Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-01-22<\/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 | 2026-01-22<\/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\/WNQF46TLOBPSCD\" class=\"app-title\">ChartGen AI<\/a><\/p>\n<div class=\"one-liner\">Turn data into professional charts with insights in seconds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">380<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ChartGen AI\u662f\u4e00\u6b3eAI\u56fe\u8868\u751f\u6210\u5de5\u5177\uff0c\u4e13\u4e3a\u5728\u7ebf\u8425\u9500\u4eba\u5458\u8bbe\u8ba1\uff0c\u901a\u8fc7\u8fde\u63a5\u591a\u5e73\u53f0\u6570\u636e\u6e90\u5e76\u5feb\u901f\u751f\u6210\u53ef\u89c6\u5316\u56fe\u8868\u4e0e\u6d1e\u5bdf\uff0c\u89e3\u51b3\u4e86\u624b\u52a8\u5904\u7406\u591a\u6e90\u6570\u636e\u3001\u62a5\u544a\u901f\u5ea6\u6162\u3001\u96be\u4ee5\u5373\u65f6\u4f18\u5316\u5e7f\u544a\u9884\u7b97\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\/dc38695c-2b4c-429c-bc92-a97dc35ff3cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c5d39e32-dd7e-448b-91af-6c2e00301885.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/59129938-84ce-4a56-9f0b-d1106ce52783.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1078cb15-d66c-43b7-8599-5ec36c16da17.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58dae65a-29c3-4da2-ab02-25b462eecece.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77c2f078-46b1-4249-a27b-1f2994cfeaa2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/97135055-45e5-40fe-85f9-d3cf8e5b695a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47bf1089-286e-45bc-98ca-419a911fa52b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ab0f0d3c-b430-4f1a-9bc8-a52cd9365c2f.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\/24e9e6ae-bb60-45b5-bbab-e67c0bd5f28c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/uPAVI8ngXvY\"><source src=\"https:\/\/youtu.be\/uPAVI8ngXvY\" 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\">Data Visualization<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u56fe\u8868\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u591a\u6570\u636e\u6e90\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u975e\u6280\u672f\u4eba\u5458\u53cb\u597d<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u62a5\u544a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u771f\u5b9e\u75db\u70b9\u3001\u751f\u6210\u901f\u5ea6\u5feb\u3001\u56fe\u8868\u7f8e\u89c2\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u4e0e\u73b0\u6709\u5de5\u5177\u96c6\u6210\u65b9\u5f0f\u3001\u6570\u636e\u6df7\u5408\u4e0e\u8de8\u6e90\u5206\u6790\u80fd\u529b\u3001\u4e0e\u7ade\u54c1\uff08\u5982Zoho\u3001Power BI\uff09\u7684\u5dee\u5f02\u5316\u3001\u5e95\u5c42\u6570\u636e\u5904\u7406\u7684\u53ef\u9760\u6027\u4e0e\u53ef\u5ba1\u8ba1\u6027\uff0c\u4ee5\u53ca\u56fe\u8868\u8f93\u51fa\u683c\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 ChartGen AI\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u7f1d\u9699\u5e02\u573a\uff1a\u4e3a\u4e0d\u582a\u91cd\u8d1f\u7684\u975e\u6280\u672f\u8425\u9500\u4eba\u5458\u63d0\u4f9b\u201c\u5373\u65f6\u6ee1\u8db3\u201d\u7684\u6570\u636e\u53ef\u89c6\u5316\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u4e0a\u7684\u98a0\u8986\uff0c\u800c\u662f\u5bf9\u5de5\u4f5c\u6d41\u75db\u70b9\u7684\u7cbe\u51c6\u9ebb\u9189\u3002\u5b83\u7528LLM\u7684\u201c\u6a21\u7cca\u8bed\u4e49\u5339\u914d\u201d\u66ff\u4ee3\u4e86\u4f20\u7edfBI\u5de5\u5177\u590d\u6742\u7684\u5efa\u6a21\u8fc7\u7a0b\uff0c\u7528\u5bf9\u8bdd\u5f0f\u4ea4\u4e92\u53d6\u4ee3\u4e86\u62d6\u62fd\u914d\u7f6e\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u201c\u63a2\u7d22\u6027\u6570\u636e\u5206\u6790\u201d\u7684\u95e8\u69db\u548c\u8017\u65f6\u538b\u7f29\u5230\u5206\u949f\u7ea7\u3002\n <\/p>\n<p class=\"ai-content\">\n 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\u4ea7\u54c1\u7684\u6210\u529f\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u6613\u7528\u6027\u9b54\u6cd5\u201d\u4e0e\u201c\u53ef\u9760\u6027\u5de5\u7a0b\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002\u82e5\u4ec5\u505c\u7559\u5728\u8425\u9500\u5671\u5934\uff0c\u7ec8\u5c06\u6619\u82b1\u4e00\u73b0\uff1b\u82e5\u80fd\u9010\u6b65\u6784\u5efa\u53ef\u5ba1\u8ba1\u7684\u8f6c\u6362\u903b\u8f91\u5e76\u6df1\u5316\u4e0e\u4e3b\u6d41\u6570\u636e\u5e73\u53f0\u7684\u539f\u751f\u96c6\u6210\uff0c\u5219\u6709\u671b\u4ece\u4e00\u6b3e\u4fbf\u6377\u5de5\u5177\u6f14\u8fdb\u4e3a\u8425\u9500\u6570\u636e\u6808\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u6d1e\u5bdf\u95e8\u6237\u3002\u5f53\u524d\uff0c\u5b83\u662f\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u5047\u8bbe\u751f\u6210\u5668\u201d\uff0c\u800c\u975e\u201c\u51b3\u7b56\u6267\u884c\u5668\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">ChartGen AI<\/span>\n <\/div>\n<div class=\"comment-content\">From the makers of Ada.im, ChartGen AI is an AI Chart Generator that transforms raw data into money-saving insights. It specifically empowers online marketers to connect all different data sources\u2014from Facebook to TikTok\u2014to generate instant visual charts. Stop guessing: see exactly where your budget goes so you can stop wasting your money. Whether you’re optimizing ad spend or analyzing business trends, use ChartGen AI to convert your data into actionable graphics in seconds.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi ProductHunt! \ud83d\udc4b<\/p>\n<p>I\u2019m Steven Cen, the maker behind ChartGen AI.<\/p>\n<p>Some of you might remember our previous launch, <a href=\"https:\/\/www.producthunt.com\/products\/ada-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"ada-2\" target=\"_blank\" rel=\"noopener\">@Ada.im<\/a>, which hit #1 Product of the Day and Week last September. While analyzing thousands of real users’ feedbacks from that tool, we stumbled upon a fascinating pattern: non-technical users weren’t just asking for text answers\u2014<strong>they were desperate to see their data visualized.<\/strong><\/p>\n<p>As marketers, we all know the struggle: juggling CSVs from Facebook Ads, Google Analytics, Shopify, and TikTok, trying to piece together where our money is actually going. By the time we build the dashboard, the trend is already over. \ud83d\udc22<\/p>\n<\/p>\n<p>That\u2019s why we built <strong>ChartGen AI<\/strong>. We wanted to turn that “turtle-speed” manual reporting into an “owl-eyed” <strong>instant insight engine.<\/strong><\/p>\n<\/p>\n<p><strong>For all the online marketers here, this is specifically for you:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Unified Data View:<\/strong> Drag & drop your ad spend data from any channel.<\/p>\n<\/li>\n<li>\n<p><strong>Visualize the Journey:<\/strong> See exactly how every ad dollar converts across 30+ chart types tailored for marketing insights.<\/p>\n<\/li>\n<li>\n<p><strong>Actionable Insights:<\/strong> Don\u2019t just look at numbers; understand which campaign needs more budget and which one to kill\u2014in seconds, not hours.<\/p>\n<\/li>\n<\/ul>\n<p>We believe data should tell a story, not a headache. I\u2019d love to hear your feedback on our visualization templates!<\/p>\n<p>We are live and eager to hear what you think. Drop a comment below with your thoughts or questions! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>60<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@s_cen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@s_cen<\/a> congrats on the launch. Is it specialized for some specific data, like marketing or general analyst? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@s_cen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@s_cen<\/a> Congrats on the launch Steven. How do you guys integrate with existing tools so we can serve data where people are used to engaging?<\/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\/@s_cen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@s_cen<\/a> Steven! Turning CSV chaos into instant charts is compelling. When marketers use ChartGen in the wild, what\u2019s the first chart that actually changes a decision, the one that makes someone reallocate budget or kill a campaign instead of just nodding at the data?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The follow-up questions ChartGen generates after creating a dashboard really surprised me. They helped me dive deeper into the data without having to think about what to ask next. It’s almost like having a built-in consultant guiding you through your analysis. Very useful!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yuki1028\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuki1028<\/a> That is fantastic feedback, thank you! We designed those follow-up suggestions to act as a springboard for deeper analysis. It\u2019s great to know they are helping you uncover value without the extra legwork. Thanks for sharing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The fact that ChartGen can generate a chart and provide insights in just minutes is incredible. It feels reliable, efficient, and it\u2019s exactly the type of tool I\u2019ve been looking for to streamline my data work.<\/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\/@joeyzhang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joeyzhang<\/a> ‘Reliable’ is the best compliment we could ask for! \ud83d\udee1\ufe0f Speed is great, but we know it means nothing if the data isn’t trustworthy. We worked really hard to ensure the AI doesn’t just hallucinate charts, but accurately reflects the numbers you feed it. Thrilled to be the tool that streamlines your workflow. Thanks for trusting us with your 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching your product! Can the platform create one single chart combining different data sources (for example, GA4 + Hubspot + Mixpanel)? What does make you different from established industry players like Zoho Analytics? <\/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\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a> Thanks for the congrats! \ud83d\ude80 Great questions.<\/p>\n<\/p>\n<p><strong>1. On combining sources:<\/strong> Yes! If you export data from GA4, Hubspot, or Mixpanel (e.g., as CSVs), you can upload them together. ChartGen’s AI data semantic layer can analyze multiple files simultaneously and find correlations across them to plot a unified chart.<\/p>\n<\/p>\n<p><strong>2. vs. Zoho Analytics:<\/strong> Zoho is a powerful beast, but it often requires a steep learning curve and structured setup. We differentiate by being <strong>conversational first<\/strong>. Instead of dragging-and-dropping columns or writing SQL, you just ask, <em>“Compare my GA4 traffic with Hubspot leads.”<\/em> We focus on speed-to-insight for non-technical users who want answers instantly without building complex pipelines.<\/p>\n<p>Would love to hear what you think if you give it a spin!<\/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>This actually solves a real pain point for marketers. Nice work<\/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\/@flavia_fu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flavia_fu<\/a> Thanks! That is exactly the mission. \ud83d\ude80 We built ChartGen.ai specifically to turn that marketing headache into instant clarity. Really appreciate you checking us 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\">When a marketer can already upload a CSV to ChatGPT or build a dashboard in Power BI\/Looker, what\u2019s the clearest situation where ChartGen is the better choice\u2014and what\u2019s the switching trigger that consistently gets users to adopt it?<\/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> Love this question. We focus on three things that neither of those extremes nails perfectly together: 1. <strong>Aesthetics-First:<\/strong> Unlike standard ChatGPT outputs, our charts are designed to be ‘slide-ready’ by default, and we have the data canvas functonality where you can interact with your charts for better insights. 2. <strong>Iterative Control:<\/strong> Unlike Power BI, you don’t need to know DAX or drag-and-drop. You just talk to refine. 3. <strong>Speed to Insight:<\/strong> We are faster than building a dashboard, but more structured\/reliable than a generic LLM chat. <strong>The Trigger:<\/strong> When you have the data file in hand, the clock is ticking, and you don’t want to fight with a tool UI. You just want the chart.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been testing it today, and honestly, it\u2019s doing exactly what I needed.<\/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\/@brent_kom3344\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brent_kom3344<\/a> Love to hear it! \ud83d\ude4cSometimes you don’t need bells and whistles\u2014you just need the job done. I\u2019m really glad ChartGen delivered for you. Let us know if you need anything else as you keep using it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>When you\u2019re merging Facebook, TikTok, Shopify, and GA exports, the scale pain is schema drift plus metric mismatches that quietly produce \u201cpretty but wrong\u201d charts.<\/p>\n<p>Best practice is a typed ingestion layer (canonical schema + unit normalization), fast in-process compute (DuckDB or Polars\/Arrow), and automated data-quality checks (Great Expectations) with provenance links from each insight back to the exact rows.<\/p>\n<p>Do you maintain a semantic metrics layer per connector, and can users inspect or override the generated transformation SQL so dashboards stay reproducible over time?<\/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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> This is an incredibly high-quality comment. You nailed the engineering challenges of multi-channel attribution perfectly. \ud83e\udee1To be transparent: Right now, ChartGen is designed as an <strong>agile exploration layer<\/strong> for business users, rather than a replacement for a hardened ETL pipeline with a strict semantic layer (like dbt\/Cube). We use LLMs to perform ‘fuzzy semantic matching’ for ad-hoc queries, which works wonders for quick insights but, as you noted, requires human verification for mission-critical reporting.<\/p>\n<\/p>\n<p>That said, <strong>reproducibility is huge for us.<\/strong> We are exploring ways to expose the intermediate transformation logic (conceptually similar to showing the SQL\/Python code) so users can audit <em>the metric calculation process.<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I really like how ChartGen lets you ask follow-up questions after creating a chart. It feels completely natural and allows me to further customize the chart to get deeper insights, rather than just having a static visual. It\u2019s a nice feature that adds a lot of flexibility<\/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\/@djneverland\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@djneverland<\/a> Thanks! That\u2019s exactly what we were aiming for. \ud83d\ude4c Usually, customizing a chart means fighting with complex settings menus. We wanted to make it as natural as asking a colleague to “change the color” or “filter by last week.” Thrilled to hear it feels natural to your workflow!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Huge congrats on the launch! \ud83d\ude80 Ada looks like a powerful way to turn messy data into clear, actionable reports for busy teams.<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Appreciate the kind words! \ud83d\ude4fTurning chaos into clarity is what gets us out of bed in the morning. So glad to see that value resonating with you. Thanks for checking us out!”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Looks cool – are charts then an image than can be copied? Or pdf download?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Yes! We do support users to download the charts as png and pdf. In addition, you can also arrange these charts on a data canvas in any way you like. <\/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>For me, the dashboard generation feature is the real standout. It\u2019s incredibly easy to use and helps me compile and visualize data all in one place, making it easier to share insights with colleagues or clients.<\/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\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> So glad you like the Dashboard feature! \ud83d\ude4c The ability to instantly compile and share insights is crucial for modern teams. We\u2019re happy ChartGen can be that central hub for your data visualization needs. Thanks for the feedback!”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I decided to give ChartGen a test run by uploading a basic CSV file, and I was honestly blown away by how clean and accurate the bar chart came out. The output wasn\u2019t just quick, it was really well-organized and visually appealing. Definitely exceeded my expectations for a quick tool!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vega_chan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vega_chan<\/a> That is awesome to hear! \ud83e\udd29<strong> <\/strong>We believe that accuracy is just the baseline\u2014charts need to look beautiful and professional enough to drop straight into a slide deck. We spent a lot of time fine-tuning the aesthetics, so I\u2019m thrilled it exceeded your expectations! Thanks for taking the time to test run a CSV!”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>does the AI handle messy naming conventions automatically, or do I need to prep the data columns first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a> <strong>Great question! This is exactly where the AI shines. \u2728<\/strong><\/p>\n<p>You definitely <strong>do not<\/strong> need to prep perfect column names. Because LLMs understand context, they can figure out that columns like clt_LTV, cust_life_val, or LTV 23 all mean the same thing.<\/p>\n<p>It\u2019s designed to handle that ‘messy reality’ of exported data so you can skip the cleanup phase and get straight to the chart. Give it a try with a raw file!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Is it focus on giving insights for marketing data or for more generic data analysis?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shaniavina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shaniavina<\/a> <strong>Thank you! \ud83d\ude80 Great question. <\/strong>ChartGen is built as a <strong>generic data analysis engine<\/strong>\u2014so it works beautifully with Finance, Sales, Operations, or any structured CSV data. That said, we notice a lot of our early power users are in <strong>Marketing<\/strong>, so the AI is particularly well-tuned for metrics like CPC, ROAS, and Attribution right out of the box. But definitely feel free to throw any dataset at 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>Congrats on the launch! You\u2019re solving a real pain in the right way.<br \/>At Buk, we\u2019re building an in-house analytics module for our HR clients. The <strong>UX\/UI of ChartGen AI is quite inspiring<\/strong>! I\u2019ll use you as a reference for analytics \ud83d\ude42<\/p>\n<p>By the way, did you use a SaaS\/AI tool to create the promotional video? It looks amazing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jorgealonsodf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jorgealonsodf<\/a> <strong>Wow, thanks for the high praise! \ud83c\udfa8<\/strong>Making analytics tools ‘friendly’ rather than ‘intimidating’ was our biggest design challenge, so hearing that it inspires your work at Buk is the best feedback we could ask for. For the video, we used jitter video It handles the animation, zoom and cursor smoothing automatically\u2014makes the recording process so much faster. Good luck with your HR module!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 tried it out, and l like the chart as well as key insights generated.<br \/>One suggestion is to ensure that the key insights would be mobile friendly. When I tried using the sample Finance.csv, the key insights were cut off.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rachelz1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rachelz1<\/a> Huge thanks for the test run! <strong>\ud83d\ude80<\/strong>We want ChartGen to work just as well on your phone as on your desktop, so this feedback is gold. Sorry about the cut-off text! We are polishing the mobile UI as we speak, and I’ll make sure the ‘Finance.csv’ insights get proper spacing in the next push. Thanks for helping us improve!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@s_cen Thanks! I found another improvement area: in the Insights First layout, there were only 2 key insights when analyzing the sample Finance.csv, where as the default mode showed 4 key insights.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 tested this on a pretty large marketing dataset and really liked it. The suggested visualization options and follow-up questions were very helpful and made it easier to dig deeper into the data and spot new insights.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kristina__grits\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kristina__grits<\/a> Thanks for putting us to the test with a <strong>real dataset!<\/strong> It makes our day to hear that the workflow felt natural. We worked hard to make the ‘follow-up’ experience feel like chatting with a real analyst who guides you to the answer. Appreciate the review!<\/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>Great product, as most people were addicted to text, which creates a problem in decision-making, while visualization can help people to make decisions fast.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jeetendra_kumar2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeetendra_kumar2<\/a> <strong>An insightful chart is worth a thousand rows of data! \ud83d\udcca > \ud83d\udcdd<\/strong><\/p>\n<p>That’s the core philosophy behind ChartGen AI. We want to help people stop reading numbers and start seeing answers. Really appreciate you highlighting this fundamental shift!”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been using <a href=\"http:\/\/Ada.im\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Ada.im<\/a> for a while, and seeing it evolve into something like ChartGen is genuinely impressive. You can tell the team understands real data workflows, and this feels like a very natural next step!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@charlene_he1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlene_he1<\/a> <strong>Thank you for the support, Charlene! \ud83d\ude4c <\/strong>It\u2019s amazing to have long-time users like you following our journey. We definitely see this as the natural evolution too\u2014moving from text insights to full visual storytelling. Can\u2019t wait to hear what you think of the new features!”<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice idea. Turning raw data into charts is easy \u2014 turning them into <em>insights<\/em> is the hard part. Curious how much interpretation vs visualization happens under the hood.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gnizdoapp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gnizdoapp<\/a> Spot on. Anyone can make a bar chart, but knowing <em>why<\/em> the bar is low is what matters. \ud83d\udcc9 Currently, the AI handles the heavy lifting of calculating trends and summarizing key takeaways automatically. Our goal is to shift the ratio heavily towards <strong>interpretation<\/strong>. We want users to spend less time tweaking axis labels and more time acting on the insights the AI highlights. Thanks for the thoughtful comment!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This looks like a powerful tool for turning multi-platform marketing data into clear, actionable insights very quickly.<br \/>\nDoes ChartGen AI support real-time data syncing and custom dashboards for different clients or campaigns?<\/div>\n<div class=\"comment-actions\">\n<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\/@alirazaengineer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alirazaengineer<\/a> Thank you! Handling multi-platform chaos is exactly what we do best. \ud83c\udf2a\ufe0f<\/p>\n<p><strong>Re: Syncing:<\/strong> Yes, our connectors ensure your data is always up-to-date.<br \/><strong>Re: Dashboards:<\/strong> You can definitely create and save custom views for individual clients or specific campaigns.<\/p>\n<p>We want to make it super easy to switch contexts between Client A and Client B without mixing up data.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch! The speed to insight here looks great. From a sales ops perspective, how are you ensuring that these automated insights are hitting the right qualified leads rather than just adding noise to the CRM?”<\/div>\n<div class=\"comment-actions\">\n<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\/@wajih_atba\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wajih_atba<\/a> Great point! From a Sales Ops view, CRM hygiene is everything. \ud83e\uddf9 To be clear: ChartGen acts as your <strong>analyst sidekick<\/strong>, not an automation bot. We don’t automatically write back to your CRM or message leads. Instead, we visualize your pipeline data so <strong>YOU<\/strong> can clearly see which leads are actually qualified vs. which are just noise. We help you find the signal in the data, so your team can focus their energy on the right targets.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 plan to support auto-detected insights or recommendations (e.g. \u201cthis campaign is overspending\u201d or \u201cthis channel is trending down\u201d) on top of the charts? Congratulations!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> <strong>Thanks for the support! \ud83d\ude4c Yes! <\/strong>The AI automatically reads the data patterns to highlight high\/low points and trends in the summary text right below the chart. It\u2019s designed to save you from having to hunt for those insights yourself. We are constantly tuning it to be more ‘opinionated’ and give specific recommendations like budget alerts too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. I love the creativity of the last gallery image where the ChartGen mascot meets the Product Hunt mascot. \ud83d\ude00 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> Haha, you noticed! \ud83d\ude3b Thanks for the keen eye! We couldn’t launch here without paying proper tribute to the legendary Product Hunt Kitty. It felt like the perfect way to mark the occasion\u2014our mascot was very excited for the meetup! \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\">\n<p>Are these exportable to Google Sheets? By the way, 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\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> Thanks! \ud83d\ude4c you can export to CSV\/Excel right now.That file is ready to be dropped straight into Google Sheets. We are also looking into a <strong>direct ‘Send to Sheets’ button<\/strong> for a future update to make that flow even smoother. For now, the export button is your best friend!<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Could you point me to the integration page? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a> <\/p>\n<p>Go to “Data Workbench”, click “Connect Data”, and there you go!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aa0bd203-d3aa-4a75-935d-6a0eb2de7d0f.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>Here’s the link for everyone like me who got directed straight to ada.im:<\/p>\n<p><a href=\"https:\/\/chartgen.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/chartgen.ai<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MDDPZ5ZTNWLD2O\" class=\"app-title\">Web search API by Crustdata<\/a><\/p>\n<div class=\"one-liner\">Accurate and the fastest web search API for AI Agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">310<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Crustdata\u7684Web Search API\u4e3aAI\u667a\u80fd\u4f53\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5feb\u901f\u3001\u7cbe\u51c6\u7684\u7f51\u9875\u641c\u7d22\u63a5\u53e3\uff0c\u89e3\u51b3\u4e86AI\u4ee3\u7406\u56e0\u7f51\u9875\u4fe1\u606f\u975e\u7ed3\u6784\u5316\u3001\u96be\u4ee5\u5b9e\u65f6\u83b7\u53d6\u800c\u5bfc\u81f4\u7684\u5e7b\u89c9\u548c\u5931\u6548\u95ee\u9898\uff0c\u8d4b\u80fd\u4e8e\u62db\u8058\u3001\u9500\u552e\u3001\u5e02\u573a\u7814\u7a76\u7b49\u591a\u79cdAI\u9a71\u52a8\u573a\u666f\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\/13e921f6-f10c-42b4-8f6c-1a4ba9f709b5.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/IouWW97hBN8\"><source src=\"https:\/\/youtu.be\/IouWW97hBN8\" 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\/87cf007a-5fee-4502-94b4-b0fe1964ccc4.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\/58cc5059-6bd7-4e76-a994-79f67a60dc4b.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\/367c9002-f353-4818-9eab-db3a4b3975c8.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\/88450b31-aa6a-4bd0-bf01-5a50fcf2fb92.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\/7d3ae58b-6d3d-4b11-a3f0-a75f9829a564.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\/549a839e-fec9-4246-95cd-5298cf9ce15e.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\/4870a426-db4a-4c73-bf1c-9bfb0365aab1.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\">Sales<\/span><br \/>\n <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7f51\u9875\u641c\u7d22API<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e\u83b7\u53d6<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316JSON<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u8d4b\u80fd<\/span><br \/>\n <span class=\"tag\">\u4eba\u624d\u62db\u8058<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">Y Combinator<\/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\u4f5c\u4e3aAI\u667a\u80fd\u4f53\u201c\u57fa\u7840\u5c42\u201d\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u89e3\u51b3\u4e86\u4f20\u7edf\u722c\u866b\u7684\u8106\u5f31\u6027\u95ee\u9898\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u4fdd\u8bc1\u4fe1\u606f\u65b0\u9c9c\u5ea6\u4e0e\u5904\u7406\u51b2\u7a81\/\u8fc7\u65f6\u6e90\uff1b\u975e\u6280\u672f\u7528\u6237\u7684\u4f7f\u7528\u4f53\u9a8c\uff1b\u901f\u7387\u9650\u5236\u4e0e\u6210\u672c\u53ef\u9884\u6d4b\u6027\uff1b\u4ee5\u53ca\u5b9e\u65f6\u66f4\u65b0\u80fd\u529b\uff08\u5206\u949f\u7ea7\uff09\u3002\u56e2\u961f\u56de\u590d\u5c55\u793a\u4e86\u5177\u4f53\u5e94\u7528\u573a\u666f\u548c\u5b9e\u65f6\u80fd\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u8fd9\u6b3e\u4ea7\u54c1\u7784\u51c6\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u6b63\u5728\u81a8\u80c0\u7684\u75db\u70b9\uff1a\u5c06\u4eba\u7c7b\u6784\u5efa\u7684\u3001\u975e\u7ed3\u6784\u5316\u7684\u4e92\u8054\u7f51\uff0c\u8f6c\u5316\u4e3aAI\u667a\u80fd\u4f53\u53ef\u9ad8\u6548\u3001\u53ef\u9760\u201c\u6d88\u5316\u201d\u7684\u6807\u51c6\u5316\u6570\u636e\u6d41\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u641c\u7d22\u805a\u5408\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3aAI\u65f6\u4ee3\u7684\u201c\u4fe1\u606f\u7ba1\u9053\u201d\u57fa\u7840\u8bbe\u65bd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u76f4\u51fb\u5f53\u524dAI\u4ee3\u7406\u7684\u6838\u5fc3\u77ed\u677f\u2014\u2014\u7f3a\u4e4f\u5b9e\u65f6\u3001\u53ef\u4fe1\u7684\u5916\u90e8\u4fe1\u606f\u6e90\u3002\u901a\u8fc7\u63d0\u4f9b\u5e26\u4e30\u5bcc\u8fc7\u6ee4\u9009\u9879\u3001\u4f4e\u5ef6\u8fdf\u4e14\u7ed3\u679c\u7ed3\u6784\u5316\u7684API\uff0c\u5b83\u5c06\u8106\u5f31\u7684\u722c\u866b\u5de5\u7a0b\u95ee\u9898\u5c01\u88c5\u6210\u53ef\u9760\u7684\u670d\u52a1\uff0c\u8ba9\u5f00\u53d1\u8005\u80fd\u4e13\u6ce8\u4e8e\u667a\u80fd\u4f53\u672c\u8eab\u7684\u903b\u8f91\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u201c\u5206\u949f\u7ea7\u7d22\u5f15\u201d\u548c\u5229\u7528AI\u52a9\u624b\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\u7684\u601d\u8def\uff0c\u662f\u5e94\u5bf9\u4fe1\u606f\u65f6\u6548\u6027\u548c\u6613\u7528\u6027\u8d28\u7591\u7684\u5173\u952e\u7b56\u7565\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u771f\u6b63\u7684\u8003\u9a8c\u5728\u56f4\u5899\u82b1\u56ed\u4e4b\u5916\u3002\u4ea7\u54c1\u5ba3\u79f0\u7684\u201c\u6700\u5feb\u6700\u51c6\u201d\u9700\u8981\u9762\u5bf9\u8c37\u6b4c\u7b49\u5de8\u5934\u7684\u58c1\u5792\u548c\u65e0\u6570\u52a8\u6001\u7f51\u7ad9\u7684\u590d\u6742\u6027\u3002\u5176\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8e\u7d22\u5f15\u7684\u5e7f\u5ea6\u3001\u6df1\u5ea6\u4e0e\u7a33\u5b9a\u6027\uff0c\u4ee5\u53ca\u5728\u9ad8\u9891\u8c03\u7528\u4e0b\u7684\u6210\u672c\u63a7\u5236\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u5728\u552e\u5356\u201c\u4fe1\u606f\u53ef\u9760\u6027\u201d\uff0c\u4e00\u65e6\u51fa\u73b0\u5ef6\u8fdf\u3001\u9057\u6f0f\u6216\u5927\u89c4\u6a21\u53cd\u722c\uff0c\u5ba2\u6237\u6784\u5efa\u5176\u4e0a\u7684AI\u5e94\u7528\u5c06\u77ac\u95f4\u5d29\u584c\u3002\u6b64\u5916\uff0c\u5c06\u975e\u6280\u672f\u7528\u6237\u5f15\u5411\u201c\u7528AI\u8c03\u7528API\u201d\u7684\u65b9\u5f0f\u9887\u5177\u5de7\u601d\uff0c\u4f46\u6700\u7ec8\u4f53\u9a8c\u4ecd\u53d6\u51b3\u4e8e\u5927\u6a21\u578b\u7684\u7406\u89e3\u4e0e\u751f\u6210\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u5728\u6b63\u786e\u65f6\u673a\u51fa\u73b0\u7684\u201c\u5356\u6c34\u8005\u201d\u6545\u4e8b\u3002\u5b83\u80fd\u5426\u4ece\u4e00\u6b3e\u4f18\u79c0\u7684\u5de5\u5177\u6210\u957f\u4e3aAI\u667a\u80fd\u4f53\u4e0d\u53ef\u6216\u7f3a\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u53d6\u51b3\u4e8e\u5176\u5de5\u7a0b\u80fd\u529b\u80fd\u5426\u5c06\u770b\u4f3c\u666e\u901a\u7684\u7f51\u9875\u641c\u7d22\uff0c\u505a\u6210\u4e00\u4e2a\u575a\u5982\u78d0\u77f3\u3001\u4e14\u6027\u4ef7\u6bd4\u5408\u7406\u7684\u5546\u4e1a\u670d\u52a1\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\">Web search API by Crustdata<\/span>\n <\/div>\n<div class=\"comment-content\">Let your AI agent search across the whole web with the fastest and accurate web search API by Crustdata – Control your search results by filtering on the website domains, date posted, sources and geo location. – Search across the news articles and social posts published just an hour ago. – Search for open source creators and authors of research papers – Get exact answers to your query via deep research mode – Combine with our fetch API to extract all content from a web page<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt, Garry here. I\u2019m excited to help launch Crustdata (YC F24)’s newest product: The WebSearch API.<\/p>\n<\/p>\n<p>It lets you search the whole web via a simple API, making it accessible for AI agents, products and tools. <\/p>\n<p>Think of this API as the fundamental layer on which you can build any tool that needs public web info (people, companies, posts, pricing pages, research articles, docs, blogs, etc). <\/p>\n<\/p>\n<p><strong>Why it matters:<\/strong><\/p>\n<\/p>\n<p>The web wasn\u2019t built for AI agents. It was built for the human eye. Inconsistent HTML, CAPTCHAs, and brittle scrapers make the web hard to use as input for agents.<\/p>\n<\/p>\n<p>As a result, agents lack vital qualitative information and cannot perform even simple tasks without accessing information from the web. <\/p>\n<p>The WebSearch API returns search results and page content as clean, predictable JSON you can use as input for AI agents, workflows, and apps.<\/p>\n<p><strong>What you can build with it:<\/strong><\/p>\n<ol>\n<li>\n<p>AI recruiting tools: Find candidates such as researchers and engineers from public work (papers, GitHub profiles).<\/p>\n<\/p>\n<\/li>\n<li>\n<p>AI SDRs and GTM agents: Find more information about prospects from podcasts, blogs, forums, and feed this into personalized outreach workflows.<\/p>\n<\/p>\n<\/li>\n<li>\n<p>Competitive Research Tools: Track competitor pricing, product launches, and market positioning so you can detect opportunities and risks.<\/p>\n<\/p>\n<\/li>\n<li>\n<p>SEO Tools: Pull meta data, citations, and ranking data without building fragile scrapers.<\/p>\n<\/p>\n<\/li>\n<li>\n<p>Investment agents: Aggregate company information and market sentiment from news, blogs, and product pages to spot investment opportunities and risks.<\/p>\n<\/p>\n<\/li>\n<li>\n<p>AI coding agents: Fetch and parse the latest documentations, recent library updates so they can generate accurate code. <\/p>\n<\/li>\n<\/ol>\n<p><strong>How to integrate into your AI agent or tool:<\/strong><\/p>\n<p>Get started in under 60 seconds. Add these lines of code with your API key to access the entire web as structured JSON:<\/p>\n<p><\/p>\n<p><em>curl ‘<\/em><a href=\"https:\/\/api.crustdata.com\/screener\/web-search?fetch_content=true\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><em>https:\/\/api.crustdata.com\/screener\/web-search?fetch_content=true<\/em><\/a><em>‘ \\<\/em><\/p>\n<p><em> –request POST \\<\/em><\/p>\n<p><em> –header ‘Content-Type: application\/json’ \\<\/em><\/p>\n<p><em> –data ‘{<\/em><\/p>\n<p><em> “query”: “Open AI recent product launches”,<\/em><\/p>\n<p><em> “geolocation”: “US”<\/em><\/p>\n<p><em>}’<\/em><\/p>\n<p><\/p>\n<p>That\u2019s it. It\u2019s as simple as that. <\/p>\n<p><\/p>\n<p><strong>For non-technical users:<\/strong><\/p>\n<p>If you aren\u2019t comfortable with coding, don\u2019t worry. Our documentation is written to work with AI coding assistants like Claude or ChatGPT.<\/p>\n<\/p>\n<p>Simply:<\/p>\n<ol>\n<li>\n<p>Copy our API documentation<\/p>\n<\/p>\n<\/li>\n<li>\n<p>Paste it into Claude Code or Cursor<\/p>\n<\/p>\n<\/li>\n<li>\n<p>Describe what data you need in plain English (e.g., “Find all TypeScript developers who contributed to Next.js projects”)<\/p>\n<\/p>\n<\/li>\n<li>\n<p>Let the AI generate the API call for you<\/p>\n<\/p>\n<\/li>\n<li>\n<p>Get working code you can use immediately, without writing a single line yourself<\/p>\n<\/li>\n<\/ol>\n<p><strong>Example data you can find with this API:<\/strong><\/p>\n<p>For Sales: <\/p>\n<ul>\n<li>\n<p>To find specific pain points or angles to personalize messaging through information from a funding article: <\/p>\n<\/li>\n<\/ul>\n<p>Search query: {founder name} site:<a href=\"http:\/\/techcrunch.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">techcrunch.com<\/a><\/p>\n<\/p>\n<ul>\n<li>\n<p>To find specific pain points or angles to personalize messaging based on information from blogs or podcasts the prospect appeared on: <\/p>\n<\/li>\n<\/ul>\n<p>Search query: {founder name} \u201cpodcasts\u201d \u201cblogs\u201d<\/p>\n<p><\/p>\n<p>For Recruiting:<\/p>\n<ul>\n<li>\n<p>To find engineers with a specific skillset from Github: <\/p>\n<\/li>\n<\/ul>\n<p>Search query: “i’m a” “frontend developers” “react” site:<a href=\"http:\/\/github.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">github.com<\/a><\/p>\n<\/p>\n<ul>\n<li>\n<p>Finding researchers by publication topics: <\/p>\n<\/li>\n<\/ul>\n<p>Search query: “machine learning” “interpretability” site:<a href=\"http:\/\/arxiv.org\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">arxiv.org<\/a><\/p>\n<p><\/p>\n<p>For Market Research and Investment:<\/p>\n<ul>\n<li>\n<p>To analyze the recent market sentiment of a company: <\/p>\n<\/li>\n<\/ul>\n<p>Search query: Salesforce AND (sentiment OR review OR “market perception” OR “analyst sentiment”)<\/p>\n<p>Date range: startDate: July 13, 2025 | endDate: Jan 13, 2026<\/p>\n<\/p>\n<ul>\n<li>\n<p>To surface product launches or interesting events about a company:<\/p>\n<\/li>\n<\/ul>\n<p>Search query: “lovable AND (“product launch” OR “new feature” OR “beta” OR “partnership” OR “introducing”) site:<a href=\"http:\/\/lovable.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">lovable.dev<\/a>“<\/p>\n<p><\/p>\n<p>For AI coding agents: <\/p>\n<\/p>\n<ul>\n<li>\n<p>To track library updates and changes:<\/p>\n<\/li>\n<\/ul>\n<p>Search query: “React 19” AND (“breaking changes” OR “migration guide” OR “what’s new”)<\/p>\n<p><strong>Key Features and Differentiators:<\/strong><\/p>\n<ul>\n<li>\n<p>Fastest WebSearch API with the subsecond latency<\/p>\n<\/li>\n<li>\n<p>Most accurate WebSearch API compared to other Web APIs<\/p>\n<\/li>\n<li>\n<p>Access the latest web pages indexed within minutes of being updated and available in search results<\/p>\n<\/li>\n<li>\n<p>Results from hundreds of sources from the web for one query<\/p>\n<\/li>\n<li>\n<p>Filters to control results (language, location, site\/source, date ranges)<\/p>\n<\/li>\n<li>\n<p>APIs built for production with high throughput<\/p>\n<\/li>\n<\/ul>\n<p>Thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>35<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@garrytan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@garrytan<\/a> Congrats!! This is a big unlock for agent builders. In real-world usage, what\u2019s the first thing that causes agents to fail or hallucinate even with clean JSON, missing context, conflicting sources, or stale pages, and how do teams usually guard against that with your API?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@garrytan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@garrytan<\/a> Congrats to Garry and the Crustdata team on the launch. This feels like a genuinely foundational layer for AI agents, especially given how brittle traditional scraping is. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@garrytan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@garrytan<\/a> Garry, just go ahead! This product really looks impressive <strong><em>\ud83e\udd84<\/em><\/strong> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Excited for this 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>@daniel_ahmadizadeh1 thanks for the support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_ahmadizadeh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_ahmadizadeh1<\/a> congrats on the launch! A friend of mine is testing your API and depending on his results I might contact 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>Really interesting approach. Curious how teams think about keeping signals fresh as web content changes quickly.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shreya_chaurasia19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreya_chaurasia19<\/a> Thanks Shreya. This would be helpful for people that are building AI agents and need live signals. For example AI sales agents could monitor new features on prospect websites and use that as a signal or personalization angle for outreach.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Crustdata looks perfect for powering serious, real-time GTM AI agents.<\/p>\n<p><\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thanks Zeiki! That’s the goal. We aim to be the only place all AI agents go to for people, company and event data. By combining our WebSearch API and our B2B data APIs, you get the most powerful and extensive people and company dataset!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> yes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launch! Good luck today \ud83d\ude80\ud83c\udfc5<\/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\/@juliayugo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@juliayugo<\/a> Thanks Julia!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 huge! 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product. In an AI era it is must to get the updated info.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jeetendra_kumar2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeetendra_kumar2<\/a> Yes! AI agents are becoming the new users of the web and we need to give them updated info. Exactly what we aim to do with the WebSearch API.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Is it possible to get rate limited? \ud83d\ude01 or its unlimited?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you have examples of teams using this without writing any code at all?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. Are these embeddable on the websites as well? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How are you thinking about rate limits and cost predictability as agents scale and make frequent web calls in production?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been a user, it works great! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shivam_mahajan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivam_mahajan1<\/a> thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shivam_mahajan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivam_mahajan1<\/a> Does Floqer use CrustData?<\/p>\n<\/p>\n<p>Congratulations <a href=\"https:\/\/www.producthunt.com\/@manmohit\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"manmohit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manmohit<\/a> and the team on shipping so many cool updates. I\u2019ve been following them on Product Hunt and each release keeps raising the bar. \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! What has been the most popular use case among your users or customers? