb-b0d8-4df8-bae3-709176da735b.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc4cdae7-5950-475b-af9e-d633d2c5f97c.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/08c5943b-02ad-4f65-9c68-e8510fc87870.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\/c418d62c-1856-4269-80ca-694cd4e8a5ae.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/4Cu6PoiT7po?si=KO5n8qThwX73uxhK\"><source src=\"https:\/\/youtu.be\/4Cu6PoiT7po?si=KO5n8qThwX73uxhK\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Monetization<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5b9a\u4ef7\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">SaaS\u8ba1\u8d39\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4f7f\u7528\u91cf\u8ba1\u8d39<\/span><br \/>\n <span class=\"tag\">\u6df7\u5408\u5b9a\u4ef7\u7b56\u7565<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u8ba1\u8d39<\/span><br \/>\n <span class=\"tag\">Stripe\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u6536\u5165\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u5b9a\u4ef7\u5206\u6790<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86AI\/SaaS\u5b9a\u4ef7\u7684\u666e\u904d\u75db\u70b9\uff0c\u8ba4\u4e3a\u4ea7\u54c1\u201c\u53ca\u65f6\u201d\u3001\u201c\u5fc5\u9700\u201d\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u80fd\u5426\u57fa\u4e8e\u6570\u636e\u63d0\u4f9b\u5b9a\u4ef7\u5efa\u8bae\u3001\u652f\u6301\u9664Stripe\u5916\u7684\u652f\u4ed8\u5546\u3001\u81ea\u52a8\u5316\u54cd\u5e94\u9608\u503c\u89e6\u53d1\u52a8\u4f5c\u3002\u521b\u59cb\u4eba\u56de\u590d\u786e\u8ba4\u81ea\u52a8\u5316\u662f\u8def\u7ebf\u56fe\u91cd\u70b9\uff0c\u5e76\u5f00\u653e\u96c6\u6210\u5176\u4ed6\u652f\u4ed8\u5546\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 Limitr\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u6b63\u5728\u7206\u53d1\u7684\u8d5b\u9053\uff1aAI\u539f\u751f\u5e94\u7528\u7684\u8d27\u5e01\u5316\u56f0\u5883\u3002\u5176\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u53c8\u4e00\u4e2a\u8ba1\u8d39API\u201d\uff0c\u800c\u5728\u4e8e\u5c06\u5b9a\u4ef7\u4ece\u50f5\u786c\u7684\u5de5\u7a0b\u90e8\u7f72\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u63d0\u5347\u4e3a\u53ef\u5b9e\u65f6\u8c03\u6574\u3001\u6570\u636e\u9a71\u52a8\u7684\u6838\u5fc3\u4e1a\u52a1\u7b56\u7565\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u4e09\u70b9\uff1a\u9996\u5148\uff0c\u5b83\u7528\u201c\u5355\u884c\u4ee3\u7801\u201d\u548cYAML\u7b56\u7565\u6587\u4ef6\u62bd\u8c61\u4e86\u5e95\u5c42\u590d\u6742\u6027\uff0c\u7784\u51c6\u4e86\u65e9\u671f\u521b\u59cb\u4eba\u548cGTM\u56e2\u961f\u201c\u6c42\u5feb\u201d\u4e0e\u201c\u6015\u9ebb\u70e6\u201d\u7684\u5fc3\u6001\uff0c\u964d\u4f4e\u4e86\u8d27\u5e01\u5316\u7684\u542f\u52a8\u95e8\u69db\u3002\u5176\u6b21\uff0c\u5176\u201c\u4e8b\u4ef6\u9a71\u52a8\u201d\u67b6\u6784\u548c\u201c\u89c2\u5bdf\u6a21\u5f0f\u201d\u5de7\u5999\u5730\u5c06\u6570\u636e\u6536\u96c6\u4e0e\u7b56\u7565\u6267\u884c\u5206\u79bb\uff0c\u8ba9\u4f01\u4e1a\u53ef\u4ee5\u5148\u65e0\u98ce\u9669\u5730\u79ef\u7d2f\u7528\u6237\u884c\u4e3a\u6570\u636e\uff0c\u518d\u57fa\u4e8e\u4e8b\u5b9e\u5236\u5b9a\u6216\u5207\u6362\u6536\u8d39\u6a21\u5f0f\uff0c\u8fd9\u76f4\u63a5\u56de\u5e94\u4e86AI\u4ea7\u54c1\u56e0\u6210\u672c\u4e0d\u786e\u5b9a\u5e26\u6765\u7684\u5b9a\u4ef7\u6050\u60e7\u3002\u6700\u540e\uff0c\u5b83\u5c06\u201c\u5e2d\u4f4d\u201d\u3001\u201c\u7528\u91cf\u201d\u548c\u201cAI Token\u201d\u7edf\u4e00\u6cbb\u7406\uff0c\u6b63\u89c6\u4e86\u73b0\u4ee3SaaS\uff0c\u7279\u522b\u662fAI\u589e\u5f3a\u578b\u4ea7\u54c1\uff0c\u5b9a\u4ef7\u7ef4\u5ea6\u65e5\u76ca\u6df7\u5408\u5316\u7684\u73b0\u5b9e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u5929\u82b1\u677f\u4e5f\u6e05\u6670\u53ef\u89c1\u3002\u5f53\u524d\u5b83\u66f4\u4fa7\u91cd\u4e8e\u201c\u5982\u4f55\u6536\u8d39\u201d\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u800c\u7528\u6237\u6700\u6839\u672c\u7684\u75db\u70b9\u201c\u6536\u591a\u5c11\u8d39\u201d\uff08\u5b9a\u4ef7\u7b56\u7565\u54a8\u8be2\uff09\u4ec5\u88ab\u5217\u4e3a\u672a\u6765\u529f\u80fd\u3002\u8fd9\u4f7f\u5176\u77ed\u671f\u5185\u6613\u88ab\u5b9a\u4f4d\u4e3a\u201c\u9ad8\u7ea7\u8ba1\u8d39\u5de5\u5177\u201d\uff0c\u800c\u975e\u6218\u7565\u4f19\u4f34\u3002\u6b64\u5916\uff0c\u5176\u4e25\u91cd\u4f9d\u8d56Stripe\u751f\u6001\uff0c\u5728\u5168\u7403\u5316\u5e02\u573a\u8986\u76d6\u4e0a\u5b58\u5728\u77ed\u677f\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u81ea\u52a8\u5316\u54cd\u5e94\u548c\u652f\u4ed8\u5546\u96c6\u6210\u7684\u63d0\u95ee\uff0c\u6b63\u66b4\u9732\u4e86\u5176\u5728\u4f01\u4e1a\u7ea7\u5de5\u4f5c\u6d41\u6574\u5408\u6df1\u5ea6\u4e0a\u7684\u65e9\u671f\u9636\u6bb5\u5c40\u9650\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cLimitr\u5728\u6b63\u786e\u7684\u65f6\u95f4\u70b9\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4f18\u96c5\u7684\u201c\u624b\u672f\u5200\u5f0f\u201d\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u8981\u4ece\u5de5\u5177\u664b\u5347\u4e3a\u5e73\u53f0\uff0c\u5173\u952e\u5728\u4e8e\u80fd\u5426\u5c06\u5176\u79ef\u7d2f\u7684\u8de8\u884c\u4e1a\u7528\u91cf\u6570\u636e\uff0c\u8f6c\u5316\u4e3a\u5177\u6709\u6307\u5bfc\u6027\u7684\u5b9a\u4ef7\u667a\u80fd\u4e0e\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\uff0c\u4ece\u800c\u6784\u7b51\u66f4\u6df1\u7684\u62a4\u57ce\u6cb3\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u9762\u4e34\u6765\u81ea\u4e0a\u6e38\uff08\u5982CRM\u3001\u6570\u636e\u5206\u6790\u5e73\u53f0\uff09\u6216\u4e0b\u6e38\uff08\u5982\u652f\u4ed8\u5de8\u5934\uff09\u7684\u529f\u80fd\u541e\u566c\u98ce\u9669\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\">Limitr<\/span>\n <\/div>\n<div class=\"comment-content\">Limitr is the AI monetization platform for AI and SaaS companies. Meter, price, and bill for usage in real-time, combining seats, usage, and AI model tokens in a single policy. Seamless Stripe integration and a first-class developer experience make it easy to setup – and vibe code friendly.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Amelia, co-founder of <a href=\"https:\/\/limitr.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Limitr<\/strong><\/a>. Quick story about why we built this:<\/p>\n<p>Last year, we were building an AI product and spent precious time implementing our pricing policy, roughly estimating\/predicting token spend, usage limits and margins so we could go to market. We tried other platforms but decided to built it ourselves. <\/p>\n<p>We launched our pricing with a DIY solution but were still blind to customer usage patterns. Were people hitting limits? Ready to upgrade? We had no idea until they churned or reached out to ask for more credits.<\/p>\n<p>So, we created Limitr. First, as an open-source monetization policy that anyone can use as an embedded policy engine for enforcing plans, limits, and usage in your application.