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> Thanks! Some of the popular use cases have been across sales and recruiting workflows. <\/p>\n<p>People use it to find information about prospects through blogs, interviews or podcast appearances to personalize outreach using their AI sales agents. <\/p>\n<p>For recruiting they are able to search for better fit candidates and find more detailed information from github profiles, research papers and personal websites candidates might have. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is an hour the buffer time or can it even provide real-time updates? Example, some news broke a minute ago? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a> Hey Nuseir, the API can provide real-time updates. It can show you webpages that were published less than 2 minutes ago. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>ooh this interesting!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@radomako\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@radomako<\/a> Thanks Richie! Let me know if you want to test it out, happy to set you up with access.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Search quality is getting worse due to SEO spam and duplicated content across providers. What techniques do you use (or plan to use) to improve trust and usefulness of results for agents\u2014beyond returning a SERP\u2014and how do you measure success (e.g., downstream task success rate vs human relevance labels)?<\/div>\n<div class=\"comment-actions\">\n<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 have a proprietary method of indexing and ranking the web, ensuring low quality sources are not shown to AI agents. We’re constantly working on it to make it better.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 simplicity here! Building and maintaining internal scrapers to bypass CAPTCHAs is a nightmare for small teams. <strong>I\u2019m curious:<\/strong> How do you handle the freshness of the data? Is it crawling in real-time when the API is called, or are you serving results from a pre-indexed cache? For a high-frequency tool like a price tracker or a daily research agent, what\u2019s the typical latency we should expect?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yuanyuan_zhang0104\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuanyuan_zhang0104<\/a> All our data is fresh. We show results that include webpages published just minutes ago. Our API is built for providing realtime search results, so it will definitely work for integration into high frequency tools such as the ones you’ve mentioned. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/BJARW6MFRL6RID\" class=\"app-title\">LocateStore<\/a><\/p>\n<div class=\"one-liner\">Create a map of all your stores using Google Sheets<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">265<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LocateStore \u662f\u4e00\u6b3e\u5c06Google Sheets\u8868\u683c\u5b9e\u65f6\u8f6c\u6362\u4e3a\u4ea4\u4e92\u5f0f\u5e97\u94fa\u5b9a\u4f4d\u5730\u56fe\u7684\u65e0\u4ee3\u7801\u5de5\u5177\uff0c\u4e3a\u62e5\u6709\u591a\u5bb6\u7ebf\u4e0b\u95e8\u5e97\u7684\u54c1\u724c\u89e3\u51b3\u4e86\u5728\u5b98\u7f51\u4e0a\u5feb\u901f\u90e8\u7f72\u3001\u514d\u7ef4\u62a4\u201c\u67e5\u627e\u9644\u8fd1\u95e8\u5e97\u201d\u529f\u80fd\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\/0e7ad7ca-c748-4a9d-bc82-061e33ebc4c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/980ba592-2bab-46f7-8901-4ccac7dc4833.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd8f3347-ce07-4c04-bccb-94f8fa3364c1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55b448b0-25d9-4783-88e1-69d0ca0a8481.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d8c2d517-5b9a-44bb-aeae-31396fbe8b3e.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\/2276fb66-959a-44b1-8471-f1c3c8cd481e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/SyAgoKuHzNA\"><source src=\"https:\/\/youtu.be\/SyAgoKuHzNA\" 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\">Spreadsheets<\/span><br \/>\n <span class=\"tag\">Website Builder<\/span><br \/>\n <span class=\"tag\">Maps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u5e97\u94fa\u5b9a\u4f4d\u5668<\/span><br \/>\n <span class=\"tag\">Google Sheets\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5730\u56fe\u5d4c\u5165<\/span><br \/>\n <span class=\"tag\">\u591a\u95e8\u5e97\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u7ec4\u4ef6<\/span><br \/>\n <span class=\"tag\">\u5730\u7406\u4f4d\u7f6e\u670d\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u6982\u5ff5\u7b80\u6d01\u3001\u76f4\u51fb\u75db\u70b9\u3002\u4e3b\u8981\u7591\u95ee\u548c\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u6570\u636e\u6e05\u6d17\u4e0e\u5730\u5740\u9a8c\u8bc1\u80fd\u529b\u3001\u5927\u89c4\u6a21\u5730\u70b9\u52a0\u8f7d\u7684\u6027\u80fd\u3001\u5730\u56fe\u81ea\u5b9a\u4e49\u6837\u5f0f\u6df1\u5ea6\u3001SEO\u4e0e\u6027\u80fd\u7684\u6743\u8861\uff0c\u4ee5\u53ca\u5176\u5e95\u5c42\u6280\u672f\uff08\u5982\u5730\u7406\u7f16\u7801\u548cAPI\u5bc6\u94a5\u5904\u7406\uff09\u5982\u4f55\u5b9e\u73b0\u201c\u514d\u7ef4\u62a4\u201d\u627f\u8bfa\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 LocateStore\u7684\u6210\u529f\uff0c\u672c\u8d28\u4e0a\u662f\u5bf9\u201c\u8fc7\u5ea6\u5de5\u7a0b\u5316\u201d\u548c\u201c\u6280\u672f\u503a\u6050\u60e7\u201d\u7684\u4e00\u6b21\u7cbe\u51c6\u53cd\u51fb\u3002\u5b83\u6ca1\u6709\u53d1\u660e\u65b0\u6280\u672f\uff0c\u800c\u662f\u806a\u660e\u5730\u52ab\u6301\u4e86\u5df2\u88ab\u5e7f\u6cdb\u63a5\u53d7\u7684\u6570\u636e\u534f\u4f5c\u4e2d\u95f4\u4ef6\u2014\u2014Google Sheets\uff0c\u5c06\u5176\u8f6c\u5316\u4e3a\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u6570\u636e\u5f15\u64ce\u548c\u53ef\u89c6\u5316\u524d\u7aef\u3002\u5176\u5ba3\u79f0\u7684\u201c\u65e0API\u5bc6\u94a5\u3001\u514d\u7ef4\u62a4\u201d\u662f\u6700\u5927\u7684\u5e02\u573a\u94a9\u5b50\uff0c\u4f46\u8fd9\u6070\u6070\u662f\u53cc\u5203\u5251\u3002\u5bf9\u4e8e\u4e2d\u5c0f\u578b\u5ba2\u6237\uff0c\u5b83\u9690\u85cf\u4e86\u5730\u56fe\u670d\u52a1\u5546\u9009\u62e9\u3001\u914d\u989d\u7ba1\u7406\u3001\u5730\u7406\u7f16\u7801\u6210\u672c\u7b49\u590d\u6742\u540e\u53f0\uff0c\u63d0\u4f9b\u4e86\u786e\u5b9a\u6027\u7684\u4ef7\u503c\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u62bd\u8c61\u5728\u9762\u4e34\u5927\u89c4\u6a21\u3001\u9ad8\u5e76\u53d1\u6216\u590d\u6742\u6570\u636e\u6cbb\u7406\u9700\u6c42\u65f6\uff0c\u53ef\u80fd\u6210\u4e3a\u74f6\u9888\u3002\u4ece\u8bc4\u8bba\u4e2d\u7684\u6280\u672f\u6027\u8d28\u7591\u53ef\u4ee5\u770b\u51fa\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u5982\u4f55\u5728\u4e0d\u6253\u7834\u201c\u7b80\u5355\u201d\u627f\u8bfa\u7684\u524d\u63d0\u4e0b\uff0c\u4f18\u96c5\u5730\u5904\u7406\u73b0\u5b9e\u4e16\u754c\u7684\u6df7\u4e71\u6570\u636e\u4e0e\u89c4\u6a21\u5316\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u5148\u8fdb\u6027\uff0c\u800c\u5728\u4e8e\u5bf9\u7528\u6237\u5fc3\u667a\u548c\u5de5\u4f5c\u6d41\u7684\u7cbe\u51c6\u628a\u63e1\u3002\u5b83\u627f\u8ba4\u5e76\u5229\u7528\u4e86\u201c\u7535\u5b50\u8868\u683c\u662f\u8bb8\u591a\u4f01\u4e1a\u8fd0\u8425\u7684\u7ec8\u6781\u771f\u76f8\u6765\u6e90\u201d\u8fd9\u4e00\u73b0\u5b9e\uff0c\u5c06\u5f00\u53d1\u4e00\u4e2a\u529f\u80fd\u4ece\u201c\u9879\u76ee\u201d\u964d\u7ef4\u4e3a\u201c\u7ef4\u62a4\u4e00\u5f20\u8868\u683c\u201d\uff0c\u6781\u5927\u5730\u964d\u4f4e\u4e86\u51b3\u7b56\u548c\u542f\u52a8\u6210\u672c\u3002\u5b83\u7684\u5b9a\u4f4d\u6e05\u6670\uff1a\u4e0d\u662f\u4e3a\u8ffd\u6c42\u6781\u81f4\u5b9a\u5236\u5316\u548cSEO\u6df1\u5ea6\u4f18\u5316\u7684\u6280\u672f\u56e2\u961f\u670d\u52a1\uff0c\u800c\u662f\u4e3a\u90a3\u4e9b\u5e0c\u671b\u201c\u672c\u5468\u672b\u5c31\u4e0a\u7ebf\u4e00\u4e2a\u80fd\u7528\u7684\u5e97\u94fa\u67e5\u627e\u529f\u80fd\u201d\u7684\u5e02\u573a\u6216\u8fd0\u8425\u4eba\u5458\u63d0\u4f9b\u5373\u65f6\u89e3\u51b3\u65b9\u6848\u3002\u5728AI\u5de5\u5177\u6cdb\u6ee5\u7684\u5f53\u4e0b\uff0c\u8fd9\u79cd\u89e3\u51b3\u5177\u4f53\u3001\u67af\u71e5\u4f46\u5e7f\u6cdb\u5b58\u5728\u7684\u201c\u810f\u6d3b\u7d2f\u6d3b\u201d\u7684\u5de5\u5177\uff0c\u53cd\u800c\u5f70\u663e\u4e86\u53e6\u4e00\u79cd\u52a1\u5b9e\u7684\u4ea7\u54c1\u667a\u6167\u3002\u5176\u957f\u671f\u8003\u9a8c\u5728\u4e8e\uff0c\u5982\u4f55\u5728\u4fdd\u6301\u6838\u5fc3\u4f53\u9a8c\u6781\u5ea6\u7b80\u5355\u7684\u540c\u65f6\uff0c\u6784\u5efa\u8db3\u591f\u575a\u56fa\u548c\u7075\u6d3b\u7684\u4e2d\u540e\u53f0\u6765\u652f\u6491\u589e\u957f\uff0c\u907f\u514d\u4ece\u201c\u7b80\u5355\u201d\u6ed1\u5411\u201c\u7b80\u964b\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\">LocateStore<\/span>\n <\/div>\n<div class=\"comment-content\">LocateStore turns a Google Sheet into a fast, mobile friendly store locator. Add your store address in a Google Sheet, and get an interactive map with search and filters. Easily embed on any website. No code, no API keys, and edits sync instantly. Built for multi location brands that want a simple \u201cfind a store near me\u201d experience.<\/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>Shyjal here from <a href=\"http:\/\/Micro.company\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Micro.company<\/a>, maker of LocateStore.<\/p>\n<p>While working with many businesses, we kept seeing the same issue: Building a store locator is still far more complicated than it should be.<\/p>\n<\/p>\n<p>Most teams already manage store locations in a spreadsheet. But to put those locations on a live map, they end up dealing with map API keys, custom development, agencies, long back and forth, and ongoing maintenance. All for something that should be simple. So we built LocateStore.<\/p>\n<p>LocateStore lets you manage all your store locations in a Google Sheet. Store name, address, contact details, website, tags and more. From that single sheet, LocateStore automatically creates a clean, interactive, mobile friendly store locator with search and filters. Any update in the sheet reflects instantly on the live map.<\/p>\n<p>No code. No API keys. No maintenance.<\/p>\n<p>How it works is simple.<br \/>– Sign up to locatestore<br \/>– Add locations to a Google Sheet<br \/>– Copy-paste a small embed snippet into your site<\/p>\n<p>That\u2019s it, your store locator is live.<\/p>\n<p>We built LocateStore to keep store locators simple, easy to understand, and fast to set up. It is designed to deliver a smooth \u201cfind a store near me\u201d experience and is already powering 1000+ businesses.<\/p>\n<p>Would love for you to check it out, try it, and share your feedback.<\/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\/@shyjal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shyjal<\/a> Will it also show up in google maps?<\/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>This saves me so much manual effort\u2014a big win for me.<\/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>Thanks so much for the kind words, Amelia \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 satisfying idea – \u201ca Google Sheet becomes a store locator\u201d is exactly how most small teams already work. The no-API-keys, no-maintenance promise is a huge win.<\/p>\n<p>I\u2019m curious how it behaves once it meets real-world data though. Addresses are often messy, duplicated, or half-filled – do you do any validation\/cleanup, or is it strictly \u201cwhatever\u2019s in the sheet\u201d?<\/p>\n<p>Also, if someone has a larger list (say, a few thousand locations), does the map stay snappy and readable? And can the embedded map be styled enough to feel on-brand, or is it intentionally minimal?<\/p>\n<p>Congrats on the launch – this feels like one of those tools that saves you an entire weekend the first time you need it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>On data quality, we try to be forgiving by default. We auto normalize and geocode addresses as best as possible, flag rows that need attention, and safely skip incomplete ones instead of breaking the map. The sheet stays the source of truth, but we help catch obvious issues.<\/p>\n<p>For scale, a few thousand locations is fine. We use clustering and lazy loading so the map stays fast and readable, even on mobile.<\/p>\n<p>Styling is intentionally simple to start, but you can already control colors, map style, markers, and layout so it blends well with your site. We are expanding this without turning it into a design headache.<\/p>\n<p>Really glad it resonated. Saving that weekend was exactly the goal.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_petrakov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_petrakov<\/a> That\u2019s exactly the part I was thinking about too. In real life, sheets are rarely clean, so handling messy or partial addresses makes or breaks it. If it stays readable with a few thousand locations and doesn\u2019t turn into a sluggish map, that\u2019s already a big win for this kind of setup<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the simplicity of the concept, going from a simple, accessible datastore to a embeddable web component. I honestly kind of want to use this just personally to create a map of my favorite places around town.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@wcrtr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wcrtr<\/a> Thank you for your honest feedback.Yes, feel free to create any map of your liking.<\/p>\n<\/p>\n<ul>\n<li>\n<p>Your favourite cafes in town.<\/p>\n<\/li>\n<li>\n<p>Create a travel list for your friend.<\/p>\n<\/li>\n<li>\n<p>Places you want to visit in future.<\/p>\n<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A lot of products in this category either focus on SEO (indexable location pages) or on a fast embedded widget. What tradeoffs did you make around SEO vs simplicity\/performance, and how should a brand decide if LocateStore is the right fit for their goals?<\/div>\n<div class=\"comment-actions\">\n<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>Our primary focus is on a fast, embeddable widget rather than heavy SEO pages. Around 90 percent of our users use LocateStore mainly for embedding.<\/p>\n<p>That said, the locator is still SEO friendly by default. We just chose simplicity, performance, and ease of setup as the core tradeoff, especially for teams that want something live quickly without ongoing maintenance.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launch :), this feels very practical. Curious how people handle frequent or seasonal updates with it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you<a href=\"https:\/\/www.producthunt.com\/@joosepseitam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joosepseitam<\/a> for your comment.<\/p>\n<\/p>\n<p>A couple of things we have done are:<\/p>\n<\/p>\n<ul>\n<li>\n<p>When you modify the address information in the Google Sheet columns, the co-ordinates are re-calculated and the pin on the map is updated.<\/p>\n<\/li>\n<li>\n<p>This changes happen almost instantly<\/p>\n<\/li>\n<li>\n<p>In the case of bulk update, we do have another sync option for as well, which will do the same process for multiple rows at the same time.<\/p>\n<\/li>\n<\/ul>\n<p>I hope I have answered your question. Actually updates are much easier on the store locator, with this Google Sheet approach. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 PH community, \ud83d\udc4b<\/p>\n<p>Managing store locations shouldn\u2019t require a developer. That\u2019s why we built <strong>LocateStore<\/strong> to sync directly with <strong>Google Sheets<\/strong>.<\/p>\n<p>Instead of showing customers a long, static list of addresses on your \u201cContact Us\u201d page, LocateStore helps you add an interactive map that makes it easier to find nearby locations and can increase the chances of visitors actually walking into a store.<\/p>\n<p>You can check out the live demo here:<br \/>\ud83d\udc49 <a href=\"https:\/\/locatestore.com\/demo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/locatestore.com\/demo<\/strong><\/a><\/p>\n<\/p>\n<p>I\u2019d love to hear your thoughts:<\/p>\n<ul>\n<li>\n<p>Do you prefer maps over lists when searching for a business?<\/p>\n<\/li>\n<li>\n<p>Does an interactive locator influence your decision to visit a store?<\/p>\n<\/li>\n<\/ul>\n<p>Cheers,<br \/>Aslam from <a href=\"http:\/\/Micro.company\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Micro.company<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Turning a live Google Sheet into a locator gets tricky at scale: Sheets API quotas plus geocoding churn and 1k+ pins can tank TTI on mobile.<\/p>\n<p>Best practice is to precompute and persist canonical lat,lng in the sheet, batch geocode server-side with caching, and ship a CDN cached JSON feed with marker clustering or viewport based loading.<\/p>\n<p>What geocoder and maps stack are you using to keep it truly \u201cno API keys,\u201d and how do you handle address normalization plus rate limits when rows change frequently?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Great questions <a href=\"https:\/\/www.producthunt.com\/@ryan_thill\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> <\/p>\n<p>We use multiple map providers under the hood to deliver a beautiful store locator with zero technical effort. <\/p>\n<p>Data is synced in batches rather than read in real time from Google Sheets, which makes the system scalable. <\/p>\n<p>We already have thousands of store locators running, each handling a healthy number of daily visitors.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>I hope I answered your questions. Let me know if you have 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>This solves a very real ops problem. Spreadsheets are still the backbone of many multi-location setups, so building on top of Sheets makes a lot of sense.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this meant for businesses that have offline stores and want to show their locations on their 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@himani_sah1 yes, exactly<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s almost refreshing to see such a simple (at least in concept) product doing so well and receiving so much attention. It seems the AI-wrappers steal the show the majority of the time, but something like this is TRULY useful and can be used with certainty. 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@muellertime thank you for your kind words \u2764\ufe0f<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/LMB23GRIZNUBKT\" class=\"app-title\">Demonstrate by Notte<\/a><\/p>\n<div class=\"one-liner\">Browser workflows to deployed automation in minutes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">253<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u6d4f\u89c8\u5668\u64cd\u4f5c\u8bb0\u5f55\u8f6c\u5316\u4e3a\u53ef\u90e8\u7f72\u81ea\u52a8\u5316\u4ee3\u7801\u7684\u5e73\u53f0\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u6784\u5efa\u7a33\u5b9a\u3001\u53ef\u7ef4\u62a4\u7684\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u6d41\u7a0b\u65f6\uff0c\u5728\u539f\u578b\u63a2\u7d22\u4e0e\u751f\u4ea7\u90e8\u7f72\u4e4b\u95f4\u5207\u6362\u7e41\u7410\u3001\u4ee3\u7801\u8106\u5f31\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\/06648e1b-86e6-48d5-99c9-e70dba926961.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a6d79d0f-4a32-422e-bd6e-d3491f6328c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/38d7139c-a2be-4075-b7b4-83cb26d7e3ab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0d10cf48-6a6e-4b2a-9390-d410a0123e87.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5befe297-c2fe-4fc7-b205-3922b99ecdc7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d941c9f0-c946-4bdf-bf33-1c9d3b01c9f9.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\/6e9885c1-a554-4245-91ac-2f9993fb24d7.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=G8TvXlxbyb8\"><source src=\"https:\/\/www.youtube.com\/watch?v=G8TvXlxbyb8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d4f\u89c8\u5668\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\/\u4f4e\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">RPA<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">YC\u521b\u4e1a\u516c\u53f8<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u5c31\u7eea<\/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\u5c06\u6f14\u793a\u8f6c\u5316\u4e3a\u53ef\u9760\u4ee3\u7801\u7684\u7406\u5ff5\u53caAgentFallback\u7684\u6df7\u5408\u67b6\u6784\uff0c\u8ba4\u4e3a\u5176\u5728\u63a7\u5236\u529b\u4e0e\u9002\u5e94\u6027\u95f4\u53d6\u5f97\u4e86\u5e73\u8861\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u5bf9\u7279\u5b9a\u573a\u666f\uff08\u5982SEO\uff09\u7684\u9002\u914d\u6027\u3001\u6280\u672f\u539f\u7406\uff08\u662f\u5426\u57fa\u4e8ePlaywright\uff09\u4ee5\u53ca\u5de5\u4f5c\u6d41\u66f4\u65b0\u673a\u5236\uff0c\u56e2\u961f\u5747\u7ed9\u4e88\u4e86\u8be6\u7ec6\u89e3\u7b54\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 Notte\u7684Demonstrate\u5e76\u975e\u53c8\u4e00\u4e2a\u7b80\u5355\u7684\u201c\u5f55\u5236\u4e0e\u56de\u653e\u201d\u5de5\u5177\uff0c\u5176\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\u8bd5\u56fe\u7528\u5de5\u7a0b\u5316\u601d\u7ef4\u7f1d\u5408\u5f53\u524d\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u9886\u57df\u7684\u4e24\u5927\u65ad\u5c42\uff1a\u4e00\u7aef\u662f\u770b\u4f3c\u667a\u80fd\u5b9e\u5219\u4e0d\u53ef\u63a7\u3001\u6210\u672c\u9ad8\u6602\u7684\u7eafAI\u667a\u80fd\u4f53\uff1b\u53e6\u4e00\u7aef\u662f\u7a33\u5b9a\u4f46\u8106\u5f31\u3001\u7ef4\u62a4\u6210\u672c\u9ad8\u7684\u786c\u7f16\u7801\u811a\u672c\u3002\u5b83\u63d0\u51fa\u7684\u201c\u6f14\u793a\u751f\u6210\u786e\u5b9a\u6027\u4ee3\u7801 + AI\u667a\u80fd\u4f53\u4f5c\u4e3a\u5f02\u5e38\u56de\u9000\u201d\u7684\u6df7\u5408\u8303\u5f0f\uff0c\u662f\u52a1\u5b9e\u7684\u521b\u65b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ef7\u503c\u4e0d\u5728\u4e8e\u5355\u4e2a\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u4ece\u63a2\u7d22\uff08Agent Mode\uff09\u3001\u5b9a\u578b\uff08Demonstrate Mode\uff09\u3001\u8c03\u8bd5\uff08\u5b9e\u65f6\u6d4f\u89c8\u5668IDE\uff09\u5230\u90e8\u7f72\uff08\u4e00\u952e\u65e0\u670d\u52a1\u5668\uff09\u7684\u5b8c\u6574\u95ed\u73af\u73af\u5883\u3002\u5b83\u964d\u4f4e\u4e86\u6784\u5efa\u81ea\u52a8\u5316\u7684\u521d\u59cb\u95e8\u69db\uff0c\u4f46\u66f4\u5173\u952e\u7684\u91ce\u5fc3\u662f\u63d0\u5347\u5176\u6574\u4e2a\u751f\u547d\u5468\u671f\u7684\u53ef\u7ef4\u62a4\u6027\u3002\u901a\u8fc7\u5c06\u4e0d\u53ef\u89c1\u7684\u667a\u80fd\u4f53\u51b3\u7b56\u8f6c\u5316\u4e3a\u53ef\u89c1\u3001\u53ef\u7f16\u8f91\u7684\u4ee3\u7801\uff0c\u5e76\u5c06\u667a\u80fd\u4f53\u7684\u4f5c\u7528\u8303\u56f4\u4e25\u683c\u9650\u5b9a\u4e3a\u201c\u5b89\u5168\u7f51\u201d\uff0c\u5b83\u8bd5\u56fe\u5c06\u5f00\u53d1\u8005\u4ece\u5bf9\u9ed1\u76d2\u7684\u76f2\u76ee\u4fe1\u4efb\u6216\u5bf9\u53d8\u5316\u7684\u6301\u7eed\u7126\u8651\u4e2d\u89e3\u653e\u51fa\u6765\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u6e05\u6670\uff1a\u8fd9\u79cd\u6df7\u5408\u6a21\u5f0f\u7684\u590d\u6742\u5ea6\u662f\u5426\u53ea\u662f\u4ece\u4ee3\u7801\u5c42\u8f6c\u79fb\u5230\u4e86\u67b6\u6784\u7406\u89e3\u5c42\uff1f\u5e73\u53f0\u9501\u5b9a\u7684\u98ce\u9669\u5982\u4f55\uff1f\u6b64\u5916\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u751f\u4ea7\u5c31\u7eea\u201d\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5176\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\uff08\u6258\u7ba1\u4f1a\u8bdd\u3001\u4ee3\u7406\u7b49\uff09\u7684\u7a33\u5b9a\u6027\u548c\u89c4\u6a21\uff0c\u8fd9\u5bf9\u5c0f\u578b\u56e2\u961f\u662f\u6301\u7eed\u7684\u8003\u9a8c\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u6709\u671b\u6210\u4e3a\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\uff1b\u82e5\u5931\u8d25\uff0c\u5219\u53ef\u80fd\u4ec5\u662f\u53c8\u4e00\u4e2a\u8bd5\u56fe\u7528\u62bd\u8c61\u5c42\u89e3\u51b3\u6240\u6709\u95ee\u9898\u7684\u7cbe\u7f8e\u5de5\u5177\u3002\u5176\u5f00\u6e90\u6846\u67b6\u662f\u6784\u5efa\u751f\u6001\u4fe1\u4efb\u7684\u5173\u952e\u4e00\u6b65\uff0c\u4f46\u771f\u6b63\u7684\u8bd5\u91d1\u77f3\u5c06\u662f\u5f00\u53d1\u8005\u5728\u9762\u5bf9\u771f\u5b9e\u3001\u590d\u6742\u4e14\u591a\u53d8\u7684\u7f51\u7ad9\u65f6\uff0c\u662f\u5426\u771f\u7684\u65e0\u9700\u201c\u4ece\u5934\u518d\u6765\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\">Demonstrate by Notte<\/span>\n <\/div>\n<div class=\"comment-content\">Record any browser task once and get production-ready code instantly with Demonstrate Mode. Edit further your code in our Automation Studio with live browsers, deploy automation code as a serverless function, and schedule it to run autonomously. Managed sessions, proxies, identities, and vaults handle everything behind the scenes. The fastest path from prototype to production in one unified platform.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b We’re <strong>Notte (YC S25)<\/strong>, and today we’re launching the automation tools we wished existed when we started building browser automations.<\/p>\n<\/p>\n<p><strong>Why we built this<\/strong><\/p>\n<p>Most real workflows need both deterministic scripts (for the reliable parts) and agents (for handling variation). Today you’re forced to choose between:<\/p>\n<ul>\n<li>\n<p>Black-box agents that look magical until they silently fail<\/p>\n<\/li>\n<li>\n<p>Fragmented DIY stacks where you juggle infra, orchestration, and app state across tools<\/p>\n<\/li>\n<\/ul>\n<p>There’s a psychological gap too: when tools give you visibility and control, you debug and improve. When they hide the mechanism, you just assume “agents don’t work” and abandon them. We wanted one environment where you can go from “I have a task” to “it’s running in production” without context switching, and where building agents feels more like craft than simply prompting.<\/p>\n<\/p>\n<p><strong>What the Console gives you<\/strong><\/p>\n<ul>\n<li>\n<p>\ud83c\udfac <strong>Demonstrate Mode<\/strong> \u2013 Just do the task manually once. Notte records every action and generates production-ready automation code. No prompts, no syntax guessing. Show your workflow, get editable code.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcac <strong>Agent Mode<\/strong> \u2013 Describe what you want in natural language. The agent executes it in a live browser session; click “Map to Script” and it becomes editable code you own.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcdd <strong>Code Editor<\/strong> \u2013 Write automation scripts with a live browser beside your editor, AI code assistance, and rich debugging. See exactly what’s happening as your code runs.<\/p>\n<\/li>\n<li>\n<p>\ud83d\ude80 <strong>Zero-Config Deployment<\/strong> \u2013 One click to deploy your script as an API endpoint, with scheduling and cron. No infra setup.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Built-in agent tooling<\/strong><\/p>\n<ul>\n<li>\n<p>Managed identities (auth, 2FA, account setup)<\/p>\n<\/li>\n<li>\n<p>Secure vaults and proxy rotation<\/p>\n<\/li>\n<li>\n<p>Session management and managed infra<\/p>\n<\/li>\n<li>\n<p>Live debugging and execution logs<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who this is for<\/strong><\/p>\n<p>Devs (or vibe-devs) who need browser automations that actually work in production, whether it’s data extraction, form filling, testing, or integrating with apps that don’t have APIs.<\/p>\n<\/p>\n<p>We’re a small team obsessed with developer experience and making agent tooling feel empowering instead of opaque. Would love your feedback in the comments!<\/p>\n<\/p>\n<p>\ud83d\udc49 Try it free: <a href=\"http:\/\/console.notte.cc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">http:\/\/console.notte.cc<\/a><\/p>\n<p>\u2013 nottelabs team:) \ud83c\udf38<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ogandreakiro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ogandreakiro<\/a> congrats on the launch. Do you have anything specialized for marketing & SEO? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@preetmishra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@preetmishra<\/a> thanks preet!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@preetmishra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@preetmishra<\/a> thanks!! \ud83c\udfc6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>biased but this has genuinely been super useful + intuitive for me \ud83d\udd25 can pretty much automate anything I can think of<\/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\/@samatnotte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samatnotte<\/a> \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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>When workflows change later like a small UI update or an extra step added by the site how easy is it to update just that part of the recorded flow without redoing everything from scratch or risking downtime?<\/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\/@why_tahir\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@why_tahir<\/a> the cool thing is you don’t redo anything. Wrap the script with AgentFallback, then if the selector breaks, the agent handles that step dynamically and the rest of the flow continues. Fix it later when you have time or let the agent keep covering it (you get the adaptability of agents without paying for them on every run). You can edit the code in our built in IDE when you get round to 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\">Super cool! Nice how the agent is used as a fallback. Seems like reliability would be much better than an either\/or solution.<\/div>\n<div class=\"comment-actions\">\n<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\/@rohan_bajpai1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohan_bajpai1<\/a> Thanks Rohan! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@rohan_bajpai1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohan_bajpai1<\/a> glad you see the vision:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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>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\/@dan_meier1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dan_meier1<\/a> thanks Dan! let us know if you get a chance to try it out <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How do you help users avoid the two big failure modes: (1) black-box agents that silently do the wrong thing, and (2) brittle scripts that break the moment the UI changes\u2014what\u2019s your philosophy on when to use Demonstrate Mode vs Agent Mode vs hand-written code?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Use agents to discover, deterministic code to execute, and AgentFallback as your safety net.<\/p>\n<\/p>\n<p><strong>The longer answer:<\/strong><\/p>\n<p>Black-box agents fail silently because you can’t see what they’re doing or why. Brittle scripts fail loudly because they’re hardcoded to a specific UI state. Our approach:<\/p>\n<ol>\n<li>\n<p><strong>Agent Mode<\/strong> \u2014 Use it to prototype and discover the flow. Let the agent click around, figure out the selectors, handle the edge cases etc. Great for exploration\/prototyping.<\/p>\n<\/li>\n<li>\n<p><strong>Demonstrate Mode<\/strong> \u2014 You do the workflow once in a real browser, we record it and generate deterministic code. You get Playwright-style code that runs the same way every time. This is for people who know the workflow but don’t want to write code.<\/p>\n<\/li>\n<li>\n<p><strong>AgentFallback<\/strong> \u2014 This is the key. Wrap any deterministic block with an agent fallback. If the selector breaks because the site changed, the agent picks it up dynamically instead of failing. You get the reliability of scripts with the adaptability of agents, but only when needed.<\/p>\n<\/li>\n<\/ol>\n<p><strong>TLDR<\/strong> the philosophy is: agents should be scoped and supervised, not autonomous. Bootstrap fast, convert to deterministic, let agents handle the exceptions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>We believe web agents are a great way to bootstrap an automation but they should not be used blindly in production settings especially when the stakes are high. That’s why we propose to convert a bootstrapped automation (or a demonstration) into deterministic code that you can audit + an agent as a fallback in case the UI changes to make sure the automation does not break. You get the best of both worlds<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ogandreakiro\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ogandreakiro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ogandreakiro<\/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>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\/@gdc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gdc<\/a> Thanks Giuseppe! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 that usually breaks browser automations is not knowing what went wrong when something fails. Being able to see the browser live, step through the actions and edit the code directly makes a big difference. That level of control is what helps turn an automation into something you can actually maintain instead of restarting from scratch every time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@johan_nystrom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johan_nystrom<\/a> exactly \ud83d\ude4f really well put, thanks Johan<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\u200bFinally, a tool that handles the mess of proxies and session management through one API. It saves me so much time on the infrastructure side<\/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\/@new_user___01520268563942f25d8240c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___01520268563942f25d8240c<\/a> glad it has helped:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 lot of browser automation tools fall apart right after the demo. You can record something or prompt an agent but turning that into code you trust in production is the hard part. <strong>Demonstrate Mode<\/strong> looks like it\u2019s trying to close that gap by letting you show the task once and then work directly with the generated code. That focus on visibility and control is what usually decides whether an automation actually ships.<\/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\/@elin_sjoberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elin_sjoberg<\/a> well put – add AgentFallback to the deterministic script you Demonstrated, and you win on cost, reliability, and speed <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product, need to give it a shot.<\/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\/@jeetendra_kumar2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeetendra_kumar2<\/a> Thanks! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jeetendra_kumar2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeetendra_kumar2<\/a> thanks – let us know what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>my favorite api for browser automation<\/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\/@johnrushx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johnrushx<\/a> \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@johnrushx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johnrushx<\/a> appreciate it \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks nice. BTW, how it works under the hood? does it use some kind of Playwright based automation or headless browser? <\/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\/@atairov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@atairov<\/a> Hey Tairov, thanks! Demonstrate Mode runs on a cloud browser we operate as part of our home rolled infrastructure (PS: You could use these sessions as standard browser as a service API if needed). Everything done in Demonstrate sessions is recorded and ported in an automation function expressed with Notte Framework – our 100% Playwright compatible built for browser agents and AI automations. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b I\u2019m Lucas, co-founder at NotteLabs.<\/p>\n<p>With <em>Demonstrate Mode<\/em>, you show the browser what to do once. Notte converts that demonstration into deterministic, production-ready automation you can iterate on, deploy, and rerun at scale.<\/p>\n<p>Everything is powered by the open-source <strong>Notte framework<\/strong> (<a href=\"http:\/\/github.com\/nottelabs\/notte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">github.com\/nottelabs\/notte<\/a>), which gives agents a structured way to interact with the web. Full docs are at <a href=\"http:\/\/docs.notte.cc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">docs.notte.cc<\/a>. Excited to see what you build \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@giordano_lucas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giordano_lucas<\/a> \ud83e\udd18<\/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>Looking forward to seeing what people are gonna build with this \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leonotte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leonotte<\/a> same \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leonotte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leonotte<\/a> \u270a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ogandreakiro\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ogandreakiro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ogandreakiro<\/a> andrea_pinto Love the hybrid \u201cDemonstrate \u2192 editable script\u201d + Agent Mode; at scale the hard part is selector\/DOM drift + auth\/2FA fragility that causes silent flake across thousands of runs.<\/p>\n<p>Best-practice: generate resilient locators (ARIA\/role\/text + fallback strategies), snapshot+diff the DOM, run canaries, and enforce idempotency\/anti-dup guards (especially for form submits) with durable retries.<\/p>\n<p>Open Q: how do you version\/replay sessions for debugging (video\/trace + DOM snapshots), and can vault + identity access be scoped per workflow\/tenant with audit logs? \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> hey Ryan! Yes definitely – selector and DOM drift is a major challenge we’re trying to address with resilient self-healing functions. We have version control on your deployed functions (every deployment is one version) and replays for any sessions you run through Notte is always available to you. You can scope vaults and agent identities to function tenants as well. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Let\u2019s go @ogandreakiro<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 have used Notte for quickly building web agent automations. Excited to use Demonstrate Mode to iterate faster!<\/p>\n<p>For quite some time, I believe web or UI agents that allow user to demonstrate use and AI auto correct are the ones that have highest reliability while minimizing maintenance cost. Notte’s feature set is very close right now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@raimo_tuisku\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raimo_tuisku<\/a> thanks Raimo! and I agree, that balance of deterministic speed and cost with agent adaptability is where we’re headed. Demonstrate Mode gets you there fast then add AgentFallback around you script to keep it running when things break.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Demonstrate Mode helps bridge the gap between trying something out and actually using it in production. For me, recording a task once and getting real code I can edit solves a problem I keep running into with other automation tools. Creating the automation, testing it in a live browser and deploying it from the same place keeps everything in one flow. That last part is usually what\u2019s missing when I try to move browser automations into production.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@henrik_falk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henrik_falk<\/a> that ‘last part’ was a problem we kept running into, so we built our console and Demonstarte Mode around the idea of going from prototype to production in one environment – glad you like 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<\/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\/YTBU254YTPIEIV\" class=\"app-title\">Callum<\/a><\/p>\n<div class=\"one-liner\">AI calendar assistant for teams \u2013\u00a0supercharge your calendar<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">235<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Callum\u662f\u4e00\u6b3e\u9762\u5411\u56e2\u961f\u7684AI\u65e5\u5386\u52a9\u624b\uff0c\u5b83\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u7406\u89e3\uff0c\u5728\u591a\u4eba\u4f1a\u8bae\u3001\u8de8\u65f6\u533a\u534f\u8c03\u7b49\u590d\u6742\u573a\u666f\u4e2d\uff0c\u81ea\u52a8\u5904\u7406\u65e5\u7a0b\u5b89\u6392\uff0c\u89e3\u51b3\u4e86\u56e2\u961f\u95f4\u53cd\u590d\u6c9f\u901a\u3001\u624b\u52a8\u534f\u8c03\u53ef\u7528\u65f6\u95f4\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\/d0b70c6d-3bf4-4f53-9670-b9e09e47304b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2573b1ed-dfb3-4e3b-86ab-2aba0c6dc832.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/baea2288-3323-4731-a2c1-b17fb0ce56f4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/85e73791-5c63-4864-96d1-1a470eacdb60.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed8cf866-e4e5-4174-b2b8-1d503600d450.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\">Calendar<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u65e5\u5386\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u65e5\u7a0b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">Google Calendar\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8c03\u5ea6<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">CRM\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u548c\u591a\u4eba\u8c03\u5ea6\u80fd\u529b\uff0c\u671f\u5f85Slack\/ChatGPT\u96c6\u6210\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u5305\u62ec\uff1a\u5bf9Microsoft Teams\u7684\u652f\u6301\u3001\u5904\u7406\u7f13\u51b2\u65f6\u95f4\u4e0e\u4f18\u5148\u7ea7\u51b2\u7a81\u7b49\u590d\u6742\u573a\u666f\u7684\u80fd\u529b\u3001\u4ee5\u53ca\u76f8\u8f83\u4e8e\u73b0\u6709\u65e5\u7a0b\u5de5\u5177\uff08\u5982\u9884\u8ba2\u94fe\u63a5\uff09\u7684\u660e\u786e\u5207\u6362\u4f18\u52bf\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Callum\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u65e5\u5386\u89c6\u56fe\u4f18\u5316\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u8c03\u5ea6\u573a\u666f\u7684\u201c\u5bf9\u8bdd\u5c42\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684AI\u81ea\u52a8\u586b\u8868\uff0c\u800c\u662f\u5c06\u56e2\u961f\u65e5\u7a0b\u534f\u8c03\u8fd9\u4e00\u9ad8\u9891\u3001\u9ad8\u6469\u64e6\u7684\u534f\u4f5c\u884c\u4e3a\uff0c\u4ece\u201cUI\u8ff7\u5bab\u201d\u548c\u90ae\u4ef6\u5f80\u590d\u4e2d\u5265\u79bb\uff0c\u62bd\u8c61\u4e3a\u4e00\u53e5\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u3002\u8fd9\u76f4\u51fb\u4e86\u73b0\u6709\u5de5\u5177\uff08\u5982\u9884\u8ba2\u94fe\u63a5\uff09\u5728\u591a\u4eba\u3001\u591a\u7ea6\u675f\u6761\u4ef6\u4e0b\u5f7b\u5e95\u5931\u6548\u7684\u8f6f\u808b\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\u5b83\u6df1\u5ea6\u7ed1\u5b9aGoogle Calendar\u751f\u6001\uff0c\u5728\u6df7\u5408\u529e\u516c\u8f6f\u4ef6\u73af\u5883\u4e2d\u5b58\u5728\u5929\u7136\u77ed\u677f\uff0c\u6b63\u5982\u7528\u6237\u6240\u95ee\u7684Microsoft Teams\u652f\u6301\u95ee\u9898\u3002\u5176\u6b21\uff0cAI\u8c03\u5ea6\u4ece\u201c\u53ef\u7528\u201d\u5230\u201c\u53ef\u4fe1\u201d\u5b58\u5728\u9e3f\u6c9f\u3002\u5904\u7406\u201c\u6700\u540e\u4e00\u523b\u51b2\u7a81\u201d\u3001\u201c\u7f13\u51b2\u65f6\u95f4\u201d\u7b49\u73b0\u5b9e\u4e16\u754c\u7684\u6a21\u7cca\u7ea6\u675f\uff0c\u9700\u8981\u66f4\u6df1\u5ea6\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\u548c\u6743\u8d23\u5224\u65ad\uff0c\u8fd9\u8fdc\u975e\u5f53\u524d\u201c\u52a9\u7406\u800c\u975e\u81ea\u52a8\u9a7e\u9a76\u201d\u7684\u5b9a\u4f4d\u6240\u80fd\u5b8c\u5168\u8986\u76d6\u3002\u4ea7\u54c1\u53ef\u80fd\u9677\u5165\u4e24\u96be\uff1a\u8fc7\u4e8e\u4fdd\u5b88\u5219\u4ef7\u503c\u6709\u9650\uff0c\u8fc7\u4e8e\u6fc0\u8fdb\u5219\u53ef\u80fd\u5f15\u53d1\u6df7\u4e71\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cCallum\u662f\u5728\u8d4c\u4e00\u4e2a\u672a\u6765\uff1a\u56e2\u961f\u8c03\u5ea6\u5c06\u4ece\u4e00\u4e2a\u9700\u8981\u4e3b\u52a8\u7ba1\u7406\u7684\u201c\u4efb\u52a1\u201d\uff0c\u8f6c\u53d8\u4e3a\u4e00\u4e2a\u7531AI\u65e0\u7f1d\u652f\u6491\u7684\u201c\u540e\u53f0\u8fdb\u7a0b\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u6280\u672f\u5bf9\u590d\u6742\u7ea6\u675f\u7684\u7406\u89e3\u7cbe\u5ea6\uff0c\u66f4\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u7528\u6237\u5fc3\u667a\u4e2d\uff0c\u5efa\u7acb\u8d77\u8db3\u4ee5\u66ff\u4ee3\u6839\u6df1\u8482\u56fa\u7684\u90ae\u4ef6\u534f\u8c03\u4e60\u60ef\u7684\u3001\u66f4\u4f18\u7684\u534f\u4f5c\u8303\u5f0f\u3002\u5f53\u524d\u7248\u672c\u662f\u4e00\u4e2a\u6709\u529b\u7684\u5207\u5165\u70b9\uff0c\u4f46\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u540e\u7eed\u5bf9\u590d\u6742\u573a\u666f\u7684\u9a7e\u9a6d\u80fd\u529b\uff0c\u4ee5\u53ca\u8de8\u5e73\u53f0\u6574\u5408\u7684\u5e7f\u5ea6\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\">Callum<\/span>\n <\/div>\n<div class=\"comment-content\">Callum is an AI calendar assistant built for teams using Google Calendar. It understands multi-person meetings, shared availability, and real-world scheduling constraints. Use natural language to schedule, reschedule, and manage meetings without back-and-forth emails or manual calendar admin. Boost Callum knowledge by connecting your CRM, ATS, CSM apps. Available on Web, iOS, Slack and ChatGPT (soon).<\/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\u2019m the maker of Callum.<\/p>\n<p>Callum adds an AI layer on top of your work calendar to make scheduling simpler and more intuitive. Instead of clicking through calendar UIs or coordinating manually, you can just tell Callum what you want to do and it takes care of the rest.<\/p>\n<p>It is built for work schedules and understands multi-person meetings, shared availability, and real scheduling constraints on Google Calendar.<\/p>\n<p>We are launching today on web and iOS. Slack and ChatGPT integrations are coming shortly so Callum can fit naturally into your workflow.<\/p>\n<p>I would love feedback from anyone who manages a busy calendar or schedules with teams. Happy to answer any questions.<\/p>\n<p>Nick<\/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\/@nick_ustinov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nick_ustinov1<\/a> Hi Nick, Congrats on the launch. Cool little tool. Any chance of support for MS teams?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nick_ustinov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nick_ustinov1<\/a> Let’s gooooo! Excited to try 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\/@nick_ustinov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nick_ustinov1<\/a> Niiice \ud83e\udd73<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>First calendar AI assistant which works properly \ud83c\udf89\ud83c\udf89\ud83c\udf89 I’ll soon stop typing and scrolling and only use voice, such a relief. My favorites are different summaries, searching, adding calls quickly, reminders, and color-coding. I still need to test accessing data via integrations.<\/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\/@petr_antropov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@petr_antropov1<\/a> Thanks Petr! \ud83d\ude4c Voice-only life is the dream \u2013 soon we’ll all forget how to type \ud83d\ude05 Let me know how the integrations go \u2013 happy to help if anything acts up \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>Turning scheduling into a conversation instead of a UI maze is a smart move.<\/p>\n<p>Looking forward to the Slack and ChatGPT integrations.<\/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\/@anupamsingh0211\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anupamsingh0211<\/a> Appreciate it! Slack is coming soon \u2013 will keep you posted \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>Going to try this for my challenge \u2014 scheduling across time zones and multiple teams, 15 emails deep, trying to find 30 minutes that works for everyone.<\/p>\n<p>If it handles multi-person availability well, that alone is worth it. Congrats on the launch, Nick.<\/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\/@kristaps_lapins1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kristaps_lapins1<\/a> That’s exactly what it’s built for! Let me know how it goes \u2013 happy to help if anything trips up \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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Callum looks like a strong AI layer for real-world, multi-person scheduling across teams.<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thank you! Multi-person scheduling is where the magic happens \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When a team is already using tools like booking links, Google\u2019s native scheduling, or calendar-optimization apps, what\u2019s the clearest \u201cswitching trigger\u201d where Callum is meaningfully better\u2014and what does Callum intentionally not try to do?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question! The switching trigger is usually when scheduling stops being simple – coordinating across multiple people, time zones, or needing context from other tools (CRM, ATS). Booking links work great for 1:1 external meetings, but fall apart with group availability or internal coordination.<\/p>\n<p>What we intentionally don’t do: auto-scheduling your entire day or moving things around without asking. Callum is your assistant, not autopilot \u2013 you stay in control.<\/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. It looks very ambitious! <\/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\/@mikhail_fedorinin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikhail_fedorinin<\/a> Thank you! Lots more to come \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nick_ustinov1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nick_ustinov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nick_ustinov1<\/a> Congrats on the launch! One thing I\u2019m curious about: handling corner cases like last-minute conflicts, buffer times and priority trade-offs can be tricky for AI schedulers. Do you have plans or ideas around how Callum will tackle those as the product evolves?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@srishti_19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@srishti_19<\/a> Thanks! Buffer times are on the roadmap \u2013 definitely a real need. For conflicts, Callum already helps you reschedule quickly by finding times that work for everyone. Priority trade-offs are trickier \u2013 staying assistant-first, so you decide what’s more important, Callum just makes it fast to act on it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Happy to see the product here with updated features that users always wanted. Kudos to the whole team on launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sachin_shajan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sachin_shajan<\/a> Thanks! Glad it resonates \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>Calendars are already crowded tools. The real value here feels like reducing coordination friction between people, not just scheduling itself.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/B32I6YU67YCKYD\" class=\"app-title\">Netlify Capsules<\/a><\/p>\n<div class=\"one-liner\">Launch web projects as AR capsules others can find in orbit<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">187<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Netlify Capsules \u662f\u4e00\u6b3e\u57fa\u4e8eWeb AR\u7684\u865a\u62df\u4f53\u9a8c\u4ea7\u54c1\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u5c06\u4e2a\u4eba\u9879\u76ee\u4e0e\u7eaa\u5ff5\u5185\u5bb9\u5c01\u88c5\u4e3a\u201c\u80f6\u56ca\u201d\u53d1\u5c04\u81f3\u865a\u62df\u5730\u7403\u8f68\u9053\uff0c\u5e76\u901a\u8fc7\u624b\u673aAR\u57fa\u4e8e\u771f\u5b9e\u5730\u7406\u4f4d\u7f6e\u8fdb\u884c\u53d1\u73b0\u548c\u4e92\u52a8\uff0c\u5728\u5e86\u795d\u793e\u533a\u91cc\u7a0b\u7891\u7684\u573a\u666f\u4e0b\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u5c06\u6570\u5b57\u521b\u4f5c\u5b9e\u4f53\u5316\u3001\u60c5\u611f\u5316\u5c55\u793a\u7684\u521b\u65b0\u65b9\u5f0f\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\/0162ccdc-ee7e-4b5a-a9ee-a10818546648.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6bf095cb-8cb2-49e5-883b-abeacdef3cda.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d5982f83-5e90-4b77-a4d6-cd311451e122.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d43efc1d-c968-4dd7-8f28-21c3b6966931.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d9623d00-b8f8-40f7-bf83-8ce90eb48d30.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Augmented Reality<\/span><br \/>\n <span class=\"tag\">Web Design<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Web AR\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u7eaa\u5ff5<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u793e\u533a<\/span><br \/>\n <span class=\"tag\">\u5730\u7406\u4f4d\u7f6e\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u65f6\u95f4\u80f6\u56ca<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u5171\u5efa<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u5316\u8868\u8fbe<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u5e86\u5178<\/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\u610f\u3001\u8da3\u5473\u6027\u4e0e\u4eba\u6587\u5173\u6000\uff0c\u8ba4\u4e3a\u8fd9\u662f\u5bf9\u5f00\u53d1\u8005\u4e2a\u4f53\u7684\u72ec\u7279\u81f4\u656c\u3002\u5177\u4f53\u53cd\u9988\u5305\u62ec\uff1aAR\u4f53\u9a8c\u60ca\u8273\uff0c\u6982\u5ff5\u65b0\u9896\uff1b\u4e0e\u793e\u533a\u6210\u5458\u5171\u5efa\u7684\u6a21\u5f0f\u5907\u53d7\u597d\u8bc4\uff1b\u540c\u65f6\uff0c\u7528\u6237\u4e5f\u63d0\u51fa\u4e86\u6280\u672f\u6027\u8d28\u7591\uff0c\u5982Web AR\u7684\u8de8\u8bbe\u5907\u517c\u5bb9\u6027\u3001\u6027\u80fd\u4f18\u5316\u3001\u9690\u79c1\u4fdd\u62a4\u53ca\u5783\u573e\u4fe1\u606f\u9632\u8303\u7b49\u5b9e\u9645\u6311\u6218\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 Netlify Capsules \u8868\u9762\u4e0a\u662f\u4e00\u573a\u5e86\u795d1000\u4e07\u5f00\u53d1\u8005\u7684\u8425\u9500\u6d3b\u52a8\uff0c\u4f46\u5176\u5185\u6838\u662f\u4e00\u6b21\u5bf9\u5f00\u53d1\u8005\u5de5\u5177\u5e73\u53f0\u4ef7\u503c\u672c\u8d28\u7684\u7280\u5229\u63a2\u7d22\u3002\u5728AI\u4ee3\u7801\u751f\u6210\u5668\u4e0e\u540c\u8d28\u5316\u6a21\u677f\u6cdb\u6ee5\u7684\u5f53\u4e0b\uff0cNetlify\u6ca1\u6709\u9009\u62e9\u5806\u780c\u6570\u636e\u6216\u529f\u80fd\uff0c\u800c\u662f\u53cd\u5176\u9053\u884c\u4e4b\uff0c\u7528\u6781\u81f4\u7684\u201c\u8f7b\u201d\u4e0e\u201c\u4eba\u672c\u201d\u601d\u7ef4\uff0c\u6784\u5efa\u4e86\u4e00\u4e2a\u6570\u5b57\u60c5\u611f\u5bb9\u5668\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8eWeb AR\u6280\u672f\u672c\u8eab\uff08\u8be5\u5b9e\u73b0\u88ab\u56e2\u961f\u5766\u627f\u4e3a\u201c\u57fa\u7840\u201d\uff09\uff0c\u800c\u5728\u4e8e\u5b83\u6210\u529f\u5730\u5c06\u62bd\u8c61\u7684\u201c\u90e8\u7f72\u201d\u884c\u4e3a\u4e0e\u5f00\u53d1\u8005\u7684\u4e2a\u4eba\u60c5\u611f\u3001\u521b\u4f5c\u6545\u4e8b\u8fdb\u884c\u4e86\u7a7a\u95f4\u951a\u5b9a\u3002\u901a\u8fc7\u201c\u9009\u62e9\u9879\u76ee-\u6dfb\u52a0\u79c1\u4eba\u8bb0\u5fc6\uff08\u7167\u7247\u3001\u6b4c\u66f2\u3001\u7b14\u8bb0\uff09-\u53d1\u5c04\u81f3\u865a\u62df\u8f68\u9053\u201d\u7684\u4eea\u5f0f\uff0c\u5b83\u5de7\u5999\u5730\u5c06Netlify\u7684\u5e73\u53f0\u529f\u80fd\uff08\u90e8\u7f72\uff09\u5347\u534e\u4e3a\u4e00\u79cd\u5e26\u6709\u5f52\u5c5e\u611f\u548c\u6c38\u6052\u610f\u5473\u7684\u793e\u533a\u4eea\u5f0f\u3002\u8fd9\u8fdc\u4e0d\u6b62\u662f\u4e00\u6b21\u75c5\u6bd2\u5f0f\u8425\u9500\uff0c\u66f4\u662f\u4e00\u6b21\u6210\u529f\u7684\u201c\u610f\u4e49\u6784\u5efa\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u950b\u8292\u4e4b\u4e0b\u4ea6\u6709\u9690\u5fe7\u3002\u4f5c\u4e3a\u4e00\u6b21\u5b9e\u9a8c\u6027\u5e86\u5178\uff0c\u5176\u957f\u671f\u751f\u547d\u529b\u5b58\u7591\u3002\u5f53\u65b0\u9c9c\u611f\u892a\u53bb\uff0c\u8f7b\u91cf\u7ea7\u8bbe\u8ba1\u53ef\u80fd\u66b4\u9732\u4e3a\u529f\u80fd\u5355\u8584\uff0c\u5730\u7406\u4f4d\u7f6e\u4e0eAR\u4f53\u9a8c\u7684\u6280\u672f\u74f6\u9888\uff08\u5982\u8bc4\u8bba\u4e2d\u6307\u51fa\u7684\u6027\u80fd\u3001\u9690\u79c1\u95ee\u9898\uff09\u5c06\u66f4\u51f8\u663e\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u7f8e\u7684\u6982\u5ff5\u827a\u672f\uff0c\u800c\u975e\u53ef\u6301\u7eed\u4ea7\u54c1\u3002\u4f46\u4e0d\u53ef\u5426\u8ba4\uff0c\u6b64\u4e3e\u7cbe\u51c6\u5730\u51fb\u4e2d\u4e86\u5f00\u53d1\u8005\u7fa4\u4f53\u5728\u9ad8\u5ea6\u5de5\u4e1a\u5316\u5f00\u53d1\u73af\u5883\u4e2d\u5bf9\u4e2a\u6027\u8868\u8fbe\u4e0e\u60c5\u611f\u8054\u7ed3\u7684\u6f5c\u5728\u6e34\u671b\uff0c\u4e3a\u6280\u672f\u54c1\u724c\u5982\u4f55\u4e0e\u793e\u533a\u8fdb\u884c\u6df1\u5c42\u3001\u975e\u529f\u5229\u4e92\u52a8\uff0c\u6811\u7acb\u4e86\u4e00\u4e2a\u503c\u5f97\u6df1\u601d\u7684\u8303\u672c\u3002\u5b83\u8bc1\u660e\uff0c\u5728\u5de5\u5177\u6548\u7387\u4e4b\u5916\uff0c\u201c\u5171\u9e23\u201d\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u5f3a\u5927\u7684\u4ea7\u54c1\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Netlify Capsules<\/span>\n <\/div>\n<div class=\"comment-content\">Netlify Capsules is a virtual experience to celebrate 10 million developers on Netlify. Developers choose a Netlify project, add a photo, song, or short note, then deploy their capsule into orbit around the earth. Capsules appear overhead and can be discovered using web-based AR, based on your real-world location. Each capsule is unique, personal, and tied to something you\u2019ve made.<\/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>We just crossed 10 million developers on Netlify and wanted to mark it by building something people could actually launch.<\/p>\n<p>Capsules lets you send a small digital payload\u2014tied to a real Netlify project\u2014into orbit around the earth, then discover other capsules overhead using your phone’s AR.<\/p>\n<p>Built in collaboration with community member, and Netlify power user, <a href=\"https:\/\/www.producthunt.com\/@leemartin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"leemartin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leemartin<\/a> and meant to be lightweight and fun. Curious what you\u2019d send up.<\/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\/@leemartin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leemartin<\/a> <a href=\"https:\/\/www.producthunt.com\/@gehrigkunz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gehrigkunz<\/a> congrats on the launch Gehrig and team. I love this concept. Well done with doing the opposite of what most successful platforms do at scale but instead recognizing the individuals behind the projects.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@leemartin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leemartin<\/a> <a href=\"https:\/\/www.producthunt.com\/@gehrigkunz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gehrigkunz<\/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>Hey PH fam \ud83d\udc4b<\/p>\n<\/p>\n<p>This one’s personal for a reason I didn’t expect.<\/p>\n<\/p>\n<p>We just surpassed 10 million developers on Netlify, and instead of writing about it, we asked ourselves: <strong><em>what would actually honor that number?<\/em><\/strong><\/p>\n<\/p>\n<p>Not the metric. <strong>The people behind it.<\/strong><\/p>\n<\/p>\n<p>This one needed to be <em>for<\/em> the community. <strong>So we built Netlify Capsules.<\/strong><\/p>\n<\/p>\n<p>It’s a way for every developer to take one of their projects, add something personal\u2014a photo, a song, a note\u2014and launch it into virtual orbit. Then use AR to find it floating in the sky above you.<\/p>\n<\/p>\n<p>What caught me off guard was how much the constraint mattered.<\/p>\n<\/p>\n<p>You only get a few words for your note. That forces you to ask: what do I actually want to say about this work? About this moment?<\/p>\n<\/p>\n<p>I’ve watched people spend five minutes on their payload and twenty on that note. (Looking at you Jacob!)<\/p>\n<\/p>\n<p>The AR piece shifts how it feels too. You’re not scrolling a gallery. You’re looking up. Your work is somewhere like a museum in the sky. Other people can discover it. It makes the digital feel physical in a way I wasn’t ready for.<\/p>\n<\/p>\n<p>We didn’t build this in-house. We asked <a href=\"https:\/\/www.producthunt.com\/@leemartin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"leemartin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leemartin<\/a>, a community member with 250+ deploys, to create it. <\/p>\n<\/p>\n<p>He’s lived the builder experience we wanted to celebrate. That mattered.<\/p>\n<\/p>\n<p>What I love about this approach is it flips the usual dynamic.<\/p>\n<\/p>\n<p>We’re not telling you what 10 million means. You’re showing us. Through the projects you pick. The photos you share. The songs that got you through the build. The notes you write to express yourself.<\/p>\n<\/p>\n<p>Hope you’ll check out the experience. Curious what you’ll put in yours and what that choice says about the work that matters to you. <\/p>\n<\/p>\n<p>The Netlify team is here today so we would to hear if you’ve got questions and comments\/reactions\ud83d\udc47<\/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\/@leemartin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leemartin<\/a> <a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> Congrats KP and team for achieving such a significant milestone. Rooting for you! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazingly clever little build. Submitting a capsule was neat enough, but the mobile AR viewer is really next level. Kudos!<\/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\/@clarklab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clarklab<\/a> thanks as always for the support Clark! We appreciate 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\/@clarklab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clarklab<\/a> you the best Clark! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Netlify Capsules is EXACTLY the kind of product people have been saying they want to see more of – unique, playful and in the human spirit of creativity. When the same website template or AI generated copy is just a prompt away the team at Netlify have gone above and beyond partnered with one of their power users, <a href=\"https:\/\/www.producthunt.com\/@leemartin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"leemartin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leemartin<\/a>, and put love and delight into a fun celebration of reaching 10 million developers! <\/p>\n<p>I’m always an advocate for these kinds of experiences and we should be encouraging more like them to push technology and human creativity further! \ud83d\ude80<\/p>\n<p>(Now back to exploring all the cool capsules I can find in the sky \ud83c\udf0c)<\/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\/@leemartin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leemartin<\/a> <a href=\"https:\/\/www.producthunt.com\/@ashamplifies\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashamplifies<\/a> We talked heavily about how these types of projects help inspire folks with new ways to build stuff. Lee absolutely smashed it here! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leemartin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leemartin<\/a> <a href=\"https:\/\/www.producthunt.com\/@ashamplifies\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashamplifies<\/a> Such great feedback, thanks Ash! “human spirit of creativity” this is what we’ve been aiming for. Thanks for validating that it resonates through this project \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\/@ashamplifies\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashamplifies<\/a> this comment really hits home for me. Netlify has fostered many revolutions in the tech world. I came in during the Jamstack era and now I’m living through the vibe coding era. The invitation to work on this project is a perfect example of their approach: they are interested in ALL developers. Whether you are an SWE or have joined via vibe coding, they want to build tools which service every range of developer. Trust that this project pushed me as a developer and collaboration with the Netlify team was super exciting. I certainly felt at home working with them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So beautiful and original way to celebrate the community \ud83c\udf89<br \/>I’ve put my furry teckel into a capsule, she is orbiting out there \ud83e\udd23<\/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\/@picsoung\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@picsoung<\/a> thanks for the love \u2764\ufe0f <\/p>\n<\/p>\n<p>Took me a minute but found your site in your payload too: <a href=\"https:\/\/nicolasgrenie.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/nicolasgrenie.com\/<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@picsoung\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@picsoung<\/a> Thank you! Excited to come across your pup in orbit \ud83d\udc9c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Web-based AR can be fragile across devices and permissions. What were the biggest platform or UX constraints you had to design around, and what explicit tradeoffs did you make to keep it lightweight and accessible while still delivering an AR \u2018wow\u2019 moment?<\/div>\n<div class=\"comment-actions\">\n<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 location-based Web AR discovery is slick, but at scale you hit noisy GPS, WebXR support variance, and performance issues when dozens of capsules are nearby.<\/p>\n<p>Best practice is to bucket capsules into an H3 or S2 grid, stream only viewport-relevant items, and optimize assets with glTF + KTX2\/Basis texture compression plus LOD to keep frame times stable.<\/p>\n<p>Are capsules anchored purely by lat,lng or do you also use WebXR hit-test anschoring, and what is the plan for opt-in location privacy plus anti-spam moderation?<\/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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> Ryan, love this feedback and would love to bend your brain about all of it. This is very much a simple \/ basic Three JS execution of the concept. Capsules are anchored by coordinates but always on the move due to their orbiting path. We’re using Three JS raycasting for targeting. Since we’re using the geolocation Web API, privacy is sort of built-in as it is opt-in only to utilize the AR piece. For moderation, we’ve got Netlify AI Gateway looking through things upon submission but also doing manual moderation. If\/when the scale of this grows, we’ll definitely look towards more sophisticated tooling. Again, really appreciate the expertise!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Z6HDSW5HQBQE6D\" class=\"app-title\">Zenflow by Zencoder<\/a><\/p>\n<div class=\"one-liner\">Specification-driven AI development <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">176<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Zenflow\u662f\u4e00\u6b3e\u901a\u8fc7\u89c4\u8303\u9a71\u52a8\u7684\u5de5\u4f5c\u6d41\u3001\u5e76\u884c\u667a\u80fd\u4f53\u548c\u5185\u7f6e\u9a8c\u8bc1\uff0c\u6765\u534f\u8c03AI\u7f16\u7a0b\u7684\u684c\u9762\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5728\u590d\u6742\u4ee3\u7801\u5e93\u4e2d\u4f7f\u7528AI\u7f16\u7801\u52a9\u624b\u65f6\u5bb9\u6613\u9677\u5165\u5faa\u73af\u3001\u6548\u7387\u4f4e\u4e0b\u4e14\u96be\u4ee5\u7ba1\u7406\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\/b71d1231-5870-4248-81ff-7df7c42b0c51.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/73546b79-27d8-41c7-9186-74e142a01ca5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e006174-7a0b-4ae1-9857-ce36cf9c5da7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fbea1fa0-278e-4baf-9a6e-d83514406128.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94e0846d-5436-49f8-96cf-ac57a6fc7cf3.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\/fa0078b3-9b33-4a59-880b-a09c9b3396d3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/La0kUCgII3o\"><source src=\"https:\/\/youtu.be\/La0kUCgII3o\" 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\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u89c4\u8303\u9a71\u52a8\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u5e76\u884c\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5f00\u53d1\u6d41\u7a0b<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u7a0b\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u591a\u667a\u80fd\u4f53\u7f16\u6392\u4e0e\u9a8c\u8bc1\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u5982\u4f55\u68c0\u6d4b\u667a\u80fd\u4f53\u5faa\u73af\u3001\u8bbe\u7f6e\u8017\u65f6\u3001\u4e0e\u73b0\u6709\u5de5\u5177\uff08\u5982Cursor\uff09\u7684\u5207\u6362\u6210\u672c\u3001\u4ee5\u53ca\u5728\u5927\u89c4\u6a21\u5e94\u7528\u65f6\u5982\u4f55\u786e\u4fdd\u786e\u5b9a\u6027\u548c\u89e3\u51b3\u51b2\u7a81\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5f3a\u8c03\u4e86\u6c99\u76d2\u9694\u79bb\u3001\u663e\u5f0f\u72b6\u6001\u7ba1\u7406\u548c\u4e0d\u81ea\u52a8\u5408\u5e76\u7684\u8bbe\u8ba1\u6765\u4fdd\u969c\u5b89\u5168\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 Zenflow\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u521b\u9020\u53e6\u4e00\u4e2a\u66f4\u201c\u806a\u660e\u201d\u7684AI\u7f16\u7801\u52a9\u624b\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3aAI\u8f6f\u4ef6\u5de5\u7a0b\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u5b83\u76f4\u9762\u5f53\u524dAI\u8f85\u52a9\u7f16\u7801\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u751f\u6210\u5f0fAI\u7684\u968f\u673a\u6027\u3001\u975e\u786e\u5b9a\u6027\u4e0e\u5de5\u7a0b\u5b9e\u8df5\u6240\u9700\u7684\u53ef\u9760\u6027\u3001\u53ef\u7ba1\u7406\u6027\u4e4b\u95f4\u7684\u51b2\u7a81\u3002\u4ea7\u54c1\u63d0\u51fa\u7684\u201c\u89c4\u8303\u9a71\u52a8\u201d\u548c\u201c\u5185\u7f6e\u9a8c\u8bc1\u201d\u662f\u5173\u952e\u7ea0\u504f\uff0c\u8bd5\u56fe\u5c06\u5f00\u53d1\u4ece\u201c\u63d0\u793a\u8bcd\u5f69\u7968\u201d\u548c\u201c\u6c1b\u56f4\u7f16\u7801\u201d\u62c9\u56de\u4ee5\u67b6\u6784\u610f\u56fe\u4e3a\u8d77\u70b9\u7684\u4e25\u8c28\u8f68\u9053\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u53ef\u80fd\u4f53\u73b0\u5728\u4e24\u4e2a\u5c42\u9762\uff1a\u5bf9\u4e8e\u4e2a\u4f53\u5f00\u53d1\u8005\uff0c\u201c\u591a\u6a21\u578b\u7206\u7834\u6a21\u5f0f\u201d\u548c\u4ea4\u53c9\u9a8c\u8bc1\u5b9e\u8d28\u4e0a\u662f\u5c06\u6a21\u578b\u9009\u62e9\u4e0e\u7ed3\u679c\u8bc4\u5ba1\u5de5\u7a0b\u5316\uff0c\u7528\u5e76\u884c\u8ba1\u7b97\u6210\u672c\u6362\u53d6\u786e\u5b9a\u6027\u7684\u8d28\u91cf\u63d0\u5347\u3002\u5bf9\u4e8e\u56e2\u961f\u534f\u4f5c\uff0c\u5176\u9879\u76ee\u770b\u677f\u548c\u6c99\u76d2\u9694\u79bb\u673a\u5236\uff0c\u5219\u662f\u5728\u4e3a\u591aAI\u667a\u80fd\u4f53\u534f\u540c\u5de5\u4f5c\u5efa\u7acb\u57fa\u672c\u7684\u201c\u4ea4\u901a\u89c4\u5219\u201d\u4e0e\u201c\u5b89\u5168\u56f4\u680f\u201d\uff0c\u907f\u514d\u667a\u80fd\u4f53\u95f4\u7684\u4ee3\u7801\u51b2\u7a81\u548c\u6df7\u4e71\uff0c\u8fd9\u662f\u811a\u672c\u5316\u65b9\u6848\u96be\u4ee5\u7cfb\u7edf\u89e3\u51b3\u7684\u6cbb\u7406\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5b83\u5f15\u5165\u4e86\u65b0\u7684\u62bd\u8c61\u5c42\uff08\u5de5\u4f5c\u6d41\u5b9a\u4e49\u3001\u89c4\u8303\u6587\u4ef6\uff09\uff0c\u8fd9\u672c\u8eab\u5c31\u6709\u5b66\u4e60\u4e0e\u7ef4\u62a4\u6210\u672c\uff0c\u53ef\u80fd\u5c06\u590d\u6742\u6027\u4ece\u201c\u7ba1\u7406\u4ee3\u7801\u201d\u90e8\u5206\u8f6c\u79fb\u5230\u201c\u7ba1\u7406AI\u5de5\u4f5c\u6d41\u201d\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u975e\u786e\u5b9a\u6027\u201d\u7684\u5c16\u9510\u63d0\u95ee\u76f4\u6307\u8981\u5bb3\uff1a\u5373\u4f7f\u6709\u6c99\u76d2\u9694\u79bb\uff0c\u667a\u80fd\u4f53\u884c\u4e3a\u7684\u4e0d\u53ef\u9884\u6d4b\u6027\u4f9d\u7136\u5b58\u5728\uff0c\u53ea\u662f\u5c06\u95ee\u9898\u4ece\u4ee3\u7801\u5408\u5e76\u9636\u6bb5\u524d\u7f6e\u5230\u4e86\u7ed3\u679c\u9009\u62e9\u9636\u6bb5\u3002\u6700\u7ec8\uff0c\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8e\u7f16\u6392\u6280\u672f\u672c\u8eab\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u9884\u8bbe\u7684\u201c\u89c4\u8303\u9a71\u52a8\u201d\u5f00\u53d1\u8303\u5f0f\u80fd\u5426\u88ab\u4e3b\u6d41\u5f00\u53d1\u8005\u6240\u63a5\u7eb3\uff0c\u5e76\u8bc1\u660e\u5176\u5e26\u6765\u7684\u8d28\u91cf\u589e\u76ca\u8db3\u4ee5\u8986\u76d6\u65b0\u589e\u7684\u6d41\u7a0b\u5f00\u9500\u3002\u5b83\u4e0d\u662f\u5728\u4f18\u5316\u5355\u6b21AI\u751f\u6210\u7684\u6548\u7387\uff0c\u800c\u662f\u5728\u8d4c\u5de5\u7a0b\u56e2\u961f\u5bf9\u5f00\u53d1\u8fc7\u7a0b\u53ef\u63a7\u6027\u3001\u53ef\u5ba1\u8ba1\u6027\u7684\u9700\u6c42\uff0c\u5c06\u538b\u5012\u5bf9\u201c\u5feb\u901f\u8bd5\u9519\u201d\u7684\u504f\u597d\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\">Zenflow by Zencoder<\/span>\n <\/div>\n<div class=\"comment-content\">Zenflow streamlines Al-first engineering with specification-driven workflows, parallel agents, and built-in verification – so you can ship production-grade software.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\ude80 Hey Product Hunt!<\/p>\n<\/p>\n<p>Andrew here. While building our IDE extensions and cloud agents, we kept running into the same problem many of you probably face when using coding agents in complex repositories: agents getting stuck in loops, over-apologizing, and burning time without making real progress.<\/p>\n<\/p>\n<p>We tried to paper over this with scripts, but juggling terminals and copy-paste prompting quickly became painful. So we built <strong>Zenflow<\/strong> – a free desktop tool for orchestrating AI coding workflows.<\/p>\n<\/p>\n<p>It handles the things we kept missing in standard chat interfaces:<\/p>\n<ul>\n<li>\n<p><strong>Dynamic Workflows: <\/strong>Workflows are defined in simple .md files, and agents can dynamically rewire the next steps based on what they discover mid-execution.<\/p>\n<\/li>\n<li>\n<p><strong>Spec Driven Development: <\/strong>Use formal specs to guide agents, ensuring the implementation matches your architectural intent before a single line of code is written.<\/p>\n<\/li>\n<li>\n<p><strong>Cross-Model Verification: <\/strong>Have Codex review Claude\u2019s output, or run multiple models in parallel to see which one handles a specific codebase or task best.<\/p>\n<\/li>\n<li>\n<p><strong>Blast Mode (Multi-Model Inference):<\/strong> Run up to four different models (Claude, GPT, Gemini, Codex) on the same task simultaneously. Compare their outputs side-by-side and pick the best result.<\/p>\n<\/li>\n<li>\n<p><strong>Parallel Execution: <\/strong>Run multiple approaches on the same backlog item simultaneously mixing <em>human-in-the-loop<\/em> workflows for hard problems with faster \u201cYOLO\u201d runs for simpler tasks.<\/p>\n<\/li>\n<li>\n<p><strong>Project-Level Kanban: <\/strong>Track and manage all agent work through project lists and kanban-style views, not scattered terminal windows.<\/p>\n<\/li>\n<\/ul>\n<h3><strong>What we learned building Zenflow<\/strong><\/h3>\n<p>After running 100+ experiments on SWE-Bench and private datasets, we found that models are increasingly overfit to public benchmarks. Real-world success doesn’t come from “smarter” models alone; it comes from the “Goldilocks” Workflow just enough structure to prevent loops without over-orchestrating the creativity out of the AI.<\/p>\n<\/p>\n<p>We\u2019ve been dogfooding this heavily to build our own IDE extensions, and we\u2019d love to hear how it handles your toughest repos.<\/p>\n<\/p>\n<p>Zenflow is free to use and currently supports Claude Code, Codex, Gemini, and Zencoder.<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>33<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrewsthoughts\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrewsthoughts<\/a> How long does it usually take to set up Zenflow for an existing large repo?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@andrewsthoughts\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrewsthoughts<\/a> How do you detect when an agent is looping versus just exploring?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrewsthoughts\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrewsthoughts<\/a> Have you noticed certain models perform better for specific types of repos or tasks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Exciting launch, crew!<\/p>\n<p>You guys are really taking spec-driven development to the next level. I’m excited to see how it pans out. Let’s gooo!<\/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\/@vibor_cipan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vibor_cipan<\/a> Thank you Vibor! Do try the product and share your feedback! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats! Zenflow\u2019s multi-agent orchestration and built-in verification feels like a game-changer for scalable AI engineering. I’m excited to try real workflows beyond vibe coding. Good luck!<\/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\/@srdan_stojadinovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@srdan_stojadinovic<\/a> Thank you Srdjan – do share your feedback<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using it for a couple of weeks now and am now just babysitting the AI as it builds the product! Code quality is very good!<\/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\/@glen_little\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@glen_little<\/a> Thank you for the kind words, Glen!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@svpino\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svpino<\/a> Thanks Santiago! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Multi-agent \u201cblast mode\u201d and dynamic rewiring is powerful, but at scale the pain is non-determinism: agents race, loop, and produce conflicting diffs that are hard to replay or audit.<\/p>\n<p>Best practice is a reproducible execution harness: sandboxed per-agent workspaces\/branches, deterministic step graph with idempotent tools, and mandatory verify gates (lint + minimal tests) before merge, with full traces for replay.<\/p>\n<p>How does Zenflow represent and version the workflow state, and can it enforce conflict-free patch application plus automatic rollback when verification fails?<\/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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> that\u2019s a really good question and honestly, that\u2019s exactly the class of problems Zenflow is designed to avoid. The way we think about it is: we don\u2019t try to make multi-agent work \u201cmagically deterministic.\u201d Instead, we make it observable, isolated, and auditable.<\/p>\n<p>Concretely, every agent in Zenflow runs in its own fully sandboxed workspace. It\u2019s a full copy of the repo with its own Git branch. So agents never race on files, they never overwrite each other, and you never get conflicting diffs produced at the same time. That whole class of non-deterministic merge issues just doesn\u2019t happen.<\/p>\n<p>On the workflow side, everything the agent does is driven by an explicit step graph things like requirements, spec, planning, implementation, verification. That state is materialized as real artifacts like spec.md plans, and diffs, and you can see and edit it at any point. If an agent decides to change the plan mid-flight, that change is visible and versioned as well.<\/p>\n<p>For verification, we don\u2019t auto-merge anything. You can add explicit verify steps run tests, lint, compile and you can also have another agent review the output before you move forward. If verification fails, nothing gets applied, because it\u2019s still just a sandboxed branch.<\/p>\n<\/p>\n<p>Because of that model, we don\u2019t really need rollback in the traditional sense. If something fails verification, you just discard that branch and move on main is untouched.<\/p>\n<p>So the short version is: Zenflow enforces conflict-free execution by isolation, keeps workflows reproducible by making state explicit, and avoids chaos by never auto-applying changes. You get parallel exploration, but with the same safety properties you\u2019d expect from a disciplined engineering process.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">If a team is already using Cursor\/Claude Code\/Codex directly, what\u2019s the clearest reason to add Zenflow rather than just writing internal scripts or stricter prompting guidelines\u2014and what\u2019s the switching cost you had to eliminate to make that decision easy?<\/div>\n<div class=\"comment-actions\">\n<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>Great question, this is exactly the right bar<\/p>\n<p>First: with Zenflow, you can run Claude Code, Codex, or Gemini agents directly. If you already pay for those, Zenflow is effectively free to try \u2014 no model switch, no new lock-in.<\/p>\n<\/p>\n<p>Second: Zenflow is spec-driven by default. You\u2019re not playing prompt roulette. Work starts from an explicit spec that agents plan against, not vibes.<\/p>\n<\/p>\n<p>Third: you can cross-verify agents. Claude\u2019s output checked by Codex or Gemini (and vice versa). That alone kills a huge class of silent failures.<\/p>\n<\/p>\n<p>Fourth: Zenflow gives you a real execution UI \u2014 Kanban views for agents in parallel stages, so you can see planning, execution, review, and failures instead of guessing in a chat window.<\/p>\n<\/p>\n<p>Lastly: built-in verification. Not \u201ctrust the model,\u201d not manual review \u2014 verification is part of the system. That\u2019s the part most tools skip.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Thank you for the question! Now where do I start; <\/p>\n<p>If a team is already productive with Cursor, Claude Code, or Codex, the clearest reason to add Zenflow isn\u2019t \u201cbetter prompts\u201d it\u2019s orchestration. You <em>can<\/em> try to recreate this with internal scripts and stricter prompting guidelines, but what teams usually discover is that the real cost isn\u2019t generation, it\u2019s coordination: running multiple agents safely, keeping work isolated, reviewing outcomes, and knowing what\u2019s happening where.<\/p>\n<p>Where it really clicks is <strong>blast mode.<\/strong> You can run multiple agents in parallel Claude, Codex, GPT, Gemini on the same task, each in its own sandbox. Then you either compare results side-by-side or have one model review another. That\u2019s very hard to do reliably with scripts.<\/p>\n<p>Workflows are also lightweight. They\u2019re just .md files, and agents can dynamically rewire the next steps based on what they discover mid-execution. Combined with spec-driven development, this means agents align to your architectural intent <em>before<\/em> they write code, not after.<\/p>\n<p>Zenflow also gives you visibility. Instead of scattered terminal windows, you get a<strong> project-level Kanban board <\/strong>showing what agents are running, blocked, in review, or done which matters a lot once you scale beyond one engineer.<\/p>\n<p>And yes, I\u2019d definitely add <strong>multi-repo<\/strong> here. Being able to reason across repos, schemas, and services is a big reason teams bring Zenflow in.<\/p>\n<p>On the model side, Zencoder is a strong, first-class citizen. Claude or Codex are great if you prefer direct subscriptions to those vendors. But if you\u2019re an enterprise that prefers APIs like Claude via Bedrock or Vertex, or OpenAI via Azure, Zenflow is a very natural fit.<\/p>\n<p>As for switching cost, that\u2019s what we worked hard to eliminate. You don\u2019t have to rip anything out. No new editor, no new workflow mandate. You just add Zenflow when coordination, verification, and parallelism start becoming the bottleneck.<\/p>\n<p>Hope this helps to ans your question \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PFC5FHUVUDQAFY\" class=\"app-title\">Clippy, but on Steroids<\/a><\/p>\n<div class=\"one-liner\">“Hey Siri” with MCP calls and local LLM<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">174<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8e\u672c\u5730\u5927\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u611f\u77e5AI\u52a9\u624b\uff0c\u901a\u8fc7\u8bed\u97f3\u6216\u6307\u4ee4\u76f4\u63a5\u5728\u5f53\u524d\u6587\u672c\u5b57\u6bb5\u751f\u6210\u5e76\u7c98\u8d34\u5185\u5bb9\uff0c\u5e76\u96c6\u6210Linear\u3001Google\u65e5\u5386\u7b49\u5de5\u5177\u64cd\u4f5c\uff0c\u65e8\u5728\u6d88\u9664\u5e94\u7528\u95f4\u590d\u5236\u7c98\u8d34\u7684\u7e41\u7410\uff0c\u63d0\u5347\u6570\u5b57\u5de5\u4f5c\u6d41\u7684\u6d41\u7545\u5ea6\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\/371c3956-efba-4d3f-ac6e-de82dec3d3b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aa2bda81-ce43-4949-b0e7-1d2c1fa87681.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17099224-d39d-4563-8cc4-4bafd2dc6556.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/738513b6-3691-4a63-a016-a5d31fee829e.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\/05e886e1-0a23-4776-9152-9235ae57099d.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/389e084b65fb47cfa5b743b8fe3ca158\"><source src=\"https:\/\/www.loom.com\/share\/389e084b65fb47cfa5b743b8fe3ca158\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Bots<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">\u65e0\u611f\u7c98\u8d34<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u590d\u53e4\u8bbe\u8ba1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u5176\u672c\u5730\u5316\u5e26\u6765\u7684\u9690\u79c1\u5b89\u5168\u3001\u6d88\u9664\u590d\u5236\u7c98\u8d34\u7684\u6d41\u7545\u4f53\u9a8c\u53ca\u590d\u53e4\u8bbe\u8ba1\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5b89\u88c5\u6280\u672f\u6545\u969c\u3001\u5bf9\u6269\u5c55\u5b89\u5168\u6027\u7684\u62c5\u5fe7\u3001\u5e0c\u671b\u652f\u6301\u81ea\u5b9a\u4e49\u6a21\u578b\uff08\u5982Ollama\uff09\uff0c\u4ee5\u53ca\u5efa\u8bae\u4e3aMCP\u5de5\u5177\u8c03\u7528\u589e\u52a0\u6743\u9650\u786e\u8ba4\u6b65\u9aa4\u4ee5\u9632\u6b62\u8bef\u64cd\u4f5c\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 Clippy\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u672c\u5730\u7248Copilot\u201d\uff0c\u800c\u5728\u4e8e\u5176\u8bd5\u56fe\u901a\u8fc7\u201c\u65e0\u611f\u7c98\u8d34\u201d\u548c\u201c\u672c\u5730\u6267\u884c\u201d\u8fd9\u4e24\u5927\u652f\u67f1\uff0c\u5bf9AI\u8f85\u52a9\u4ea4\u4e92\u8303\u5f0f\u8fdb\u884c\u4e00\u6b21\u201c\u964d\u7ef4\u6253\u51fb\u201d\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u5f53\u524dAI\u5de5\u5177\u6d41\u7684\u6839\u672c\u6469\u64e6\uff1a\u751f\u6210-\u590d\u5236-\u5207\u6362\u7a97\u53e3-\u7c98\u8d34\u7684\u65ad\u88c2\u8fc7\u7a0b\u3002\u901a\u8fc7\u5c06\u8f93\u51fa\u76f4\u63a5\u6ce8\u5165\u7126\u70b9\u5b57\u6bb5\uff0c\u5b83\u628a\u591a\u6b65\u64cd\u4f5c\u538b\u7f29\u4e3a\u4e00\u6b65\uff0c\u8fd9\u5728\u9891\u7e41\u8c03\u7528AI\u7684\u573a\u666f\u4e0b\uff0c\u4f53\u9a8c\u63d0\u5347\u662f\u663e\u8457\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u6fc0\u8fdb\u201d\u7684\u96c6\u6210\u65b9\u5f0f\uff08\u76f4\u63a5\u5199\u5165\u3001\u64cd\u4f5c\u65e5\u5386\u548cLinear\uff09\u4e5f\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5e26\u6765\u4e86\u4e25\u8083\u7684\u5b89\u5168\u4e0e\u53ef\u9760\u6027\u9690\u60a3\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u8bef\u64cd\u4f5c\u548c\u6743\u9650\u7684\u62c5\u5fe7\u975e\u5e38\u4e13\u4e1a\u4e14\u81f4\u547d\u3002\u4ea7\u54c1\u76ee\u524d\u4f9d\u8d56\u201c\u672a\u53d1\u751f\u95ee\u9898\u201d\u7684\u4e50\u89c2\u5047\u8bbe\uff0c\u800c\u975e\u4e25\u8c28\u7684\u6743\u9650\u6c99\u7bb1\u548c\u786e\u8ba4\u673a\u5236\uff0c\u8fd9\u5728\u5904\u7406\u751f\u4ea7\u6570\u636e\u65f6\u662f\u5371\u9669\u7684\u3002\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u5728\u4fdd\u6301\u201c\u65e0\u611f\u201d\u6d41\u7545\u5ea6\u7684\u540c\u65f6\uff0c\u5efa\u7acb\u8d77\u5fc5\u8981\u7684\u5b89\u5168\u62a4\u680f\uff0c\u8fd9\u9700\u8981\u7cbe\u7ec6\u7684\u4e0a\u4e0b\u6587\u611f\u77e5\uff08\u5982\u533a\u5206\u5bc6\u7801\u6846\uff09\u548c\u7528\u6237\u610f\u56fe\u786e\u8ba4\u8bbe\u8ba1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u201c\u672c\u5730\u6a21\u578b\u201d\u6807\u7b7e\u65e2\u662f\u62a4\u57ce\u6cb3\u4e5f\u662f\u5929\u82b1\u677f\u3002\u5b83\u5438\u5f15\u4e86\u9690\u79c1\u654f\u611f\u7528\u6237\uff0c\u4f46\u4e5f\u53d7\u9650\u4e8e\u672c\u5730\u6a21\u578b\u7684\u6027\u80fd\u4e0e\u6210\u672c\u5e73\u8861\u3002\u652f\u6301\u81ea\u5b9a\u4e49\u6a21\u578b\u662f\u5fc5\u7136\u65b9\u5411\u3002\u521b\u59cb\u4eba\u975e\u6280\u672f\u80cc\u666f\u5e26\u6765\u7684\u72ec\u7279\u5ba1\u7f8e\uff08\u6db2\u6001\u73bb\u7483\u8bbe\u8ba1\u3001\u590d\u53e4Clippy\u60c5\u6000\uff09\u662f\u6709\u6548\u7684\u5dee\u5f02\u5316\u60c5\u611f\u89e6\u70b9\uff0c\u4f46\u4ea7\u54c1\u7684\u957f\u671f\u751f\u5b58\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u8fd9\u79cd\u201c\u6709\u8da3\u7684\u73a9\u5177\u201d\u7a33\u5065\u5730\u5347\u7ea7\u4e3a\u201c\u53ef\u4fe1\u7684\u5de5\u5177\u201d\u3002\u5b83\u5c55\u793a\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u672a\u6765\u5de5\u4f5c\u6d41\u96cf\u5f62\uff0c\u4f46\u901a\u5f80\u201c\u53ef\u9760\u201d\u4e4b\u8def\u624d\u521a\u521a\u5f00\u59cb\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\">Clippy, but on Steroids<\/span>\n <\/div>\n<div class=\"comment-content\">Clippy is a friendly popup GPT using local LLMs that is aware of your current context and pastes responses right in the text field where you are working, eliminating copy pasting. You can use it with voice commands or dictate, all with local models. And it can create Linear tickets or edit your Google Clendar with your voice.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunters \ud83d\udc4b,<\/p>\n<\/p>\n<p>I’m Max,<\/p>\n<\/p>\n<p>I am coming from a non-technical background, from film production, and a bit more than a year ago I started building things that I like, that are useful for me, and that are fun.