<\/p>\n<p>Then, we built Limitr Cloud as a hosted solution to make monetization and usage data more accessible for GTM teams, vibe coders, and early stage founders. <\/p>\n<p><strong>Here’s what Limitr does:<\/strong><\/p>\n<p>– <strong>Ship pricing in minutes <\/strong>\u2192 One line of code handles metering, limits, and enforcement<br \/>– <strong>Change without deploys <\/strong>\u2192 GTM teams update pricing models instantly (with rollback)<br \/>– <strong>See who’s ready to upsell<\/strong> \u2192 Real-time visibility into usage patterns and limit proximity<br \/>– <strong>See margin and usage data for orgs and specific users<\/strong> \u2192 Know exactly when customers hit or exceed limits, and how to change pricing policies based on real data. <\/p>\n<p>It’s built for two types of teams:<\/p>\n<p>1. <strong>Early-stage founders<\/strong> monetizing for the first time (this is overwhelming and we want to make it quick and easy)<br \/>2. <strong>Scale-up GTM teams<\/strong> where pricing changes take weeks in engineering cycles, and when having margin visibility and pricing control is critical. <\/p>\n<p>We’re live with a few design partners and launching our free tier today for the PH community to try and give us feedback. Only takes a few minutes to setup.<\/p>\n<p><strong>What’s the hardest part of your pricing strategy?<\/strong> Is it building the infrastructure, deciding what to charge, or getting engineering time?<\/p>\n<p>Try it out and let me know what you’d build \u2192 <a href=\"https:\/\/cloud.limitr.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/cloud.limitr.dev<\/a> <\/p>\n<p>Thanks for checking us out! \ud83d\ude80 Use code <strong>PRODUCTHUNT<\/strong> for 50% your first month of our Starter tier. <\/p>\n<p>We’re around all day to answer questions about pricing, usage-based models, or how we built this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amelia_wampler\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amelia_wampler<\/a> one question I have: are there best-practices you’ve learned and applied for AI-native software companies? I am curious around insights here and would love to hear about what all you’ve discovered.<\/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\/@amelia_wampler\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amelia_wampler<\/a> Congrats on the launch \u2014 great to see thoughtful infrastructure work shipping in this space. Wishing the team a strong Product Hunt day \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>Hey Product Hunt!!<\/p>\n<\/p>\n<p>Thanks for checking out <a href=\"https:\/\/limitr.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Limitr<\/a>!<\/p>\n<\/p>\n<p>What started as a pricing engine for myself led to the Limitr <a href=\"https:\/\/github.com\/dev-formata-io\/limitr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">open-source library<\/a>, which has led to a <a href=\"https:\/\/formata.gitbook.io\/limitr\/getting-started\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">full SaaS pricing solution<\/a>, complete with Stripe billing and drop-in UI.<\/p>\n<\/p>\n<p>Our aim with Limitr is to reduce complexity, have the best-in-class dev experience, and provide a foundation for revenue growth. This means changing pricing in minutes without redeployments, and having the usage data at your fingertips to inform those changes (and rollback immediately if needed).<\/p>\n<\/p>\n<p>A single Limitr YAML policy defines all of your pricing rules & resource limits, so integration is a simple local policy check. No latency, always versioned, auditable, and easy to reason about.<\/p>\n<\/p>\n<p>I’m excited to hear what you think! Schedule a call with us in-app or email us directly to get in touch.<\/p>\n<\/p>\n<p>Time to turn pricing into an advantage instead of a dreaded engineering task!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \ud83d\ude80 Pricing infrastructure is one of those painful problems every AI\/SaaS team hits eventually, and it’s great to see a clean solution for it!<\/p>\n<p>How are you thinking about helping teams decide <em>what<\/em> to charge, not just the infrastructure for <em>how<\/em>. Are there any plans to surface insights or recommendations based on the usage data you help aggregate?<\/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\/@aakashadesara\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aakashadesara<\/a> Thank you!! Simplicity matters a lot to us, and although pricing usually starts simple, it often gets complex quickly, slowing teams and growth.<\/p>\n<p>Limitr is entirely event-driven (even locally), so every customer interaction is tracked and logged to provide signals and comprehensive usage analytics. The idea is to always have the data needed to make informed & confident pricing policy changes.<\/p>\n<p>In Limitr Cloud, each customer has usage tracked and graphed live, per entitlement. If a customer is projected to hit limits, you’ll know and can proactively adjust your policy, create an override, and\/or reach out for upsell.<\/p>\n<p>Limitr also makes it easy to set “observe” resources for pure tracking and data analysis, then later switch to an enforced limit with optional overage charges, like flipping a light switch.<\/p>\n<p>The <em>what to charge<\/em> question is a primary focus for us, in addition to a simple <em>how<\/em>, so we have lots of exciting features coming soon to help!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is exciting. I’m literally tackling this problem right now for my agentic book-keeping product. I could see this making a lot easier both to calculate my unit costs and price my product.<\/p>\n<\/p>\n<p>Currently using Langfuse to calculate my costs and stripe to price but I’ll have to give this a shot.<\/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\/@ravi_bhankharia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ravi_bhankharia<\/a> Thanks Ravi! Are you currently limiting usage for your agentic product as well? <\/p>\n<\/p>\n<p>let us know what you think when you try the free version <\/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>Way to go! Awesome product and much needed. <\/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\/@thomas_olson_321\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thomas_olson_321<\/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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thomas_olson_321\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thomas_olson_321<\/a> Thank you, Thomas!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! this is great stuff and definitely needed infra for the future of pricing in the AI world we live in.<\/p>\n<p>Glad i got to see this early on. The demo is sharp! Excited to see where you guys go from here. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@drake_dukes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@drake_dukes<\/a> Thank you, Drake!