<\/p>\n<\/p>\n<p>I built Clippy because I wanted to have a cool way to dictate with local models and later I realised the whole GPT context copy and direct pasting possibility. And then ideas started storming with linear and co. I have a newer version with control of apple calendar and reminders, but thats still a work in progress.<\/p>\n<p>And I chose Clippy for a vintage cute touch.<\/p>\n<\/p>\n<p>I did all the visuals myself in Figma and experimented a lot with liquid glass and local models.<\/p>\n<\/p>\n<p>Ah and as a fun fact – I coded around 90% of the app on airplane wifi, flying from Germany to SF. That was fun.<\/p>\n<\/p>\n<p>Hope you like it too.<\/p>\n<\/p>\n<p>Best,<\/p>\n<p>Max<\/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\/@maximilian_prokopp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maximilian_prokopp<\/a> Really cool story behind this, Max<\/p>\n<p>I like the idea of keeping everything local, especially for privacy sensitive workflows. The direct pasting into the active text field is a smart touch.<\/p>\n<p>and how are you handling context switching between apps? Does clippy keep separate context per app or a shared one?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maximilian_prokopp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maximilian_prokopp<\/a> Hi Max, Congrats on the launch. You’re a brave man using the clippy icon….Looks like a cool tool though.<\/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>Is the extension safe? \ud83d\ude00 Lately I was trying more extensions and LinkedIn started accusing me I am using some not good tools so they restricted my account for a while. Because this looks like a cool tool but I do not want to risk anything \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\">\n<p>Could you please fix this? I got a confirmation email, but after confirming (clicking the link in the email), I got the Localhost message.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d1debd1-a9ae-4436-8750-fa8aef276be1.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"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> my friends didnt have problems installing it \ud83d\ude00 I did my best to make it the best I can<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Love the local-first, context-aware Clippy for frictionless in-app assistance.<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> happy you like it! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>very nice<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@karmedge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karmedge<\/a> happy you like it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I need clippy to knock on the screen to give me the full member berries <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/97acb546-0252-4b35-a15b-43c37d2ba7ae.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4d0920f5-2b43-43d0-8c11-7f9578348def.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>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\/@jaredepicpower\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaredepicpower<\/a> hahaha, bringin’ back the old memories<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">People can already get system-wide dictation and \u201cpolished output\u201d from existing tools\u2014what\u2019s the clearest switching trigger you\u2019ve seen for Clippy (e.g., in-place editing, context memory, local-first privacy, tool actions), and what\u2019s your 30\u2011second proof that it\u2019s meaningfully better in daily use?<\/div>\n<div class=\"comment-actions\">\n<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> Good points Kitty – I think tools should be fun and lively and the vibes of Clippy are a USP for me. But editing in place is actually the most usable feature for me and I rarely copy paste anymore. What would it be for you?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is actually quite useful, could definitely unlock a lot of productivity in my day to day tasks \ud83d\ude80 Thanks for sharing <a href=\"https:\/\/www.producthunt.com\/@maximilian_prokopp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maximilian_prokopp<\/a> \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@laurenz_sommerlad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@laurenz_sommerlad<\/a> love that Laurenz! Hope you like it \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Eliminating the ‘copy-paste dance’ between the browser and the text field is a huge UX win. It\u2019s one of those friction points we just got used to, but didn’t realize how annoying it was until a solution like Clippy arrived! The Linear and Google Calendar integration via voice is a game changer for productivity. <strong>My question: <\/strong>Which local model are you currently using for the ‘context-aware’ part? And is there a way for users to swap in their own models (like through Ollama)? Does Clippy ‘see’ the context of the specific app I’m in (like a code editor vs. an email client), or is it based on the text I’ve already typed in the field?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yuanyuan_zhang0104\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuanyuan_zhang0104<\/a> Swapping in is smart! I was using local apple foundation model and Gemma 4B. It is all about the text you have highlighted which makes the current context usage effortless<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Coding 90% of the app on airplane Wi-Fi is the ultimate builder flex, thats an incredible story, Max.The liquid glass aesthetic in Figma really paid off and It\u2019s clear that coming from a film background gave you a unique eye for the visuals the app looks beautiful! Only one question, are you planning to keep it strictly for macOS, or is a mobile companion app in the cards?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eugene_chernyak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eugene_chernyak<\/a> thanks thanks! MacOS was my go to now. No Jarvis ambitions here, just a humble fun project \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>Context-aware \u201cpaste into active field\u201d plus voice-triggered MCP tool calls can go sideways fast at scale: wrong-window injection, secure fields, and unintended side effects (Calendar, Linear) from misheard intent.<\/p>\n<p>Best practice is capability-based tool permissions with explicit usaer-confirm steps and audit logs, plus OS-level allowlists and secure-field detection; for local dictation, streaming whisper.cpp-style on-device ASR with VAD keeps latency predictable and private<\/p>\n<p>How do you sandbox MCP execution and prevent writes unless the focused app and target field pass an allowlist, especially around password or secure input contexts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> thanks for the thoughts! I was working on a second version which gives you an approval checkbox for the MCP calls. Whisper runs locally, which is hat makes it ultra fast. And I did not have issues of it accidentalyl popping up and pasting wrong stuff \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great to have Clippy back \ud83d\ude09 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/LVRM6IRWTEMM4S\" class=\"app-title\">Coda by Conductor Quantum<\/a><\/p>\n<div class=\"one-liner\">Solving problems using quantum computing & natural language<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">137<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Coda \u662f\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u95ee\u9898\uff0c\u5373\u53ef\u5728\u771f\u5b9e\u91cf\u5b50\u5904\u7406\u5668\u4e0a\u8fd0\u884c\u7a0b\u5e8f\u7684\u5e73\u53f0\uff0c\u5b83\u8ba9\u975e\u91cf\u5b50\u7f16\u7a0b\u4e13\u5bb6\u4e5f\u80fd\u5229\u7528\u91cf\u5b50\u8ba1\u7b97\u89e3\u51b3\u5316\u5b66\u3001\u6750\u6599\u79d1\u5b66\u7b49\u9886\u57df\u7684\u590d\u6742\u6a21\u62df\u95ee\u9898\uff0c\u6781\u5927\u964d\u4f4e\u4e86\u8be5\u6280\u672f\u7684\u4f7f\u7528\u95e8\u69db\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\/2b970fa1-c0b7-457f-8867-5fd2ac179104.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28b0ffa8-9350-48a6-96e5-b8633d9a7de9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8729ab5-3a71-46b4-9101-a17f331984ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f3fc486c-aed0-4849-9f3c-57f614e98807.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c84a10df-e9c4-45fa-abe5-18b51c1dfbe9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d7bc2800-0d3c-4b46-a21f-09eda3a12130.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/fdc034e9-ac47-4d07-b097-188f020e3ecc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/MocBUZlQlmU\"><source src=\"https:\/\/youtu.be\/MocBUZlQlmU\" 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\">Computers<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u91cf\u5b50\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u79d1\u5b66\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u836f\u7269\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u6750\u6599\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u6559\u80b2\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e91\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u786c\u4ef6\u62bd\u8c61\u5c42<\/span><br \/>\n <span class=\"tag\">STEM<\/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\u964d\u4f4e\u91cf\u5b50\u8ba1\u7b97\u95e8\u69db\u7684\u613f\u666f\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a1. \u4e0e\u7ecf\u5178\u8ba1\u7b97\u76f8\u6bd4\uff0c\u91cf\u5b50\u8ba1\u7b97\u7684\u5177\u4f53\u4f18\u52bf\u7528\u4f8b\u662f\u4ec0\u4e48\uff1f2. \u5982\u4f55\u4fdd\u8bc1\u81ea\u7136\u8bed\u8a00\u751f\u6210\u91cf\u5b50\u7a0b\u5e8f\u7684\u6b63\u786e\u6027\u4e0e\u53ef\u590d\u73b0\u6027\uff1f\u521b\u59cb\u4eba\u56de\u5e94\u5f3a\u8c03\u4e86\u5206\u5b50\u6a21\u62df\u7b49\u5e94\u7528\uff0c\u5e76\u4ecb\u7ecd\u4e86\u652f\u6301\u7684\u591a\u79cd\u4e2d\u95f4\u8868\u793a\u548c\u9a8c\u8bc1\u6d41\u7a0b\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 Coda \u7784\u51c6\u4e86\u4e00\u4e2a\u6781\u5177\u524d\u77bb\u6027\u4f46\u5f53\u524d\u6781\u5176\u5c0f\u4f17\u7684\u75db\u70b9\uff1a\u91cf\u5b50\u8ba1\u7b97\u7684\u201c\u53ef\u7528\u6027\u201d\u9e3f\u6c9f\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u626e\u6f14\u201c\u7ffb\u8bd1\u201d\u4e0e\u201c\u6865\u6881\u201d\u89d2\u8272\u2014\u2014\u5c06\u81ea\u7136\u8bed\u8a00\u610f\u56fe\u7ffb\u8bd1\u6210\u91cf\u5b50\u7535\u8def\uff0c\u5e76\u5c06\u62bd\u8c61\u786c\u4ef6\u5dee\u5f02\u7edf\u4e00\u6210\u6807\u51c6\u63a5\u53e3\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e3a\u4e00\u9879\u5c1a\u672a\u6210\u719f\u7684\u4e3b\u6d41\u5e94\u7528\uff08\u91cf\u5b50\u8ba1\u7b97\uff09\u63d0\u524d\u94fa\u8bbe\u5f00\u53d1\u8005\u751f\u6001\u548c\u7528\u6237\u4e60\u60ef\u7684\u57fa\u7840\u8bbe\u65bd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u7cbe\u51c6\u5b9a\u4f4d\u4e86\u201c\u9886\u57df\u4e13\u5bb6\u201d\u8fd9\u4e2a\u5173\u952e\u7fa4\u4f53\u3002\u4ed6\u4eec\u62e5\u6709\u6700\u8feb\u5207\u7684\u91cf\u5b50\u6a21\u62df\u9700\u6c42\uff0c\u5374\u6700\u65e0\u6687\u5b66\u4e60\u5e95\u5c42\u91cf\u5b50\u7f16\u7a0b\u3002\u7528\u81ea\u7136\u8bed\u8a00\u4f5c\u4e3a\u4ea4\u4e92\u754c\u9762\uff0c\u662f\u5207\u5165\u8be5\u7fa4\u4f53\u6700\u9ad8\u6548\u7684\u8def\u5f84\u3002\u4e8c\u662f\u91c7\u53d6\u4e86\u52a1\u5b9e\u7684\u786c\u4ef6\u805a\u5408\u7b56\u7565\uff0c\u5bf9\u63a5 Rigetti\u3001IonQ \u7b49\u591a\u54c1\u724c\u91cf\u5b50\u5904\u7406\u5668\u53ca\u4e3b\u6d41\u6a21\u62df\u5668\uff0c\u5728\u786c\u4ef6\u6218\u56fd\u65f6\u4ee3\u63d0\u4f9b\u4e86\u7edf\u4e00\u5165\u53e3\uff0c\u964d\u4f4e\u4e86\u7528\u6237\u7684\u5c1d\u8bd5\u6210\u672c\u548c\u9009\u62e9\u56f0\u60d1\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\u4ea7\u54c1\u4ef7\u503c\u4e0e\u5e95\u5c42\u786c\u4ef6\u80fd\u529b\u6df1\u5ea6\u7ed1\u5b9a\u3002\u5728\u5f53\u524dNISQ\uff08\u542b\u566a\u58f0\u4e2d\u7b49\u89c4\u6a21\u91cf\u5b50\uff09\u65f6\u4ee3\uff0c\u91cf\u5b50\u786c\u4ef6\u80fd\u89e3\u51b3\u7684\u5b9e\u7528\u95ee\u9898\u6781\u4e3a\u6709\u9650\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4Coda\u6ca6\u4e3a\u201c\u9ad8\u7ea7\u73a9\u5177\u201d\u6216\u6559\u5b66\u6f14\u793a\u5de5\u5177\uff0c\u5176\u627f\u8bfa\u7684\u201c\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u201d\u7684\u80fd\u529b\u5907\u53d7\u8d28\u7591\u3002\u5176\u6b21\uff0c\u6280\u672f\u98ce\u9669\u663e\u8457\u3002\u6b63\u5982\u8bc4\u8bba\u6240\u6307\uff0cLLM\u751f\u6210\u91cf\u5b50\u7535\u8def\u7684\u201c\u6b63\u786e\u6027\u201d\u662f\u5de8\u5927\u9ed1\u76d2\uff0c\u5728\u79d1\u5b66\u8ba1\u7b97\u9886\u57df\uff0c\u4e0d\u53ef\u9760\u7684\u7ed3\u679c\u6bd4\u6ca1\u6709\u7ed3\u679c\u66f4\u7cdf\u7cd5\u3002\u5c3d\u7ba1\u56e2\u961f\u63d0\u53ca\u4e86\u9a8c\u8bc1\u6d41\u7a0b\uff0c\u4f46\u5982\u4f55\u786e\u4fdd\u7269\u7406\u610f\u4e49\u7684\u6b63\u786e\u6027\uff0c\u800c\u975e\u4ec5\u4ec5\u662f\u8bed\u6cd5\u53ef\u7f16\u8bd1\uff0c\u662f\u5173\u4e4e\u5176\u4e13\u4e1a\u4fe1\u8a89\u7684\u751f\u547d\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0cCoda \u662f\u4e00\u573a\u8c6a\u8d4c\u3002\u5b83\u8d4c\u7684\u662f\u91cf\u5b50\u786c\u4ef6\u5c06\u5feb\u901f\u6f14\u8fdb\u81f3\u5b9e\u7528\u9636\u6bb5\uff0c\u5e76\u63d0\u524d\u5361\u4f4d\u5e94\u7528\u5c42\u5165\u53e3\u3002\u82e5\u8d4c\u8d62\uff0c\u5b83\u5c06\u6210\u91cf\u5b50\u65f6\u4ee3\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u96cf\u5f62\uff1b\u82e5\u786c\u4ef6\u8fdb\u5c55\u7f13\u6162\uff0c\u5b83\u5219\u53ef\u80fd\u56e0\u7f3a\u4e4f\u771f\u5b9e\u5e94\u7528\u573a\u666f\u800c\u9677\u5165\u505c\u6ede\u3002\u76ee\u524d\uff0c\u5b83\u66f4\u73b0\u5b9e\u7684\u4ef7\u503c\u53ef\u80fd\u5728\u4e8e\u6559\u80b2\u548c\u539f\u578b\u63a2\u7d22\uff0c\u4e3a\u672a\u6765\u7684\u91cf\u5b50\u65f6\u4ee3\u57f9\u517b\u7b2c\u4e00\u6279\u201c\u7528\u6237\u201d\u800c\u975e\u201c\u7a0b\u5e8f\u5458\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\">Coda by Conductor Quantum<\/span>\n <\/div>\n<div class=\"comment-content\">TL;DR Quantum computing won\u2019t scale if every program is a hand-written circuit. Coda lets beginners, domain experts, and engineers describe problems in natural language and run them on real quantum processors, without writing low-level quantum code.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hi Product Hunters!<\/p>\n<p>I\u2019m Brandon, co-founder of Conductor Quantum. Today we\u2019re launching Coda, a natural language interface for quantum computers.<\/p>\n<p>Coda lets you design, understand, and run quantum programs in natural language, without writing low-level quantum code. We built it because quantum computing is powerful, but still far too hard to actually use.<\/p>\n<\/p>\n<p>Quantum computers offer a new computing paradigm for simulating the world at the atomic level. This opens up new possibilities in chemistry, materials science, and drug discovery that push beyond what the largest classical supercomputers can handle.<\/p>\n<\/p>\n<p>The problem is most material scientists or biochemists can’t use a quantum computer today – the barrier to entry to learn all the new bespoke tools, and the quantum information science is way too high. This is why we are building Coda.<\/p>\n<p>Our long-term goal is simple: access to a quantum computer from every desk.<br \/>It\u2019s built for domain experts and technical teams who want to explore real quantum use cases today and prototype faster. Also, it\u2019s built for people new to quantum computing who want a practical, hands-on way to learn.<\/p>\n<p>One of the first quantum computers we\u2019re offering on our platform is Rigetti\u2019s 84-qubit quantum computer, plus IonQ and IQM. We also support qubit simulations via IBM Qiskit and NVIDIA cuQuantum + CUDA-Q.<\/p>\n<p>We\u2019re early and learning fast, and we\u2019d love your feedback.<\/p>\n<p>Happy to answer any questions \ud83d\udc4b<\/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\/@brandonseverin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brandonseverin<\/a> congrats on the launch. This looks very interesting! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@brandonseverin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brandonseverin<\/a> Hi Brandon, Congrats on the launch. What are you seeing as the most popular\/valuable use case right now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Looks cool – what are strong use cases for quantum computers that LLM from laptop wouldn’t be comparable?<\/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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Hey Daniele – thanks for the comment, and great question. One that people love to talk about is breaking encryption e.g. RSA using Shor’s algorithm. But the most interesting use cases are the simulation of molecules and how they interact with each other, for example ground state energy simulations. Or in the recent case from Google – looking at molecular structure. Being able to understand how molecules interact with each other, atom by atom, electron by electron has huge implications for future drug design and materials science.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This looks insane and like an obvious no brainer, talk about problem\/solution fit! Will circulate around my PHD network who are in the space!<\/p>\n<p>Bullish on Brandon and Quantum \ud83d\ude4c\ud83d\udc8e<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@timcha_cherkasov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@timcha_cherkasov<\/a> Thanks Tim<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Love how Coda turns natural language into real quantum programs and removes low-level circuit pain.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thanks – agreed! Let us know if you have any feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Glad you like it! Let us know if there are any pain points you’ve experienced with building quantum circuits and if Coda can help with that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Vibe-code quantum programs! Very cool to see this on ProductHunt. I don’t pretend to have a deep understanding of quantum computing, but it seems like letting people actually play with it and build with it is the best way to help people learn. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rajiv_ayyangar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajiv_ayyangar<\/a> Thanks and agreed. We want more people to get access to this new paradigm of computation – let us know if you have any feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Natural-language to quantum is awesome, but at scale the pain is correctness: LLMs can emit circuits that compile yet violate backend constraints or produce meaningless results under noise.<\/p>\n<p>Best practice is to compile into a stable IR (OpenQASM 3 or QIR), run deterministic validation passes (type checks, qubit mapping, depth\/cost bounds) plus simulator cross-checks and optional error mitigation (Mitiq) before hitting hardware.<\/p>\n<p>What IR do you standardize on across Rigetti, IonQ, and IQM, and can users export the exact compiled circuit plus metadata so runs are reproducible across backends?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> Hi Ryan thanks for the comment and question. We do a lot of code validation on our end to make sure things run smoothly. Agreed – one of the worst things is to send a circuit off to a QPU and it doesn’t work. We offer users a range of frameworks to export including: CUDA-Q, Qiskit, PennyLane, PyQuil and OpenQASM3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 awesome!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@saharshagrawal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saharshagrawal<\/a> thanks – let me know if you have any feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/46HKQCBKL4GHLO\" class=\"app-title\">StoryChief AI Canvas<\/a><\/p>\n<div class=\"one-liner\">A canvas to create + publish full marketing campaigns w\/ AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">136<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u5e02\u573a\u7b56\u7565\u89c4\u5212\u3001\u7ade\u54c1\u5206\u6790\u3001AI\u5185\u5bb9\u751f\u6210\u4e0e\u591a\u6e20\u9053\u53d1\u5e03\u4e8e\u4e00\u4f53\u7684\u53ef\u89c6\u5316\u5de5\u4f5c\u53f0\uff0c\u4e3a\u8425\u9500\u56e2\u961f\u89e3\u51b3\u4e86\u5de5\u5177\u5206\u6563\u3001\u6d41\u7a0b\u5272\u88c2\u7684\u75db\u70b9\uff0c\u5b9e\u73b0\u4e86\u4ece\u7b56\u7565\u5230\u6267\u884c\u7684\u5168\u94fe\u8def\u95ed\u73af\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\/c3d8b228-ce94-4ea6-94db-e820a8f97da3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c3c3ac2-8ab8-4e6e-9e92-a5081b32d7c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f40f0b52-2509-4913-9bf0-a285abf4db34.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c5984b34-bac9-48d2-bae9-0caa004c4a5a.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\/faa3c7e6-b620-40f9-8573-cc9214bb24ae.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/PZUBHNb2Tes\"><source src=\"https:\/\/youtu.be\/PZUBHNb2Tes\" 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\">SEO<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8425\u9500\u4e00\u4f53\u5316\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">AI\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">SEO\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u591a\u6e20\u9053\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u8425\u9500<\/span><br \/>\n <span class=\"tag\">B2B\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u753b\u5e03<\/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\u4e00\u4f53\u5316\u201d\u4ef7\u503c\uff0c\u8ba4\u4e3a\u80fd\u66ff\u4ee3\u591a\u4e2a\u5de5\u5177\uff0c\u63d0\u5347\u6548\u7387\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u96c6\u6210\u4efb\u52a1\u7ba1\u7406\u5de5\u5177\uff08\u5982Jira\uff09\u3001\u660e\u786eAI\u5982\u4f55\u4fdd\u6301\u54c1\u724c\u4e00\u81f4\u6027\u3001\u8bf4\u660e\u8bed\u97f3\u8f93\u5165\u529f\u80fd\u53ca\u6240\u96c6\u6210\u7684AI API\u3002\u53e6\u6709\u7528\u6237\u8be2\u95ee\u73b0\u6709SEO\u6570\u636e\u7684\u6574\u5408\u65b9\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 StoryChief AI Canvas \u6240\u63cf\u7ed8\u7684\u201c\u8425\u9500\u5355\u4e00\u771f\u76f8\u6e90\u201d\u613f\u666f\uff0c\u76f4\u6307\u73b0\u4ee3\u8425\u9500\u56e2\u961f\u7684\u6838\u5fc3\u75fc\u75be\uff1a\u4fe1\u606f\u5b64\u5c9b\u4e0e\u5de5\u5177\u6cdb\u6ee5\u3002\u5b83\u5c06\u6218\u7565\u89c4\u5212\uff08Miro\uff09\u3001\u5173\u952e\u8bcd\u7814\u7a76\uff08Ahrefs\u7b49\uff09\u3001AI\u5185\u5bb9\u751f\u6210\uff08\u5982ChatGPT\uff09\u3001\u591a\u6e20\u9053\u53d1\u5e03\uff08Hootsuite\u7b49\uff09\u53ca\u6027\u80fd\u5206\u6790\uff08Google Search Console\uff09\u5f3a\u884c\u6574\u5408\u8fdb\u4e00\u4e2a\u53ef\u89c6\u5316\u753b\u5e03\uff0c\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4e0d\u5728\u4e8e\u67d0\u4e2a\u529f\u80fd\u70b9\u7684\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u8425\u9500\u5de5\u4f5c\u6d41\u201d\u672c\u8eab\u7684\u91cd\u65b0\u5b9a\u4e49\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u91c7\u7528\u4e86\u201c\u753b\u5e03\u201d\u8fd9\u4e00\u4f4e\u5b66\u4e60\u6210\u672c\u3001\u9ad8\u81ea\u7531\u5ea6\u7684\u9690\u55bb\uff0c\u8bd5\u56fe\u6210\u4e3a\u8fde\u63a5\u6218\u7565\u601d\u7ef4\u4e0e\u788e\u7247\u5316\u6267\u884c\u7684\u201c\u4e2d\u67a2\u795e\u7ecf\u7cfb\u7edf\u201d\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u4e00\u4f53\u5316\u201d\u5f80\u5f80\u4f34\u968f\u201c\u5e73\u5eb8\u5316\u201d\u98ce\u9669\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u54c1\u724c\u58f0\u97f3\u9501\u5b9a\u201d\u548c\u201cAI API\u6765\u6e90\u201d\u7684\u8d28\u7591\uff0c\u6b63\u70b9\u4e2d\u4e86\u5176\u547d\u95e8\uff1a\u5728\u8ffd\u6c42\u5e7f\u5ea6\u65f6\uff0c\u5176\u5728\u5404\u5782\u76f4\u9886\u57df\u7684\u6df1\u5ea6\uff08\u5982SEO\u5206\u6790\u7684\u7cbe\u51c6\u5ea6\u3001AI\u751f\u6210\u5185\u5bb9\u7684\u54c1\u724c\u4e2a\u6027\u5316\uff09\u80fd\u5426\u6297\u8861\u4e13\u4e1a\u5de5\u5177\uff1f\u5176\u6b21\uff0c\u5b83\u8bd5\u56fe\u540c\u65f6\u670d\u52a1\u5185\u90e8\u56e2\u961f\u4e0e\u5916\u90e8\u5ba2\u6237\u534f\u4f5c\uff0c\u8fd9\u4e24\u7c7b\u573a\u666f\u7684\u9700\u6c42\u548c\u6743\u9650\u7ba1\u7406\u590d\u6742\u5ea6\u622a\u7136\u4e0d\u540c\uff0c\u5e73\u53f0\u80fd\u5426\u5728\u7b80\u5316\u6d41\u7a0b\u7684\u540c\u65f6\u4e0d\u727a\u7272\u7ba1\u7406\u7684\u9897\u7c92\u5ea6\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u4ef7\u503c\u5e76\u975e\u66ff\u4ee3\u6240\u6709\u4e13\u5bb6\u578b\u5de5\u5177\uff0c\u800c\u662f\u4e3a\u5927\u591a\u6570\u8425\u9500\u56e2\u961f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6548\u7387\u4f18\u5148\u7684\u201c\u6700\u5927\u516c\u7ea6\u6570\u201d\u89e3\u51b3\u65b9\u6848\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u8fde\u63a5\u5668\u7684\u6df1\u5ea6\uff08\u7b2c\u4e09\u65b9\u5de5\u5177\u96c6\u6210\u4e0e\u6570\u636e\u4e92\u901a\u80fd\u529b\uff09\u4e0eAI\u7684\u201c\u53ef\u9a6f\u5316\u201d\u7a0b\u5ea6\uff08\u8ba9AI\u4ea7\u51fa\u771f\u6b63\u7b26\u5408\u54c1\u724c\u7b56\u7565\u7684\u5185\u5bb9\uff09\uff0c\u800c\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\u3002\u5982\u679c\u5b83\u80fd\u6210\u4e3a\u8425\u9500\u5de5\u4f5c\u6d41\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u800c\u975e\u53c8\u4e00\u4e2a\u529f\u80fd\u66f4\u82b1\u54e8\u7684\u201c\u5e94\u7528\u8f6f\u4ef6\u201d\uff0c\u5176\u6f5c\u529b\u624d\u771f\u6b63\u53ef\u89c2\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u662f\u4e00\u4e2a\u6781\u5177\u91ce\u5fc3\u7684\u6b63\u786e\u65b9\u5411\uff0c\u4f46\u5f81\u9014\u624d\u521a\u521a\u5f00\u59cb\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\">StoryChief AI Canvas<\/span>\n <\/div>\n<div class=\"comment-content\">StoryChief AI Canvas is a visual workspace for your entire marketing strategy. Conduct keyword research, spy on your competitors, generate and optimize content, brainstorm ideas, research your existing content and google search console data all-in-one place. Replace scattered tools with one clear canvas to move from strategy to execution.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Today we\u2019re launching AI Canvas from StoryChief \ud83c\udf89<\/p>\n<p>AI Canvas introduces vibe coding for marketing, a Miro-like visual canvas where strategy, ideas, AI assets, and execution live together. <\/p>\n<p>It researches your audience, keywords, competitors, search intent, and content gaps, then turns that insight into SEO tables, articles, blogs, social posts, images, HTML landing pages, and HTML newsletters, all in one connected canvas.<\/p>\n<p>Everything is connected to your website and channels so you can schedule it immediately. You can work in teams, clients, collaborate, leave feedback and check the performance reports.<\/p>\n<p>Check it out.<\/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\/@valeripotchekailov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeripotchekailov<\/a>, amazing next step for the platform. It caters the needs of both Marketing and Communications teams, no matter their size. The platform is really ramping up to become the single source of truth for your content ambitions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@valeripotchekailov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeripotchekailov<\/a> Congrats on the launch, this seems cool <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@valeripotchekailov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeripotchekailov<\/a> Congrats on the launch Valeri. This is ultra cool. How do you integrate existing seo data and tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! StoryChief looks like a powerful hub for B2B content workflows and omnichannel publishing.<\/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>That’s cool! Sometimes ideas emerge exactly when you see the big picture where all the elements are visually in one place. If you aim to target B2B Content teams (which makes total sense, as content is their important Marketing channel), I suggest to add an integration with popular task managers like Clickup\/Jira\/Trello. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Yes! \ud83d\ude4c Unlimited brainstorming, but still clean and easy to digest!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Really proud of our team and looking forward to seeing how the community adopts this and hearing what early users discover!<br \/>LFG \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, teams and agencies can see the full picture, plan concrete actions and keep their voice consistent when working on their strategy!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Been testing AI Canvas for a few weeks and it\u2019s such a life-hack for all marketers. Research \u2192 strategy \u2192 ideation \u2192 creation \u2192 improving \u2192 publishing all in one place instead of 10 tabs is a huge win.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Is voice input taken or does it have to be text-based prompting only? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/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 teams worry AI will produce generic or off-brand content: what mechanisms in AI Canvas keep strategy, intent, and brand voice \u201clocked in\u201d across dozens of derived assets, and where do humans still need to stay in the loop?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice work, which AI api are you using? Why? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Valeri, that idea of strategy, research, and execution all living in one place sounds like it came from real pain. Was there a project where you had research in one tool, drafts in another, assets scattered somewhere else, and you thought why am I stitching this together manually every single time?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TXNBOKKXUMZYRJ\" class=\"app-title\">RenameClick<\/a><\/p>\n<div class=\"one-liner\">Rename and auto-sort files with offline AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">123<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8e\u79bb\u7ebfAI\u7684\u684c\u9762\u7aef\u6587\u4ef6\u91cd\u547d\u540d\u4e0e\u81ea\u52a8\u6574\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u672c\u5730\u5206\u6790\u6587\u4ef6\u5185\u5bb9\uff0c\u4e3a\u6d77\u91cf\u3001\u6742\u4e71\u7684\u6587\u4ef6\u751f\u6210\u63cf\u8ff0\u6027\u540d\u79f0\u5e76\u81ea\u52a8\u5206\u7c7b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u624b\u52a8\u7ba1\u7406\u6587\u4ef6\u8017\u65f6\u8017\u529b\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\/7772c14a-8394-473d-a6fa-eccc7da5bcdb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/afa03e03-70f3-49b1-ae66-2fae4424a81c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/235caa89-c157-462b-b842-f3442888aedc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad00cdf0-dd3d-45f0-a0f9-0a1a07fb6e72.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dac17a7f-71eb-48a1-b5c8-0bc52119f501.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\/9c234b9f-942d-4ca5-a1dd-067bdec2c2ba.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/BSpoFaZRtd8\"><source src=\"https:\/\/youtu.be\/BSpoFaZRtd8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u4ef6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u91cd\u547d\u540d<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5206\u7c7b<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u6279\u91cf\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u89c4\u5219<\/span><br \/>\n <span class=\"tag\">Mac\/Windows\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u96c6\u4e2d\u5728\u4ea7\u54c1\u6df1\u5ea6\u529f\u80fd\u4e0e\u53ef\u9760\u6027\u4e0a\u3002\u4e3b\u8981\u95ee\u9898\u5305\u62ec\uff1a\u81ea\u5b9a\u4e49\u63d0\u793a\u8bcd\u4e0e\u5206\u7c7b\u9884\u8bbe\u7684\u534f\u540c\u903b\u8f91\u3001\u5982\u4f55\u4fdd\u8bc1\u5927\u6279\u91cf\u5904\u7406\u65f6\u7684\u786e\u5b9a\u6027\u4e0e\u53ef\u56de\u6eda\u3001\u662f\u5426\u6709iOS\u7248\u672c\u8ba1\u5212\u3002\u5f00\u53d1\u8005\u56de\u5e94\u8be6\u7ec6\uff0c\u89e3\u91ca\u4e86\u975eLLM\u89c4\u5219\u5c42\u4e0eAI\u5c42\u7684\u5206\u79bb\u8bbe\u8ba1\uff0c\u5e76\u5766\u627f\u65e0\u6cd5\u4fdd\u8bc1\u5b8c\u5168\u786e\u5b9a\u6027\uff0c\u91cd\u70b9\u5728\u4e8e\u9884\u89c8\u4e0e\u53ef\u63a7\u5e94\u7528\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n RenameClick \u770b\u4f3c\u89e3\u51b3\u7684\u662f\u201c\u6587\u4ef6\u547d\u540d\u201d\u8fd9\u4e00\u8868\u9762\u75db\u70b9\uff0c\u5b9e\u5219\u5251\u6307\u4e00\u4e2a\u66f4\u672c\u8d28\u7684\u95ee\u9898\uff1a\u5728\u4fe1\u606f\u8fc7\u8f7d\u65f6\u4ee3\uff0c\u5982\u4f55\u4e3a\u975e\u7ed3\u6784\u5316\u6570\u636e\u8d4b\u4e88\u53ef\u7406\u89e3\u3001\u53ef\u884c\u52a8\u7684\u8bed\u4e49\u7ed3\u6784\u3002\u5176\u201c\u79bb\u7ebf\u4f18\u5148\u201d\u7b56\u7565\u662f\u53cc\u5203\u5251\uff1a\u4e00\u65b9\u9762\uff0c\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e13\u4e1a\u7528\u6237\u5bf9\u9690\u79c1\u3001\u901f\u5ea6\u4e0e\u6210\u672c\u7684\u6838\u5fc3\u5173\u5207\uff0c\u6784\u6210\u4e86\u4ea7\u54c1\u7684\u62a4\u57ce\u6cb3\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u5b83\u4e5f\u81ea\u6211\u8bbe\u9650\uff0c\u5c06\u5904\u7406\u80fd\u529b\u6846\u5b9a\u5728\u672c\u5730\u786c\u4ef6\u4e0e\u8f7b\u91cf\u5316\u6a21\u578b\u4e4b\u5185\uff0c\u5bf9\u4e8e\u590d\u6742\u6587\u6863\u7684\u7406\u89e3\u6df1\u5ea6\u53ef\u80fd\u5b58\u5728\u5929\u82b1\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u7684\u7cbe\u5999\u4e4b\u5904\u5728\u4e8e\u5176\u201c\u5206\u5c42\u89e3\u8026\u201d\u67b6\u6784\uff1a\u5c06\u786e\u5b9a\u6027\u7684\u89c4\u5219\u5c42\uff08\u65e5\u671f\u3001\u5143\u6570\u636e\uff09\u4e0e\u6982\u7387\u6027\u7684AI\u5c42\uff08\u5185\u5bb9\u7406\u89e3\uff09\u5206\u79bb\uff0c\u53c8\u5c06\u201c\u547d\u540d\u201d\u4e0e\u201c\u5206\u7c7b\u201d\u4efb\u52a1\u9694\u79bb\u3002\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u4e00\u79cd\u9762\u5bf9AI\u4e0d\u786e\u5b9a\u6027\u7684\u5de5\u7a0b\u54f2\u5b66\u2014\u2014\u901a\u8fc7\u67b6\u6784\u63a7\u5236\u5e7b\u89c9\uff0c\u5c06\u4e0d\u53ef\u63a7\u7684AI\u8f93\u51fa\u7eb3\u5165\u4e00\u4e2a\u53ef\u63a7\u7684\u5e94\u7528\u6d41\u7a0b\uff08\u9884\u89c8\u3001\u5206\u6279\u5e94\u7528\uff09\u3002\u8fd9\u6bd4\u5355\u7eaf\u8ffd\u6c42\u6a21\u578b\u7cbe\u5ea6\u66f4\u4e3a\u52a1\u5b9e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ece\u8d44\u6df1\u7528\u6237\u5c16\u9510\u7684\u63d0\u95ee\u4e2d\uff0c\u4e5f\u66b4\u9732\u51fa\u5176\u4f5c\u4e3a\u751f\u4ea7\u529b\u5de5\u5177\u7684\u5173\u952e\u9690\u60a3\uff1a\u975e\u5b8c\u5168\u786e\u5b9a\u6027\u3002\u5728\u4e25\u8083\u7684\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u4e2d\uff0c\u201c\u53ef\u91cd\u73b0\u201d\u4e0e\u201c\u53ef\u56de\u6eda\u201d\u6bd4\u201c\u667a\u80fd\u201d\u66f4\u91cd\u8981\u3002\u5f00\u53d1\u8005\u627f\u8ba4LLM\u547d\u540d\u672c\u8d28\u7684\u975e\u786e\u5b9a\u6027\uff0c\u4ec5\u901a\u8fc7\u4f4e\u6e29\u7cfb\u6570\u548c\u4e8b\u540e\u540e\u7f00\u6765\u7f13\u89e3\uff0c\u8fd9\u610f\u5473\u5b83\u66f4\u9002\u7528\u4e8e\u201c\u8f85\u52a9\u6574\u7406\u201d\u573a\u666f\uff0c\u800c\u975e\u201c\u7cfb\u7edf\u91cd\u6784\u201d\u4efb\u52a1\u3002\u5176\u771f\u6b63\u4ef7\u503c\uff0c\u6216\u8bb8\u4e0d\u662f\u66ff\u4ee3\u4e25\u8c28\u7684\u6587\u4ef6\u7ba1\u7406\u4f53\u7cfb\uff0c\u800c\u662f\u4f5c\u4e3a\u4ece\u6df7\u6c8c\u5230\u6709\u5e8f\u7684\u201c\u9996\u6b21\u7834\u58c1\u201d\u5de5\u5177\uff0c\u5927\u5e45\u964d\u4f4e\u521b\u5efa\u6709\u5e8f\u4f53\u7cfb\u7684\u542f\u52a8\u6210\u672c\u3002\u5b83\u7684\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8eAI\u6709\u591a\u806a\u660e\uff0c\u800c\u5728\u4e8e\u5176\u6846\u67b6\u80fd\u5426\u8ba9\u7528\u6237\u5b89\u5fc3\u5730\u5229\u7528\u8fd9\u4efd\u201c\u6709\u9650\u7684\u806a\u660e\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\">RenameClick<\/span>\n <\/div>\n<div class=\"comment-content\">RenameClick is an offline-first AI file renamer and organizer for Mac\/Windows. It analyzes file content locally (no uploads) to generate clean, descriptive names, then auto-sorts files into folders by category using presets. Comes with 2 presets out of the box, but the real power is custom presets with your own categories. Supports batch processing, multilingual output, custom prompts (instructions), and optional cloud\/local LLMs (Ollama, LM Studio).<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a relaunch with a set of updates added since the first release.<\/p>\n<p>Over the past weeks, I focused on expanding flexibility based on early feedback:<\/p>\n<ul>\n<li>\n<p>Added support for cloud AI providers (optional)<\/p>\n<\/li>\n<li>\n<p>Integrated <strong>LM Studio<\/strong> and <strong>Ollama<\/strong> for local LLMs<\/p>\n<\/li>\n<li>\n<p>Introduced <strong>custom prompts<\/strong> to fully control naming logic<\/p>\n<\/li>\n<li>\n<p>Added a <strong>multilingual interface<\/strong><\/p>\n<\/li>\n<li>\n<p>Launched <strong>automatic file organization<\/strong> into category folders<\/p>\n<\/li>\n<li>\n<p>Improved batch processing and overall stability<\/p>\n<\/li>\n<\/ul>\n<p>Happy to answer questions or hear how people are using 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A lot of value here depends on naming conventions and organization logic: how do custom prompts and category presets work together, and what guardrails do you offer so people can enforce consistent patterns (dates\/vendors\/projects) without spending hours prompt-tuning?<\/div>\n<div class=\"comment-actions\">\n<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> <br \/>Great point. There are actually two separate layers at play here.<\/p>\n<p>First, there is a non-LLM naming layer: practical naming tools and conventions (dates, EXIF, naming rules) that enforce consistency without involving the model. This layer is disabled when custom instructions are applied, because they may conflict with these rules. It is used when the default RenameClick naming prompt is active. Below is a screenshot of the default Filename Format presets, which represent the non-LLM naming convention tools.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2465a6b5-13ed-43c5-b533-f9269f31a60f.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<p>Second, there is a custom prompt that is sent to the LLM as-is and focuses solely on generating the filename. It does not handle categories. The app includes a built-in example prompt that demonstrates the recommended structure and serves as a starting template. Here it is:<br \/>“`<br \/>You are an information extraction system.<\/p>\n<p>Input: an image or PDF of an electricity bill.<\/p>\n<p>Task: extract the following fields strictly from the document content:<\/p>\n<p>1. Payable until date<\/p>\n<p>2. Total amount due<\/p>\n<p>3. Payer full name (Name Surname)<\/p>\n<p>Rules:<\/p>\n<p>– Use the date labeled “Payable until” or equivalent.<\/p>\n<p>– Convert the date to ISO format YYYY-MM-DD.<\/p>\n<p>– Amount must be numeric with comma as decimal separator (e.g. 317,03).<\/p>\n<p>– Name must be exactly as written on the bill.<\/p>\n<p>– If any field is missing or unclear, do not guess. Output “UNKNOWN” for that field.<\/p>\n<p>– Do not include currency symbols.<\/p>\n<p>– Do not include extra words or explanations.<\/p>\n<p>Output format (single line, exact):<\/p>\n<p>Electricity Bill__YYYY-MM-DD__Amount__Name Surname<\/p>\n<p>Good example:<\/p>\n<p>Electricity Bill__2025-03-05__317,03__Arthur Sullivan<br \/>“`<\/p>\n<p>Categories are handled separately, isolated from naming and custom instructions, and works on the actual file content. The model simply evaluates whether the content fits a category based on its description.<\/p>\n<p>Does this fully protect users from spending time tuning prompts? Probably not – there\u2019s no perfect setup. But the goal is to keep the basics simple, make defaults usable out of the box, and let people go deeper only if they want to. Getting to \u201cgood\u201d is easy; getting to \u201cperfect\u201d is always an iterative process.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 plan to launch this for iOS as well? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> <br \/>Not planning an iOS version right now.<br \/>The app is heavily built around desktop workflows and local file access.<br \/>But if you have a particular iOS use case you\u2019re thinking about, feel free to share – happy to think it through<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch! I like the File Organizer feature in addition to renaming files.<\/div>\n<div class=\"comment-actions\">\n<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\/@rachelz1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rachelz1<\/a> <br \/>Thank you so much, Rachel! Glad you like this feature \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Yeah!!! Renaming files could be the worst task someone has to face, so I’m truly happy to see something like this and wish you all the best here!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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> <br \/>Haha, so true \ud83d\ude04 Thanks for the kind words!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Offline batch renaming hits scale pain fast: 10k+ files means slow content extraction, collisions, and nondeterministic names that make \u201cundo\u201d and dedupe scary.<\/p>\n<p>Best practice is a deterministic pipeline: lightweight local parsers first (EXIF\/PDF metadata), content hashes for stable IDs, preview + transactional apply with full rollback, and collision rules (suffixing, folder-level atomic moves).<\/p>\n<p>How do presets encode the decision logic (regex + LLM + heuristics), and can users export a renaming manifest so runs are reproducible across Ollama, LM Studio, and cloud models?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> <br \/>Content is extracted from each file sequentially, and the processing time per file is largely constant. It mainly depends on the prompt and varies by file type (DOC, PDF, JPG), as well as by image resolution, which ultimately translates into token count. On average, each file takes roughly the same amount of processing time, regardless of whether you process 100 files or 10,000.<\/p>\n<p>Filenames cannot be fully deterministic by nature of LLMs, but the temperature is set very close to the minimum, so a reasonable level of consistency can be expected. The main goal here is to minimize hallucinations and correctly identify the actual content of the file.<\/p>\n<p>Collisions and deduplication are handled via incremental suffixes. Globally, the flow is: first full processing and preview of all files, then the user explicitly decides which files to rename and how to apply the changes.<\/p>\n<p>EXIF and other metadata are parsed separately and can be used for formatting. The LLM has no awareness of this metadata, and it does not need to.<\/p>\n<p>Regarding presets, I\u2019m not entirely sure which presets you mean. If this refers to category presets, those are separate from the naming logic. There is no exportable renaming manifest at the moment, but the internal pipeline is unified across all providers integrated into RenameClick, so the behavior remains consistent whether using Ollama, LM Studio, or a cloud model.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DEQAY64VBDPL6J\" class=\"app-title\">Doclific<\/a><\/p>\n<div class=\"one-liner\">Documentation that lives with your code<\/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>Doclific\u662f\u4e00\u6b3e\u5c06\u6587\u6863\u5185\u7f6e\u4e8e\u4ee3\u7801\u4ed3\u5e93\u7684\u5de5\u5177\uff0c\u901a\u8fc7\u201c\u6587\u6863\u5373\u4ee3\u7801\u201d\u7406\u5ff5\u548cAI\u8f85\u52a9\u751f\u6210\uff0c\u89e3\u51b3\u5f00\u53d1\u4e2d\u56e0\u6587\u6863\u4e0e\u4ee3\u7801\u5206\u79bb\u5bfc\u81f4\u7684\u6587\u6863\u8fc7\u65f6\u548c\u4e0a\u4e0b\u6587\u5207\u6362\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\/5fd86075-e522-459b-8a48-f764eca266ed.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/q9UNDLQzjFI\"><source src=\"https:\/\/youtu.be\/q9UNDLQzjFI\" 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\/beedee40-574a-4fcc-8c65-87f0047067b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1bfb223d-60aa-4427-b0b2-6dbd1eeb7d89.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8a7e5842-223d-41ea-9f85-6c0478fd9526.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u5373\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u4ed3\u5e93\u5185\u6587\u6863<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u9632\u6f02\u79fb<\/span><br \/>\n <span class=\"tag\">\u67b6\u6784\u56fe\u751f\u6210<\/span><br \/>\n <span class=\"tag\">ERD\u56fe\u8868<\/span><br \/>\n <span class=\"tag\">AI\u6587\u6863\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u6587\u6863\u5373\u4ee3\u7801\u201d\u65b9\u5411\uff0c\u8ba4\u4e3a\u80fd\u6709\u6548\u5bf9\u6297\u6587\u6863\u6f02\u79fb\u3002\u6838\u5fc3\u53cd\u9988\u805a\u7126\u4e8e\uff1a1. **\u89c4\u6a21\u5316\u6311\u6218**\uff1a\u5982\u4f55\u68c0\u6d4b\u8de8\u5355\u4f53\u4ed3\u5e93\u91cd\u6784\u5bfc\u81f4\u7684\u5f15\u7528\u65ad\u88c2\uff0c\u5efa\u8bae\u96c6\u6210CI\u8fdb\u884cAST\u7ea7\u6821\u9a8c\u30022. **\u975e\u6280\u672f\u5458\u8bbf\u95ee**\uff1a\u5982\u4f55\u8ba9\u4ea7\u54c1\u7ecf\u7406\u7b49\u89d2\u8272\u65e0\u9700\u63a5\u89e6\u4ee3\u7801\u5e93\u5373\u53ef\u8bbf\u95ee\u6587\u6863\u30023. **\u529f\u80fd\u6df1\u5316**\uff1a\u8be2\u95ee\u667a\u80fd\u7247\u6bb5\u7684\u6280\u672f\u5b9e\u73b0\u53ca\u662f\u5426\u652f\u6301\u81ea\u52a8\u521b\u5efa\u66f4\u65b0PR\u3002\u521b\u59cb\u4eba\u56de\u5e94\u76f8\u5173\u529f\u80fd\u5df2\u5728\u89c4\u5212\u4e2d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Doclific\u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u987d\u56fa\u7684\u75db\u70b9\u2014\u2014\u6587\u6863\u6f02\u79fb\uff0c\u4f46\u5176\u5ba3\u79f0\u7684\u201c\u9769\u547d\u6027\u201d\u9700\u8981\u51b7\u9759\u5ba1\u89c6\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u5c06\u6587\u6863\u653e\u5165\u4ed3\u5e93\uff08\u8fd9\u672c\u8eab\u5c31\u662f\u201c\u6587\u6863\u5373\u4ee3\u7801\u201d\u7684\u57fa\u7840\u5b9e\u8df5\uff09\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a**\u7ed1\u5b9a\u5728\u4ee3\u7801\u7248\u672c\u751f\u547d\u5468\u671f\u5185\u7684\u81ea\u52a8\u5316\u6587\u6863\u751f\u6001\u7cfb\u7edf**\u3002\u5b83\u7684\u771f\u6b63\u91ce\u5fc3\uff0c\u662f\u901a\u8fc7CI\u96c6\u6210\u548cAST\u89e3\u6790\uff0c\u5c06\u6587\u6863\u4ece\u201c\u88ab\u52a8\u8bb0\u5f55\u201d\u53d8\u4e3a\u80fd\u611f\u77e5\u4ee3\u7801\u53d8\u66f4\u5e76\u4e3b\u52a8\u62a5\u8b66\u6216\u81ea\u52a8\u4fee\u8865\u7684\u201c\u6d3b\u4f53\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5f53\u524d\u7248\u672c\u66f4\u50cf\u662f\u4e00\u4e2a\u529f\u80fd\u589e\u5f3a\u578b\u7684\u672c\u5730\u6587\u6863\u7f16\u8f91\u5668\uff08\u5185\u7f6e\u56fe\u8868\u3001\u767d\u677f\uff09\uff0c\u5176\u6700\u5177\u5356\u70b9\u7684\u201c\u9632\u6f02\u79fb\u201d\u667a\u80fd\u5c1a\u5728\u84dd\u56fe\u9636\u6bb5\u3002\u7528\u6237\u8bc4\u8bba\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\u4e86\u5176\u5546\u4e1a\u5316\u4e0e\u89c4\u6a21\u5316\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\uff1a\u9996\u5148\uff0c**\u5de5\u7a0b\u4e25\u8c28\u6027\u6311\u6218**\u3002\u5728\u5927\u578b\u5355\u4f53\u4ed3\u5e93\u4e2d\uff0c\u4ec5\u9760\u6587\u4ef6\u8def\u5f84\u8ffd\u8e2a\u5f15\u7528\u8fdc\u8fdc\u4e0d\u591f\uff0c\u9700\u8981\u6df1\u5ea6\u96c6\u6210\u7f16\u8bd1\u5668\u524d\u7aef\u6280\u672f\u624d\u80fd\u5b9e\u73b0\u53ef\u9760\u7684\u7b26\u53f7\u94fe\u63a5\uff0c\u8fd9\u662f\u4e00\u4e2a\u6781\u9ad8\u7684\u6280\u672f\u95e8\u69db\u3002\u5176\u6b21\uff0c**\u7528\u6237\u89d2\u8272\u51b2\u7a81**\u3002\u670d\u52a1\u4e8e\u5f00\u53d1\u8005\u7684\u201c\u4ed3\u5e93\u5185\u6587\u6863\u201d\u4e0e\u670d\u52a1\u4e8e\u5e7f\u6cdb\u534f\u4f5c\u7684\u201c\u6613\u8bbf\u95ee\u6027\u201d\u5b58\u5728\u5929\u7136\u77db\u76fe\uff0c\u672a\u6765\u63a8\u51fa\u4e91\u7aef\u6258\u7ba1\u7248\u672c\uff0c\u5b9e\u8d28\u4e0a\u5c06\u5206\u88c2\u4e3a\u4e24\u4e2a\u4ea7\u54c1\uff0c\u53ef\u80fd\u91cd\u8e48\u5b83\u8bd5\u56fe\u66ff\u4ee3\u7684\u5de5\u5177\uff08Notion\/Confluence\uff09\u4e0e\u4ee3\u7801\u8131\u8282\u7684\u8986\u8f99\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u673a\u4f1a\u5728\u4e8e\uff0c\u5982\u679c\u80fd\u591f\u7387\u5148\u4ee5\u4f18\u96c5\u7684\u65b9\u5f0f\u5b9e\u73b0**\u7cbe\u51c6\u7684\u6f02\u79fb\u68c0\u6d4b\u4e0e\u81ea\u52a8\u5316\u4fee\u590d**\uff0c\u5e76\u6210\u4e3a\u4ee3\u7801\u8bc4\u5ba1\u6d41\u7a0b\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u73af\uff0c\u5b83\u5c06\u6210\u4e3a\u5de5\u7a0b\u6548\u80fd\u5e73\u53f0\u7684\u5173\u952e\u62fc\u56fe\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u5728\u201c\u6587\u6863\u5730\u72f1\u201d\u4e2d\u589e\u52a0\u4e86\u9009\u9879\u7684\u6f02\u4eae\u5de5\u5177\u3002\u5176AI\u751f\u6210\u6587\u6863\u7684\u529f\u80fd\u662f\u5b9e\u7528\u7684\u751c\u70b9\uff0c\u4f46\u7edd\u975e\u4e3b\u98df\u3002\u4ea7\u54c1\u7684\u6210\u8d25\uff0c\u53d6\u51b3\u4e8e\u5176\u56e2\u961f\u80fd\u5426\u5c06\u8bc4\u8bba\u533a\u90a3\u4e9b\u7280\u5229\u7684\u5efa\u8bae\uff0c\u8f6c\u5316\u4e3a\u6bd4\u73b0\u6709\u624b\u52a8\u5b9e\u8df5\u66f4\u9ad8\u6548\u3001\u66f4\u4e25\u683c\u7684\u81ea\u52a8\u5316\u7ea6\u675f\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Doclific<\/span>\n <\/div>\n<div class=\"comment-content\">Most documentation tools live outside your repository. Your code changes. Your docs don\u2019t. Drift is inevitable. Doclific addresses this problem in two ways: 1. Your docs all live in one place: your repo. This is the way it should be, ensuring engineers always have access to the correct version of docs. 2. Doclific features ERDs, architecture diagrams, smart snippets, etc. No more context switching. No more drift. Oh, and if you’re lazy, you can just prompt the AI to generate docs for you!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This project originated from a real need. Internal documentation is almost always either outdated or in a poor format (KT sessions, spread out over several Google Docs + Lucid Charts, etc). I aim for Doclific to be a free, all-in-one solution to this problem. <\/p>\n<\/p>\n<p>Please, be brutally honest, would you use this? What other challenges do you encounter with documenting currently?<\/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>It\u2019s not really an all-in-one solution for big projects, but it still makes sense and helps with a lot. I usually keep my docs as markdown inside the project, so being able to visually take docs right there is super useful. I also love the db relation view and the whiteboard features, I normally use random sites for that, take screenshots, and add them to docs. Having it built in is really nice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 could easily become a staple in my toolkit.<\/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\/@brent_kom3344\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brent_kom3344<\/a> glad to hear! What are you currently using for documentation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Woah, congrats man. This is awesome. I am so intrigued to play with this. We’ve been doing lots of work with docs lately<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@campak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campak<\/a> thanks, really appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Docs-in-repo is the right call, but at scale the hard part is drift detection across monorepos where refactors and renames silently break code-linked snippets and diagrams.<\/p>\n<p>Best practice is a CI gate that resolves references via AST\/symbol IDs (not just file paths), runs link checks, and posts PR annotations with suggested doc patches plus a fail threshold you can tune per directory.<\/p>\n<p>How are you extracting and versioning \u201csmart snippets\u201d (tree-sitter\/TS compiler API, etc.), and can Doclific auto-open a PR with regenerated MDX when referenced symbols change?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> Hi Ryan, fantastic insight! I really appreciate it. I\u2019ll be honest, a lot of what you\u2019re referencing are future enhancements, but you definitely brought some interesting concepts to my attention. I have some ideas on creating a TRULY smart snippet, but I\u2019m leaning more towards it behaving identically to git, instead of attempting to make it too smart that it tries references changed or altered snippets where the explanations would also need to be adjusted as well. I plan to relaunch once the CI-based functionality is fully finished. Stay tuned!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ‘Docs as Code’ approach is the only way to truly fight drift. Keeping docs in the repo ensures they undergo the same PR process as the code, which is a massive win for consistency. You asked for honesty: I\u2019d definitely use this if it replaces the nightmare of syncing Notion\/Confluence with GitHub. <strong>My question:<\/strong> (1) Since the docs live in the repo, how does Doclific handle non-technical stakeholders (like PMs) who might need to read or edit the docs without diving into the codebase? (2) Are these diagrams stored as code-based definitions so they are version-controlled, or are they handled differently? When code changes significantly, does Doclific have a ‘check’ or ‘alert’ system to remind engineers that a specific doc or snippet might now be ‘drifting’ and needs a re-prompt?<\/p>\n<h3><\/h3>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yuanyuan_zhang0104\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuanyuan_zhang0104<\/a> Thanks for the feedback! I really appreciate it! (1) Fantastic question and something I’ve been thinking about quite a bit. As Doclific currently stands, it’s aimed at developers primarily. However, one of the coming stages for Doclific is the ability to host documents in the cloud as well. This would give access to non-technical stakeholders. (2) Diagrams are stored as MDX inside the repo, so they are absolutely version-controlled. Again, another fantastic question — this drift detection is exactly where I’m going with Doclific. Imagine a CI stage that checks if any of the documented code has changed since the last run. If the change is a simple addition or subtraction of a non-referenced section, it adjusts automatically. If referenced code changes, it either gives a warning or the stage fails. THIS is the next phase for Doclific and what I’m working on currently. Really appreciate the feedback and questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch! I will try this tool in my projects.<\/div>\n<div class=\"comment-actions\">\n<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\/@rachelz1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rachelz1<\/a> Thank you! Let me know what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/7M7POYFBQWRHH5\" class=\"app-title\">AbleMouse Beyond Switch Edition<\/a><\/p>\n<div class=\"one-liner\">Full PC control for the paralyzed via one micro-movement.<\/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>\u4e00\u6b3e\u4e3a\u5168\u8eab\u762b\u75ea\u7b49\u6781\u7aef\u8eab\u4f53\u53d7\u9650\u4eba\u7fa4\u8bbe\u8ba1\u7684\u5f00\u6e90\u8f85\u52a9\u6280\u672f\uff0c\u901a\u8fc7\u8bc6\u522b\u4e00\u4e2a\u5fae\u5c0f\u52a8\u4f5c\uff08\u5982\u5fae\u5f20\u5634\u5df4\uff09\u6765\u5b9e\u73b0\u5bf9\u7535\u8111\u7684\u5b8c\u6574\u63a7\u5236\uff0c\u5728\u4f20\u7edf\u8f85\u52a9\u624b\u6bb5\u5931\u6548\u7684\u573a\u666f\u4e0b\uff0c\u4e3a\u7528\u6237\u91cd\u5efa\u6570\u5b57\u751f\u6d3b\u7684\u81ea\u4e3b\u6743\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\/4fc5d7f7-27bf-4815-b7e6-8a523e7e9270.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8863d485-89a0-47ea-9271-48cf190043d8.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\/6a7fcc2a-ed8e-4bf5-a4b2-670a19dd1d85.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/1zWn1Ha5-U0\"><source src=\"https:\/\/youtu.be\/1zWn1Ha5-U0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Social Impact<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8f85\u52a9\u6280\u672f<\/span><br \/>\n <span class=\"tag\">\u65e0\u969c\u788d\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u786c\u4ef6<\/span><br \/>\n <span class=\"tag\">\u762b\u75ea\u4eba\u58eb\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u8ba1\u7b97\u673a\u89c6\u89c9<\/span><br \/>\n <span class=\"tag\">\u5f00\u5173\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u53ef\u5b9a\u5236\u754c\u9762<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u63a7\u5236\u66ff\u4ee3\u65b9\u6848<\/span><br \/>\n <span class=\"tag\">\u533b\u7597\u79d1\u6280<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u626c\u5176\u4f7f\u547d\u4e0e\u79ef\u6781\u5f71\u54cd\u3002\u4e3b\u8981\u6709\u6548\u5efa\u8bae\u96c6\u4e2d\u4e8e\u6280\u672f\u53ef\u9760\u6027\uff1a\u6307\u51fa\u57fa\u4e8e\u6444\u50cf\u5934\u7684\u5fae\u52a8\u4f5c\u68c0\u6d4b\u53ef\u80fd\u5b58\u5728\u6821\u51c6\u6f02\u79fb\u548c\u8bef\u89e6\u53d1\u98ce\u9669\uff0c\u5efa\u8bae\u589e\u52a0\u6821\u51c6\u6d41\u7a0b\u3001\u81ea\u9002\u5e94\u9608\u503c\u3001\u72b6\u6001\u673a\u786e\u8ba4\u673a\u5236\uff0c\u5e76\u8be2\u95ee\u4e86\u51c6\u786e\u6027\u5ea6\u91cf\u4e0e\u4f20\u611f\u5668\u534f\u8bae\u5b89\u5168\u6027\u7684\u7ec6\u8282\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 AbleMouse Beyond Switch Edition \u7684\u4ef7\u503c\u6838\u5fc3\uff0c\u5728\u4e8e\u5176\u5c06\u201c\u4ea4\u4e92\u5e26\u5bbd\u201d\u538b\u7f29\u81f3\u6781\u9650\u7684\u54f2\u5b66\u3002\u5b83\u4e0d\u8ffd\u6c42\u70ab\u6280\uff0c\u800c\u662f\u6b8b\u9177\u5730\u76f4\u9762\u4e00\u4e2a\u73b0\u5b9e\uff1a\u5f53\u4eba\u7c7b\u4e0e\u6570\u5b57\u4e16\u754c\u7684\u8fde\u63a5\u901a\u9053\u4ec5\u5269\u4e00\u6761\u5fae\u7c73\u7ea7\u7684\u7f1d\u9699\u65f6\uff0c\u5982\u4f55\u5c06\u8fd9\u6761\u7f1d\u9699\u62d3\u5c55\u4e3a\u4e00\u6761\u53ef\u7528\u7684\u9ad8\u901f\u516c\u8def\u3002\u5176\u771f\u6b63\u7684\u521b\u65b0\u70b9\u5e76\u975e\u5355\u4e00\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u5e94\u7528\uff0c\u800c\u662f\u5176\u67b6\u6784\u7684\u201c\u4f20\u611f\u5668\u4e0d\u53ef\u77e5\u8bba\u201d\u2014\u2014\u901a\u8fc7TCP\u534f\u8bae\u62bd\u8c61\u8f93\u5165\u4fe1\u53f7\uff0c\u8fd9\u4f7f\u5176\u4ece\u4e00\u6b3e\u5177\u4f53\u7684\u201c\u6444\u50cf\u5934\u5f20\u5634\u63a7\u5236\u8f6f\u4ef6\u201d\uff0c\u5347\u7ef4\u4e3a\u4e00\u4e2a\u53ef\u9002\u914d\u4efb\u4f55\u6b8b\u4f59\u795e\u7ecf\u808c\u8089\u4fe1\u53f7\u7684\u201c\u901a\u7528\u6307\u4ee4\u7f16\u7801\u5e73\u53f0\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u4e00\u6837\u5c16\u9510\u3002\u8bc4\u8bba\u4e2d\u6307\u51fa\u7684\u6821\u51c6\u4e0e\u8bef\u89e6\u53d1\u95ee\u9898\uff0c\u76f4\u6307\u8fd9\u7c7b\u6280\u672f\u4ece\u201c\u611f\u4eba\u539f\u578b\u201d\u8fc8\u5411\u201c\u53ef\u9760\u5de5\u5177\u201d\u7684\u6838\u5fc3\u74f6\u9888\u3002\u5728\u6781\u7aef\u4f9d\u8d56\u5355\u4e00\u5f00\u5173\u7684\u573a\u666f\u4e0b\uff0c\u4e00\u6b21\u8bef\u64cd\u4f5c\u53ef\u80fd\u5bfc\u81f4\u707e\u96be\u6027\u540e\u679c\u3002\u56e0\u6b64\uff0c\u7cfb\u7edf\u4e0d\u4ec5\u9700\u8981\u201c\u5de5\u4f5c\u201d\uff0c\u66f4\u9700\u8981\u4ee5\u53ef\u91cf\u5316\u7684\u3001\u7a33\u5b9a\u7684\u7f6e\u4fe1\u5ea6\u201c\u6301\u7eed\u5de5\u4f5c\u201d\u3002\u5f53\u524d\u4ecb\u7ecd\u4e2d\u7f3a\u4e4f\u5bf9\u8bef\u62a5\u7387\u3001\u4fe1\u53f7\u8870\u51cf\u5904\u7406\u3001\u4ee5\u53ca\u5173\u952e\u64cd\u4f5c\uff08\u5982\u5220\u9664\u3001\u5173\u673a\uff09\u7684\u4e8c\u6b21\u786e\u8ba4\u673a\u5236\u7684\u6df1\u5165\u9610\u8ff0\uff0c\u8fd9\u662f\u5176\u4e13\u4e1a\u6027\u7684\u7f3a\u53e3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u201c\u7ed5\u8fc7\u64cd\u4f5c\u7cfb\u7edf\u8bed\u8a00\u58c1\u5792\u201d\u548c\u201c\u4e3a\u5931\u8bed\u8005\u542f\u7528\u8bed\u97f3\u63a7\u5236\u201d\u7684\u529f\u80fd\uff0c\u5de7\u5999\u5730\u8fdb\u884c\u4e86\u6280\u672f\u5ac1\u63a5\uff0c\u5c55\u73b0\u4e86\u5de5\u7a0b\u601d\u7ef4\u7684\u53d6\u5de7\u4e4b\u7f8e\u3002\u4f46\u8fd9\u4e5f\u5f15\u51fa\u4e00\u4e2a\u6df1\u5c42\u95ee\u9898\uff1a\u5b83\u672c\u8d28\u4e0a\u662f\u5728\u4e3a\u73b0\u6709\u64cd\u4f5c\u7cfb\u7edf\uff08\u5982Windows\uff09\u6253\u4e0a\u6700\u5e95\u5c42\u7684\u201c\u751f\u7406\u8865\u4e01\u201d\uff0c\u5176\u957f\u671f\u53d1\u5c55\u53d7\u5236\u4e8e\u4e3b\u6d41\u7cfb\u7edf\u7684\u65e0\u969c\u788d\u63a5\u53e3\u6f14\u8fdb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u662f\u4e00\u6b3e\u95ea\u8000\u7740\u4eba\u9053\u4e3b\u4e49\u5149\u8f89\u4e0e\u6781\u5ba2\u667a\u6167\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5b83\u5728\u6280\u672f\u53ef\u884c\u6027\u8fb9\u754c\u4e0a\u8fdb\u884c\u4e86\u6709\u4ef7\u503c\u7684\u63a2\u7d22\u3002\u4f46\u5176\u4ece\u201c\u751f\u547d\u6539\u53d8\u8005\u201d\u5230\u201c\u751f\u547d\u53ef\u9760\u4f9d\u8d56\u8005\u201d\u4e4b\u95f4\uff0c\u8fd8\u9694\u7740\u4e25\u8c28\u7684\u533b\u7597\u7ea7\u53ef\u9760\u6027\u9a8c\u8bc1\u3001\u9c81\u68d2\u6027\u5de5\u7a0b\u4ee5\u53ca\u53ef\u6301\u7eed\u7684\u751f\u6001\u652f\u6301\u3002\u5f00\u6e90\u662f\u5176\u8d70\u5411\u6210\u719f\u7684\u6b63\u786e\u8def\u5f84\uff0c\u4f46\u793e\u533a\u9700\u8981\u5438\u5f15\u7684\u4e0d\u4ec5\u662f\u5f00\u53d1\u8005\uff0c\u66f4\u5e94\u6709\u5eb7\u590d\u6cbb\u7597\u5e08\u548c\u4e34\u5e8a\u5de5\u7a0b\u5e08\u7684\u6df1\u5ea6\u53c2\u4e0e\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\">AbleMouse Beyond Switch Edition<\/span>\n <\/div>\n<div class=\"comment-content\">An open-source solution designed for individuals with extreme physical limitations, including total paralysis. When traditional assistive tech fails, this works by interpreting a single micro-movement\u2014like slightly opening the mouth\u2014into full PC control. Features a core system that receives micro-signals from any sensor to navigate a customizable hierarchical menu. The system enables voice commands for non-verbal users and bypasses OS language barriers. Ready to restore digital independence. \ud83e\uddbe<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When All Else Fails, This Works. \ud83e\uddbe<br \/>\nImagine a person who is completely paralyzed (both body and head) and is also unable to speak. In the specific case I am referring to, the individual only had access to a single micro-movement \u2014 he could only slightly open his mouth.<\/p>\n<p>\ud83d\udd4a\ufe0f I have developed a solution that helped a person with such a severe disability return to the digital world and regain full control of his computer. This method is more natural and flexible than traditional “Switch Control” approaches. I am sharing this development because it has the potential to change many lives.<\/p>\n<p>\u2764\ufe0f I would be deeply grateful if you could share this project with those in need or on specialized community forums.<\/p>\n<p>\u2699\ufe0f Technical Details<br \/>\n\ud83d\udd39 Control Principle: The system is based on a hierarchical menu that cyclically cycles through items. As soon as the user sees the desired command, they provide a signal (that specific micro-movement), and the action is executed.<br \/>\n\ud83d\udd39 Any Sensor: In the current version, computer vision via a standard webcam detects the mouth’s micro-movement. However, the architecture allows for the connection of absolutely any input signal or sensor via TCP protocol.<br \/>\n\ud83d\udd39 Breaking Language Barriers: The interface is fully customizable and can be translated into any language. Windows’ native language limitations are bypassed automatically \u2014 the user sees their native language, while the system correctly interprets the commands.<br \/>\n\ud83d\udd39 Flexibility: The server component allows you to build a menu of any complexity, tailored to the specific tasks and physical capabilities of the individual.<br \/>\n\u2728 The Core Concept: Essentially, the system creates a computer interaction interface for those with extreme physical limitations. Furthermore, it enables Windows voice control even for individuals who cannot speak.<\/p>\n<p>A quick note on the tech: AbleMouse Beyond Switch is fully open-source (MIT), as I want this to help as many people as possible. For the audio magic, it uses the VB-CABLE driver. This driver is ‘Donationware’ \u2014 free to download and fully functional, but the developer welcomes donations if you find it useful. \ud83e\uddbe<\/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\/@alexander_radzhabov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexander_radzhabov<\/a> Congrats Alexander. This is a fantastic bit of tech.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>At scale, webcam-based micro-movement detection will face calibration drift (lighting, camera angle, fatigue) and false positives that can make the cyclic menu frustrating or unsafe for critical actions.<\/p>\n<p>Best practice is a per-user calibration workflow with adaptive thresholds, temporal smoothing, and a state machine with dwell + confirm for \u201cdestructive\u201d commands, plus a plug-in sensor interface that logs signal quality for tuning.<\/p>\n<p>How are you measuring and exposing accuracy metrics (false-accept vs false-reject) over time, and can the TCP sensor protocol support signed messages or local-only mode to avoid unintended remote inputs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 app may be a life-changer for those who are paralyzed! Upvoted and good 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What inspired you to build this? \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a> Nuseir, Thank you for asking! The inspiration behind the entire AbleMouse series comes from real people who needed specific help. Each product was created to solve a genuine challenge faced by \u2014 <strong>both those I know personally and those who reached out to me for help<\/strong>. I decided to share these developments as open-source projects so that others in similar situations could have more accessible and affordable options. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 more launch from AbleMouse, yay!!!!!<br \/>Man I just love your mission, <a href=\"https:\/\/www.producthunt.com\/@alexander_radzhabov\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"alexander_radzhabov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexander_radzhabov<\/a> <\/p>\n<p>Upvoted!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ashok_nayak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashok_nayak<\/a> Ashok, Thank you! I believe technology should leave no one behind. Launching this on Product Hunt today is just one step toward that goal. Thanks for being part of the journey!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is super cool, excited to see people working on building solutions for the differently abled.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sankshit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sankshit<\/a> Sankshit, Thank you! Technology is at its best when it creates bridges where there were walls. I’m just happy to contribute to a more inclusive digital future.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/S327CFP6FKVBU2\" class=\"app-title\">New Norm <\/a><\/p>\n<div class=\"one-liner\">Visualise your emotions for clarity<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">74<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>New Norm\u662f\u4e00\u6b3e\u60c5\u611f\u6e05\u6670\u5ea6\u7a7a\u95f4\u5e94\u7528\uff0c\u901a\u8fc7AI\u5f15\u5bfc\u5bf9\u8bdd\u3001\u667a\u80fd\u65e5\u8bb0\u3001\u624b\u5199\u4e0a\u4f20\u548c\u53ef\u89c6\u5316\u601d\u7ef4\u56fe\u8c31\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u53cd\u601d\u4e0e\u51b3\u7b56\u573a\u666f\u4e2d\u6574\u5408\u788e\u7247\u5316\u601d\u7eea\uff0c\u5b9e\u73b0\u81ea\u6211\u8ba4\u77e5\u7684\u6301\u7eed\u6df1\u5316\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\/296f3923-f449-4d1b-b93d-18f588e3b7bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a440373c-bbab-4e77-b540-428dbf62554f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ee2a8cf0-67e5-409c-b6e9-5d160fa896b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/66fde545-ba1b-4ce5-b4bc-2fe37ac10ba8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/242332d6-b25a-4cfb-9da6-23f6701e9c33.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e850fbcc-33a2-4fca-907c-cddb410292da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/935d2b54-cba2-41cf-8c55-bff15623acb5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/70d95394-62e9-4f41-bd22-d52426953bb6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26ca3f77-3595-4057-84b3-ce3649eaef84.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7a258bac-dcf3-4890-8a35-9a6c7a7a31fa.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\/68929f20-88e0-44d4-8645-075a922d0de6.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=2huQnKN_SSI\"><source src=\"https:\/\/www.youtube.com\/watch?v=2huQnKN_SSI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">AI\u60c5\u611f\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u65e5\u8bb0<\/span><br \/>\n <span class=\"tag\">\u601d\u7ef4\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u53cd\u601d\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u7597\u6cd5\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u79d1\u5b66\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u8fde\u7eed\u8bb0\u5fc6\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168\u8bbe\u8ba1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u8fde\u63a5\u4e00\u5207\u201d\u7684\u7406\u5ff5\u548c\u53ef\u89c6\u5316\u601d\u7ef4\u56fe\u8c31\uff0c\u8ba4\u4e3a\u5176\u4e3a\u9ad8\u8d1f\u8377\u5de5\u4f5c\u8005\u63d0\u4f9b\u4e86\u6e05\u6670\u5ea6\u4f18\u52bf\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u4e0eChatGPT\u6216\u666e\u901a\u65e5\u8bb0\u5e94\u7528\u7684\u672c\u8d28\u533a\u522b\u3001\u9690\u79c1\u5b89\u5168\u4e0e\u6570\u636e\u5b58\u50a8\u673a\u5236\u3001\u4e0e\u4e13\u4e1a\u6cbb\u7597\u7684\u534f\u540c\u5173\u7cfb\uff08\u975e\u66ff\u4ee3\u6027\uff09\u3001\u4ee5\u53ca\u79d1\u5b66\u6709\u6548\u6027\u9a8c\u8bc1\u3002\u56e2\u961f\u56de\u590d\u900f\u9732\u4e86\u6cbb\u7597\u5e08\u96c6\u6210\u3001\u6570\u636e\u6eaf\u6e90\u4e0e\u53ef\u9006\u5408\u5e76\u7b49\u5f00\u53d1\u65b9\u5411\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n New Norm\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6253\u9020\u53e6\u4e00\u4e2a\u66f4\u5584\u804a\u7684AI\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a**\u4e2a\u4eba\u601d\u7ef4\u7684\u8fde\u7eed\u4f53**\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u60c5\u7eea\u5206\u6790\u672c\u8eab\uff0c\u800c\u662f\u901a\u8fc7\u201c\u601d\u7ef4\u56fe\u8c31\u201d\u8fd9\u4e00\u53ef\u89c6\u5316\u7ed3\u6784\uff0c\u5c06\u788e\u7247\u5316\u7684\u53cd\u601d\uff08\u5bf9\u8bdd\u3001\u65e5\u8bb0\u3001\u624b\u5199\uff09\u5f3a\u5236\u5173\u8054\u548c\u5b58\u6863\uff0c\u5bf9\u6297\u4eba\u7c7b\u5929\u7136\u7684\u53d9\u4e8b\u9057\u5fd8\u4e0e\u8ba4\u77e5\u504f\u5dee\u3002\u8fd9\u6233\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u75db\u70b9\uff1a\u4f20\u7edf\u65e5\u8bb0\u662f\u5b64\u5c9b\uff0cAI\u5bf9\u8bdd\u662f\u6d41\u6c34\uff0c\u4e8c\u8005\u90fd\u65e0\u6cd5\u5f62\u6210\u53ef\u8ffd\u6eaf\u3001\u53ef\u6f14\u8fdb\u7684\u4e2a\u4eba\u8ba4\u77e5\u7f51\u7edc\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u4e00\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c**\u201c\u8fde\u63a5\u201d\u53ef\u80fd\u521b\u9020\u865a\u5047\u7684\u6d1e\u5bdf**\u3002\u7b97\u6cd5\u57fa\u4e8e\u5d4c\u5165\u5411\u91cf\u548c\u4e0a\u4e0b\u6587\u8fdb\u884c\u7684\u8282\u70b9\u5408\u5e76\u4e0e\u5173\u8054\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u5047\u8bbe\u751f\u6210\u3002\u867d\u7136\u56e2\u961f\u63d0\u53ca\u201c\u53ef\u9006\u5408\u5e76\u201d\u673a\u5236\uff0c\u4f46\u8fd9\u5c06\u7528\u6237\u4f53\u9a8c\u590d\u6742\u5ea6\u63a8\u5411\u65b0\u9ad8\u2014\u2014\u7528\u6237\u9700\u8981\u5177\u5907\u201c\u5143\u8ba4\u77e5\u201d\u80fd\u529b\u6765\u5ba1\u89c6AI\u6784\u5efa\u7684\u81ea\u8eab\u601d\u7ef4\u6a21\u578b\uff0c\u8fd9\u53ef\u80fd\u5e26\u6765\u65b0\u7684\u8ba4\u77e5\u8d1f\u62c5\u6216\u8bef\u5bfc\u3002\u5176\u6b21\uff0c**\u9690\u79c1\u4e0e\u5b89\u5168\u662f\u751f\u5b58\u7ebf\u800c\u975e\u4eae\u70b9**\u3002\u7528\u6237\u8bc4\u8bba\u76f4\u6307\u8981\u5bb3\uff1a\u6700\u654f\u611f\u7684\u6570\u636e\u3001\u6700\u6613\u5e7b\u89c9\u7684\u6a21\u578b\u3001\u6700\u6613\u6f02\u79fb\u7684\u56fe\u8c31\u8282\u70b9\uff0c\u4e09\u8005\u7ed3\u5408\u98ce\u9669\u6781\u9ad8\u3002\u56e2\u961f\u63d0\u51fa\u7684\u5ba2\u6237\u7aef\u52a0\u5bc6\u3001\u6570\u636e\u6eaf\u6e90\u662f\u5fc5\u8981\u57fa\u7840\uff0c\u4f46\u8fdc\u975e\u7ec8\u70b9\u3002\u5982\u4f55\u8ba9\u7528\u6237\u771f\u6b63\u4fe1\u4efb\u5e76\u7406\u89e3\u8fd9\u4e2a\u201c\u53e6\u4e00\u4e2a\u81ea\u5df1\u201d\uff0c\u662f\u6bd4\u6280\u672f\u66f4\u96be\u7684\u5fc3\u7406\u535a\u5f08\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5b9a\u4f4d\u201c\u7259\u5237\u7259\u818f\u201d\u800c\u975e\u201c\u7259\u533b\u201d\u662f\u660e\u667a\u7684\uff0c\u4f46\u672a\u6765\u4e0e\u6cbb\u7597\u5e08\u7684\u96c6\u6210\u624d\u662f\u5176\u5546\u4e1a\u5316\u4e0e\u5408\u89c4\u5316\u7684\u5173\u952e\u8def\u5f84\u3002\u5b83\u5c06\u4ece\u4e2a\u4eba\u5de5\u5177\u8f6c\u53d8\u4e3a**\u534f\u4f5c\u533b\u7597\u7684\u4e2d\u4ecb\u5e73\u53f0**\uff0c\u4ef7\u503c\u500d\u589e\uff0c\u4f46\u6570\u636e\u5171\u4eab\u7684\u4f26\u7406\u4e0e\u5408\u89c4\u6846\u67b6\u5c06\u66f4\u4e3a\u590d\u6742\u3002New Norm\u7684\u771f\u6b63\u6d4b\u8bd5\u5728\u4e8e\uff1a\u5f53\u8fd9\u4e2a\u201c\u601d\u7ef4\u56fe\u8c31\u201d\u65e5\u76ca\u590d\u6742\uff0c\u5b83\u662f\u5728\u8d4b\u4e88\u7528\u6237\u6e05\u6670\u611f\uff0c\u8fd8\u662f\u5728\u5448\u73b0\u4e00\u5e45\u8fde\u81ea\u5df1\u90fd\u611f\u5230\u964c\u751f\u7684\u3001\u7531AI\u53c2\u4e0e\u7ed8\u5236\u7684\u5185\u5fc3\u8096\u50cf\uff1f\u5176\u6210\u529f\u5c06\u53d6\u51b3\u4e8e\uff0c\u7528\u6237\u6700\u7ec8\u662f\u89c9\u5f97\u5728\u63a2\u7d22\u81ea\u6211\uff0c\u8fd8\u662f\u5728\u89e3\u8bfb\u4e00\u4e2aAI\u751f\u6210\u7684\u5173\u4e8e\u81ea\u5df1\u7684\u6545\u4e8b\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\">New Norm <\/span>\n <\/div>\n<div class=\"comment-content\">Talk things through in guided conversations, journal your thoughts, upload handwriting, and explore everything in one continuous visual memory you can interact with \u2014 helping you understand yourself better and keep track of your reflections.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hey Product Hunt! We\u2019re the founders of New N\u00f6rm.<\/p>\n<p>New N\u00f6rm is an Emotional Clarity Space \u2014 a smart place to think, reflect, and store your thoughts and memories so you can understand yourself better.<\/p>\n<p>It brings together psychology, a smart journal, and a visual memory that connects your thoughts, emotions, and experiences over time, so nothing gets lost or disconnected.<\/p>\n<p>We\u2019re two co-founders \u2014 a behavioral scientist and an AI engineer \u2014 and we built New N\u00f6rm because we believe the next era of AI needs not just intelligence, but emotional intelligence, meaningful memory, and smart visualisation.<\/p>\n<p>With New N\u00f6rm, you can reflect with guidance, journal, upload handwriting, explore visual maps of your thoughts, and talk through any point \u2014 all in one continuous space.<\/p>\n<p>A true space for emotional clarity, where everything you share stays connected.<\/p>\n<p>You can try it at <a href=\"http:\/\/www.newnorm.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">www.newnorm.app<\/a><br \/>\n or download the app on iOS and Android.<\/p>\n<p>We\u2019d love your feedback \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone. I am co-founder of New Norm<\/p>\n<p>We noticed something important: people are already talking to AI to think things through and gain clarity.<\/p>\n<p>But mental clarity doesn\u2019t come from conversation alone.<\/p>\n<p>That\u2019s why, instead of trying to build \u201cthe best conversational AI,\u201d we focused on something deeper: keeping everything about a person in one connected place and making sense of it over time.<\/p>\n<p><strong>New N\u00f6rm<\/strong> creates a new norm for reflection, built on scientifically grounded AI agents trained on well established therapeutic modalities, developed with input from practicing therapists, and supported by a continuous memory that understands context as it evolves.<\/p>\n<p>This memory doesn\u2019t just store conversations.<\/p>\n<p>It <strong>connects <\/strong>what matters, your thoughts, emotions, recurring patterns, and personal history, across AI guided reflection, journaling, and other sources we\u2019ll add over time.<\/p>\n<p>This New N\u00f6rm turns it into \u043eur pride <strong>Mind Graph<\/strong>, a living, visual representation of your inner world. Visualization helps people gain insight by showing how experiences, beliefs, and emotions shape how life is interpreted. <\/p>\n<p>We bring this approach into a technical, interactive system that can be explored, questioned, and built upon.<\/p>\n<p>You can return to any point, see how things connect, ask New N\u00f6rm to explain those connections.<\/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\/@levon_hovhannisyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@levon_hovhannisyan<\/a> How is New N\u00f6rm different from just talking to ChatGPT or using a journaling app?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been waiting for something like New N\u00f6rm for a long time. \ud83d\udd25<\/p>\n<p>I haven\u2019t tried it yet, but I\u2019m genuinely excited about the idea because this is exactly the problem I\u2019ve been trying to solve in a messy way for years: journaling across random notes apps, paper notebooks, and\u2026 my head (which is the worst storage system \ud83d\ude05).<\/p>\n<p>What I love about New N\u00f6rm\u2019s direction is that it\u2019s not \u201cjust another journaling app.\u201d It sounds like a space for emotional clarity \u2014 where your thoughts, emotions, and experiences stay connected over time, instead of getting scattered and forgotten. The combination of psychology + guided reflection + smart journaling + visual memory maps feels like the right approach for how the brain actually works.<\/p>\n<p>This feels especially valuable for founders and high-output knowledge workers: when you\u2019re carrying a million decisions, emotions, conversations, and stressors, clarity becomes a performance advantage. Tools that help you think better and process faster compound over time.<\/p>\n<p>Big congrats to the team on the launch \u2014 love the mission, love the concept, and I\u2019m rooting for this to become one of those \u201cquietly essential\u201d tools that serious builders use daily. \ud83d\ude80\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\/@artavazdm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artavazdm<\/a> Thank you so much, Artavazd \u2014 this means a lot \ud83d\ude4f<\/p>\n<\/p>\n<p>Really appreciate the support and the thoughtful take. Hope New N\u00f6rm earns its place as one of those quietly essential tools for you \ud83e\udd0d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>L O V E the idea and the product! As someone who is always looking for ways to manage the high mental load of the startup world, New Norm feels like a breath of fresh air.<\/p>\n<\/p>\n<p>While many apps try to solve mental clutter with generic AI chats or static lists (duh, boring), New Norm understands that our thoughts aren’t linear – they\u2019re connected. And they must be mapped! The Mind Map is a total game-changer for me. Most reflection tools feel like a black hole where you pour in thoughts and never see them again (yup, that’s true). Here, the visual mind map actually connects the dots and helps your brain to see the bigger picture. It\u2019s helpful to see how a specific stressor from three weeks ago relates to a win today. It transforms the abstract chaos of a busy day into a clear, visual landscape. Seeing my emotional patterns mapped out in real-time feels less like journaling and more like architecting my own mental state.<\/p>\n<\/p>\n<p>If you\u2019re a founder, a high-performer, or just someone trying to make sense of a busy mind, this is a must-try. The visual clarity you get from the mind map alone is worth the download. Huge congrats to <a href=\"https:\/\/www.producthunt.com\/@diana_oganesian\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"diana_oganesian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diana_oganesian<\/a> <a href=\"https:\/\/www.producthunt.com\/@levon_hovhannisyan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"levon_hovhannisyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@levon_hovhannisyan<\/a> and the team on this launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@karapetianarthur\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karapetianarthur<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product. Congrats, 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\/@robert_sargsian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robert_sargsian<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations and best of luck on Product Hunt!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@karlen_madoyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karlen_madoyan<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Used New Norm before an important meeting. I said I needed something fast and no time for prolonged discussions with him (she, it, they \ud83e\udd14 what\u2019s the right way to call the agent) ? Anyway, the method was a breathing technique in a new way I hadn\u2019t used before, and it worked very well. I do not think ChatGPT could have offered it so precisely.<br \/>\nWishing New N\u00f6rm all the best! Let\u2019s make mental health the new norm!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey New Norm Team. Do you think, one should still talk to a therapist, if they use New Norm intensively? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 <\/p>\n<p>Just curious \u2014 how do you plan to validate effectiveness scientifically?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 <\/p>\n<p>Question – Are you planning integrations with therapists or coaches?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@arsen_am\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arsen_am<\/a> Thank you! <strong>Yes \u2014 very soon.<\/strong><br \/>We\u2019re building therapist & coach integrations that allow users to <strong>share their Mind Graphs with limited, controlled access<\/strong>.This way, clients and therapists\/coaches can <strong>review patterns and connections together during sessions<\/strong>, making conversations more focused, while the user stays fully in control of what\u2019s shared.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saslanyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saslanyan<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey team, congratulations on the official launch! Are you planning to include some sort of breathing\/mindfulness\/meditation exercises in the future for times when this subtle action might help regulating the nervous system, or is that not something that you envision for New Norm? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this suitable for people already in therapy? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hovo_ghevondyan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hovo_ghevondyan1<\/a> Yes! And just to be clear, New N\u00f6rm is not a substitute for therapy, in the same way a toothbrush is not a substitute for a dentist.<\/p>\n<p>What it does help with is staying in shape between sessions. It gives you a space to reflect, notice patterns, and keep continuity, so therapy work doesn\u2019t reset every week.<\/p>\n<p>In future releases, we\u2019re working on ways to sync New N\u00f6rm\u2019s memory and Mind Graph with therapy, in both directions, if the user chooses. From our perspective, people who are already in therapy are actually one of our core audiences.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, I love it! Does it mean that AI can understand human emotions better than we do ourselves? (personally, I don’t always have full clarity on what I’m feeling, so I find the product useful \ud83d\ude01)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> ahaha, good point \ud83d\ude42<br \/>Of course AI can\u2019t “understand” your emotions. However, New Norm is not a generic AI. It designed to help <strong>you<\/strong> understand your emtions by noticing and connecting emotional dots that live in your subconscious and naturally surface in the thoughts you share when you speak or think out loud.<\/p>\n<p>New N\u00f6rm reflects those signals back to you and represents them graphically through the Mind Graph (actually it is one of meaning of this feature). This helps move what was implicit into conscious awareness, where real clarity can happen \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>A continuously updating \u201cMind Graph\u201d will hit scale pain around privacy plus safety: sensitive journals, model hallucinations, and graph nodes drifting or merging incorrectly over time.<\/p>\n<p>Best practice is client-side encryption with minimal telemetry, transparent provenance on each node\/edge back to the exact entry, and crisis-aware guardrails with tested escalation paths.<\/p>\n<p>How are you storing and versioning the graph (property graph vs embeddings-only), and can users export or audit the exact transformations that created each connection?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> Hey Ryan! Yes, during development I had the same concerns.<\/p>\n<p>To minimize these risks, every node and edge in the Mind Graph keeps references to the original conversation or journal entries they were derived from, using hashed identifiers. This means the system always has a \u201creverse path\u201d back to the source, similar to how provenance is preserved in tree or graph traversal algorithms.<\/p>\n<p>Merging is indeed the trickiest part. Before merging nodes, the system checks for shared edges, paths, and contextual overlap to avoid losing semantic meaning. Merges are not treated as final. The system includes a self-healing mechanism that continuously re-evaluates past merges as new context appears.<\/p>\n<p>For example, if you talk about your child in one conversation and later mention a child again, the system may initially merge those nodes. If later context indicates these are actually two different children, the merge can be undone and the connections split accordingly. Merges are treated as revisable hypotheses, not permanent truth.<\/p>\n<p>We also maintain a time-based history (\u201ctime machine,\u201d as I call it), which allows the graph to be viewed as it existed at a specific point in time.<\/p>\n<p>Regarding storage: we use a real graph database as the primary store. Nodes also carry embeddings, which are used for synonym handling, similarity detection, and linking graph structure back to source content. Embeddings support discovery; the graph remains the source of truth.<\/p>\n<p>Crisis detection and escalation paths are also in place and treated as a first-class concern.<\/p>\n<p>From a user audit perspective, today the UI supports (see screenshots below):<\/p>\n<ol>\n<li>\n<p>Logging and surfacing every change made to the Mind Graph<\/p>\n<\/li>\n<li>\n<p>Clicking any node and asking the system to explain connections using therapeutic reasoning<\/p>\n<\/li>\n<li>\n<p>Continuing reflection directly from that node with full context<\/p>\n<\/li>\n<\/ol>\n<p>Deeper audit and export capabilities are something we\u2019re actively considering for future releases.<\/p>\n<p>Hope this answers your questions.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/783bd963-e2d6-4f59-ab90-18027c6a6f77.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d26e743b-7b73-4b29-9bbf-a4a9694affd6.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Question to builders: How do you plan to evolve the Mind Graph in future updates – e.g., adding more therapeutic modalities, custom node types, or deeper integrations like importing from other journals\/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>Hi team, are there any features you\u2019re excited to add next?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yeva_gasparyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yeva_gasparyan<\/a> Hi Yeva! Thanks you question. Yes, there are a few things we\u2019re genuinely excited about, beyond the usual must-have features like notifications and settings.<\/p>\n<p>The closest release will include <strong>import from ChatGPT<\/strong>. You\u2019ll be able to upload your ChatGPT conversation history, and the system will extract only New N\u00f6rm\u2013specific signals, like emotional patterns and reflective content. We won\u2019t keep raw conversation text. The goal is to respect privacy while letting people bring in meaningful history they\u2019ve already built elsewhere.<\/p>\n<p>If you\u2019ve been talking to ChatGPT for a long time, this will make it possible to bring that emotional and journaling context into New N\u00f6rm in just a few clicks and have it structured as if you\u2019d been using the system all along.<\/p>\n<p>We\u2019re also getting consistent requests from our most engaged users for features like <strong>\u201cshare with my therapist\u201d<\/strong> and <strong>importing therapy data<\/strong>, such as session notes, transcripts, or recordings. The idea is to make the Mind Graph and system memory more complete and useful across different reflective sources. This is part of our near-term roadmap.<\/p>\n<p>Overall, we have several improvements coming soon, and we\u2019re actively shaping the product based on how people actually use it and what they ask for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats, team! <br \/>I have one question. How does New N\u00f6rm remember me differently than other 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luiza_avetisyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luiza_avetisyan<\/a> Hello Luiza! Thanks for question. <br \/>Most apps remember you as a timeline: separate notes, separate sessions, separate chats. That memory is flat.<\/p>\n<p>New N\u00f6rm builds a connected memory. What you share is stored in a graph-based structure where thoughts, emotions, and experiences are linked and updated over time. This means the system doesn\u2019t just recall past entries, it understands how they relate and evolve, and that context actively shapes future reflection.