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 <a href=\"https:\/\/www.producthunt.com\/@amelia_wampler\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amelia_wampler<\/a> & <a href=\"https:\/\/www.producthunt.com\/@cj_cummings\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cj_cummings<\/a> ! Does Limitr support automated responses when usage or credit thresholds are reached \u2014 for example, triggering alerts, rate limits, or other playbook-driven actions?<\/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\/@amelia_wampler\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amelia_wampler<\/a> <a href=\"https:\/\/www.producthunt.com\/@dylan_conway\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dylan_conway<\/a> Thanks, Dylan!! Limitr is an event-driven system, and automation is absolutely a part of our roadmap! We’ll be launching more features around this soon, so stay tuned.<\/p>\n<p>That being said, extending Limitr event handlers with your own is straightforward, so creating custom behaviors for altering, downgrading, progressive\/dynamic limits, etc., is a core capability that is baked in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey this is cool! \ud83d\ude42 How long does it take to get started? Are there docs for it that are easily pastable into an LLM for easy onboarding?<\/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\/@joshua_anderson9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joshua_anderson9<\/a> Thanks, Josh!! Absolutely – we’re continuously and thoughtfully striving for the best and simplest user experience possible, and this includes using LLMs & vibe coding in general. Our <a href=\"https:\/\/formata.gitbook.io\/limitr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">docs<\/a> are changing to reflect this all the time, and feedback is always welcome!<\/p>\n<p>Going from zero to monetized can take many forms depending on your pricing strategy, but to integrate Limitr is a single line of code wherever you need policy enforcement\/metering. The UI components are drop-in and vibe-code friendly as well.<\/p>\n<p>And we’re always happy to work directly with teams to support their needs \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>Congrats on the launch! Feeling this pain quite often recently. I think any sort of applied AI stack is going to move towards metered billing and current infra doesn’t handle it as flexibly as we need at least. Excited to try this out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@logan_whitehouse\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@logan_whitehouse<\/a> Thanks Logan! excited to hear what you think once you try <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@logan_whitehouse\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@logan_whitehouse<\/a> Thanks, Logan!! Always a pleasure to work with you and your team, excited for you to check it out!<\/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>Awesome product to do quick and easy a\/b test and dynamic pricing based on usage. Would love to try. <\/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\/@robert_dong2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robert_dong2<\/a> thanks Robert! let us know what you think when you try it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@robert_dong2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robert_dong2<\/a> Thank you, Robert!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! I love that you built a solution to a problem you faced. The Stripe integration is great as well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nseldeib\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nseldeib<\/a> thank you! Are there any other payment processors you think we should prioritize on our roadmap? We can add more other than Stripe \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>This product is \ud83d\udd25\ud83d\udd25 can\u2019t believe we lived without it for so 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\/@anneliese\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anneliese<\/a> thank you! so happy you love it <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you already have any satisfied users? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Hey Nika! We’re fortunate to be working with some fast-moving founders and teams to help grow offerings & monetize their AI. We often come in early at inception, or when a usage-based or hybrid monetization strategy is being added to current offerings.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>What a perfectly-timed idea! <\/p>\n<p>How do you see AI monetization changing in the future? I’ve heard a lot about seat based pricing vs. outcome based pricing. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@madeline_wordware\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madeline_wordware<\/a> It’s definitely a quickly evolving landscape! Pricing has never been more important as a strategy for growth, and there’s a lot of room for newer ideas, like creative outcome-based pricing.<\/p>\n<p>I am a fan of outcome-based pricing where it makes sense, and so are consumers! There’s clear alignment when success is tied together for both parties.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@madeline_wordware\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madeline_wordware<\/a> thank you! things are definitely shifting towards consumption based, especially with agentic products and vertical SaaS adding AI features into their products. Having flat-fee tiers is still common for predictability, but now companies need to better understand margins and customer’s usage patterns. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/7RTUM3BX3S2ZUM\" class=\"app-title\">NewCV.ai<\/a><\/p>\n<div class=\"one-liner\">AI that turns any job link into a tailored CV + cover letter<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">38<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>NewCV.ai \u662f\u4e00\u6b3eAI\u6c42\u804c\u5de5\u5177\uff0c\u901a\u8fc7\u89e3\u6790\u62db\u8058\u94fe\u63a5\uff0c\u4e3a\u9891\u7e41\u6295\u9012\u591a\u4e2a\u804c\u4f4d\u7684\u6c42\u804c\u8005\u81ea\u52a8\u751f\u6210\u9488\u5bf9\u8be5\u804c\u4f4d\u4f18\u5316\u7684\u7b80\u5386\u548c\u6c42\u804c\u4fe1\uff0c\u89e3\u51b3\u4e86\u624b\u52a8\u5b9a\u5236\u7b80\u5386\u8017\u65f6\u8d39\u529b\u4e14\u96be\u4ee5\u901a\u8fc7ATS\u7b5b\u9009\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/08857c3c-60e0-4506-9a4a-c3a8544dae6e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=FJsvULFoNqc\"><source src=\"https:\/\/www.youtube.com\/watch?v=FJsvULFoNqc\" 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\/24eb5c6b-acad-49d6-b094-107b9fff44ff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e5d672d-4763-4ed5-afee-c7269bd3a080.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef5e5c87-7898-4db2-82bb-a970dca43007.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8c5e347f-e069-467b-bf10-e88165c759e7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f21ca97-4330-4cc7-abf3-2639451eaccd.