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 good, Congrats!.<\/p>\n<\/p>\n<p>By the way, what are the main differences between New Norm AI and ChatGPT in terms of features, use cases, and accuracy?<\/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>How does the guided conversation work \u2013 is it scripted or adaptive?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ina_avdalyan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ina_avdalyan1<\/a> This is a good one! Guided conversations in New N\u00f6rm are built on scientifically proven frameworks developed by our research team and adapted specifically for New Norm. Depending on what you\u2019re discussing, the system can follow a structured, guided flow (scripted) to help you think something through step by step.<\/p>\n<\/p>\n<p>At the same time, it\u2019s adaptive. If your direction, emotions, or intent shift during the conversation, New N\u00f6rm dynamically adjusts \u2014 switching from a scripted path to a more open, responsive dialogue. You\u2019re never \u201cstuck\u201d in a script. The guidance evolves with you, in real time, based on what you share and where the conversation naturally goes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 makes New Norm scientifically grounded rather than just reflective writing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lusine_abgaryan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lusine_abgaryan<\/a> Thanks for question. The difference is that New N\u00f6rm doesn\u2019t rely on free-form reflection alone, or on whatever an LLM happens to generate in the moment.<\/p>\n<p>Our AI agents are guided b<strong>y scientifically established therapeutic modalities and techniques, <\/strong>developed and reviewed with input from practicing therapists from our own board. These frameworks shape how questions are asked, how reflection is guided, and how responses are structured.<\/p>\n<p>This means the system isn\u2019t just reacting to prompts or trying to please the user with agreeable answers. Reflection is constrained and guided by proven approaches, so the focus stays on awareness, patterns, and understanding rather than quick reassurance or surface-level insights.<\/p>\n<p>In short, New N\u00f6rm combines reflective writing with structured, evidence-based guidance, instead of leaving everything to the language model alone.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does New N\u00f6rm \u201cremember\/know\u201d me differently compared to other 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@naregab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naregab<\/a> Hi Nare! New N\u00f6rm uses memory differently. Instead of flat storage, it uses a graph-based memory system that connects thoughts, emotions, and experiences over time. This lets patterns and relationships form, rather than keeping everything as isolated entries.<\/p>\n<p>So memory isn\u2019t just something the system has about you. It becomes something you can see, explore, and reflect on. That\u2019s what changes the experience from being remembered to being understood over time.<br \/>Try it out \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi team, considering that everything is stored in a continuous memory, I wonder what privacy or security measures should users know about?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@milena_sarukhanyann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@milena_sarukhanyann<\/a> Hello Milena! Great question. Because New N\u00f6rm works with long-term personal memory, privacy and security are core to how the system is built.<\/p>\n<p>In short, all user data belongs to the user. We don\u2019t sell it, and we don\u2019t use personal content to train public models. Memory is private and isolated per user, and you can request a full hard-delete of your data at any time.<\/p>\n<p>From a technical perspective, data is depersonalized internally using hashed identifiers. User accounts and reflective content are stored in separate services, and all data is encrypted both in transit and at rest. Access is tightly controlled and limited to what\u2019s necessary for the system to function.<\/p>\n<p>We\u2019re building New N\u00f6rm as a private reflective space, not a data source. It\u2019s designed the same way we\u2019d want our own inner lives to be handled.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this more like a journal, a therapist, or an AI companion?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@angelina26\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@angelina26<\/a> Hi Angelina, all of them, plus visualised memory.<\/p>\n<p>Everything you talk about or write automatically becomes part of your Mind Graph \u2014 a continuously changing visual memory generated as you talk to the system or create journal entries. You don\u2019t need to think about the Mind Graph while reflecting. <\/p>\n<\/p>\n<p>The system builds it in the background by creating new nodes, connecting them, and updating or merging existing ones over time. This creates a meaningful representation of your inner world, which you can later explore and continue reflecting on with New N\u00f6rm.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 team! How is the Mind Graph created? Is it automatic or needs manual input? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@arsenbabayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arsenbabayan<\/a> Hi Arsen! The Mind Graph is generated automatically as you talk to the system or create journal entries. You don\u2019t need to think about the Mind Graph while reflecting. The system builds it in the background by creating new nodes, connecting them, and updating or merging existing ones over time. This results in a meaningful representation of your inner world, which you can later explore and continue reflecting on with New N\u00f6rm.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 problem does New Norm solve that existing mental health or journaling tools don\u2019t?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shahane_tandilyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shahane_tandilyan<\/a> Hi Shahane. Most mental health and journaling tools treat each entry or conversation as a separate thing. You write something, you talk something through, and then you move on. Over time, it\u2019s hard to see how everything connects, and insights get lost.<\/p>\n<p>New N\u00f6rm focuses on continuity. Everything you share, conversations, journal entries, and more, stays connected in one place and carries context forward. Instead of just saving text, the system helps you see how your thoughts, emotions, and experiences relate to each other over time.<\/p>\n<p>By visualizing these connections in the Mind Graph, emotions become easier to understand. You\u2019re not just describing how you feel, you can actually see patterns forming, which often brings clarity faster than words alone.<\/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<\/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\/SPIZDGOKATRR3C\" class=\"app-title\">Tivazo<\/a><\/p>\n<div class=\"one-liner\">The all-in-one platform for productivity and time tracking<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">73<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Tivazo\u662f\u4e00\u6b3e\u96c6\u9879\u76ee\u7ec4\u7ec7\u3001\u65f6\u95f4\u8ffd\u8e2a\u3001\u6d3b\u52a8\u76d1\u63a7\u4e0e\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u4e8e\u4e00\u4f53\u7684\u751f\u4ea7\u529b\u5e73\u53f0\uff0c\u4e3b\u8981\u89e3\u51b3\u8fdc\u7a0b\u3001\u6df7\u5408\u53ca\u81ea\u7531\u804c\u4e1a\u56e2\u961f\u5728\u4efb\u52a1\u3001\u5de5\u65f6\u4e0e\u8003\u52e4\u7ba1\u7406\u4e2d\u7f3a\u4e4f\u7edf\u4e00\u89c6\u56fe\u548c\u900f\u660e\u5ea6\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\/0ddbd60a-9835-4277-a657-9e9fb10e638e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=ppjvHXrImPs\"><source src=\"https:\/\/www.youtube.com\/watch?v=ppjvHXrImPs\" 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\/bb63c0f6-ba49-490b-a895-1006f90e50fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02a978a3-ab22-4435-bd22-7c252f3e0d0a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8243b5b5-e40d-4d7f-ae28-1ee0f249f49a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ab69411f-a989-49bc-9192-dd5e95731f1a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/18a39050-1a4e-4eb8-a4e8-6e2f9f4c1546.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0bb9936-f9e8-4e7d-9a08-b42bf600a38f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/430c3cb8-86c2-4646-a52e-d8c211fbcc62.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b367f928-3914-4519-8b40-3cb7225482bd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d4ecf7f7-7486-48ad-9c0b-0f64feb39394.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a758ed61-dd23-453e-b3aa-528ec242c8cb.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\">Task Management<\/span><br \/>\n <span class=\"tag\">Time Tracking<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u56e2\u961f\u751f\u4ea7\u529b<\/span><br \/>\n <span class=\"tag\">\u65f6\u95f4\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u529e\u516c<\/span><br \/>\n <span class=\"tag\">\u8003\u52e4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u4e00\u4f53\u5316\u201d\u548c\u201c\u4eba\u6027\u5316\u201d\u5b9a\u4f4d\uff0c\u8d5e\u8d4f\u53ef\u9009\u76d1\u63a7\u4e0e\u9690\u79c1\u4fdd\u62a4\u529f\u80fd\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u4e0e\u7ade\u54c1\uff08\u5982Time Doctor\uff09\u7684\u5dee\u5f02\u3001\u81ea\u7531\u804c\u4e1a\u8005\u9002\u7528\u6027\u3001\u5927\u89c4\u6a21\u90e8\u7f72\u65f6\u7684\u4fe1\u4efb\u4e0e\u6210\u672c\u5e73\u8861\u3001\u4ee5\u53ca\u66f4\u7ec6\u7c92\u5ea6\u7684\u9690\u79c1\u63a7\u5236\uff08\u5982\u9879\u76ee\u7ea7\u7b56\u7565\u3001\u5f3a\u5236\u5ba2\u6237\u7aef\u8131\u654f\uff09\u3002\u5f00\u53d1\u8005\u56de\u590d\u8be6\u7ec6\uff0c\u5c55\u73b0\u4e86\u4ea7\u54c1\u5728\u6743\u9650\u63a7\u5236\u548c\u9690\u79c1\u8def\u7ebf\u56fe\u4e0a\u7684\u601d\u8003\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 Tivazo\u5207\u5165\u4e86\u4e00\u4e2a\u62e5\u6324\u4f46\u75db\u70b9\u660e\u786e\u7684\u5e02\u573a\uff1a\u56e2\u961f\u751f\u4ea7\u529b\u4e0e\u65f6\u95f4\u8ffd\u8e2a\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e00\u4f53\u5316\u201d\u548c\u201c\u4eba\u6027\u5316\u201d\u5e76\u975e\u7a7a\u6d1e\u53e3\u53f7\uff0c\u800c\u662f\u7cbe\u51c6\u6253\u51fb\u4e86\u73b0\u6709\u5de5\u5177\u7684\u4e24\u79cd\u6781\u7aef\uff1a\u8981\u4e48\u8fc7\u4e8e\u7b80\u5355\u7f3a\u4e4f\u7ba1\u7406\u7ef4\u5ea6\uff0c\u8981\u4e48\u529f\u80fd\u81c3\u80bf\u5145\u6ee1\u76d1\u63a7\u538b\u8feb\u611f\u3002\u4ea7\u54c1\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u529f\u80fd\u5806\u780c\uff0c\u800c\u5728\u4e8e\u5176\u8bd5\u56fe\u5728\u201c\u900f\u660e\u5ea6\u201d\u4e0e\u201c\u4fe1\u4efb\u201d\u4e4b\u95f4\u6784\u5efa\u4e00\u79cd\u53ef\u914d\u7f6e\u7684\u5e73\u8861\u673a\u5236\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u4e0e\u56de\u590d\u770b\uff0c\u5176\u6838\u5fc3\u6b66\u5668\u662f\u9ad8\u5ea6\u7075\u6d3b\u7684\u6743\u9650\u67b6\u6784\uff08RBAC\uff09\u548c\u5c06\u654f\u611f\u529f\u80fd\uff08\u5982\u622a\u56fe\uff09\u8bbe\u4e3a\u201c\u53ef\u9009\u53ef\u914d\u201d\u3002\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5f00\u5173\uff0c\u800c\u662f\u4e00\u79cd\u4ea7\u54c1\u54f2\u5b66\uff1a\u5c06\u76d1\u63a7\u5de5\u5177\u4ece\u201c\u7ba1\u7406\u8005\u610f\u5fd7\u201d\u8f6c\u53d8\u4e3a\u56e2\u961f\u53ef\u534f\u5546\u7684\u201c\u8fd0\u8425\u89c4\u5219\u201d\u3002\u5f00\u53d1\u8005\u5bf9\u9690\u79c1\u7ec6\u8282\uff08\u5982\u5ba2\u6237\u7aef\u8131\u654f\u3001\u5ba1\u8ba1\u65e5\u5fd7\uff09\u7684\u6df1\u5165\u9610\u8ff0\uff0c\u663e\u793a\u4ed6\u4eec\u6df1\u8c19\u89c4\u6a21\u5316\u540e\u4fe1\u4efb\u6210\u672c\u98d9\u5347\u7684\u6311\u6218\uff0c\u6b63\u8bd5\u56fe\u901a\u8fc7\u6280\u672f\u624b\u6bb5\u9884\u8bbe\u9632\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u201c\u4e00\u4f53\u5316\u201d\u5e73\u53f0\u5f80\u5f80\u9762\u4e34\u5404\u6a21\u5757\u90fd\u4e0d\u5982\u5782\u76f4\u5de5\u5177\u7cbe\u4e13\u7684\u8d28\u7591\uff0c\u9700\u8bc1\u660e\u5176\u6570\u636e\u8054\u52a8\u4ea7\u751f\u7684\u6d1e\u5bdf\uff08\u5982\u65f6\u95f4\u6295\u5165\u4e0e\u9879\u76ee\u74f6\u9888\u7684\u5173\u8054\uff09\u8db3\u4ee5\u5f25\u8865\u6df1\u5ea6\u4e0a\u7684\u4e0d\u8db3\u3002\u5176\u6b21\uff0c\u5176\u201c\u4eba\u6027\u5316\u201d\u5b9a\u4f4d\u5728\u5411\u4e2d\u5927\u578b\u4f01\u4e1a\u6e17\u900f\u65f6\uff0c\u53ef\u80fd\u4e0e\u4f01\u4e1a\u56fa\u6709\u7684\u5f3a\u7ba1\u63a7\u9700\u6c42\u4ea7\u751f\u51b2\u7a81\uff0c\u5982\u4f55\u5728\u4fdd\u6301\u521d\u5fc3\u7684\u540c\u65f6\u6ee1\u8db3\u590d\u6742\u5408\u89c4\u8981\u6c42\uff0c\u5c06\u662f\u5173\u952e\u8003\u9a8c\u3002\u6700\u540e\uff0c\u8bc4\u8bba\u4e2d\u9891\u7e41\u51fa\u73b0\u7684\u4e0eTime Doctor\u7b49\u4ea7\u54c1\u7684\u5bf9\u6bd4\uff0c\u610f\u5473\u7740\u5b83\u5fc5\u987b\u6301\u7eed\u5f3a\u5316\u5dee\u5f02\u5316\u53d9\u4e8b\u2014\u2014\u6216\u8bb8\u4e0d\u662f\u529f\u80fd\u4e0a\u7684\uff0c\u800c\u662f\u4f53\u9a8c\u4e0e\u6587\u5316\u4e0a\u7684\u2014\u2014\u5373\u8bc1\u660e\u81ea\u5df1\u662f\u4e00\u4e2a\u201c\u4fe1\u4efb\u4f18\u5148\u201d\u7684\u534f\u4f5c\u7cfb\u7edf\uff0c\u800c\u975e\u53c8\u4e00\u6b3e\u201c\u6570\u5b57\u76d1\u5de5\u201d\u3002\u5b83\u7684\u6210\u529f\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u201c\u53ef\u9009\u76d1\u63a7\u201d\u8fd9\u4e00\u7279\u6027\uff0c\u4ece\u8425\u9500\u4eae\u70b9\u8f6c\u5316\u4e3a\u771f\u6b63\u7684\u56e2\u961f\u6548\u7387\u4e0e\u5065\u5eb7\u50ac\u5316\u5242\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\">Tivazo<\/span>\n <\/div>\n<div class=\"comment-content\">Everything your team needs in one place to organize work, track projects, monitor activity, and automate workflows, helping your team stay aligned and productive wherever they work.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunters \ud83d\udc4b<br \/>\nWe built Tivazo after repeatedly losing track of our team\u2019s hours, not because people weren\u2019t working, but because visibility across tasks, attendance, and availability was messy. Most tools we tried were either too complex or felt like micromanagement.<br \/>\nWe wanted something simple, transparent, and human-first.<br \/>\nTivazo helps on-site, remote, hybrid, and freelance teams stay productive without disrupting flow:<br \/>\n\ud83d\udc49 See who\u2019s working on what in real time.<br \/>\n\ud83d\udc49 Get accountability with optional screenshots and clear productivity insights.<br \/>\n\ud83d\udc49 Onboard your team in minutes and manage hours, attendance, and time-off in one place.<br \/>\nTivazo is free for up to 10 people, with paid plans as teams grow no ads, no hidden trade-offs.<br \/>\nWe\u2019d love your feedback: How do you manage productivity today? What works, and what doesn\u2019t?<br \/>\nTry Tivazo and boost your teams productivity. \ud83d\ude80<\/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\/@nikhil_k_c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikhil_k_c<\/a> congrats on the launch. Does this work for freelancers\/subcontractors as well? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikhil_k_c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikhil_k_c<\/a> Congrats on the launch! <\/p>\n<\/p>\n<p>On first glance it seems similar with Time Doctor? What are upsides vs TD?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@nikhil_k_c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikhil_k_c<\/a> 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>What I like about Tivazo is the \u201call-in-one\u201d approach that doesn\u2019t immediately feel like heavy enterprise software: projects + time tracking + attendance\/time-off in one place, with real-time visibility into who\u2019s working on what. For teams that are remote\/hybrid (or juggling freelancers), that single source of truth is usually what\u2019s missing \u2014 not another standalone tracker. The onboarding-friendly positioning (and free tier for smaller teams) also makes it easier to actually get adoption, which is where most productivity tools fail.<\/p>\n<\/p>\n<p>I also appreciate that you\u2019re being explicit about monitoring being optional, and the privacy angle (masking\/blurring sensitive info) is the right direction \u2014 transparency + user control is the only way screenshot features don\u2019t turn into \u201cmicromanagement vibes.\u201d Curious question: do you have team-level privacy controls (e.g., role-based access, per-project rules, or \u201cfocus time\u201d periods where screenshots are disabled) to help managers use it responsibly while keeping trust high?<\/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\/@31xira\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@31xira<\/a> Thanks so much, Angie, nailed our intent. \ud83d\ude4c<\/p>\n<\/p>\n<p>On privacy controls, yes:<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>Role-based access:<\/strong> Super Admin\/Admin (workspace), <strong>Manager<\/strong> (their teams\/projects only), <strong>Member<\/strong> (self), <strong>Viewer<\/strong> (client, read-only to selected projects).<\/p>\n<\/li>\n<li>\n<p><strong>Monitoring is optional:<\/strong> workspace can <strong>disable screenshots<\/strong> entirely, or <strong>mask<\/strong> them (keyword list). <strong>Frequency<\/strong> is configurable (up to 1\/min) and <strong>audit logs<\/strong> record changes.<\/p>\n<\/li>\n<li>\n<p><strong>Client sharing:<\/strong> choose exactly which projects a Viewer can see; exports are scoped.<\/p>\n<\/li>\n<li>\n<p><strong>\u201cFocus time\u201d<\/strong>: today you have <strong>Pause<\/strong> + <strong>auto-idle pause<\/strong>.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations! Do you specialize on teams or the tool would work for personal use as well? To track time spent on task for freelancer <\/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\/@natella_nuralieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natella_nuralieva<\/a> Thanks, Natella! \ud83d\ude4c Tivazo works for <strong>both teams and solo freelancers<\/strong>. You can create a <strong>1-person workspace<\/strong>, add clients\/projects, auto-track time, and export clean timesheets (CSV\/PDF). Screenshots are <strong>optional<\/strong> (mask or disable). Free plan covers this for a single user.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very nice!<\/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\/@sneas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sneas<\/a> <\/p>\n<ol>\n<li>\n<p>Appreciate it, Dimah! \ud83d\ude0a We\u2019ve kept it lightweight: time tracking, shift scheduling, and privacy-safe screenshots. Any feature you\u2019d like to see next?<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>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> Thank you so much, Madalina! \ud83d\ude4c Coming from PROCESIO, that means a lot.<\/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>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><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thank you, Shubham! If you try it, I\u2019d love your feedback.<\/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>Nice launch! Curious, which kind of teams do you seem to see the most success with so far, remote, hybrid, or in-office teams?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hanzla_linkedin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hanzla_linkedin<\/a> Thank you, Hanzla! We see strong fit across <strong>all three<\/strong>, but especially:<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>Hybrid & offshore teams (BPOs, agencies, IT services):<\/strong> shift scheduling (incl. night), adherence, and client-ready reports are big wins.<\/p>\n<\/li>\n<li>\n<p><strong>Fully remote teams:<\/strong> role-based <strong>client portal<\/strong> + lightweight time\/productivity (no bloat) keeps visibility high without micromanagement.<\/p>\n<\/li>\n<li>\n<p><strong>In-office\/onsite ops:<\/strong> simple time + scheduling and Slack\/Google Calendar integrations.<\/p>\n<\/li>\n<\/ul>\n<\/p>\n<p>Short version: anywhere leaders need clear <strong>time \u2192 project\/client<\/strong> visibility with <strong>privacy controls<\/strong>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 feels quite close to the direction we\u2019re seeing with tools like Work-Break, focusing on productivity without turning it into micromanagement.I like that you\u2019re positioning Tivazo as human-first and keeping monitoring optional. Curious how teams usually balance visibility with trust over time as they grow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@work_break\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@work_break<\/a> Thank You! We see teams keep trust by treating visibility as <strong>ops hygiene<\/strong>, not surveillance:<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>Start with aggregates:<\/strong> time, schedule adherence, bottlenecks, no screenshots.<\/p>\n<\/li>\n<li>\n<p><strong>Privacy defaults:<\/strong> screenshots <strong>off or masked<\/strong>, conservative sampling, <strong>short retention<\/strong>.<\/p>\n<\/li>\n<li>\n<p><strong>Tight RBAC:<\/strong> Managers see their teams; clients get <strong>Viewer<\/strong> on specific projects only; employees see their <strong>own data<\/strong>.<\/p>\n<\/li>\n<li>\n<p><strong>Transparency:<\/strong> in-app tracking policy + change logs\/audit trail.<\/p>\n<\/li>\n<li>\n<p><strong>Purpose-bound changes:<\/strong> if deeper evidence is needed (e.g., an audit), teams raise sampling <strong>with a stated purpose and auto-expiry<\/strong>, then revert.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>All-in-one time tracking plus optional screenshots gets tricky at scale: high-frequency events and images create storage costs, plus trust issues if access is too broad.<\/p>\n<p>Best practice is on-device redaction before upload, strict RBAC with purpose-limited views, short retention defaults, and an append-only audit log so employees can see who viewed what and why.<\/p>\n<p>Do you support per-project policies (sampling rate, focus-time no-capture, retention) and can admins enforce client-side masking to prevent raw screenshots ever leaving the machine?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> Thanks, Ryan, totally aligned with those best-practices.<\/p>\n<\/p>\n<p>Here\u2019s where Tivazo is today (and what\u2019s next):<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>RBAC & purpose-limited views:<\/strong> Super Admin\/Admin (workspace), <strong>Manager<\/strong> (their teams\/projects), <strong>Member<\/strong> (self), <strong>Viewer<\/strong> (client, selected projects only).<\/p>\n<\/li>\n<li>\n<p><strong>Screenshots optional by policy:<\/strong> can be <strong>disabled<\/strong> or <strong>masked<\/strong>; sampling rate configurable (up to 1\/min).<\/p>\n<\/li>\n<li>\n<p><strong>Retention:<\/strong> short by default with <strong>auto-delete<\/strong>; admins can set tighter windows per workspace.<\/p>\n<\/li>\n<li>\n<p><strong>Audit trail:<\/strong> append-only log for policy\/setting changes (who\/what\/when).<\/p>\n<\/li>\n<\/ul>\n<\/p>\n<p><strong>Roadmap \/ pilots:<\/strong><\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>Per-project policies<\/strong> (sampling, retention) and <strong>scheduled \u201cfocus-time\u201d no-capture<\/strong> windows.<\/p>\n<\/li>\n<li>\n<p><strong>Admin-enforced client-side redaction<\/strong> so raw pixels never leave the device (beta path available).<\/p>\n<\/li>\n<\/ul>\n<\/p>\n<p>If you\u2019d like, I can DM a brief privacy spec and enable the redaction beta on a test workspace.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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>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\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> Thank you, Chilarai! If you try it, I\u2019d love your feedback on the client portal + scheduling (free up to 10 users).<\/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>Love the all-in-one concept. What advantages does Tivazo have over the conventional time-tracking tools in terms of productivity insights?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kapil_dev_sapkota\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kapil_dev_sapkota<\/a> Thanks, Kapil! Short version: <strong>Tivazo ties time to context<\/strong>, so you see <em>why<\/em> output moves,not just hours.<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>Active vs idle vs focus time<\/strong> trendlines (per person\/team), not just totals<\/p>\n<\/li>\n<li>\n<p><strong>App\/URL usage by project\/client<\/strong> \u2192 see where time actually goes<\/p>\n<\/li>\n<li>\n<p><strong>Schedule vs adherence<\/strong> (incl. night shifts) to spot drift and bottlenecks<\/p>\n<\/li>\n<li>\n<p><strong>Client-ready insights<\/strong>: Viewer role shows only their projects, with exports<\/p>\n<\/li>\n<li>\n<p><strong>Privacy-first<\/strong>: mask\/disable screenshots, role-based access<\/p>\n<\/li>\n<\/ul>\n<p>If you\u2019re curious, I can share a sample weekly productivity report.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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. How do you perceive screenrecording of the employees? Isn’t it a lack of trust? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> <br \/>Hey Nika! Thank you for the thoughtful feedback. We understand your concern. <\/p>\n<p>In Tivazo, the screenshot monitoring feature is optional, you can turn the feature off anytime you want. <\/p>\n<p>We have also designed our screenshot monitoring feature with privacy in mind. <\/p>\n<p>In the case the screenshot monitoring feature is turned on, our screenshot masking feature lets you blur or block sensitive information such as personal or confidential data. This helps maintaing privacy while giving managers visibility into workflow. <\/p>\n<p>We\u2019d love to hear more about your thoughts and how we can improve. Your feedback is incredibly valuable to us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can teams choose what they track and what they don\u2019t?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice app. Are there plans to add AI-driven productivity insights?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 problem were you most focused on solving with Tivazo?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, it is very simple and easy to setup productivity tool. Are there any plans to add more integrations in the near 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Founder-to-founder: bringing work, tracking, and automation into one place is <em>hard<\/em>, but incredibly valuable when done right. Tivazo looks thoughtfully built for teams that want clarity without complexity. Congrats on the launch and wishing you strong early traction.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch!! <br \/>Interested in finding out how the teams react to the real-time insights in the long term.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice launch! Curious, which kind of teams do you seem to see the most success with so far remote, hybrid, or in-office teams?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, Nikhil and team. Tivazo feels like it\u2019s built from real team pain, not just feature checklists. The focus on visibility without forcing micromanagement really stands out, especially for mixed setups with remote, hybrid, and freelancers.<\/p>\n<\/p>\n<p>I like that monitoring is optional and that you\u2019re being upfront about privacy controls. That kind of transparency usually makes adoption much easier on real teams. The all in one approach for tasks, time, and attendance also feels practical rather than overwhelming.<\/p>\n<\/p>\n<p>Happy to support and follow along as you grow. Looking forward to seeing how teams use this in the real world.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/X6772FCTOTZG7O\" class=\"app-title\">XR AI Spotlight<\/a><\/p>\n<div class=\"one-liner\">The easiest way to stay up to date in 3D, XR, and AI<\/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>XR AI Spotlight\u662f\u4e00\u6b3e\u4e13\u6ce8\u4e8e3D\u3001XR\u4e0eAI\u4ea4\u53c9\u9886\u57df\u7684\u6df1\u5ea6\u5185\u5bb9\u8ba2\u9605\u670d\u52a1\uff0c\u901a\u8fc7\u6bcf\u5468\u7cbe\u9009\u5de5\u5177\u3001\u6df1\u5ea6\u8bbf\u8c08\u548c\u4e13\u9879\u624b\u518c\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u3001\u521b\u4f5c\u8005\u548c\u4ece\u4e1a\u8005\u9ad8\u6548\u8fc7\u6ee4\u884c\u4e1a\u566a\u97f3\uff0c\u83b7\u53d6\u53ef\u7acb\u5373\u5e94\u7528\u7684\u5b9e\u8df5\u6d1e\u5bdf\uff0c\u89e3\u51b3\u4e86\u4fe1\u606f\u8fc7\u8f7d\u4e0e\u4ef7\u503c\u4fe1\u606f\u7a00\u7f3a\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\/e1a156c6-516a-4757-8e64-d46b0d0cc700.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ada6553d-e361-4c2a-8a71-8d05b74a96a7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5211b74b-42fc-4292-9381-7c77ab5fff23.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\/8b4d3c3a-9ad6-438f-ba4f-531b98341b60.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/IohhHNxQC_Y\"><source src=\"https:\/\/youtu.be\/IohhHNxQC_Y\" 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\">Virtual Reality<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">3D Modeling<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u884c\u4e1a\u8d44\u8baf\u8ba2\u9605<\/span><br \/>\n <span class=\"tag\">3D\/XR\/AI\u4ea4\u53c9\u9886\u57df<\/span><br \/>\n <span class=\"tag\">\u6df1\u5ea6\u5185\u5bb9\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e13\u4e1a\u793e\u533a<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u8d8b\u52bf\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u8d44\u6e90<\/span><br \/>\n <span class=\"tag\">\u521b\u5ba2\u8bbf\u8c08<\/span><br \/>\n <span class=\"tag\">\u9ad8\u65af\u6e85\u5c04\u624b\u518c<\/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\u5185\u5bb9\u201c\u53bb\u4f2a\u5b58\u771f\u201d\u7684\u5b9e\u7528\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86\u884c\u4e1a\u4fe1\u606f\u8fc7\u8f7d\u7684\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u5185\u5bb9\u7b5b\u9009\u673a\u5236\u3001\u66f4\u65b0\u53ef\u6301\u7eed\u6027\u53ca\u4e2a\u6027\u5316\u9700\u6c42\u3002\u5177\u4f53\u5efa\u8bae\u5305\u62ec\u5efa\u7acb\u7ed3\u6784\u5316\u4fe1\u606f\u7ba1\u9053\u3001\u63d0\u4f9b\u5185\u5bb9\u6807\u7b7e\u8fc7\u6ee4\u6216\u53ef\u5bfc\u51fa\u8ba2\u9605\u6e90\uff0c\u4ee5\u63d0\u5347\u957f\u671f\u53ef\u6269\u5c55\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n XR AI Spotlight\u7684\u8bde\u751f\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86\u5f53\u4e0b3D\/XR\/AI\u9886\u57df\u6700\u9690\u79d8\u7684\u75db\u70b9\uff1a\u7e41\u8363\u521b\u65b0\u8868\u8c61\u4e0b\u7684\u201c\u4fe1\u606f\u80a5\u80d6\u75c7\u201d\u3002\u5f53\u884c\u4e1a\u88abLLM\u548c\u56fe\u50cf\u751f\u6210\u7684\u6d2a\u6d41\u88f9\u631f\u65f6\uff0c\u5b83\u8bd5\u56fe\u951a\u5b9a\u201c\u7a7a\u95f4\u8ba1\u7b97\u201d\u8fd9\u4e00\u672c\u8d28\uff0c\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u4fe1\u606f\u5e7f\u5ea6\uff0c\u800c\u5728\u4e8e\u57fa\u4e8e\u5b9e\u8df5\uff08\u201cif I can try it\u201d\uff09\u7684\u7b5b\u9009\u6df1\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6838\u5fc3\u662f\u201c\u7b56\u5c55\u4eba\u4fe1\u7528\u201d\u7684\u8d27\u5e01\u5316\u3002\u521b\u59cb\u4ebaGabriele\u51ed\u501f\u957f\u671f\u5b9e\u8df5\u79ef\u7d2f\u7684\u4e2a\u4eba\u54c1\u724c\uff0c\u5145\u5f53\u4e86\u53ef\u4fe1\u8fc7\u6ee4\u5668\u3002\u8fd9\u65e2\u662f\u5176\u521d\u671f\u4f18\u52bf\uff0c\u4e5f\u6784\u6210\u4e86\u6839\u672c\u6027\u98ce\u9669\u3002\u8bc4\u8bba\u4e2d\u5c16\u9510\u5730\u6307\u51fa\u4e86\u201c\u89c4\u6a21\u4e4b\u5899\u201d\uff1a\u4f9d\u8d56\u4e2a\u4eba\u6d1e\u5bdf\u7684\u6bcf\u5468\u201cTop 10\u201d\u6a21\u5f0f\uff0c\u5728\u5de5\u5177\u5feb\u901f\u8fed\u4ee3\u3001\u4fe1\u606f\u7206\u70b8\u7684\u9886\u57df\uff0c\u53ef\u80fd\u9762\u4e34\u53ef\u6301\u7eed\u6027\u4e0e\u4e00\u81f4\u6027\u7684\u6311\u6218\u3002\u63d0\u95ee\u8005\u5efa\u8bae\u7684\u81ea\u52a8\u5316\u7ba1\u9053\u4e0e\u4eba\u5de5\u9a8c\u8bc1\u7ed3\u5408\uff0c\u6070\u6070\u70b9\u660e\u4e86\u4ece\u201c\u4e2a\u4eba\u535a\u5ba2\u201d\u5347\u7ea7\u4e3a\u201c\u4e13\u4e1a\u60c5\u62a5\u670d\u52a1\u201d\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5185\u5bb9\u7ec4\u5408\u9887\u5177\u7b56\u7565\u6027\uff1a\u201c\u6bcf\u5468\u7cbe\u9009\u201d\u6ee1\u8db3\u5373\u65f6\u9700\u6c42\uff0c\u201c\u6df1\u5ea6\u8bbf\u8c08\u201d\u63d0\u4f9b\u573a\u666f\u5316\u8ba4\u77e5\uff0c\u800c\u9650\u65f6\u63d0\u4f9b\u7684\u300a\u9ad8\u65af\u6e85\u5c04\u624b\u518c\u300b\u5219\u4f5c\u4e3a\u9ad8\u4ef7\u503c\u94a9\u5b50\uff0c\u76f4\u63a5\u5438\u5f15\u6838\u5fc3\u6280\u672f\u53d7\u4f17\u3002\u8fd9\u663e\u793a\u4ea7\u54c1\u6df1\u8c19\u5982\u4f55\u5c06\u9690\u6027\u77e5\u8bc6\uff08tacit knowledge\uff09\u5206\u5c42\u6253\u5305\u53d8\u73b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u4e0b\u4e00\u6b65\u6f14\u5316\u3002\u5b83\u9700\u8981\u56de\u7b54\uff1a\u5f53\u521b\u59cb\u4eba\u7684\u4e2a\u4eba\u7f51\u7edc\u4e0e\u65f6\u95f4\u8fbe\u5230\u74f6\u9888\u540e\uff0c\u5982\u4f55\u7cfb\u7edf\u5316\u5730\u5b9a\u4e49\u201c\u4ef7\u503c\u4fe1\u53f7\u201d\uff1f\u80fd\u5426\u4ece\u201c\u4e00\u4e2a\u4eba\u7684\u54c1\u5473\u201d\u8fdb\u5316\u4e3a\u201c\u4e00\u5957\u53ef\u9a8c\u8bc1\u7684\u7b5b\u9009\u7b97\u6cd5\u201d\uff1f\u4ee5\u53ca\uff0c\u5728\u793e\u533a\u89c4\u6a21\u6269\u5927\u540e\uff0c\u5982\u4f55\u5e73\u8861\u201c\u666e\u60e0\u514d\u8d39\u5185\u5bb9\u201d\u4e0e\u201c\u4ed8\u8d39\u4e13\u4eab\u6df1\u5ea6\u201d\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u907f\u514d\u77e5\u8bc6\u6c9f\u58d1\u5f15\u53d1\u793e\u533a\u5206\u88c2\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u5728\u6b63\u786e\u65f6\u673a\u3001\u7531\u6b63\u786e\u4eba\u7269\u53d1\u8d77\u7684\u7cbe\u51c6\u670d\u52a1\u3002\u4f46\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5fc3\u8fd0\u8425\u7684\u201c\u4ff1\u4e50\u90e8\u901a\u8baf\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u53ef\u89c4\u6a21\u5316\u7684\u201c\u884c\u4e1a\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u5176\u957f\u671f\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u521b\u59cb\u4eba\u72ec\u7279\u7684\u201c\u5b9e\u8df5\u6027\u773c\u5149\u201d\u4ea7\u54c1\u5316\u3001\u7cfb\u7edf\u5316\uff0c\u4ece\u800c\u5728\u566a\u97f3\u6c38\u7eed\u589e\u957f\u7684\u73af\u5883\u4e2d\uff0c\u6301\u7eed\u5145\u5f53\u90a3\u679a\u6700\u9510\u5229\u7684\u63a2\u9488\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\">XR AI Spotlight<\/span>\n <\/div>\n<div class=\"comment-content\">XR AI Spotlight helps you cut through the hype by providing in-depth content around 3D, XR, and AI. By subscribing you get (i) the top 10 tools, apps or product updates of the week hard to find anywhere else (ii) weekly in-depth interviews with Founders and Makers at the intersection of XR and AI (iii) the Handbook on Gaussian Splatting with best practices, tools and plugins to get started on 3DGS or figure out everything you missed.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Staying up to date with 3D, XR & AI should not eat up your evenings or weekends.<\/p>\n<p>I hit that wall myself for months. So I decided to fix it.<\/p>\n<p>Today I\u2019m launching XR AI Spotlight, a weekly edition that cuts through the hype and <strong>delivers the tools, updates, demos, and deeper insights that actually help you understand and build in 3D, XR and AI.<\/strong><\/p>\n<p>You can take advantage of the exclusive Product Hunt discount here \ud83d\udc49 <a href=\"https:\/\/xraispotlight.substack.com\/PHLAUNCH\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">PH Launch Offer<\/a><\/p>\n<p>Let me tell you why and what is included.<\/p>\n<p>If you are in this space, you probably know how hard it can be to keep up with the latest news and updates.<br \/>You sift through endless newsletters repeating the same announcements, get hype reels with nothing you can actually use, and the news on AI covers only image and video models instead of the 3D and technological breakthroughs that will define the next generation of spatial products and experiences.<\/p>\n<p>I\u2019ve been curating this intersection for years, and more than 45K on <a href=\"https:\/\/www.linkedin.com\/in\/gabriele-romagnolixr\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">LinkedIn<\/a> and <a href=\"https:\/\/x.com\/GabRoXR\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">X<\/a> follow my work because I stay hands-on with the tools and share practical insights they can apply immediately.<\/p>\n<\/p>\n<p>In addition to the weekly free interview with founders and creatives, Pro members will receive:<\/p>\n<ul>\n<li>\n<p>A weekly Pro Edition with <strong>10 handpicked tools, demos, research papers, and updates<\/strong> hard to find anywhere else.<\/p>\n<\/li>\n<li>\n<p><strong>The Gaussian Splatting Handbook<\/strong> with an overview of cloud-based and local solutions to generate 3DGS, applications in VFX, gaming and real estate and more <strong>(available only until the 27th of January)<\/strong><\/p>\n<\/li>\n<li>\n<p>Full access to the <strong>growing database of in-depth interviews<\/strong>, so you can borrow workflows, learn from their journey, and study go-to-market playbooks from top founders and makers in this space<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally! As someone building LBE experiences (like YULLBE), I have absolutely zero patience for fluff. Most newsletters out there are just noise and hype reels. I need tools I can actully use in production. Gab, your content is one of the few sources that cuts the BS and delivers pure value to me. If you want to understand where 3D and AI are really heading without wasting your time, this is it. Keep pushing boundaries, Gab! All the best for toadays launch, Cheers, Marcus<\/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\/@marcus_ernst\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcus_ernst<\/a> Getting such high praise from someone so deep into deploying VR for millions of visitors every year means a lot. From VR on Roller Coasters to free roaming and even underwater, I cannot believe what your team at Europa Park was able to achieve!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 followed Gab on LinkedIN for years and heard him speak at conferences. He is my absolute go-to expert for all things AR \/ VR \/ 3D, etc. I love his enthusiasm for the field and infectious curiosity. Really excited to see him launch this!<\/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\/@clark_parsons1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clark_parsons1<\/a> Thanks for the support. Getting curious, less technical people into the worlds of XR is one of my missions. Too often, people are either scared away or overwhelmed with random buzzwords with close to no meaning. Always happy to answer questions and show real examples to help get a clear understanding so that you can form your own opinion around that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We build 3D scanning and 3D Gaussian Splatting tools at KIRI Engine, and we really appreciate what XR AI Spotlight is doing for this space.<\/p>\n<p>In XR and 3D, the challenge today isn\u2019t a lack of innovation, it\u2019s cutting through the noise. With so many new models, tools, and demos, it\u2019s hard to know what truly matters.<\/p>\n<p>XR AI Spotlight does a great job curating what\u2019s actually useful for builders.<\/p>\n<p>Congrats to Gabriele on the launch. It is a valuable resource for the XR, 3D, and AI community.<\/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\/@kiri_innovation_info\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kiri_innovation_info<\/a> thank you very much for the shout-out.<br \/>As a hands-on user of Kiri Engine, I can testify that it is one of the best cloud-based solutions for generating Gaussian Splatting. The Blender plugins the team has created offer so many opportunities for manipulating and getting more of 3DGS.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! This is an incredibly valuable resource for anyone working in or exploring XR, 3D, and AI. These fields are moving extremely fast. How do you decide which projects or signals are truly worth spotlighting week after week?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@guillembruix\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guillembruix<\/a> Very good question. One of the major parameter is if the project, product or update has something that I can try. This makes prioritization much easier. I can focus on examples and content that readers can test and learn from instead of just sharing hype reels.<br \/>The other question I ask myself is: Does this has a spatial component to it? A lot of the news especially when it comes to AI are about LLMs and Image generators and I personally don’t find that interesting.<\/p>\n<p>I hope this answer your question \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love Gabriele’s content, so knowledgable and interesting and direct – and XR AI Spotlight looks like an amazing evolution of that ethos!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gordon_midwood\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gordon_midwood<\/a> It is indeed a step up. I cannot wait to share all the cool products, demos and updates that the founders and makers are pushing out in the open. Exciting times for 3D, XR & AI.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We must have met with Gab during the 2017 massive VR hype and since then, Gab has consistently tested and share the most authentic posts and videos of his findings using all the XR software and hardware he was able to put his hands on. Such a good idea to start this curated content membership. Though will you still share some free content for the students?<\/div>\n<div class=\"comment-actions\">\n<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\/@metapierre\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@metapierre<\/a> Of course! The Pro tier just offers an additional email with the top 10 tools, apps and product updates I find every week. You can still expect the same you were getting from me… just 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>How do you pick the guests for the interviews? There are a lot of tech oriented podcast and I am struggling to see a differentiator here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anne_vas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anne_vas<\/a> I usually don’t go for big and\/or popular guests… or at least that is not the main parameter. I get mostly attracted by products or what people are building and then try to find out who is behind those. This makes sure guests come on stage for what they have built and not simply for what they have to say \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been loving the interviews around Gaussian Splatting. Getting to know the founders who are building these tools has been incredibly valuable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Weekly \u201ctop 10\u201d in XR, 3D, and AI hits a scale wall fast: tool churn, duplicate announcements, and link rot can turn curation into noisy, non-reproducible picks.<\/p>\n<p>Best practice is a structured ingestion + diff pipeline (GitHub releases, arXiv, vendor changelogs) with embeddings-based clustering for dedupe, source credibility scoring, and a human verification pass on anything you recommend for production.<\/p>\n<p>How are you detecting meaningful updates versus rebrands, and will Pro members get personalization (tags like 3DGS, WebXR, Vision Pro) or an exportable feed so teams can track only what matters to them?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool, Gabriele! Looking forward to reading and exploring this amazing XR-AI space together, the future is augmented. \ud83d\ude0e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sgb_za\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sgb_za<\/a> You are certainly right. There are so many ways to augment, from digital content to installation to even just audio. The key to the augmentation is to have a new layer overimposed on top of our world.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 would really like to see the Gaussian splatting handbook (did a review and an upvote already ;-). Is there a subject on selecting the best workflow\/pipeline for after doing the scan with let’s say a portalcam?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 <\/strong><a href=\"https:\/\/www.producthunt.com\/@gabriele_romagnoli\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gabriele_romagnoli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabriele_romagnoli<\/a> excited to be here! Could you please be more specific when it comes to 3D, XR, and AI? What kind of topics are usually covered? I’m completely new to this, so any piece of information helps. Cheers! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sophia_t_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sophia_t_<\/a> the range feels broad but when we talk about the intersection of these topics we refer to smart glasses like the Meta RayBan, Gen AI for 3D models, Motion generated by AI, Computer vision and more. These are all technologies that go beyond flat screens and are meant to understand the physical world around us, generate digital content and augment our reality. I hope this clarifies a bit.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Are the interviews shared on YouTube different from the articles shared in the free newsletter?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rouzbeh_s_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rouzbeh_s_<\/a> essentially they are the same. The written interviews tend to be more concise and with direct hyperlinks to various additional resources. The video interviews are more “demanding” but a great format for a podcast-like experience.<\/p>\n<p>Some people prefer to read some prefer to listen\/watch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 worked with Gab during the first years at ShapesXR, trying to define the product market fit and his knowledge and experience in the field have been expanding enormously. <br \/>I also had a chance to join his podcast and talk about XR Design as a journey and career. The discussion felt more like a collaboration than an interview, a genuine exchange about how to break into XR design and how emerging technologies like AI are reshaping the way we think, create, and connect.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mo_sayyar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mo_sayyar<\/a> it was a real pleasure to work and collaborate on so many fronts. Hoping for more opportunities at the intersection of XR and AI<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/Q5SREUOW3SQPOR\" class=\"app-title\">Pagesmith.ai<\/a><\/p>\n<div class=\"one-liner\">AI websites that actually show up on Google<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">28<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Pagesmith.ai \u662f\u4e00\u6b3e\u4e13\u6ce8\u4e8eSEO\u7684AI\u5efa\u7ad9\u5de5\u5177\uff0c\u901a\u8fc7\u751f\u6210\u57fa\u4e8eAstro\u6846\u67b6\u7684\u9759\u6001HTML\u4e0eSSR\u9875\u9762\uff0c\u89e3\u51b3\u4f20\u7edfAI\u5efa\u7ad9\u5de5\u5177\u56e0\u8f93\u51fa\u81c3\u80bfJavaScript\u800c\u5bfc\u81f4\u7f51\u7ad9\u5728\u641c\u7d22\u5f15\u64ce\u4e2d\u96be\u4ee5\u88ab\u722c\u53d6\u548c\u6536\u5f55\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\/8f70831c-f3f9-4998-9272-f0ad961d1f0d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5cd91b73-4291-4f08-a7b1-b6e07ab27f02.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6e6462f-3a44-4a7d-9237-101eb18906e6.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\/bad191cd-fd48-4b60-b45b-6f1054199e53.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/XwrmUihhDR4\"><source src=\"https:\/\/youtu.be\/XwrmUihhDR4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5efa\u7ad9\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SEO\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u9759\u6001\u7f51\u7ad9\u751f\u6210<\/span><br \/>\n <span 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<strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u805a\u7126SEO\u548c\u8f7b\u91cf\u5316\u7684\u6280\u672f\u8def\u7ebf\uff0c\u5e76\u8be2\u95ee\u4e0e\u7ade\u54c1\u7684\u5dee\u5f02\u3001\u73b0\u6709\u7f51\u7ad9\u5bfc\u5165\u6548\u679c\u3001\u4ee5\u53ca\u8def\u7ebf\u56fe\u4e2d\u5173\u4e8e\u8eab\u4efd\u9a8c\u8bc1\u3001\u7ad9\u70b9\u5730\u56fe\u3001\u5206\u6790\u96c6\u6210\u7b49\u529f\u80fd\u7684\u5b8c\u5584\u65f6\u95f4\u8868\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 Pagesmith.ai \u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u57fa\u7840\u5374\u81f3\u5173\u91cd\u8981\u7684\u5e02\u573a\u7f1d\u9699\uff1aAI\u751f\u6210\u7f51\u7ad9\u7684\u641c\u7d22\u5f15\u64ce\u53ef\u53d1\u73b0\u6027\u3002\u5f53\u524d\u591a\u6570AI\u5efa\u7ad9\u5de5\u5177\u6c89\u8ff7\u4e8e\u8f93\u51fa\u89c6\u89c9\u6548\u679c\u534e\u4e3d\u4f46\u6280\u672f\u6808\u81c3\u80bf\u7684React\u5355\u9875\u5e94\u7528\uff08SPA\uff09\uff0c\u8fd9\u4e3a\u4ea4\u4e92\u578b\u5e94\u7528\u5c1a\u53ef\uff0c\u4f46\u5bf9\u4e8e\u4ee5\u5185\u5bb9\u548c\u83b7\u5ba2\u4e3a\u6838\u5fc3\u7684\u5e02\u573a\u8425\u9500\u7f51\u7ad9\u800c\u8a00\uff0c\u65e0\u5f02\u4e8e\u81ea\u65ad\u7ecf\u8109\u2014\u2014\u641c\u7d22\u5f15\u64ce\u722c\u866b\u96be\u4ee5\u89e3\u6790\uff0c\u4e25\u91cd\u5f71\u54cd\u81ea\u7136\u6d41\u91cf\u83b7\u53d6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u7528AI\u751f\u6210\u7f51\u7ad9\u201d\uff0c\u800c\u5728\u4e8e\u201c\u7528\u6b63\u786e\u7684\u6280\u672f\u67b6\u6784\u751f\u6210\u7f51\u7ad9\u201d\u3002\u9009\u62e9\u4ee5Astro\u6846\u67b6\u4e3a\u57fa\u7840\uff0c\u9ed8\u8ba4\u8f93\u51fa\u9759\u6001HTML\uff0c\u5e76\u4e3a\u52a8\u6001\u5185\u5bb9\u4fdd\u7559\u670d\u52a1\u7aef\u6e32\u67d3\uff08SSR\uff09\u80fd\u529b\uff0c\u8fd9\u662f\u4e00\u79cd\u6e05\u9192\u7684\u6280\u672f\u9009\u62e9\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u5728\u7528AI\u5c01\u88c5\u548c\u81ea\u52a8\u5316\u4e86\u4e00\u5957\u73b0\u4ee3\u3001\u9ad8\u6027\u80fd\u7684Web\u5f00\u53d1\u6700\u4f73\u5b9e\u8df5\uff1a\u5c9b\u5c7f\u67b6\u6784\u3001\u6781\u5c11\u7684\u5ba2\u6237\u7aefJavaScript\u3001\u5168\u7403\u8fb9\u7f18\u90e8\u7f72\u3002\u8fd9\u786e\u4fdd\u4e86\u5185\u5bb9\u80fd\u88ab\u641c\u7d22\u5f15\u64ce\u548cAI\u722c\u866b\u76f4\u63a5\u3001\u5373\u65f6\u8bfb\u53d6\uff0c\u540c\u65f6\u83b7\u5f97\u6781\u5feb\u7684\u52a0\u8f7d\u901f\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u663e\u800c\u6613\u89c1\u3002\u9996\u5148\uff0c\u5b83\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u4e00\u4e2a\u201c\u6b63\u786e\u201d\u7684\u5de5\u5177\uff0c\u4f46\u5e02\u573a\u6559\u80b2\u6210\u672c\u9ad8\u6602\uff0c\u8bb8\u591a\u7528\u6237\u4ecd\u88ab\u201c\u52a8\u6001\u6548\u679c\u201d\u6240\u8ff7\u60d1\uff0c\u672a\u5fc5\u80fd\u7acb\u5373\u7406\u89e3\u6280\u672f\u67b6\u6784\u5bf9\u4e1a\u52a1\u6d41\u91cf\u7684\u957f\u8fdc\u5f71\u54cd\u3002\u5176\u6b21\uff0c\u5176\u529f\u80fd\u5b8c\u6574\u6027\u9762\u4e34\u8003\u9a8c\u3002\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u7ad9\u70b9\u5730\u56fe\u3001\u8eab\u4efd\u9a8c\u8bc1\u3001\u5206\u6790\u96c6\u6210\u7b49\uff0c\u90fd\u662f\u4f01\u4e1a\u7ea7\u7f51\u7ad9\u7684\u521a\u9700\uff0c\u82e5\u4e0d\u80fd\u5feb\u901f\u8865\u9f50\uff0c\u5219\u4f1a\u505c\u7559\u5728\u201c\u751f\u6210\u9759\u6001\u9875\u201d\u7684\u73a9\u5177\u9636\u6bb5\u3002\u6700\u540e\uff0c\u5176\u4e0eEmergent\u3001Lovable\u7b49\u7ade\u54c1\u7684\u5dee\u5f02\u5316\uff0c\u9700\u8d85\u8d8a\u201c\u6211\u4eecSEO\u66f4\u597d\u201d\u7684\u5c42\u9762\uff0c\u5728AI\u7406\u89e3\u4e1a\u52a1\u903b\u8f91\u3001\u8bbe\u8ba1\u7f8e\u611f\u3001\u5185\u5bb9\u667a\u80fd\u7ef4\u62a4\u7b49\u65b9\u9762\u6784\u5efa\u66f4\u6df1\u7684\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cPagesmith.ai\u662f\u4e00\u6b21\u5bf9AI\u5e94\u7528\u6ce1\u6cab\u7684\u52a1\u5b9e\u56de\u8c03\u3002\u5b83\u63d0\u9192\u5e02\u573a\uff0cAI\u4e0d\u662f\u9b54\u6cd5\uff0c\u5176\u4ea7\u51fa\u7269\u4ecd\u9700\u9075\u5faa\u4e92\u8054\u7f51\u7684\u57fa\u672c\u89c4\u5219\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u68c0\u9a8c\u5e02\u573a\u5728\u201c\u70ab\u6280\u201d\u4e0e\u201c\u5b9e\u6548\u201d\u4e4b\u95f4\uff0c\u6700\u7ec8\u4f1a\u505a\u51fa\u4f55\u79cd\u9009\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\">Pagesmith.ai<\/span>\n <\/div>\n<div class=\"comment-content\">Most AI website builders output client-rendered JavaScript that search engines struggle to crawl. Pagesmith generates stunning Astro sites with static HTML by default and SSR for dynamic pages, so your site actually shows up on Google. Describe your vision in plain language and watch Pagesmith build SEO-ready pages in seconds. Features include custom domains, blog support, contact forms, databases, dynamic SSR pages, React islands and GitHub export for full code ownership.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We built Pagesmith because most AI builders produce bloated React SPAs\u2014fine for dashboards, but a disaster for SEO and AI discoverability. Our focus is on content focused websites.<\/p>\n<\/p>\n<p><strong>Pagesmith is built on Astro.<\/strong> By leveraging an island architecture and shipping zero (or minimal) JavaScript, your content isn’t trapped in a “shell.” It\u2019s instantly readable for search engines and AI agents alike. Plus, every site is <strong>deployed globally at the edge<\/strong>, ensuring lightning-fast TTFB (Time to First Byte) regardless of where your visitors are.<\/p>\n<\/p>\n<p><strong>We\u2019d love your thoughts on:<\/strong><\/p>\n<ol>\n<li>\n<p>What features would make this your go-to for making websites?<\/p>\n<\/li>\n<li>\n<p>How do you like the sites pagesmith generates?<\/p>\n<\/li>\n<\/ol>\n<p><strong>Try it for free:<\/strong> <a href=\"http:\/\/pagesmith.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pagesmith.ai<\/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\/@manupaa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manupaa<\/a> We should connect\u2014I like the idea and would love to understand how this differs from Emergent and Lovable. If the main focus is SEO, it seems like that could be addressed with an additional prompt to optimize the entire website. Not criticizing\u2014just genuinely curious.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@manupaa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manupaa<\/a> This is a smart angle\u2014most AI site builders ship heavy JS that <em>looks<\/em> great but crawls poorly. Astro-first + static HTML\/SSR feels like the right default for marketing sites. Curious: how good is the \u201cimport existing site\u201d flow, and what\u2019s your roadmap for schema\/sitemaps + auth (BetterAuth) + analytics integrations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Can I use Pagesmith to add \/ review an existing site or have to use it from the beginning?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> There is a import function that you can use to import an existing site. Depending on the site a site can be better looking if made from the scratch but feel free to test 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>Nice product. I really like the Astro framework. Do you have any authentication solution for the websites?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 Timothy! We will be integrating a BetterAuth based solution to the in the near future. In the mean time you can add it just by prompting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/BRSPIVBXG7VWWI\" class=\"app-title\">Ideavize AI<\/a><\/p>\n<div class=\"one-liner\">AI to generate and build real tech ideas<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">22<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ideavize AI\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u4ea7\u54c1\u6784\u5efa\u5e73\u53f0\uff0c\u5b83\u901a\u8fc7\u63d0\u4f9b\u7ecf\u8fc7\u5e02\u573a\u9a8c\u8bc1\u7684\u6df1\u5ea6\u79d1\u6280\u521b\u610f\u3001\u5206\u6b65\u6784\u5efa\u8ba1\u5212\u3001\u4ee3\u7801\u548c\u8d44\u6e90\uff0c\u5728\u4ece\u521b\u610f\u5230\u539f\u578b\u7684\u201c\u6df7\u4e71\u4e2d\u671f\u201d\u9636\u6bb5\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u4e0e\u521b\u4e1a\u8005\u4ece\u6784\u601d\u5230\u6267\u884c\u7684\u843d\u5730\u96be\u9898\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\/c34e8b92-ef28-4c6c-92ef-e3106efc7dc6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b412e078-7fa0-4c85-87ce-3ff57df51b21.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e0b45a2-4c40-4949-ba7a-9e72e7c36b00.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/13922558-d8d7-41e3-ac3b-5fa144c68a68.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/563639d4-799d-4987-a333-c3deb6307034.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0b429db6-67bc-4f2a-a547-f11c361c4737.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6ef37d1f-da8e-4f22-bdee-dfb7909f77cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/112db843-9230-42bb-928f-43b71e90543e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fb87c8a6-5358-4982-8f55-e6fb0f2e6e21.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d44e3a37-dfaf-4ef1-8c92-55d4f318b816.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6cb222e9-aa28-4e23-b5c5-e34c7aa49104.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/70f84218-4021-4234-a731-45b374d63d29.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\/e00fe264-211f-4d57-98b8-15d4b15878aa.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/04mOeKz9kb4\"><source src=\"https:\/\/youtu.be\/04mOeKz9kb4\" 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\">Prototyping<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ea7\u54c1\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u6df1\u5ea6\u79d1\u6280\u521b\u610f<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6267\u884c\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5f00\u53d1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4e00\u7ad9\u5f0f\u89e3\u51b3\u65b9\u6848<\/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\u80af\u5b9a\u5176\u4ece\u521b\u610f\u5230\u6267\u884c\u7684\u4e00\u7ad9\u5f0f\u4ef7\u503c\uff0c\u8ba4\u4e3a\u8d85\u8d8a\u4e86\u666e\u901a\u521b\u610f\u751f\u6210\u5668\u3002\u4e3b\u8981\u5efa\u8bae\u4e0e\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u589e\u52a0\u878d\u8d44\u8def\u6f14\u529f\u80fd\uff1b\u660e\u786e\u5176\u4e0e\u901a\u7528\u5927\u6a21\u578b\u7684\u6838\u5fc3\u5dee\u5f02\uff1b\u5173\u6ce8\u533a\u5757\u94fe\u7b49\u5782\u76f4\u9886\u57df\u7684\u8986\u76d6\uff1b\u8981\u6c42\u9610\u660e\u521b\u610f\u53bb\u91cd\u3001\u5e02\u573a\u4fe1\u53f7\u6765\u6e90\u3001\u4f26\u7406\u4e0e\u77e5\u8bc6\u4ea7\u6743\u7b49\u8d28\u91cf\u4fdd\u969c\u673a\u5236\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 Ideavize AI\u7684\u91ce\u5fc3\uff0c\u662f\u6210\u4e3a\u201c\u521b\u610f\u6267\u884c\u5c42\u201d\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u5b83\u5207\u4e2d\u7684\u75db\u70b9\u662f\u771f\u5b9e\u7684\uff1a\u5728ChatGPT\u7b49\u901a\u7528\u5927\u6a21\u578b\u5df2\u5c06\u201c\u521b\u610f\u751f\u6210\u201d\u5e73\u6c11\u5316\u4e4b\u540e\uff0c\u771f\u6b63\u7684\u58c1\u5792\u8f6c\u79fb\u5230\u4e86\u201c\u5982\u4f55\u5c06\u521b\u610f\u6709\u6548\u843d\u5730\u201d\u3002\u4ea7\u54c1\u5c06\u5e02\u573a\u4fe1\u53f7\u9a8c\u8bc1\u3001\u7ed3\u6784\u5316\u6784\u5efa\u8ba1\u5212\u3001\u4ee3\u7801\u8d44\u6e90\u4e0eAI\u63d0\u793a\u8bcd\u6253\u5305\uff0c\u8bd5\u56fe\u6807\u51c6\u5316\u4ea7\u54c1\u4ece0\u52300.5\u7684\u201c\u6df7\u4e71\u4e2d\u671f\u201d\u6d41\u7a0b\uff0c\u8fd9\u662f\u4e00\u4e2a\u9887\u5177\u6d1e\u5bdf\u529b\u7684\u5b9a\u4f4d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u771f\u5b9e\u5e02\u573a\u4fe1\u53f7\u201d\u4e0e\u201c\u9ad8\u7cbe\u5ea6\u5fae\u8c03LLM\u201d\u6784\u6210\u4e86\u4ea7\u54c1\u7684\u4ef7\u503c\u6838\u5fc3\uff0c\u4e5f\u662f\u98ce\u9669\u4e0e\u8d28\u7591\u7684\u7126\u70b9\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u4fe1\u53f7\u6765\u6e90\u3001\u53bb\u91cd\u673a\u5236\u548c\u4f26\u7406\u95ee\u9898\u7684\u8ffd\u95ee\uff0c\u76f4\u6307\u5176\u4f5c\u4e3a\u201c\u53ef\u4fe1\u6267\u884c\u5e73\u53f0\u201d\u7684\u6839\u57fa\u3002\u5982\u679c\u5176\u5e02\u573a\u9a8c\u8bc1\u4ec5\u662f\u805a\u5408\u516c\u5f00\u6570\u636e\u8d8b\u52bf\uff0c\u800c\u975e\u62e5\u6709\u72ec\u7279\u6216\u66f4\u6df1\u5ea6\u7684\u6570\u636e\u6e90\uff0c\u5219\u58c1\u5792\u6709\u9650\uff1b\u5982\u679c\u5176\u4ee3\u7801\u4e0e\u8ba1\u5212\u4ec5\u662f\u901a\u7528\u65b9\u6848\u7684\u7ec4\u5408\uff0c\u5219\u6613\u88ab\u6a21\u4eff\u6216\u76f4\u63a5\u88ab\u66f4\u7075\u6d3b\u7684\u901a\u7528AI\u5de5\u5177\u94fe\u66ff\u4ee3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\uff0c\u53ef\u80fd\u4e0d\u5728\u4e8eAI\u751f\u6210\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5176\u80fd\u5426\u6784\u5efa\u4e00\u4e2a\u201c\u9ad8\u8d28\u91cf\u6267\u884c\u53cd\u9988\u5faa\u73af\u201d\uff1a\u901a\u8fc7\u7528\u6237\u771f\u5b9e\u7684\u6784\u5efa\u884c\u4e3a\u548c\u6570\u636e\uff0c\u6301\u7eed\u4f18\u5316\u5176\u8ba1\u5212\u4e0e\u8d44\u6e90\u7684\u7cbe\u51c6\u5ea6\u4e0e\u6709\u6548\u6027\uff0c\u5f62\u6210\u4e13\u5c5e\u7684\u3001\u4e0d\u65ad\u8fdb\u5316\u7684\u201c\u4ea7\u54c1\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\u201d\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u4f53\u9a8c\u66f4\u597d\u7684\u201c\u7ed3\u6784\u5316\u63d0\u793a\u8bcd\u5408\u96c6\u201d\u3002\u5176\u56de\u590d\u4e2d\u63d0\u53ca\u7684\u201c\u7248\u672c\u5316\u6784\u5efa\u89c4\u8303\u201d\u548c\u201c\u53ef\u5bfc\u51fa\u5236\u54c1\u201d\u662f\u5411\u53ef\u4fe1\u4e0e\u900f\u660e\u8fc8\u51fa\u7684\u6b63\u786e\u4e00\u6b65\uff0c\u4f46\u6267\u884c\u6df1\u5ea6\u4e0e\u6570\u636e\u72ec\u7279\u6027\uff0c\u5c06\u662f\u51b3\u5b9a\u5b83\u80fd\u6210\u4e3a\u4e0b\u4e00\u4e2aFigma\uff0c\u8fd8\u662f\u53e6\u4e00\u4e2a\u6619\u82b1\u4e00\u73b0\u7684\u201cAI\u5305\u88c5\u5668\u201d\u7684\u5173\u952e\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Ideavize AI<\/span>\n <\/div>\n<div class=\"comment-content\">Ideavize AI helps you generate deep-tech ideas and turn them into real prototypes\u2014fast. Unlike tools that only brainstorm, we validate ideas with real market signals and give you step-by-step build plans, relevant courses, ready-to-use code, and AI-powered prompts to start building instantly. Less guessing, more building. From idea to prototype\u2014all in one place.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hey Product Hunt!<br \/>\nWe built Ideavize AI because most tools stop at ideas \u2014 and that\u2019s where the real struggle begins.<\/p>\n<p>With Ideavize, you don\u2019t just brainstorm. You get deep-tech ideas, real market validation, step-by-step build plans, relevant courses, ready-to-use code, and AI-powered prompts so you can actually start building.<\/p>\n<p>Our goal is simple:<br \/>\nLess confusion. Less guessing. More building.<\/p>\n<p>We\u2019d genuinely love your feedback \u2014 what part of the idea-to-build journey is hardest for you today?<\/p>\n<p>Thanks for checking us out \ud83d\udc99<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>39<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bapuji_kanaparthi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bapuji_kanaparthi<\/a> This feels very practical clear focus on validation and execution, not just ideation.<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bapuji_kanaparthi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bapuji_kanaparthi<\/a> Hi Bapuji, congrats on the launch. How do you deal with idea validation? what market signals are you meaning in the blurb?<\/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>\ud83d\udd25 This is not another idea generator. This is a <strong>product builder.<\/strong><\/p>\n<p>Ideavize AI helps you:<br \/>\ud83d\udca1 Generate real, deep-tech ideas<br \/>\ud83d\udcca Validate them with real market signals<br \/>\ud83d\udd25 Vibe code (not boring docs)<br \/>\u26a1 Execute fast<br \/>\ud83d\udc65 Collaborate with your team<br \/>\ud83d\ude80 Ship real prototypes<\/p>\n<p>From <strong>idea \u2192 validation \u2192 code \u2192 deployment<\/strong><br \/>All in one flow. No chaos. No guesswork.<\/p>\n<p>If you\u2019ve ever had a great idea but didn\u2019t know where to start \u2014<br \/><strong>this platform is for you.<\/strong><\/p>\n<p>Honestly feels like a <strong>10X upgrade<\/strong> to how products should be built.<\/p>\n<p>Try it. Explore it. Tell us what to improve.<br \/>We\u2019re building this <em>with<\/em> the community \ud83d\udc99<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pitch-Deck creation is missing for presentation to the investors for funding support.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@raghavendra_rao_prerepa I will update . Thank you so much for your guidance<\/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>This is exactly what the startup ecosystem needs. Too many idea generators stop at the ‘what if’ stage, but the real challenge has always been the gap between concept and execution. The combination of market validation + actionable build plans + actual code is a game-changer. Would love to see how this handles the messy middle part of prototyping where most projects stall out. Are you focusing on any specific deep-tech verticals first, or keeping it broad?<\/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\/@guilford\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guilford<\/a> Ideavize AI is built to support that \u201cmessy middle\u201d of prototyping with structured build plans, AI-powered prompts, relevant code, and guided workflows\u2014so users always know what to do next.<\/p>\n<p>We\u2019re starting broad but deep-tech focused, covering domains like <strong>AI, Generative AI, Machine Learning, Deep Learning, Edge AI, IoT, Industrial IoT, Industry 4.0, Robotics, Drones, AR\/VR, Cybersecurity, Cloud Computing, Data Engineering, Business Intelligence, Embedded Systems, Full-Stack Web, and Quantum Computing.<\/strong><\/p>\n<p>Our goal is simple: turn ideas into <em>real prototypes<\/em>, not just concepts.<br \/>Would love for you to try it and tell us how we can make the messy middle even smoother \ud83d\ude4c<\/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>I tested a few domains and technologies, and each time it produced unique project ideas which is a promising sign. I see the generated idea with tech stack, step by step implementation plan, research papers and a market analysis in a single tool, encouraging! I was hoping to see blockchain applied to the banking sector, but that option seems to be missing. I also, expected to see various graphs in market 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried it for construction in the field of business intelligence, good insights and ideas that can be implemented on site business with key stakeholders.<\/p>\n<p>With AI built in, options here just stay as an idea, but a great potential for a very good product. Look forward to diving into it 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=\"comment-item\">\n<div class=\"comment-content\">this looks interesting. but curious how does this ensure the quality gates (such as authorship, uniqueness and ethical ) on the ideas which are being generated?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>At scale, idea generators fail on trust: near-duplicate concepts, shaky \u201cmarket signals,\u201d and unclear ethics or IP boundaries as prompts get reused across users.<\/p>\n<p>Best practice is a provenance-first pipeline: dedupe ideas via embeddings plus MinHash\/SimHash, log every validation signal (trends, search volume, community chatter, repo activity) with timestamps, and generate a versioned build spec users can replay.<\/p>\n<p>What exact signals do you score today for validation, and do you expose the dedupe report plus the step-by-step spec (code, deps, architecture) as an exportable artifact for audit and reuse?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Why should l use your app instead of general LLMs such as gemini, gpt or claude? <br \/>It appears to me that whatever this product is capable of can be done by those famous LLMs.<br \/>what is your product’s unique value proposition? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eren_kiratli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eren_kiratli<\/a> Great question \u2014 and a very fair one. Thanks for raising it.<\/p>\n<p>You\u2019re absolutely right that <strong>general LLMs (GPT, Gemini, Claude)<\/strong> are powerful. But they are <strong>horizontal tools<\/strong>. Ideavize AI is a <strong>vertical, execution-focused platform<\/strong> built specifically for <em>product building<\/em>, not just prompt-based generation.<\/p>\n<p><strong>What makes Ideavize different:<\/strong><\/p>\n<p><strong>1\ufe0f\u20e3 Fine-tuned, high-precision LLM (not generic prompts)<\/strong><br \/>Ideavize is built on a <strong>fine-tuned LLM system trained on curated, industry-grade technical problem statements across deep-tech domains<\/strong>. The focus is on <strong>high precision and high specialization<\/strong>, so users don\u2019t start from a blank prompt\u2014they start from <strong>structured, build-ready problem contexts<\/strong> that reflect real industry needs and constraints.<\/p>\n<p><strong>2\ufe0f\u20e3 Real market validation (beyond text generation)<\/strong><br \/>We combine <strong>live market signals via APIs with LLM reasoning<\/strong> to analyze demand, competition, feasibility, and timing. General LLMs can describe markets; Ideavize helps <strong>validate<\/strong> them.<\/p>\n<p><strong>3\ufe0f\u20e3 A true execution layer<\/strong><br \/>Ideavize doesn\u2019t stop at ideas. For every problem, we provide:<\/p>\n<ul>\n<li>\n<p>Step-by-step build roadmaps<\/p>\n<\/li>\n<li>\n<p>Architecture guidance<\/p>\n<\/li>\n<li>\n<p><strong>200+ curated resources<\/strong> (courses, code, frameworks, tools)<\/p>\n<\/li>\n<li>\n<p>Market validation<\/p>\n<\/li>\n<li>\n<p>AI-generated prompts for coding, dashboards, APIs, and system design<\/p>\n<\/li>\n<li>\n<p>collobration, vibe coding as well<\/p>\n<\/li>\n<\/ul>\n<p><strong>4\ufe0f\u20e3 Built for the \u201cmessy middle\u201d<\/strong><br \/>The hardest part isn\u2019t ideation\u2014it\u2019s execution. Ideavize is designed specifically to help users move from<br \/><strong>idea \u2192 validation \u2192 code \u2192 prototype \u2192 deployment<\/strong> without getting stuck.<\/p>\n<p><strong>In short:<\/strong><br \/>General LLMs help you <em>think<\/em>.<br \/>Ideavize helps you <strong>build and ship<\/strong>.<\/p>\n<\/p>\n<p>We see Ideavize as a <strong>product-building copilot<\/strong> that uses LLMs under the hood, but adds domain intelligence, real market data, and execution workflows on top.<\/p>\n<\/p>\n<p>Would love your feedback on where the execution layer could be even stronger\u2014comments like this directly shape our roadmap \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/EBCNGXJORC2DMR\" class=\"app-title\">QAI<\/a><\/p>\n<div class=\"one-liner\">Plan, run, and maintain web tests from real user flows<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">19<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>QAI\u901a\u8fc7\u5f55\u5236\u771f\u5b9e\u7528\u6237\u64cd\u4f5c\u6d41\u7a0b\u81ea\u52a8\u751f\u6210\u5e76\u6267\u884c\u7ed3\u6784\u5316\u6d4b\u8bd5\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u7f51\u9875\u6d4b\u8bd5\u4e2d\u7528\u4f8b\u7f16\u5199\u4e0e\u7ef4\u62a4\u8017\u65f6\u3001\u6613\u8fc7\u65f6\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u9002\u7528\u4e8e\u9700\u8981\u5feb\u901f\u8fed\u4ee3\u548c\u6301\u7eed\u4ea4\u4ed8\u7684Web\u5f00\u53d1\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\/35f2a0b2-4bed-4244-a8f8-01cc3c8da9cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d904bb9-8990-4b31-9c48-745afc4bd3a3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aaf72da4-808c-43d1-b353-36fc6fea227b.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\/d09dca97-20ad-4abb-bcd0-db87963ab23c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=ABETowcoGpA\"><source src=\"https:\/\/www.youtube.com\/watch?v=ABETowcoGpA\" 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\">Web App<\/span><br \/>\n <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7f51\u9875\u6d4b\u8bd5\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u6d41\u7a0b\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">\u6d4b\u8bd5\u7ef4\u62a4<\/span><br \/>\n <span class=\"tag\">\u56de\u5f52\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">QA\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6301\u7eed\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8d28\u91cf\u4fdd\u969c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u80af\u5b9a\u5176\u6574\u4f53\u6d41\u7a0b\u6d4b\u8bd5\u7406\u5ff5\u53ca\u5728AI\u7f16\u7a0b\u65f6\u4ee3\u7684\u91cd\u8981\u6027\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u8de8\u8bbe\u5907\/\u5c4f\u5e55\u5c3a\u5bf8\u7684\u6d4b\u8bd5\u517c\u5bb9\u6027\u3001\u514d\u8d39\u7248\u5230\u4ed8\u8d39\u7248\u4ef7\u683c\u68af\u5ea6\u9661\u5ced\uff0c\u4ee5\u53ca\u4ea7\u54c1\u767b\u5f55\u9875\u94fe\u63a5\u6307\u5411\u4e0d\u591f\u53cb\u597d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n QAI\u63d0\u51fa\u7684\u201c\u4ece\u771f\u5b9e\u7528\u6237\u884c\u4e3a\u5f00\u59cb\u89c4\u5212\u6d4b\u8bd5\u201d\u65e0\u7591\u5207\u4e2d\u4e86\u5f53\u524d\u654f\u6377\u5f00\u53d1\u548cDevOps\u6d41\u7a0b\u4e2d\u7684\u4e00\u4e2a\u5173\u952e\u8f6f\u808b\uff1a\u6d4b\u8bd5\u7528\u4f8b\u7684\u521b\u5efa\u4e0e\u7ef4\u62a4\u6210\u672c\u9ad8\u6602\uff0c\u4e14\u4e0e\u5feb\u901f\u53d8\u5316\u7684UI\/\u4e1a\u52a1\u6d41\u6781\u6613\u8131\u8282\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u6267\u884c\u201d\u66f4\u5feb\uff0c\u800c\u5728\u4e8e\u5c06\u6d4b\u8bd5\u7684\u201c\u8bbe\u8ba1\u201d\u73af\u8282\u4ece\u62bd\u8c61\u7684\u6587\u6863\u7f16\u5199\uff0c\u4e0b\u6c89\u4e3a\u5bf9\u5b9e\u9645\u7528\u6237\u64cd\u4f5c\u7684\u6355\u83b7\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5bf9\u6d4b\u8bd5\u8d44\u4ea7\u6765\u6e90\u7684\u4e00\u6b21\u8303\u5f0f\u8f6c\u79fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u5e94\u7528\u6539\u52a8\u65f6\uff0c\u65e0\u9700\u4fee\u590d\u635f\u574f\u7684\u6d4b\u8bd5\uff0c\u53ea\u9700\u91cd\u65b0\u5f55\u5236\u6d41\u7a0b\u201d\u7684\u7406\u60f3\u72b6\u6001\uff0c\u9700\u8981\u6253\u4e0a\u4e00\u4e2a\u7280\u5229\u7684\u95ee\u53f7\u3002\u8fd9\u6216\u8bb8\u80fd\u89e3\u51b3\u56e0UI\u9009\u62e9\u5668\u5fae\u5c0f\u53d8\u52a8\u5bfc\u81f4\u7684\u6d4b\u8bd5\u811a\u672c\u5927\u9762\u79ef\u201c\u8106\u65ad\u201d\uff0c\u4f46\u5bf9\u4e8e\u9a8c\u8bc1\u4e1a\u52a1\u903b\u8f91\u6b63\u786e\u6027\u7684\u201c\u65ad\u8a00\u201d\u90e8\u5206\uff0c\u5982\u679c\u4e1a\u52a1\u89c4\u5219\u672c\u8eab\u53d1\u751f\u53d8\u5316\uff0c\u4ec5\u4ec5\u91cd\u65b0\u5f55\u5236\u64cd\u4f5c\u8def\u5f84\u662f\u65e0\u6cd5\u8986\u76d6\u7684\u3002\u4ea7\u54c1\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u667a\u80fd\u5730\u4ece\u7528\u6237\u64cd\u4f5c\u4e2d\u8bc6\u522b\u5e76\u62bd\u8c61\u51fa\u5173\u952e\u7684\u9a8c\u8bc1\u70b9\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u8bb0\u5f55\u70b9\u51fb\u5750\u6807\u548c\u8f93\u5165\u5e8f\u5217\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u9000\u5316\u4e3a\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u5192\u70df\u6d4b\u8bd5\u201d\u6216\u201c\u6d41\u7a0b\u56de\u653e\u201d\u5de5\u5177\uff0c\u96be\u4ee5\u6df1\u5165\u590d\u6742\u7684\u4e1a\u52a1\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u7528\u6237\u5173\u4e8e\u8de8\u5c4f\u5e55\u9002\u914d\u7684\u7591\u95ee\u76f4\u6307\u5176\u6838\u5fc3\u6280\u672f\u74f6\u9888\uff1a\u5b83\u662f\u5426\u5177\u5907\u8de8\u5206\u8fa8\u7387\u7684\u667a\u80fd\u5143\u7d20\u5b9a\u4f4d\u80fd\u529b\uff1f\u8fd9\u51b3\u5b9a\u4e86\u5176\u6d4b\u8bd5\u7684\u53ef\u9760\u6027\u548c\u53ef\u6269\u5c55\u6027\u3002\u603b\u4f53\u800c\u8a00\uff0cQAI\u5728\u63d0\u5347\u6d4b\u8bd5\u521b\u5efa\u6548\u7387\u548c\u964d\u4f4e\u7ef4\u62a4\u95e8\u69db\u4e0a\u8fc8\u51fa\u4e86\u9769\u65b0\u6027\u4e00\u6b65\uff0c\u4f46\u5176\u80fd\u5426\u4ece\u201c\u8bb0\u5f55\u4eea\u201d\u8fdb\u5316\u6210\u771f\u6b63\u7684\u201c\u667a\u80fd\u6d4b\u8bd5\u5206\u6790\u5e08\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u5e95\u5c42AI\u5bf9\u7528\u6237\u610f\u56fe\u548c\u4e1a\u52a1\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\u6df1\u5ea6\u3002\u5728AI\u8f85\u52a9\u7f16\u7a0b\u65e5\u76ca\u666e\u53ca\u7684\u5f53\u4e0b\uff0c\u81ea\u52a8\u5316\u6d4b\u8bd5\u7684\u667a\u80fd\u5316\u4e0d\u662f\u53ef\u9009\u9879\uff0c\u800c\u662f\u5fc5\u9009\u9879\uff0cQAI\u770b\u5230\u4e86\u65b9\u5411\uff0c\u4f46\u5f81\u9014\u624d\u521a\u521a\u5f00\u59cb\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\">QAI<\/span>\n <\/div>\n<div class=\"comment-content\">QAI is a new way to plan, run, and maintain web tests. Instead of writing and maintaining test cases, you record a real user journey directly inside your web app. QAI turns that recording into a structured test flow, executes it, and shows exactly what passed, what failed, and why, with execution video included. When your app changes, you don\u2019t fix broken tests. You re-record the flow and keep your coverage up to date. With QAI you can focus on building features and go live with confidence.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH I\u2019m Leo, one of the co-founders of QAI.<\/p>\n<p>We built QAI because web test planning felt fundamentally broken. Execution was fast, but planning still meant writing and maintaining test cases that aged instantly.<\/p>\n<p>With QAI, planning starts from real user behaviour. You record a real user flow, and everything else follows.<\/p>\n<p>This release reflects a big shift in how we think about web QA, and we\u2019d love to hear what you think.<\/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\/@iamnotkingkong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamnotkingkong<\/a> Hi Leo, Congrats on the launch. This is a great take on holistic process testing. How does this improve speed of resolution?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! <br \/>the tool looks solid. I’ll put it under some real stress over the next few days. In a world where more and more code is (and will be) written by AI, automated testing is only going to matter more<\/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>This application looks interesting, but I have a question: if, say, I record on a big screen, will it be later able to run the same test on a smaller screen successfully or I will need to create separate tests for each size? Thanks!<\/p>\n<p>2 other notes:<\/p>\n<ul>\n<li>\n<p>I think the link should lead to the main website not to the app sign-up page<\/p>\n<\/li>\n<li>\n<p>the plan from free to a paid looks a bit too steep ;-0<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/UBVFQLTVJESJZI\" class=\"app-title\">Git AutoReview<\/a><\/p>\n<div class=\"one-liner\">AI Code Review Helper for GitHub & Bitbucket<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">18<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u6210\u4e8eVS Code\u7684AI\u4ee3\u7801\u5ba1\u67e5\u52a9\u624b\uff0c\u901a\u8fc7\u591a\u6a21\u578bAI\u5206\u6790PR\u4ee3\u7801\u5dee\u5f02\u5e76\u63d0\u4f9b\u5ba1\u9605\u5efa\u8bae\uff0c\u5728\u5f00\u53d1\u8005\u9762\u4e34\u9ad8\u5f3a\u5ea6\u3001\u91cd\u590d\u6027\u4ee3\u7801\u5ba1\u67e5\u573a\u666f\u65f6\uff0c\u663e\u8457\u63d0\u5347\u5ba1\u67e5\u6548\u7387\u5e76\u51cf\u5c11\u4eba\u4e3a\u758f\u6f0f\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\/20fe74e7-ce1a-4cd3-9fa8-e87de011e54f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5bfc9088-fbde-4685-8732-67ac67e7f02c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f0d9495-0db8-4964-899f-ca2c33567c69.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7cb4939c-980b-4d6c-bd34-7043d203381e.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\/a0520641-e3d7-44e3-a006-d69f1c451c38.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=6wRSfI7mHHg\"><source src=\"https:\/\/www.youtube.com\/watch?v=6wRSfI7mHHg\" 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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7801\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578bAI<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u8d28\u91cf<\/span><br \/>\n <span class=\"tag\">VS Code\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u589e\u503c<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u521b\u59cb\u4eba\u4eb2\u8ff0\u75db\u70b9\uff0c\u5f15\u53d1\u5171\u9e23\u3002\u7528\u6237\u5173\u6ce8\u4e0eCodeQL\u7b49\u5de5\u5177\u7684\u5dee\u5f02\u3001\u5b9e\u9645\u4f7f\u7528\u4f53\u9a8c\u4e0e\u9690\u79c1\u5904\u7406\u3002\u6709\u6548\u53cd\u9988\u5305\u62ec\uff1a\u7528\u6237\u8bc1\u5b9e\u5176\u8282\u7701\u5927\u91cf\u65f6\u95f4\uff1b\u8be2\u95ee\u8bd5\u7528\u65b9\u5f0f\uff1b\u6838\u5fc3\u95ee\u9898\u805a\u7126\u4e8e\u6280\u672f\u5bf9\u6bd4\u3001\u5b9e\u9645\u6548\u679c\u4e0e\u6570\u636e\u5b89\u5168\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 Git AutoReview \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u7ecf\u5178\u7684\u6280\u672f\u6096\u8bba\uff1a\u4ee3\u7801\u5ba1\u67e5\u81f3\u5173\u91cd\u8981\uff0c\u4f46\u91cd\u590d\u6027\u52b3\u52a8\u4f7f\u5176\u6548\u7387\u9012\u51cf\u4e14\u5bb9\u6613\u51fa\u9519\u3002\u4ea7\u54c1\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201c\u8f85\u52a9\u8005\u201d\u800c\u975e\u201c\u66ff\u4ee3\u8005\u201d\uff0c\u575a\u6301\u201cAI\u5efa\u8bae\uff0c\u4eba\u7c7b\u51b3\u7b56\u201d\u7684\u4eba\u673a\u56de\u73af\u6a21\u5f0f\uff0c\u8fd9\u662f\u5176\u6700\u660e\u667a\u7684\u6218\u7565\u9009\u62e9\uff0c\u76f4\u63a5\u89c4\u907f\u4e86AI\u76f2\u76ee\u81ea\u52a8\u8bc4\u8bba\u5e26\u6765\u7684\u566a\u97f3\u4e0e\u4fe1\u4efb\u5371\u673a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u6bd4\u540c\u7c7b\u4fbf\u5b9c50%\u201d\u548c\u514d\u8d39\u7b56\u7565\uff0c\u66b4\u9732\u4e86\u5176\u8eab\u5904\u7ea2\u6d77\u5e02\u573a\u7684\u7ade\u4e89\u73b0\u5b9e\u3002\u8fd9\u4e2a\u8d5b\u9053\u65e9\u5df2\u62e5\u6324\u4e0d\u582a\uff0c\u4ece\u5de8\u5934\u7684GitHub Copilot\u5230\u8bf8\u591a\u72ec\u7acb\u4ea7\u54c1\uff0c\u6838\u5fc3\u6311\u6218\u5e76\u975e\u6280\u672f\u5b9e\u73b0\uff0c\u800c\u662f\u5982\u4f55\u6784\u5efa\u771f\u6b63\u7684\u5dee\u5f02\u5316\u58c1\u5792\u548c\u7528\u6237\u5de5\u4f5c\u6d41\u7c98\u6027\u3002\u591a\u6a21\u578b\u9009\u62e9\u7b97\u662f\u4e00\u4e2a\u4eae\u70b9\uff0c\u7ed9\u4e88\u4e86\u7528\u6237\u7075\u6d3b\u6027\uff0c\u4f46\u5e76\u672a\u6784\u6210\u98a0\u8986\u6027\u4f18\u52bf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u4e09\u70b9\uff1a\u5176\u4e00\uff0c\u9690\u79c1\u4e0e\u5b89\u5168\u3002\u4ee3\u7801\u662f\u4f01\u4e1a\u6838\u5fc3\u8d44\u4ea7\uff0c\u5982\u4f55\u5904\u7406\u4e91\u7aefAI\u5206\u6790\u7684\u6570\u636e\u6d41\uff0c\u9700\u8981\u6781\u5176\u900f\u660e\u548c\u575a\u56fa\u7684\u627f\u8bfa\u3002\u5176\u4e8c\uff0c\u573a\u666f\u6df1\u5ea6\u3002\u5b83\u80fd\u5426\u4ece\u8bc6\u522b\u201c\u7a7a\u6307\u9488\u201d\u3001\u201cN+1\u67e5\u8be2\u201d\u7b49\u901a\u7528\u6a21\u5f0f\uff0c\u6df1\u5165\u5230\u7406\u89e3\u7279\u5b9a\u4e1a\u52a1\u903b\u8f91\u548c\u67b6\u6784\u7ea6\u675f\uff1f\u5176\u4e09\uff0c\u96c6\u6210\u4f53\u9a8c\u3002\u4e0e\u73b0\u6709CI\/CD\u7ba1\u9053\u3001\u9879\u76ee\u7ba1\u7406\u5de5\u5177\u7684\u65e0\u7f1d\u878d\u5408\uff0c\u5c06\u51b3\u5b9a\u5176\u662f\u201c\u73a9\u5177\u201d\u8fd8\u662f\u201c\u5de5\u5177\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u201c\u60f3\u770b\u770b\u662f\u5426\u6709\u7528\u201d\u7684\u59ff\u6001\u662f\u52a1\u5b9e\u7684\u3002\u521d\u671f10\u6b21\/\u65e5\u7684\u514d\u8d39\u989d\u5ea6\u662f\u806a\u660e\u7684\u201c\u94a9\u5b50\u201d\uff0c\u4f46\u7528\u6237\u7559\u5b58\u5c06\u5b8c\u5168\u53d6\u51b3\u4e8e\u5176\u5efa\u8bae\u7684\u7cbe\u51c6\u5ea6\u548c\u6df1\u5ea6\u3002\u5b83\u53ef\u80fd\u65e0\u6cd5\u66ff\u4ee3\u8d44\u6df1\u67b6\u6784\u5e08\u7684\u6df1\u5ea6\u5ba1\u67e5\uff0c\u4f46\u4f5c\u4e3a\u62b5\u5fa1\u4f4e\u7ea7\u9519\u8bef\u548c\u75b2\u52b3\u758f\u5ffd\u7684\u7b2c\u4e00\u9053\u81ea\u52a8\u5316\u9632\u7ebf\uff0c\u4ef7\u503c\u660e\u786e\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5728\u4e8e\u80fd\u5426\u4ece\u201c\u53c8\u4e00\u6b3eAI\u5ba1\u67e5\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u53ef\u4fe1\u8d56\u7684\u521d\u7ea7\u5ba1\u67e5\u4f19\u4f34\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\">Git AutoReview<\/span>\n <\/div>\n<div class=\"comment-content\">AI-powered code review helper for GitHub, Bitbucket & GitLab (soon). Human-in-the-loop approval. Multi-model AI (Claude, Gemini, GPT). 50% cheaper than others. Included free tier.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Vitalii, 20+ years in dev. Built this thing because code review was eating my life.<\/p>\n<\/p>\n<p>The situation: 8-12 PRs land every morning. Same patterns every time – check for null handling, look for N+1 queries, spot hardcoded secrets, verify error handling. Repeat.<\/p>\n<\/p>\n<p>By PR #10, I’m a zombie. And I still miss things.<\/p>\n<\/p>\n<p>So I built Git AutoReview. It’s simple:<\/p>\n<p>1. Open PR in VS Code<\/p>\n<p>2. AI scans the diff (Claude, GPT, or Gemini \u2014 your choice)<\/p>\n<p>3. You get suggestions with severity<\/p>\n<p>4. Approve or reject each one<\/p>\n<p>5. Only approved comments get published<\/p>\n<\/p>\n<p>The key part: AI suggests, you decide. No auto-commenting garbage in your PRs.<\/p>\n<\/p>\n<p>Works with GitHub and Bitbucket. GitLab coming next.<\/p>\n<p>Free tier does 10 reviews\/day. Should be enough to see if it helps.<\/p>\n<\/p>\n<p>Honestly just want to know – is this useful?<\/p>\n<p>What would make it better?<\/p>\n<\/p>\n<p>Thanks for checking it out.<\/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\/@vitalii4reva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vitalii4reva<\/a> Hi Vitalii, congrats on the launch. How do you compare to codeql?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">What’s your expirience with this solution? Do you use it for your own purposes?<br \/>\nAny downsides?<\/div>\n<div class=\"comment-actions\">\n<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_buratynskyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sasha_buratynskyi<\/a> I’m using it everyday for month. It saves me week of my life )<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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! Thank you for sharing Do u have a trial version or it\u2019s free?<\/div>\n<div class=\"comment-actions\">\n<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\/@orysia_khimiak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@orysia_khimiak<\/a> Thanks!<br \/>Yep, It’s free up to 10 reviews per day and we have special promocode for PH )<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool! How to you handle the privacy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 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{"id":111,"date":"2026-01-23T10:36:56","date_gmt":"2026-01-23T02:36:56","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/01\/23\/2026-01-22\/"},"modified":"2026-01-23T10:36:56","modified_gmt":"2026-01-23T02:36:56","slug":"2026-01-22","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/01\/23\/2026-01-22\/","title":{"rendered":"PH\u70ed\u699c | 2026-01-22"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-01-22<\/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 | 2026-01-22<\/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\/WNQF46TLOBPSCD\" class=\"app-title\">ChartGen AI<\/a><\/p>\n<div class=\"one-liner\">Turn data into professional charts with insights in seconds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">380<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ChartGen AI\u662f\u4e00\u6b3eAI\u56fe\u8868\u751f\u6210\u5de5\u5177\uff0c\u4e13\u4e3a\u5728\u7ebf\u8425\u9500\u4eba\u5458\u8bbe\u8ba1\uff0c\u901a\u8fc7\u8fde\u63a5\u591a\u5e73\u53f0\u6570\u636e\u6e90\u5e76\u5feb\u901f\u751f\u6210\u53ef\u89c6\u5316\u56fe\u8868\u4e0e\u6d1e\u5bdf\uff0c\u89e3\u51b3\u4e86\u624b\u52a8\u5904\u7406\u591a\u6e90\u6570\u636e\u3001\u62a5\u544a\u901f\u5ea6\u6162\u3001\u96be\u4ee5\u5373\u65f6\u4f18\u5316\u5e7f\u544a\u9884\u7b97\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\/dc38695c-2b4c-429c-bc92-a97dc35ff3cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c5d39e32-dd7e-448b-91af-6c2e00301885.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/59129938-84ce-4a56-9f0b-d1106ce52783.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1078cb15-d66c-43b7-8599-5ec36c16da17.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58dae65a-29c3-4da2-ab02-25b462eecece.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77c2f078-46b1-4249-a27b-1f2994cfeaa2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/97135055-45e5-40fe-85f9-d3cf8e5b695a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47bf1089-286e-45bc-98ca-419a911fa52b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ab0f0d3c-b430-4f1a-9bc8-a52cd9365c2f.