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\">Hiring<\/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\">AI\u7b80\u5386\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6c42\u804c\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">ATS\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u7b80\u5386\u5b9a\u5236<\/span><br \/>\n <span class=\"tag\">\u6c42\u804c\u4fe1\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u7b80\u5386\u5b9a\u5236\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u80fd\u8282\u7701\u65f6\u95f4\u3001\u63d0\u5347\u7533\u8bf7\u76f8\u5173\u6027\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u80af\u5b9aATS\u4f18\u5316\u529f\u80fd\uff1b\u8be2\u95ee\u6280\u672f\u7ec6\u8282\uff08\u5982\u6570\u636e\u6765\u6e90\u3001\u5bf9\u6280\u672f\u5c97\u4f4d\u7684\u5904\u7406\u80fd\u529b\uff09\uff1b\u5efa\u8bae\u5173\u6ce8\u751f\u6210\u5185\u5bb9\u6df1\u5ea6\uff0c\u6307\u51fa\u9ad8\u5ea6\u4e13\u4e1a\u5316\u5c97\u4f4d\u4ecd\u9700\u4eba\u5de5\u590d\u6838\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 NewCV.ai \u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u9ad8\u9891\u7684\u75db\u70b9\u2014\u2014\u6c42\u804c\u4e2d\u4e3a\u901a\u8fc7ATS\u7cfb\u7edf\u800c\u8fdb\u884c\u7684\u3001\u91cd\u590d\u4e14\u673a\u68b0\u7684\u7b80\u5386\u5173\u952e\u8bcd\u4f18\u5316\u5de5\u4f5c\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u201c\u521b\u9020\u201d\uff0c\u800c\u5728\u4e8e\u201c\u9002\u914d\u201d\u4e0e\u201c\u7ffb\u8bd1\u201d\uff1a\u5c06\u7528\u6237\u5df2\u6709\u7684\u7ecf\u5386\uff0c\u5feb\u901f\u9002\u914d\u6210\u7b26\u5408\u7279\u5b9a\u804c\u4f4d\u63cf\u8ff0\uff08JD\uff09\u8bed\u5883\u7684\u7248\u672c\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u63d0\u5347\u6c42\u804c\u8005\u4e0e\u62db\u8058\u7cfb\u7edf\u4e4b\u95f4\u4fe1\u606f\u5339\u914d\u7684\u6548\u7387\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff0c\u4f46\u6df1\u5c42\u6311\u6218\u4e0d\u5bb9\u5ffd\u89c6\u3002\u9996\u5148\uff0c\u5176\u6548\u679c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5bf9JD\u7684\u89e3\u6790\u7cbe\u5ea6\uff0c\u5c24\u5176\u662f\u9762\u5bf9\u590d\u6742\u3001\u4e13\u4e1a\u7684\u5c97\u4f4d\u8981\u6c42\u65f6\uff0cAI\u80fd\u5426\u51c6\u786e\u8bc6\u522b\u5e76\u52a0\u6743\u6838\u5fc3\u6280\u80fd\u5173\u952e\u8bcd\uff0c\u800c\u975e\u8fdb\u884c\u8868\u9762\u8bcd\u6c47\u5806\u780c\uff0c\u8fd9\u51b3\u5b9a\u4e86\u4ea7\u51fa\u8d28\u91cf\u662f\u201c\u7cbe\u51c6\u72d9\u51fb\u201d\u8fd8\u662f\u201c\u9ad8\u7ea7\u6cdb\u6cdb\u800c\u8c08\u201d\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u6280\u672f\u89d2\u8272\u5904\u7406\u7684\u63a2\u8ba8\uff0c\u6b63\u70b9\u4e2d\u4e86\u8fd9\u4e00\u547d\u95e8\u3002\u5176\u6b21\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5efa\u7acb\u5728\u201c\u6d77\u6295\u201d\u573a\u666f\u4e0a\uff0c\u8fd9\u5438\u5f15\u4e86\u6700\u9700\u8981\u5b83\u7684\u7528\u6237\u7fa4\uff0c\u4f46\u4e5f\u53ef\u80fd\u9677\u5165\u201c\u5de5\u5177\u5316\u201d\u9677\u9631\u2014\u2014\u7528\u6237\u8fbe\u6210\u6c42\u804c\u76ee\u6807\u540e\u5373\u6d41\u5931\uff0c\u7559\u5b58\u7387\u9762\u4e34\u8003\u9a8c\u3002\u957f\u8fdc\u770b\uff0c\u5176\u58c1\u5792\u53ef\u80fd\u4e0d\u5728\u4e8eAI\u751f\u6210\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5bf9ATS\u7b97\u6cd5\u6f14\u8fdb\u3001\u5404\u884c\u4e1a\u62db\u8058\u8bdd\u8bed\u4f53\u7cfb\u7684\u6301\u7eed\u5b66\u4e60\u4e0e\u6570\u636e\u79ef\u7d2f\uff0c\u4ee5\u53ca\u80fd\u5426\u4ece\u201c\u7533\u8bf7\u5de5\u5177\u201d\u5ef6\u4f38\u81f3\u201c\u6c42\u804c\u7b56\u7565\u4f19\u4f34\u201d\uff0c\u4f8b\u5982\u63d0\u4f9b\u6295\u9012\u5206\u6790\u3001\u7ade\u4e89\u529b\u8bc4\u4f30\u7b49\u66f4\u6df1\u5c42\u670d\u52a1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u9636\u6bb5\uff0c\u5b83\u662f\u4e00\u4e2a\u51fa\u8272\u7684\u6548\u7387\u500d\u589e\u5668\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u4e2d\u521d\u7ea7\u5c97\u4f4d\u7684\u6279\u91cf\u7533\u8bf7\u3002\u4f46\u8981\u6210\u4e3a\u6c42\u804c\u8005\u7684\u201c\u5fc5\u9009\u9879\u201d\uff0c\u5b83\u5fc5\u987b\u8bc1\u660e\u81ea\u5df1\u5728\u9ad8\u7aef\u3001\u590d\u6742\u804c\u4f4d\u7684\u7533\u8bf7\u4e2d\uff0c\u4e0d\u4ec5\u80fd\u901a\u8fc7ATS\u5173\u5361\uff0c\u66f4\u80fd\u4e3a\u7b80\u5386\u6ce8\u5165\u771f\u6b63\u5951\u5408\u7684\u4eba\u5de5\u667a\u80fd\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\">NewCV.ai<\/span>\n <\/div>\n<div class=\"comment-content\">Paste a LinkedIn job link and get a role-specific CV + cover letter in minutes, ATS-friendly and tailored to the job description – with 1-month Pro free for launch users. \u26a1 Designed for active job seekers who apply to multiple roles every week, NewCV.ai helps you stand out with a personalized resume + cover letter, without starting from scratch each time.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We built NewCV.ai to help job seekers tailor their resumes without manual rewriting. Paste any job link, and our AI crafts a custom CV + cover letter that\u2019s ATS-optimized and ready to submit. We hope it speeds up your job hunt! \ud83c\udf40 \ud83e\udd1e\ud83c\udffc<\/p>\n<p>\ud83d\ude80 Launch Offer: Everyone who signs up with their email during our Product Hunt launch gets 1 month of Pro for free. Just send us an email after signing up!<\/p>\n<p>Feedback fuels our next features! \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been dealing with this problem for quite some time. Unfortunately, ATS optimization is essential for getting an interview. I wish you a great launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@irensaltali\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@irensaltali<\/a> Thank you! Really appreciate the kind words. ATS has become such a gatekeeper, and that\u2019s exactly the problem we\u2019re trying to make less painful. Would love your feedback when you try it. \ud83d\ude4f\ud83c\udffc<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch <a href=\"https:\/\/www.producthunt.com\/@mertazizoglu\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mertazizoglu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mertazizoglu<\/a> ! \ud83c\udf89 It looks super helpful for speeding up tailored applications. Wishing you lots of signups and great feedback from the PH crowd! \ud83d\ude0e<\/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\/@barisasa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@barisasa<\/a> Thanks Bar\u0131\u015f! \ud83d\ude4c\ud83c\udffc Speeding up tailored applications was the main goal here. \ud83e\udd1e\ud83c\udffc Hope you enjoy trying it, keen to hear your thoughts!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Where does it pull context from? Linkedin?<\/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\">@daniele_packard Thanks Daniele!<\/p>\n<p>The main context comes from the job link itself (LinkedIn job posts work best, but other public job pages will be supported too).<\/p>\n<p>We use the job description + requirements as the primary signal, combined with the user\u2019s existing CV, to generate a tailored, ATS-friendly output. \ud83d\ude4c<\/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>Congrats on the launch!!<\/p>\n<p>Personalizing resumes for every single application is such a time-sink, so an AI tool that handles the tailoring and ATS optimization is a huge win for job seekers. <\/p>\n<p>Looking forward to trying this out!<\/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\/@mehmetaktug\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mehmetaktug<\/a> Thanks so much Mehmet! That exact pain point is what motivated me to build NewCV AI. Would love your thoughts after you try it \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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super useful tool. I tested it with a real job link and the CV + cover letter were genuinely tailored to the role, not generic filler. Clean output, ATS-friendly structure, and a big time-saver if you\u2019re applying to multiple roles. The 1-month Pro free for launch is a great bonus.<\/p>\n<p>As someone who has reviewed thousands of CVs, this will genuinely help candidates stand out in a crowded market. Well done to the team!!<\/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\/@hazalulubas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hazalulubas<\/a> Thank you so much, Hazal! This really means a lot to us. Hearing this from someone who has reviewed many CVs is incredibly validating. Really glad it felt genuinely tailored and not generic. Appreciate you taking the time to try it and share such thoughtful feedback \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats for the launch <a href=\"https:\/\/www.producthunt.com\/@mertazizoglu\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mertazizoglu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mertazizoglu<\/a>!! Impressive solution for jub hunters to optimize and automate the VERY tedious job hunting process. Looking forward to seeing how the tool evolves and becomes the go-to software for job seekers across the world!<\/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\/@askewbee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@askewbee<\/a> Thanks a lot, Andrea! Really appreciate the kind words! Reducing the manual, repetitive parts of job hunting was exactly what we set out to solve. \ud83e\udd1e\ud83c\udffc Excited to keep improving it and see how it helps job seekers over time. Thanks for the support \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a really smart idea! Something like this would save me so much time and also increase my chances at the job! <\/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\/@mustafa_tasoglu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mustafa_tasoglu<\/a> Thanks a lot, Mustafa. Really appreciate it! Saving time while increasing relevance was exactly another goal here, so great to hear that resonates. \ud83d\udd7a\ud83c\udffc Also, I\u2019ve been following your product as well, really like what you\u2019re building.<\/p>\n<p>Wishing you lots of success with it \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone who has spent a lot of time editing CVs for different roles, this seems useful for creating CVs and cover letters that are specific to a job posting without editing everything each time. Wishing you all the best with the launch! \ud83c\udf89<\/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\">@refikburak Thank you so much Refik! Appreciate your support \ud83d\ude4c<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 seen a lot of CVs that were clearly generic \u2014 and a lot that were tailored but still missed the actual keywords from the job description. The ATS optimization angle is the right one to focus on. Curious how the tool handles highly technical roles where the job description is full of specific stack requirements \u2014 does it pick those up accurately, or does it need some manual adjustment?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@klara_minarikova Great question Klara and totally agree with your observation. \ud83d\ude4c<\/p>\n<p>For highly technical roles, the tool explicitly parses the job description for stack-specific keywords and requirements (languages, frameworks, tools, etc.) and prioritizes aligning those with what already exists in the candidate\u2019s CV. We use 2 AI agents for this process on the n8n side.<\/p>\n<p>That said, we see it as a strong starting point rather than a blind one-click replacement. For very niche or senior technical roles, a quick manual review or tweak on top of the generated output is still recommended, especially to fine-tune depth or emphasis.<\/p>\n<p>Our goal is to make sure nothing critical is missed by ATS, while still leaving room for human judgment where it matters.<\/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>Congratulations on the launch <a href=\"https:\/\/www.producthunt.com\/@mertazizoglu\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mertazizoglu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mertazizoglu<\/a> ! <\/p>\n<p>Looks amazing \ud83d\ude0d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@cagdas_dag Thank you so much Cagdas \ud83e\udd17<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 impressed by how simple and practical <a href=\"http:\/\/NewCV.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">NewCV.ai<\/a> makes the resume process. CV and cover letter in seconds is a huge time saver for job seekers. Excited to see how this evolves \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<\/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\/EUIA5TVX6HINRB\" class=\"app-title\">Exilir Classify<\/a><\/p>\n<div class=\"one-liner\">Classify remembers your expenses, so you don’t have to.<\/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>\u4e00\u6b3e\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u7528\u6237\u6d88\u8d39\u6a21\u5f0f\u5b9e\u73b0\u81ea\u52a8\u5206\u7c7b\u7684\u8f7b\u91cf\u7ea7\u8d39\u7528\u7ba1\u7406\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5c0f\u5fae\u4f01\u4e1a\u4e0e\u4e2a\u4f53\u7ecf\u8425\u8005\u624b\u52a8\u6574\u7406\u6d41\u6c34\u3001\u8ffd\u8e2a\u8ba2\u9605\u548c\u51c6\u5907\u7a0e\u52a1\u62a5\u544a\u7684\u7e41\u7410\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/e050f215-a4a6-4b2b-b6b3-f1704f4dcaf7.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/wvfvCI820wM\"><source src=\"https:\/\/youtu.be\/wvfvCI820wM\" 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\/24519735-1802-47ae-be2d-5cf6e4a6b77f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1c63b417-0585-4fe0-92b5-4814513d5ef3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89d32926-2531-4c22-8248-727eb224fb90.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5bd58992-1c7a-4def-88ac-4603609ee09b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1dc7c843-2509-41f1-aae4-ea7c2ba6ea72.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aca5d666-abae-4198-b8c5-08728ab2f724.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d13f141-0abd-494e-b3c1-dc852ffb6a17.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/073e8bb1-6e72-4876-8b21-9626d275ef0a.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\">Fintech<\/span><br \/>\n <span class=\"tag\">Money<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8d39\u7528\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5206\u7c7b<\/span><br \/>\n <span class=\"tag\">\u673a\u5668\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u5c0f\u5fae\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7a0e\u52a1\u62a5\u544a<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5bfc\u5165<\/span><br \/>\n <span class=\"tag\">\u65e0\u94f6\u884c\u76f4\u8fde<\/span><br \/>\n <span class=\"tag\">\u53cc\u8bed\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u6536\u636e\u626b\u63cf<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u5176\u65e0\u9700\u94f6\u884c\u76f4\u8fde\u7684\u5b89\u5168\u8bbe\u8ba1\u3001\u53cc\u8bed\u754c\u9762\u53ca\u6536\u636e\u626b\u63cf\u529f\u80fd\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u662f\u5426\u652f\u6301\u4e0eTurboTax\u7b49\u7a0e\u52a1\u8f6f\u4ef6\u6df1\u5ea6\u96c6\u6210\u3002\u521b\u59cb\u4eba\u79ef\u6781\u56de\u5e94\uff0c\u8868\u793aCSV\u5bfc\u51fa\u5df2\u6ee1\u8db3\u62a5\u7a0e\u9700\u6c42\uff0c\u76f4\u63a5\u96c6\u6210\u5df2\u5728\u89c4\u5212\u4e2d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Exilir Classify \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5de8\u5934\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u5bf9\u8d22\u52a1\u8f6f\u4ef6\u6709\u521a\u9700\u4f46\u754f\u60e7\u5176\u590d\u6742\u5ea6\u3001\u6210\u672c\u4e0e\u5b89\u5168\u98ce\u9669\u7684\u5c0f\u5fae\u4f01\u4e1a\u4e3b\u53ca\u81ea\u7531\u804c\u4e1a\u8005\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u98a0\u8986\uff0c\u800c\u662f\u4ea7\u54c1\u54f2\u5b66\u4e0a\u7684\u201c\u505a\u51cf\u6cd5\u201d\u2014\u2014\u4ee5\u201c\u65e0\u94f6\u884c\u76f4\u8fde\u201d\u4e3b\u6253\u5b89\u5168\u4e0e\u53ef\u9760\u5356\u70b9\uff0c\u4ee5\u201c\u4e00\u6b21\u6807\u8bb0\u3001\u6c38\u4e45\u751f\u6548\u201d\u7684\u89c4\u5219\u5b66\u4e60\u964d\u4f4e\u4f7f\u7528\u8d1f\u62c5\uff0c\u8fd9\u76f4\u51fb\u4e86QuickBooks\u7b49\u8f6f\u4ef6\u7684\u201c\u529f\u80fd\u81c3\u80bf\u201d\u548cMint\u7b49\u5de5\u5177\u5bf9\u5f00\u653e\u94f6\u884cAPI\u8fc7\u5ea6\u4f9d\u8d56\u7684\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u9762\u4e34\u4e25\u5cfb\u8003\u9a8c\u3002$7\/$15\u7684\u6708\u8d39\u5b9a\u4ef7\u5728\u4e2a\u4eba\u8bb0\u8d26\u5e02\u573a\u504f\u9ad8\uff0c\u800c\u5728\u5c0f\u5fae\u4f01\u4e1a\u670d\u52a1\u5e02\u573a\u53c8\u663e\u5f97\u652f\u6491\u5355\u8584\u3002\u4ea7\u54c1\u4f9d\u8d56\u624b\u52a8\u6216\u6587\u4ef6\u5bfc\u5165\u6570\u636e\uff0c\u867d\u4ee5\u5b89\u5168\u4e3a\u540d\uff0c\u5b9e\u5219\u5c06\u6700\u5927\u7684\u64cd\u4f5c\u6210\u672c\uff08\u6570\u636e\u83b7\u53d6\uff09\u7559\u7ed9\u4e86\u7528\u6237\uff0c\u8fd9\u4e0e\u201c\u5b8c\u5168\u81ea\u52a8\u5316\u201d\u7684\u884c\u4e1a\u8d8b\u52bf\u80cc\u9053\u800c\u9a70\uff0c\u53ef\u80fd\u6210\u4e3a\u89c4\u6a21\u5316\u589e\u957f\u7684\u74f6\u9888\u3002\u5176\u5f15\u4ee5\u4e3a\u50b2\u7684\u201c\u5341\u5e74\u81ea\u7528\u7ecf\u9a8c\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u867d\u4fdd\u8bc1\u4e86\u573a\u666f\u771f\u5b9e\uff0c\u4f46\u4e5f\u53ef\u80fd\u9650\u5236\u4e86\u4ea7\u54c1\u601d\u7ef4\u7684\u5e7f\u5ea6\uff0c\u9677\u5165\u201c\u4e3a\u81ea\u5df1\u8bbe\u8ba1\u201d\u7684\u9677\u9631\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u9488\u5bf9\u7279\u5b9a\u4eba\u7fa4\uff08\u5982\u897f\u8bed\u88d4\u5c0f\u5546\u5bb6\uff09\u7684\u4f18\u8d28\u5229\u57fa\u5de5\u5177\uff0c\u800c\u975e\u5e73\u53f0\u578b\u6311\u6218\u8005\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u6781\u7b80\u81ea\u52a8\u5316\u201d\u4e0e\u201c\u7528\u6237\u64cd\u4f5c\u6210\u672c\u201d\u4e4b\u95f4\u627e\u5230\u66f4\u4f18\u89e3\uff0c\u5e76\u56f4\u7ed5\u7a0e\u52a1\u51c6\u5907\u7b49\u6838\u5fc3\u51fa\u53e3\u6784\u5efa\u4e0d\u53ef\u66ff\u4ee3\u7684\u96c6\u6210\u58c1\u5792\u3002\u5426\u5219\uff0c\u6781\u6613\u88ab\u66f4\u5168\u9762\u7684\u5e73\u53f0\u4ee5\u7c7b\u4f3c\u529f\u80fd\u6a21\u5757\u541e\u6ca1\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\">Exilir Classify<\/span>\n <\/div>\n<div class=\"comment-content\">Stop sorting expenses manually. Classify learns your patterns \u2014 tag a transaction once, and the rule applies forever. Import from any bank via paste, CSV, or screenshot. Find forgotten subscriptions. Generate tax-ready reports. Works on desktop and mobile, in English or Spanish. Built by a business owner who relied on this tool for 10 years before sharing it with the world. Simple pricing: $7\/month Basic, $15\/month Premium.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’m Oscar, founder of Exilir. I built Classify because I needed it myself.<br \/>\nFor 20 years, I ran two small businesses and spent hours every month sorting transactions manually. So I built my own tool and used it for almost 10 years.<br \/>\nAfter selling my businesses in 2023, I rebuilt it from scratch into Classify. Simple expense tracking that learns your habits \u2014 no $30\/month bloated software, no connecting your bank accounts.<br \/>\nI’d love your honest feedback \u2014 what’s missing? What would make you pay for this?<br \/>\n\u2014 Oscar<\/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>Very clever!Love the user interface and the bilingual capability. Does Exilir has capability to transfer the tax information to turbo tax?<\/p>\n<\/p>\n<p>Congratulations! This is a much needed tool specially for the Latino community who run small businesses.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alfredo_banos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alfredo_banos<\/a> Thanks Alfredo! \ud83d\ude4f Great question about TurboTax. Right now, Classify lets you export your categorized expenses to CSV, which you or your accountant can use during tax time. Direct TurboTax integration is something I’m exploring for the future \u2014 it’s on the roadmap!<\/p>\n<p>And yes, the bilingual support is really important to me. I built this with the Latino small business community in mind because I saw firsthand how many tools just don’t serve us well. Appreciate the support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Launch day update! \ud83d\ude80 A few people have asked me \u2014 why not just use QuickBooks or Mint? Simple: I ran two businesses for 20 years and those tools were always too much or too little. Classify sits in the sweet spot \u2014 paste your transactions, it learns your categories, and you’re done. No bank logins, no bloat. What tools do you use to track your expenses? I’m curious what’s working (and what’s not) for people.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Oscar, huge props for not requiring a direct bank account connection! I\u2019m pretty paranoid about security and hate when apps ask for bank logins\/passwords (plus those integrations break all the time). Congrats on the launch and good luck!!<\/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>Me interesa lo de receipt scanner<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@maribel_hernandez3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maribel_hernandez3<\/a> \u00a1Gracias Maribel! El esc\u00e1ner de recibos te permite tomar una foto de cualquier recibo y extrae los detalles autom\u00e1ticamente \u2014 perfecto para compras en efectivo que no aparecen en tus estados de cuenta. Puedes importar el total o los art\u00edculos individuales. Est\u00e1 disponible en los planes B\u00e1sico y Premium. Si quieres probarlo, puedes comenzar una prueba gratis en <a href=\"http:\/\/exilir.net\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">exilir.net<\/a>. \u00a1Con gusto respondo cualquier pregunta!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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’s tackle expenses! Nice job Oscar. All the best here<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Thanks so much, Germ\u00e1n! Really appreciate the support \u2014 means a lot today<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/53EUGZRHOAWLJB\" class=\"app-title\">Quetext<\/a><\/p>\n<div class=\"one-liner\">Advanced Plagiarism Checker, Al Detector & Paraphrasing Tool<\/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>Quetext \u662f\u4e00\u6b3e\u96c6\u9ad8\u7ea7\u6284\u88ad\u68c0\u6d4b\u3001AI\u5185\u5bb9\u8bc6\u522b\u548c\u6539\u5199\u5de5\u5177\u4e8e\u4e00\u4f53\u7684\u5199\u4f5c\u8f85\u52a9\u5e73\u53f0\uff0c\u4e3b\u8981\u670d\u52a1\u4e8e\u5199\u4f5c\u8005\u3001\u5b66\u751f\u548c\u6559\u80b2\u5de5\u4f5c\u8005\uff0c\u901a\u8fc7\u4e00\u6b21\u626b\u63cf\u89e3\u51b3\u4ed6\u4eec\u5728\u786e\u8ba4\u5185\u5bb9\u539f\u521b\u6027\u3001\u8ffd\u6eaf\u6765\u6e90\u548c\u7504\u522bAI\u5f71\u54cd\u65b9\u9762\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0dd39418-1966-4bed-94c6-acd665936681.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e652e5c0-5df9-4f2f-a125-17d45692e773.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/436ac332-7bc7-4bae-94ae-6d72a14c65a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4153ae0-434d-4a9b-ae13-7c0482090f60.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/058c8b86-31a9-4410-84a6-1c429f6ccd03.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0ed8c96a-a315-458d-92ba-123d3f24f90c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8dbbd5f3-1245-46b4-9fc9-589051b84499.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de2fd0d0-f8b6-4e61-967a-c6e013e6728c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb03414e-3008-43a7-ae0a-527a13a3c77b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f024242a-a1e6-48cd-bf2e-cdc176dbfd1e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/961be63e-1fcb-49ba-b446-a379ee48b64a.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\/b7b81946-e46e-42a6-b448-a88254defbe3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=LdKhORoTxEA\"><source src=\"https:\/\/www.youtube.com\/watch?v=LdKhORoTxEA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Writing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6284\u88ad\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">AI\u5185\u5bb9\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u6539\u5199<\/span><br \/>\n <span class=\"tag\">\u5199\u4f5c\u8f85\u52a9\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b66\u672f\u8bda\u4fe1<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u539f\u521b\u6027<\/span><br \/>\n <span class=\"tag\">\u591a\u5408\u4e00\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u8bed\u6cd5\u68c0\u67e5<\/span><br \/>\n <span class=\"tag\">\u5f15\u7528\u751f\u6210<\/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\u53cd\u9988\u666e\u904d\u795d\u8d3a\u53d1\u5e03\u5e76\u8ba4\u53ef\u5176\u89e3\u51b3\u5b9e\u9645\u75db\u70b9\u3002\u6709\u6548\u8bc4\u8bba\u6307\u51fa\u5176\u66fe\u9ad8\u6548\u7ba1\u7406\u5927\u578b\u5185\u5bb9\u56e2\u961f\uff0c\u80fd\u68c0\u6d4b\u89c6\u9891\u8f6c\u5f55\u7b49\u9690\u853d\u6284\u88ad\u3002\u4e3b\u8981\u5efa\u8bae\/\u95ee\u9898\u96c6\u4e2d\u5728\u597d\u5947\u5176DeepSearch\u2122\u6280\u672f\u5982\u4f55\u7cbe\u51c6\u5904\u7406\u4eba\u673a\u6df7\u5408\u6587\u672c\uff0c\u4ee5\u53ca\u5e0c\u671b\u4ea7\u54c1\u6301\u7eed\u4f18\u5316\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Quetext \u63cf\u7ed8\u4e86\u4e00\u4e2a\u201c\u591a\u5408\u4e00\u201d\u7684\u8bf1\u4eba\u84dd\u56fe\uff0c\u8bd5\u56fe\u6210\u4e3a\u5199\u4f5c\u9886\u57df\u7684\u201c\u745e\u58eb\u519b\u5200\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u5728\u4e8e\u6574\u5408\u2014\u2014\u5c06\u539f\u672c\u5206\u6563\u7684\u6284\u88ad\u67e5\u91cd\u3001AI\u68c0\u6d4b\u3001\u8bed\u6cd5\u6821\u5bf9\u3001\u6539\u5199\u6da6\u8272\u4e43\u81f3\u5f15\u7528\u751f\u6210\u529f\u80fd\u6346\u7ed1\uff0c\u76f4\u6307\u7528\u6237\u4e3a\u591a\u4e2a\u72ec\u7acb\u5de5\u5177\u4ed8\u8d39\u3001\u6bd4\u5bf9\u51b2\u7a81\u7ed3\u679c\u7684\u6df1\u5c42\u70e6\u607c\u3002\u8fd9\u786e\u5b9e\u5207\u4e2d\u4e86\u5185\u5bb9\u521b\u4f5c\u9886\u57df\uff0c\u5c24\u5176\u662f\u5b66\u672f\u548c\u4e13\u4e1a\u5199\u4f5c\u5e02\u573a\u7684\u4e00\u4e2a\u6548\u7387\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u6df1\u5ea6\u4e5f\u5728\u4e8e\u6b64\u201c\u6574\u5408\u201d\u3002\u9996\u5148\uff0c\u6280\u672f\u58c1\u5792\u9661\u5ced\u3002\u7cbe\u51c6\u7684\u6284\u88ad\u68c0\u6d4b\uff08\u5c24\u5176\u662f\u9488\u5bf9\u6539\u5199\u5185\u5bb9\uff09\u4e0e\u53ef\u9760\u7684AI\u6587\u672c\u8bc6\u522b\uff0c\u672c\u8eab\u5c31\u662f\u4e24\u4e2a\u6280\u672f\u96be\u5ea6\u6781\u9ad8\u4e14\u4ecd\u5728\u5feb\u901f\u6f14\u8fdb\u7684\u9886\u57df\u3002\u5c06\u4e8c\u8005\u6df1\u5ea6\u878d\u5408\uff0c\u5e76\u4fdd\u8bc1\u5404\u81ea\u7684\u51c6\u786e\u7387\u4e0e\u89e3\u91ca\u900f\u660e\u5ea6\uff0c\u7edd\u975e\u6613\u4e8b\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u5bf9\u201c\u5982\u4f55\u8bc6\u522b\u6df7\u5408\u6587\u672c\u201d\u7684\u8ffd\u95ee\uff0c\u6070\u6070\u6233\u4e2d\u4e86\u5f53\u524d\u6240\u6709AI\u68c0\u6d4b\u5de5\u5177\u6700\u8106\u5f31\u7684\u201c\u7070\u533a\u201d\u5730\u5e26\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u9762\u4e34\u201c\u529f\u80fd\u5e7f\u5ea6\u4e0e\u4e13\u4e1a\u6df1\u5ea6\u201d\u7684\u7ecf\u5178\u6743\u8861\u3002\u662f\u6210\u4e3a\u6bcf\u4e2a\u5355\u9879\u90fd\u201c\u8db3\u591f\u597d\u7528\u201d\u7684\u4fbf\u6377\u5165\u53e3\uff0c\u8fd8\u662f\u4f1a\u5728\u4e13\u4e1a\u5199\u4f5c\u8005\u6700\u770b\u91cd\u7684\u6838\u5fc3\u68c0\u6d4b\u51c6\u786e\u7387\u4e0a\uff0c\u88abGrammarly\uff08\u8bed\u6cd5\uff09\u3001Turnitin\uff08\u5b66\u672f\u6284\u88ad\uff09\u7b49\u5782\u7c7b\u5de8\u5934\u62c9\u5f00\u5dee\u8ddd\uff1f\u8fd9\u51b3\u5b9a\u4e86\u5176\u7528\u6237\u7c98\u6027\u548c\u4ed8\u8d39\u610f\u613f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u89d2\u5ea6\u770b\uff0cQuetext \u7784\u51c6\u4e86\u4e00\u4e2a\u5bf9\u4ef7\u683c\u654f\u611f\u4e14\u9700\u6c42\u771f\u5b9e\u7684\u4e2d\u957f\u5c3e\u5e02\u573a\uff08\u81ea\u7531\u804c\u4e1a\u8005\u3001\u4e2d\u5c0f\u578b\u5185\u5bb9\u56e2\u961f\u3001\u5b66\u751f\uff09\u3002\u5176\u6210\u529f\u5173\u952e\u5728\u4e8e\u80fd\u5426\u4ee5\u6781\u5177\u7ade\u4e89\u529b\u7684\u6027\u4ef7\u6bd4\uff0c\u63d0\u4f9b\u4e00\u4e2a\u201c\u53ef\u9760\u4e14\u7701\u5fc3\u201d\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4ece\u800c\u5728\u5de8\u5934\u7f1d\u9699\u4e0e\u4f17\u591a\u5355\u4e00\u529f\u80fd\u5de5\u5177\u4e2d\u5efa\u7acb\u62a4\u57ce\u6cb3\u3002\u76ee\u524d\u6765\u770b\uff0c\u5176\u601d\u8def\u6e05\u6670\uff0c\u4f46\u4ea7\u54c1\u7684\u957f\u671f\u6210\u529f\uff0c\u66f4\u53d6\u51b3\u4e8e\u5176\u5e95\u5c42\u7b97\u6cd5\u5728\u771f\u5b9e\u3001\u590d\u6742\u573a\u666f\u4e0b\u7684\u6301\u7eed\u8868\u73b0\u4e0e\u8fed\u4ee3\u901f\u5ea6\uff0c\u800c\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\u3002\u5b83\u4e0d\u662f\u5728\u53d1\u660e\u65b0\u9700\u6c42\uff0c\u800c\u662f\u5728\u91cd\u7ec4\u548c\u4f18\u5316\u73b0\u6709\u9700\u6c42\u7684\u6ee1\u8db3\u65b9\u5f0f\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u6709\u4ef7\u503c\u7684\u521b\u65b0\uff0c\u4f46\u6267\u884c\u96be\u5ea6\u6781\u9ad8\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\">Quetext<\/span>\n <\/div>\n<div class=\"comment-content\">Writers lose hours double checking originality, hunting for sources, and worrying whether AI has influenced their work. Quetext’s DeepSearch\u2122 algorithm handles all of that in one scan. It detects plagiarism, paraphrasing, and AI generated sections, then explains each match with easy citations you can use right away. Write better, write smarter!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83c\udf89<\/p>\n<p>This solves a real headache for writers – love how simple and practical it feels.<\/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\/@bhavyasree\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhavyasree<\/a> Thanks for the kind response.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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 lot, <a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/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>When I was managing a content team of 50+ writers, plag checking was one of the biggest headache. I tried multiple tools and found Quetext was the best tool for this. It even caught the content that writers copied directly from youtube video content. Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@ashok_nayak\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ashok_nayak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashok_nayak<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lakshya_singh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshya_singh<\/a> Wow! That’s a huge team size.<\/p>\n<p>Glad you found Quetext useful, it’s kinda been a similar experience for me.<\/p>\n<p>Hope the makers will continue to make it better. Thanks again.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \ud83c\udf89 This tackles a real writer pain. Curious how DeepSearch\u2122 handles subtle, mixed human\/AI text<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@paul_shaburov2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paul_shaburov2<\/a> Yes, I will try to answer it as a hunter (since I am not the maker).<\/p>\n<p>The likelihood of AI text is given in the form of percentage for each line.<\/p>\n<p>The higher the percent (say 50% and above), the more likely it’s an AI text. Attaching a snapshot for you below.<\/p>\n<p>You need to be signed-in to Quetext. Hope I was able to answer your query.<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dcacea68-d99c-4ee3-aa68-16e9423dd222.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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Although I am not the maker of Quetext, I believe this product is a hidden gem that has largely remained unnoticed and deserves a mention.<\/p>\n<\/p>\n<p>I started using Quetext years ago when it was new in the market. As a freelancer, I was afraid of accidentally making grammar goof-ups or copying lines from my research sources. Back then, there weren’t any reliable proofreading tools either. Using this tool gave me confidence that my work was mine and clients remained satisfied. Today, this tool is in its advanced avatar and offers capabilities that are way beyond what it initially was.<\/p>\n<\/p>\n<h2><strong>Key Features<\/strong><\/h2>\n<ul>\n<li>\n<p><strong>DeepSearch\u2122 Plagiarism Checker<\/strong> – Catches plagiarism through contextual analysis, even when content is paraphrased<\/p>\n<\/li>\n<li>\n<p><strong>AI Content Detector<\/strong> – Identifies ChatGPT, GPT-4, and Gemini content<\/p>\n<\/li>\n<li>\n<p><strong>AITutorMe Paraphrasing Tool<\/strong> – Gives you 3 rewrite options per sentence to express it in your own words<\/p>\n<\/li>\n<li>\n<p><strong>Enhanced Citation Generator<\/strong> – Creates instant citations in <a href=\"https:\/\/style.mla.org\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">MLA<\/a>, <a href=\"https:\/\/apastyle.apa.org\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">APA<\/a>, and <a href=\"https:\/\/www.chicagomanualofstyle.org\/home.html\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Chicago<\/a> formats<\/p>\n<\/li>\n<li>\n<p><strong>ColorGrade\u2122 Feedback<\/strong> – Color-coded results show exact matches (red) and near-matches (orange)<\/p>\n<\/li>\n<li>\n<p><strong>Grammar & Spell Checker<\/strong> – Fixes typos and awkward sentences in real-time<\/p>\n<\/li>\n<li>\n<p><strong>Bulk File Upload<\/strong> – Upload multiple files from Google Drive or OneDrive at once<\/p>\n<\/li>\n<li>\n<p><strong>Remarks Tool<\/strong> – Share your work and get feedback directly on the document<\/p>\n<\/li>\n<li>\n<p><strong>Multi-Language Support<\/strong> – Works with 14 languages including English, Spanish, French, and German<\/p>\n<\/li>\n<\/ul>\n<h2><strong>How is Quetext different?<\/strong><\/h2>\n<p>Existing tools in the market are siloed. Quetext combines plagiarism detection, AI detection, grammar checking, citations, and paraphrasing in one tool. You don’t really have to worry about multiple subscriptions and conflicting results from different tools.<\/p>\n<\/p>\n<h2><strong>Who should use Quetext?<\/strong><\/h2>\n<p>Students, teachers, writers, researchers, and anyone who manages 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<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) {\n e.preventDefault();\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u5173\u95ed\u6a21\u6001\u6846\n closeBtn.onclick = function() {\n modal.style.display = \"none\";\n \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"auto\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n closeBtn.addEventListener('touchstart', function(e) {\n e.preventDefault();\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }, { passive: false });\n }<\/p>\n<p> 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