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\/24e9e6ae-bb60-45b5-bbab-e67c0bd5f28c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/uPAVI8ngXvY\"><source src=\"https:\/\/youtu.be\/uPAVI8ngXvY\" 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\">Data Visualization<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u56fe\u8868\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u591a\u6570\u636e\u6e90\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u975e\u6280\u672f\u4eba\u5458\u53cb\u597d<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u62a5\u544a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u771f\u5b9e\u75db\u70b9\u3001\u751f\u6210\u901f\u5ea6\u5feb\u3001\u56fe\u8868\u7f8e\u89c2\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u4e0e\u73b0\u6709\u5de5\u5177\u96c6\u6210\u65b9\u5f0f\u3001\u6570\u636e\u6df7\u5408\u4e0e\u8de8\u6e90\u5206\u6790\u80fd\u529b\u3001\u4e0e\u7ade\u54c1\uff08\u5982Zoho\u3001Power BI\uff09\u7684\u5dee\u5f02\u5316\u3001\u5e95\u5c42\u6570\u636e\u5904\u7406\u7684\u53ef\u9760\u6027\u4e0e\u53ef\u5ba1\u8ba1\u6027\uff0c\u4ee5\u53ca\u56fe\u8868\u8f93\u51fa\u683c\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 ChartGen AI\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u7f1d\u9699\u5e02\u573a\uff1a\u4e3a\u4e0d\u582a\u91cd\u8d1f\u7684\u975e\u6280\u672f\u8425\u9500\u4eba\u5458\u63d0\u4f9b\u201c\u5373\u65f6\u6ee1\u8db3\u201d\u7684\u6570\u636e\u53ef\u89c6\u5316\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u4e0a\u7684\u98a0\u8986\uff0c\u800c\u662f\u5bf9\u5de5\u4f5c\u6d41\u75db\u70b9\u7684\u7cbe\u51c6\u9ebb\u9189\u3002\u5b83\u7528LLM\u7684\u201c\u6a21\u7cca\u8bed\u4e49\u5339\u914d\u201d\u66ff\u4ee3\u4e86\u4f20\u7edfBI\u5de5\u5177\u590d\u6742\u7684\u5efa\u6a21\u8fc7\u7a0b\uff0c\u7528\u5bf9\u8bdd\u5f0f\u4ea4\u4e92\u53d6\u4ee3\u4e86\u62d6\u62fd\u914d\u7f6e\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u201c\u63a2\u7d22\u6027\u6570\u636e\u5206\u6790\u201d\u7684\u95e8\u69db\u548c\u8017\u65f6\u538b\u7f29\u5230\u5206\u949f\u7ea7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u201c\u654f\u6377\u201d\u7b56\u7565\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u4ea7\u54c1\u5f15\u4ee5\u4e3a\u50b2\u7684\u201c\u65e0\u9700\u6570\u636e\u6e05\u6d17\u201d\u548c\u667a\u80fd\u5173\u8054\uff0c\u5728\u8d44\u6df1\u7528\u6237\u5173\u4e8e\u201c\u8bed\u4e49\u5c42\u201d\u548c\u201c\u6570\u636e\u8d28\u91cf\u201d\u7684\u5c16\u9510\u63d0\u95ee\u4e0b\u66b4\u9732\u4e86\u8f6f\u808b\u3002\u5b83\u76ee\u524d\u662f\u4e00\u4e2a\u4f18\u79c0\u7684\u63a2\u7d22\u4e0e\u6c9f\u901a\u5c42\uff0c\u800c\u975e\u53ef\u9760\u7684\u5206\u6790\u4e0e\u4e8b\u5b9e\u5c42\u3002\u5176\u5b9a\u4f4d\u5de7\u5999\u5730\u6e38\u8d70\u5728ChatGPT\u7684\u968f\u610f\u6027\u4e0ePower BI\u7684\u4e25\u8c28\u6027\u4e4b\u95f4\uff1a\u6bd4\u524d\u8005\u66f4\u7ed3\u6784\u5316\u3001\u66f4\u7f8e\u89c2\uff0c\u6bd4\u540e\u8005\u66f4\u8fc5\u6377\u3001\u66f4\u6613\u7528\u3002\u4f46\u8fd9\u4e5f\u610f\u5473\u7740\uff0c\u5f53\u5206\u6790\u9700\u6c42\u4ece\u201c\u5feb\u901f\u770b\u770b\u201d\u5347\u7ea7\u4e3a\u201c\u51c6\u786e\u62a5\u544a\u201d\u65f6\uff0c\u5176\u53ef\u9760\u6027\u53ef\u80fd\u9762\u4e34\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u6210\u529f\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u6613\u7528\u6027\u9b54\u6cd5\u201d\u4e0e\u201c\u53ef\u9760\u6027\u5de5\u7a0b\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002\u82e5\u4ec5\u505c\u7559\u5728\u8425\u9500\u5671\u5934\uff0c\u7ec8\u5c06\u6619\u82b1\u4e00\u73b0\uff1b\u82e5\u80fd\u9010\u6b65\u6784\u5efa\u53ef\u5ba1\u8ba1\u7684\u8f6c\u6362\u903b\u8f91\u5e76\u6df1\u5316\u4e0e\u4e3b\u6d41\u6570\u636e\u5e73\u53f0\u7684\u539f\u751f\u96c6\u6210\uff0c\u5219\u6709\u671b\u4ece\u4e00\u6b3e\u4fbf\u6377\u5de5\u5177\u6f14\u8fdb\u4e3a\u8425\u9500\u6570\u636e\u6808\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u6d1e\u5bdf\u95e8\u6237\u3002\u5f53\u524d\uff0c\u5b83\u662f\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u5047\u8bbe\u751f\u6210\u5668\u201d\uff0c\u800c\u975e\u201c\u51b3\u7b56\u6267\u884c\u5668\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">ChartGen AI<\/span>\n <\/div>\n<div class=\"comment-content\">From the makers of Ada.im, ChartGen AI is an AI Chart Generator that transforms raw data into money-saving insights. It specifically empowers online marketers to connect all different data sources\u2014from Facebook to TikTok\u2014to generate instant visual charts. Stop guessing: see exactly where your budget goes so you can stop wasting your money. Whether you’re optimizing ad spend or analyzing business trends, use ChartGen AI to convert your data into actionable graphics in seconds.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi ProductHunt! \ud83d\udc4b<\/p>\n<p>I\u2019m Steven Cen, the maker behind ChartGen AI.<\/p>\n<p>Some of you might remember our previous launch, <a href=\"https:\/\/www.producthunt.com\/products\/ada-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"ada-2\" target=\"_blank\" rel=\"noopener\">@Ada.im<\/a>, which hit #1 Product of the Day and Week last September. While analyzing thousands of real users’ feedbacks from that tool, we stumbled upon a fascinating pattern: non-technical users weren’t just asking for text answers\u2014<strong>they were desperate to see their data visualized.<\/strong><\/p>\n<p>As marketers, we all know the struggle: juggling CSVs from Facebook Ads, Google Analytics, Shopify, and TikTok, trying to piece together where our money is actually going. By the time we build the dashboard, the trend is already over. \ud83d\udc22<\/p>\n<\/p>\n<p>That\u2019s why we built <strong>ChartGen AI<\/strong>. We wanted to turn that “turtle-speed” manual reporting into an “owl-eyed” <strong>instant insight engine.<\/strong><\/p>\n<\/p>\n<p><strong>For all the online marketers here, this is specifically for you:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Unified Data View:<\/strong> Drag & drop your ad spend data from any channel.<\/p>\n<\/li>\n<li>\n<p><strong>Visualize the Journey:<\/strong> See exactly how every ad dollar converts across 30+ chart types tailored for marketing insights.<\/p>\n<\/li>\n<li>\n<p><strong>Actionable Insights:<\/strong> Don\u2019t just look at numbers; understand which campaign needs more budget and which one to kill\u2014in seconds, not hours.<\/p>\n<\/li>\n<\/ul>\n<p>We believe data should tell a story, not a headache. I\u2019d love to hear your feedback on our visualization templates!<\/p>\n<p>We are live and eager to hear what you think. Drop a comment below with your thoughts or questions! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>60<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@s_cen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@s_cen<\/a> congrats on the launch. Is it specialized for some specific data, like marketing or general analyst? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@s_cen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@s_cen<\/a> Congrats on the launch Steven. How do you guys integrate with existing tools so we can serve data where people are used to engaging?<\/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\/@s_cen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@s_cen<\/a> Steven! Turning CSV chaos into instant charts is compelling. When marketers use ChartGen in the wild, what\u2019s the first chart that actually changes a decision, the one that makes someone reallocate budget or kill a campaign instead of just nodding at the data?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The follow-up questions ChartGen generates after creating a dashboard really surprised me. They helped me dive deeper into the data without having to think about what to ask next. It’s almost like having a built-in consultant guiding you through your analysis. Very useful!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yuki1028\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuki1028<\/a> That is fantastic feedback, thank you! We designed those follow-up suggestions to act as a springboard for deeper analysis. It\u2019s great to know they are helping you uncover value without the extra legwork. Thanks for sharing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The fact that ChartGen can generate a chart and provide insights in just minutes is incredible. It feels reliable, efficient, and it\u2019s exactly the type of tool I\u2019ve been looking for to streamline my data work.<\/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\/@joeyzhang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joeyzhang<\/a> ‘Reliable’ is the best compliment we could ask for! \ud83d\udee1\ufe0f Speed is great, but we know it means nothing if the data isn’t trustworthy. We worked really hard to ensure the AI doesn’t just hallucinate charts, but accurately reflects the numbers you feed it. Thrilled to be the tool that streamlines your workflow. Thanks for trusting us with your 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching your product! Can the platform create one single chart combining different data sources (for example, GA4 + Hubspot + Mixpanel)? What does make you different from established industry players like Zoho Analytics? <\/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\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a> Thanks for the congrats! \ud83d\ude80 Great questions.<\/p>\n<\/p>\n<p><strong>1. On combining sources:<\/strong> Yes! If you export data from GA4, Hubspot, or Mixpanel (e.g., as CSVs), you can upload them together. ChartGen’s AI data semantic layer can analyze multiple files simultaneously and find correlations across them to plot a unified chart.<\/p>\n<\/p>\n<p><strong>2. vs. Zoho Analytics:<\/strong> Zoho is a powerful beast, but it often requires a steep learning curve and structured setup. We differentiate by being <strong>conversational first<\/strong>. Instead of dragging-and-dropping columns or writing SQL, you just ask, <em>“Compare my GA4 traffic with Hubspot leads.”<\/em> We focus on speed-to-insight for non-technical users who want answers instantly without building complex pipelines.<\/p>\n<p>Would love to hear what you think if you give it a spin!<\/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>This actually solves a real pain point for marketers. Nice work<\/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\/@flavia_fu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flavia_fu<\/a> Thanks! That is exactly the mission. \ud83d\ude80 We built ChartGen.ai specifically to turn that marketing headache into instant clarity. Really appreciate you checking us 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\">When a marketer can already upload a CSV to ChatGPT or build a dashboard in Power BI\/Looker, what\u2019s the clearest situation where ChartGen is the better choice\u2014and what\u2019s the switching trigger that consistently gets users to adopt it?<\/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> Love this question. We focus on three things that neither of those extremes nails perfectly together: 1. <strong>Aesthetics-First:<\/strong> Unlike standard ChatGPT outputs, our charts are designed to be ‘slide-ready’ by default, and we have the data canvas functonality where you can interact with your charts for better insights. 2. <strong>Iterative Control:<\/strong> Unlike Power BI, you don’t need to know DAX or drag-and-drop. You just talk to refine. 3. <strong>Speed to Insight:<\/strong> We are faster than building a dashboard, but more structured\/reliable than a generic LLM chat. <strong>The Trigger:<\/strong> When you have the data file in hand, the clock is ticking, and you don’t want to fight with a tool UI. You just want the chart.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been testing it today, and honestly, it\u2019s doing exactly what I needed.<\/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\/@brent_kom3344\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brent_kom3344<\/a> Love to hear it! \ud83d\ude4cSometimes you don’t need bells and whistles\u2014you just need the job done. I\u2019m really glad ChartGen delivered for you. Let us know if you need anything else as you keep using it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>When you\u2019re merging Facebook, TikTok, Shopify, and GA exports, the scale pain is schema drift plus metric mismatches that quietly produce \u201cpretty but wrong\u201d charts.<\/p>\n<p>Best practice is a typed ingestion layer (canonical schema + unit normalization), fast in-process compute (DuckDB or Polars\/Arrow), and automated data-quality checks (Great Expectations) with provenance links from each insight back to the exact rows.<\/p>\n<p>Do you maintain a semantic metrics layer per connector, and can users inspect or override the generated transformation SQL so dashboards stay reproducible over time?<\/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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> This is an incredibly high-quality comment. You nailed the engineering challenges of multi-channel attribution perfectly. \ud83e\udee1To be transparent: Right now, ChartGen is designed as an <strong>agile exploration layer<\/strong> for business users, rather than a replacement for a hardened ETL pipeline with a strict semantic layer (like dbt\/Cube). We use LLMs to perform ‘fuzzy semantic matching’ for ad-hoc queries, which works wonders for quick insights but, as you noted, requires human verification for mission-critical reporting.<\/p>\n<\/p>\n<p>That said, <strong>reproducibility is huge for us.<\/strong> We are exploring ways to expose the intermediate transformation logic (conceptually similar to showing the SQL\/Python code) so users can audit <em>the metric calculation process.<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I really like how ChartGen lets you ask follow-up questions after creating a chart. It feels completely natural and allows me to further customize the chart to get deeper insights, rather than just having a static visual. It\u2019s a nice feature that adds a lot of flexibility<\/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\/@djneverland\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@djneverland<\/a> Thanks! That\u2019s exactly what we were aiming for. \ud83d\ude4c Usually, customizing a chart means fighting with complex settings menus. We wanted to make it as natural as asking a colleague to “change the color” or “filter by last week.” Thrilled to hear it feels natural to your workflow!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Huge congrats on the launch! \ud83d\ude80 Ada looks like a powerful way to turn messy data into clear, actionable reports for busy teams.<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Appreciate the kind words! \ud83d\ude4fTurning chaos into clarity is what gets us out of bed in the morning. So glad to see that value resonating with you. Thanks for checking us out!”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Looks cool – are charts then an image than can be copied? Or pdf download?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Yes! We do support users to download the charts as png and pdf. In addition, you can also arrange these charts on a data canvas in any way you like. <\/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>For me, the dashboard generation feature is the real standout. It\u2019s incredibly easy to use and helps me compile and visualize data all in one place, making it easier to share insights with colleagues or clients.<\/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\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> So glad you like the Dashboard feature! \ud83d\ude4c The ability to instantly compile and share insights is crucial for modern teams. We\u2019re happy ChartGen can be that central hub for your data visualization needs. Thanks for the feedback!”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I decided to give ChartGen a test run by uploading a basic CSV file, and I was honestly blown away by how clean and accurate the bar chart came out. The output wasn\u2019t just quick, it was really well-organized and visually appealing. Definitely exceeded my expectations for a quick tool!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vega_chan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vega_chan<\/a> That is awesome to hear! \ud83e\udd29<strong> <\/strong>We believe that accuracy is just the baseline\u2014charts need to look beautiful and professional enough to drop straight into a slide deck. We spent a lot of time fine-tuning the aesthetics, so I\u2019m thrilled it exceeded your expectations! Thanks for taking the time to test run a CSV!”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>does the AI handle messy naming conventions automatically, or do I need to prep the data columns first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a> <strong>Great question! This is exactly where the AI shines. \u2728<\/strong><\/p>\n<p>You definitely <strong>do not<\/strong> need to prep perfect column names. Because LLMs understand context, they can figure out that columns like clt_LTV, cust_life_val, or LTV 23 all mean the same thing.<\/p>\n<p>It\u2019s designed to handle that ‘messy reality’ of exported data so you can skip the cleanup phase and get straight to the chart. Give it a try with a raw file!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Is it focus on giving insights for marketing data or for more generic data analysis?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shaniavina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shaniavina<\/a> <strong>Thank you! \ud83d\ude80 Great question. <\/strong>ChartGen is built as a <strong>generic data analysis engine<\/strong>\u2014so it works beautifully with Finance, Sales, Operations, or any structured CSV data. That said, we notice a lot of our early power users are in <strong>Marketing<\/strong>, so the AI is particularly well-tuned for metrics like CPC, ROAS, and Attribution right out of the box. But definitely feel free to throw any dataset at 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>Congrats on the launch! You\u2019re solving a real pain in the right way.<br \/>At Buk, we\u2019re building an in-house analytics module for our HR clients. The <strong>UX\/UI of ChartGen AI is quite inspiring<\/strong>! I\u2019ll use you as a reference for analytics \ud83d\ude42<\/p>\n<p>By the way, did you use a SaaS\/AI tool to create the promotional video? It looks amazing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jorgealonsodf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jorgealonsodf<\/a> <strong>Wow, thanks for the high praise! \ud83c\udfa8<\/strong>Making analytics tools ‘friendly’ rather than ‘intimidating’ was our biggest design challenge, so hearing that it inspires your work at Buk is the best feedback we could ask for. For the video, we used jitter video It handles the animation, zoom and cursor smoothing automatically\u2014makes the recording process so much faster. Good luck with your HR module!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 tried it out, and l like the chart as well as key insights generated.<br \/>One suggestion is to ensure that the key insights would be mobile friendly. When I tried using the sample Finance.csv, the key insights were cut off.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rachelz1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rachelz1<\/a> Huge thanks for the test run! <strong>\ud83d\ude80<\/strong>We want ChartGen to work just as well on your phone as on your desktop, so this feedback is gold. Sorry about the cut-off text! We are polishing the mobile UI as we speak, and I’ll make sure the ‘Finance.csv’ insights get proper spacing in the next push. Thanks for helping us improve!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@s_cen Thanks! I found another improvement area: in the Insights First layout, there were only 2 key insights when analyzing the sample Finance.csv, where as the default mode showed 4 key insights.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 tested this on a pretty large marketing dataset and really liked it. The suggested visualization options and follow-up questions were very helpful and made it easier to dig deeper into the data and spot new insights.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kristina__grits\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kristina__grits<\/a> Thanks for putting us to the test with a <strong>real dataset!<\/strong> It makes our day to hear that the workflow felt natural. We worked hard to make the ‘follow-up’ experience feel like chatting with a real analyst who guides you to the answer. Appreciate the review!<\/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>Great product, as most people were addicted to text, which creates a problem in decision-making, while visualization can help people to make decisions fast.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jeetendra_kumar2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeetendra_kumar2<\/a> <strong>An insightful chart is worth a thousand rows of data! \ud83d\udcca > \ud83d\udcdd<\/strong><\/p>\n<p>That’s the core philosophy behind ChartGen AI. We want to help people stop reading numbers and start seeing answers. Really appreciate you highlighting this fundamental shift!”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been using <a href=\"http:\/\/Ada.im\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Ada.im<\/a> for a while, and seeing it evolve into something like ChartGen is genuinely impressive. You can tell the team understands real data workflows, and this feels like a very natural next step!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@charlene_he1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlene_he1<\/a> <strong>Thank you for the support, Charlene! \ud83d\ude4c <\/strong>It\u2019s amazing to have long-time users like you following our journey. We definitely see this as the natural evolution too\u2014moving from text insights to full visual storytelling. Can\u2019t wait to hear what you think of the new features!”<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice idea. Turning raw data into charts is easy \u2014 turning them into <em>insights<\/em> is the hard part. Curious how much interpretation vs visualization happens under the hood.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gnizdoapp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gnizdoapp<\/a> Spot on. Anyone can make a bar chart, but knowing <em>why<\/em> the bar is low is what matters. \ud83d\udcc9 Currently, the AI handles the heavy lifting of calculating trends and summarizing key takeaways automatically. Our goal is to shift the ratio heavily towards <strong>interpretation<\/strong>. We want users to spend less time tweaking axis labels and more time acting on the insights the AI highlights. Thanks for the thoughtful comment!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This looks like a powerful tool for turning multi-platform marketing data into clear, actionable insights very quickly.<br \/>\nDoes ChartGen AI support real-time data syncing and custom dashboards for different clients or campaigns?<\/div>\n<div class=\"comment-actions\">\n<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\/@alirazaengineer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alirazaengineer<\/a> Thank you! Handling multi-platform chaos is exactly what we do best. \ud83c\udf2a\ufe0f<\/p>\n<p><strong>Re: Syncing:<\/strong> Yes, our connectors ensure your data is always up-to-date.<br \/><strong>Re: Dashboards:<\/strong> You can definitely create and save custom views for individual clients or specific campaigns.<\/p>\n<p>We want to make it super easy to switch contexts between Client A and Client B without mixing up data.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch! The speed to insight here looks great. From a sales ops perspective, how are you ensuring that these automated insights are hitting the right qualified leads rather than just adding noise to the CRM?”<\/div>\n<div class=\"comment-actions\">\n<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\/@wajih_atba\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wajih_atba<\/a> Great point! From a Sales Ops view, CRM hygiene is everything. \ud83e\uddf9 To be clear: ChartGen acts as your <strong>analyst sidekick<\/strong>, not an automation bot. We don’t automatically write back to your CRM or message leads. Instead, we visualize your pipeline data so <strong>YOU<\/strong> can clearly see which leads are actually qualified vs. which are just noise. We help you find the signal in the data, so your team can focus their energy on the right targets.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 plan to support auto-detected insights or recommendations (e.g. \u201cthis campaign is overspending\u201d or \u201cthis channel is trending down\u201d) on top of the charts? Congratulations!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> <strong>Thanks for the support! \ud83d\ude4c Yes! <\/strong>The AI automatically reads the data patterns to highlight high\/low points and trends in the summary text right below the chart. It\u2019s designed to save you from having to hunt for those insights yourself. We are constantly tuning it to be more ‘opinionated’ and give specific recommendations like budget alerts too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. I love the creativity of the last gallery image where the ChartGen mascot meets the Product Hunt mascot. \ud83d\ude00 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> Haha, you noticed! \ud83d\ude3b Thanks for the keen eye! We couldn’t launch here without paying proper tribute to the legendary Product Hunt Kitty. It felt like the perfect way to mark the occasion\u2014our mascot was very excited for the meetup! \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\">\n<p>Are these exportable to Google Sheets? By the way, 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\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> Thanks! \ud83d\ude4c you can export to CSV\/Excel right now.That file is ready to be dropped straight into Google Sheets. We are also looking into a <strong>direct ‘Send to Sheets’ button<\/strong> for a future update to make that flow even smoother. For now, the export button is your best friend!<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Could you point me to the integration page? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a> <\/p>\n<p>Go to “Data Workbench”, click “Connect Data”, and there you go!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aa0bd203-d3aa-4a75-935d-6a0eb2de7d0f.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>Here’s the link for everyone like me who got directed straight to ada.im:<\/p>\n<p><a href=\"https:\/\/chartgen.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/chartgen.ai<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MDDPZ5ZTNWLD2O\" class=\"app-title\">Web search API by Crustdata<\/a><\/p>\n<div class=\"one-liner\">Accurate and the fastest web search API for AI Agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">310<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Crustdata\u7684Web Search API\u4e3aAI\u667a\u80fd\u4f53\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5feb\u901f\u3001\u7cbe\u51c6\u7684\u7f51\u9875\u641c\u7d22\u63a5\u53e3\uff0c\u89e3\u51b3\u4e86AI\u4ee3\u7406\u56e0\u7f51\u9875\u4fe1\u606f\u975e\u7ed3\u6784\u5316\u3001\u96be\u4ee5\u5b9e\u65f6\u83b7\u53d6\u800c\u5bfc\u81f4\u7684\u5e7b\u89c9\u548c\u5931\u6548\u95ee\u9898\uff0c\u8d4b\u80fd\u4e8e\u62db\u8058\u3001\u9500\u552e\u3001\u5e02\u573a\u7814\u7a76\u7b49\u591a\u79cdAI\u9a71\u52a8\u573a\u666f\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\/13e921f6-f10c-42b4-8f6c-1a4ba9f709b5.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/IouWW97hBN8\"><source src=\"https:\/\/youtu.be\/IouWW97hBN8\" 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\/87cf007a-5fee-4502-94b4-b0fe1964ccc4.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\/58cc5059-6bd7-4e76-a994-79f67a60dc4b.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\/367c9002-f353-4818-9eab-db3a4b3975c8.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\/88450b31-aa6a-4bd0-bf01-5a50fcf2fb92.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\/7d3ae58b-6d3d-4b11-a3f0-a75f9829a564.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\/549a839e-fec9-4246-95cd-5298cf9ce15e.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\/4870a426-db4a-4c73-bf1c-9bfb0365aab1.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\">Sales<\/span><br \/>\n <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7f51\u9875\u641c\u7d22API<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e\u83b7\u53d6<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316JSON<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u8d4b\u80fd<\/span><br \/>\n <span class=\"tag\">\u4eba\u624d\u62db\u8058<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">Y Combinator<\/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\u4f5c\u4e3aAI\u667a\u80fd\u4f53\u201c\u57fa\u7840\u5c42\u201d\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u89e3\u51b3\u4e86\u4f20\u7edf\u722c\u866b\u7684\u8106\u5f31\u6027\u95ee\u9898\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u4fdd\u8bc1\u4fe1\u606f\u65b0\u9c9c\u5ea6\u4e0e\u5904\u7406\u51b2\u7a81\/\u8fc7\u65f6\u6e90\uff1b\u975e\u6280\u672f\u7528\u6237\u7684\u4f7f\u7528\u4f53\u9a8c\uff1b\u901f\u7387\u9650\u5236\u4e0e\u6210\u672c\u53ef\u9884\u6d4b\u6027\uff1b\u4ee5\u53ca\u5b9e\u65f6\u66f4\u65b0\u80fd\u529b\uff08\u5206\u949f\u7ea7\uff09\u3002\u56e2\u961f\u56de\u590d\u5c55\u793a\u4e86\u5177\u4f53\u5e94\u7528\u573a\u666f\u548c\u5b9e\u65f6\u80fd\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u8fd9\u6b3e\u4ea7\u54c1\u7784\u51c6\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u6b63\u5728\u81a8\u80c0\u7684\u75db\u70b9\uff1a\u5c06\u4eba\u7c7b\u6784\u5efa\u7684\u3001\u975e\u7ed3\u6784\u5316\u7684\u4e92\u8054\u7f51\uff0c\u8f6c\u5316\u4e3aAI\u667a\u80fd\u4f53\u53ef\u9ad8\u6548\u3001\u53ef\u9760\u201c\u6d88\u5316\u201d\u7684\u6807\u51c6\u5316\u6570\u636e\u6d41\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u641c\u7d22\u805a\u5408\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3aAI\u65f6\u4ee3\u7684\u201c\u4fe1\u606f\u7ba1\u9053\u201d\u57fa\u7840\u8bbe\u65bd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u76f4\u51fb\u5f53\u524dAI\u4ee3\u7406\u7684\u6838\u5fc3\u77ed\u677f\u2014\u2014\u7f3a\u4e4f\u5b9e\u65f6\u3001\u53ef\u4fe1\u7684\u5916\u90e8\u4fe1\u606f\u6e90\u3002\u901a\u8fc7\u63d0\u4f9b\u5e26\u4e30\u5bcc\u8fc7\u6ee4\u9009\u9879\u3001\u4f4e\u5ef6\u8fdf\u4e14\u7ed3\u679c\u7ed3\u6784\u5316\u7684API\uff0c\u5b83\u5c06\u8106\u5f31\u7684\u722c\u866b\u5de5\u7a0b\u95ee\u9898\u5c01\u88c5\u6210\u53ef\u9760\u7684\u670d\u52a1\uff0c\u8ba9\u5f00\u53d1\u8005\u80fd\u4e13\u6ce8\u4e8e\u667a\u80fd\u4f53\u672c\u8eab\u7684\u903b\u8f91\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u201c\u5206\u949f\u7ea7\u7d22\u5f15\u201d\u548c\u5229\u7528AI\u52a9\u624b\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\u7684\u601d\u8def\uff0c\u662f\u5e94\u5bf9\u4fe1\u606f\u65f6\u6548\u6027\u548c\u6613\u7528\u6027\u8d28\u7591\u7684\u5173\u952e\u7b56\u7565\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u771f\u6b63\u7684\u8003\u9a8c\u5728\u56f4\u5899\u82b1\u56ed\u4e4b\u5916\u3002\u4ea7\u54c1\u5ba3\u79f0\u7684\u201c\u6700\u5feb\u6700\u51c6\u201d\u9700\u8981\u9762\u5bf9\u8c37\u6b4c\u7b49\u5de8\u5934\u7684\u58c1\u5792\u548c\u65e0\u6570\u52a8\u6001\u7f51\u7ad9\u7684\u590d\u6742\u6027\u3002\u5176\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8e\u7d22\u5f15\u7684\u5e7f\u5ea6\u3001\u6df1\u5ea6\u4e0e\u7a33\u5b9a\u6027\uff0c\u4ee5\u53ca\u5728\u9ad8\u9891\u8c03\u7528\u4e0b\u7684\u6210\u672c\u63a7\u5236\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u5728\u552e\u5356\u201c\u4fe1\u606f\u53ef\u9760\u6027\u201d\uff0c\u4e00\u65e6\u51fa\u73b0\u5ef6\u8fdf\u3001\u9057\u6f0f\u6216\u5927\u89c4\u6a21\u53cd\u722c\uff0c\u5ba2\u6237\u6784\u5efa\u5176\u4e0a\u7684AI\u5e94\u7528\u5c06\u77ac\u95f4\u5d29\u584c\u3002\u6b64\u5916\uff0c\u5c06\u975e\u6280\u672f\u7528\u6237\u5f15\u5411\u201c\u7528AI\u8c03\u7528API\u201d\u7684\u65b9\u5f0f\u9887\u5177\u5de7\u601d\uff0c\u4f46\u6700\u7ec8\u4f53\u9a8c\u4ecd\u53d6\u51b3\u4e8e\u5927\u6a21\u578b\u7684\u7406\u89e3\u4e0e\u751f\u6210\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u5728\u6b63\u786e\u65f6\u673a\u51fa\u73b0\u7684\u201c\u5356\u6c34\u8005\u201d\u6545\u4e8b\u3002\u5b83\u80fd\u5426\u4ece\u4e00\u6b3e\u4f18\u79c0\u7684\u5de5\u5177\u6210\u957f\u4e3aAI\u667a\u80fd\u4f53\u4e0d\u53ef\u6216\u7f3a\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u53d6\u51b3\u4e8e\u5176\u5de5\u7a0b\u80fd\u529b\u80fd\u5426\u5c06\u770b\u4f3c\u666e\u901a\u7684\u7f51\u9875\u641c\u7d22\uff0c\u505a\u6210\u4e00\u4e2a\u575a\u5982\u78d0\u77f3\u3001\u4e14\u6027\u4ef7\u6bd4\u5408\u7406\u7684\u5546\u4e1a\u670d\u52a1\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\">Web search API by Crustdata<\/span>\n <\/div>\n<div class=\"comment-content\">Let your AI agent search across the whole web with the fastest and accurate web search API by Crustdata – Control your search results by filtering on the website domains, date posted, sources and geo location. – Search across the news articles and social posts published just an hour ago. – Search for open source creators and authors of research papers – Get exact answers to your query via deep research mode – Combine with our fetch API to extract all content from a web page<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt, Garry here. I\u2019m excited to help launch Crustdata (YC F24)’s newest product: The WebSearch API.<\/p>\n<\/p>\n<p>It lets you search the whole web via a simple API, making it accessible for AI agents, products and tools. <\/p>\n<p>Think of this API as the fundamental layer on which you can build any tool that needs public web info (people, companies, posts, pricing pages, research articles, docs, blogs, etc). <\/p>\n<\/p>\n<p><strong>Why it matters:<\/strong><\/p>\n<\/p>\n<p>The web wasn\u2019t built for AI agents. It was built for the human eye. Inconsistent HTML, CAPTCHAs, and brittle scrapers make the web hard to use as input for agents.<\/p>\n<\/p>\n<p>As a result, agents lack vital qualitative information and cannot perform even simple tasks without accessing information from the web. <\/p>\n<p>The WebSearch API returns search results and page content as clean, predictable JSON you can use as input for AI agents, workflows, and apps.<\/p>\n<p><strong>What you can build with it:<\/strong><\/p>\n<ol>\n<li>\n<p>AI recruiting tools: Find candidates such as researchers and engineers from public work (papers, GitHub profiles).<\/p>\n<\/p>\n<\/li>\n<li>\n<p>AI SDRs and GTM agents: Find more information about prospects from podcasts, blogs, forums, and feed this into personalized outreach workflows.<\/p>\n<\/p>\n<\/li>\n<li>\n<p>Competitive Research Tools: Track competitor pricing, product launches, and market positioning so you can detect opportunities and risks.<\/p>\n<\/p>\n<\/li>\n<li>\n<p>SEO Tools: Pull meta data, citations, and ranking data without building fragile scrapers.<\/p>\n<\/p>\n<\/li>\n<li>\n<p>Investment agents: Aggregate company information and market sentiment from news, blogs, and product pages to spot investment opportunities and risks.<\/p>\n<\/p>\n<\/li>\n<li>\n<p>AI coding agents: Fetch and parse the latest documentations, recent library updates so they can generate accurate code. <\/p>\n<\/li>\n<\/ol>\n<p><strong>How to integrate into your AI agent or tool:<\/strong><\/p>\n<p>Get started in under 60 seconds. Add these lines of code with your API key to access the entire web as structured JSON:<\/p>\n<p><\/p>\n<p><em>curl ‘<\/em><a href=\"https:\/\/api.crustdata.com\/screener\/web-search?fetch_content=true\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><em>https:\/\/api.crustdata.com\/screener\/web-search?fetch_content=true<\/em><\/a><em>‘ \\<\/em><\/p>\n<p><em> –request POST \\<\/em><\/p>\n<p><em> –header ‘Content-Type: application\/json’ \\<\/em><\/p>\n<p><em> –data ‘{<\/em><\/p>\n<p><em> “query”: “Open AI recent product launches”,<\/em><\/p>\n<p><em> “geolocation”: “US”<\/em><\/p>\n<p><em>}’<\/em><\/p>\n<p><\/p>\n<p>That\u2019s it. It\u2019s as simple as that. <\/p>\n<p><\/p>\n<p><strong>For non-technical users:<\/strong><\/p>\n<p>If you aren\u2019t comfortable with coding, don\u2019t worry. Our documentation is written to work with AI coding assistants like Claude or ChatGPT.<\/p>\n<\/p>\n<p>Simply:<\/p>\n<ol>\n<li>\n<p>Copy our API documentation<\/p>\n<\/p>\n<\/li>\n<li>\n<p>Paste it into Claude Code or Cursor<\/p>\n<\/p>\n<\/li>\n<li>\n<p>Describe what data you need in plain English (e.g., “Find all TypeScript developers who contributed to Next.js projects”)<\/p>\n<\/p>\n<\/li>\n<li>\n<p>Let the AI generate the API call for you<\/p>\n<\/p>\n<\/li>\n<li>\n<p>Get working code you can use immediately, without writing a single line yourself<\/p>\n<\/li>\n<\/ol>\n<p><strong>Example data you can find with this API:<\/strong><\/p>\n<p>For Sales: <\/p>\n<ul>\n<li>\n<p>To find specific pain points or angles to personalize messaging through information from a funding article: <\/p>\n<\/li>\n<\/ul>\n<p>Search query: {founder name} site:<a href=\"http:\/\/techcrunch.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">techcrunch.com<\/a><\/p>\n<\/p>\n<ul>\n<li>\n<p>To find specific pain points or angles to personalize messaging based on information from blogs or podcasts the prospect appeared on: <\/p>\n<\/li>\n<\/ul>\n<p>Search query: {founder name} \u201cpodcasts\u201d \u201cblogs\u201d<\/p>\n<p><\/p>\n<p>For Recruiting:<\/p>\n<ul>\n<li>\n<p>To find engineers with a specific skillset from Github: <\/p>\n<\/li>\n<\/ul>\n<p>Search query: “i’m a” “frontend developers” “react” site:<a href=\"http:\/\/github.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">github.com<\/a><\/p>\n<\/p>\n<ul>\n<li>\n<p>Finding researchers by publication topics: <\/p>\n<\/li>\n<\/ul>\n<p>Search query: “machine learning” “interpretability” site:<a href=\"http:\/\/arxiv.org\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">arxiv.org<\/a><\/p>\n<p><\/p>\n<p>For Market Research and Investment:<\/p>\n<ul>\n<li>\n<p>To analyze the recent market sentiment of a company: <\/p>\n<\/li>\n<\/ul>\n<p>Search query: Salesforce AND (sentiment OR review OR “market perception” OR “analyst sentiment”)<\/p>\n<p>Date range: startDate: July 13, 2025 | endDate: Jan 13, 2026<\/p>\n<\/p>\n<ul>\n<li>\n<p>To surface product launches or interesting events about a company:<\/p>\n<\/li>\n<\/ul>\n<p>Search query: “lovable AND (“product launch” OR “new feature” OR “beta” OR “partnership” OR “introducing”) site:<a href=\"http:\/\/lovable.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">lovable.dev<\/a>“<\/p>\n<p><\/p>\n<p>For AI coding agents: <\/p>\n<\/p>\n<ul>\n<li>\n<p>To track library updates and changes:<\/p>\n<\/li>\n<\/ul>\n<p>Search query: “React 19” AND (“breaking changes” OR “migration guide” OR “what’s new”)<\/p>\n<p><strong>Key Features and Differentiators:<\/strong><\/p>\n<ul>\n<li>\n<p>Fastest WebSearch API with the subsecond latency<\/p>\n<\/li>\n<li>\n<p>Most accurate WebSearch API compared to other Web APIs<\/p>\n<\/li>\n<li>\n<p>Access the latest web pages indexed within minutes of being updated and available in search results<\/p>\n<\/li>\n<li>\n<p>Results from hundreds of sources from the web for one query<\/p>\n<\/li>\n<li>\n<p>Filters to control results (language, location, site\/source, date ranges)<\/p>\n<\/li>\n<li>\n<p>APIs built for production with high throughput<\/p>\n<\/li>\n<\/ul>\n<p>Thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>35<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@garrytan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@garrytan<\/a> Congrats!! This is a big unlock for agent builders. In real-world usage, what\u2019s the first thing that causes agents to fail or hallucinate even with clean JSON, missing context, conflicting sources, or stale pages, and how do teams usually guard against that with your API?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@garrytan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@garrytan<\/a> Congrats to Garry and the Crustdata team on the launch. This feels like a genuinely foundational layer for AI agents, especially given how brittle traditional scraping is. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@garrytan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@garrytan<\/a> Garry, just go ahead! This product really looks impressive <strong><em>\ud83e\udd84<\/em><\/strong> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Excited for this 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>@daniel_ahmadizadeh1 thanks for the support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_ahmadizadeh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_ahmadizadeh1<\/a> congrats on the launch! A friend of mine is testing your API and depending on his results I might contact 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>Really interesting approach. Curious how teams think about keeping signals fresh as web content changes quickly.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shreya_chaurasia19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreya_chaurasia19<\/a> Thanks Shreya. This would be helpful for people that are building AI agents and need live signals. For example AI sales agents could monitor new features on prospect websites and use that as a signal or personalization angle for outreach.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Crustdata looks perfect for powering serious, real-time GTM AI agents.<\/p>\n<p><\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thanks Zeiki! That’s the goal. We aim to be the only place all AI agents go to for people, company and event data. By combining our WebSearch API and our B2B data APIs, you get the most powerful and extensive people and company dataset!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> yes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launch! Good luck today \ud83d\ude80\ud83c\udfc5<\/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\/@juliayugo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@juliayugo<\/a> Thanks Julia!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 huge! 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product. In an AI era it is must to get the updated info.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jeetendra_kumar2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeetendra_kumar2<\/a> Yes! AI agents are becoming the new users of the web and we need to give them updated info. Exactly what we aim to do with the WebSearch API.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Is it possible to get rate limited? \ud83d\ude01 or its unlimited?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you have examples of teams using this without writing any code at all?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. Are these embeddable on the websites as well? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How are you thinking about rate limits and cost predictability as agents scale and make frequent web calls in production?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been a user, it works great! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shivam_mahajan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivam_mahajan1<\/a> thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shivam_mahajan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivam_mahajan1<\/a> Does Floqer use CrustData?<\/p>\n<\/p>\n<p>Congratulations <a href=\"https:\/\/www.producthunt.com\/@manmohit\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"manmohit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manmohit<\/a> and the team on shipping so many cool updates. I\u2019ve been following them on Product Hunt and each release keeps raising the bar. \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! What has been the most popular use case among your users or customers? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> Thanks! Some of the popular use cases have been across sales and recruiting workflows. <\/p>\n<p>People use it to find information about prospects through blogs, interviews or podcast appearances to personalize outreach using their AI sales agents. <\/p>\n<p>For recruiting they are able to search for better fit candidates and find more detailed information from github profiles, research papers and personal websites candidates might have. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is an hour the buffer time or can it even provide real-time updates? Example, some news broke a minute ago? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a> Hey Nuseir, the API can provide real-time updates. It can show you webpages that were published less than 2 minutes ago. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>ooh this interesting!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@radomako\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@radomako<\/a> Thanks Richie! Let me know if you want to test it out, happy to set you up with access.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Search quality is getting worse due to SEO spam and duplicated content across providers. What techniques do you use (or plan to use) to improve trust and usefulness of results for agents\u2014beyond returning a SERP\u2014and how do you measure success (e.g., downstream task success rate vs human relevance labels)?<\/div>\n<div class=\"comment-actions\">\n<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 have a proprietary method of indexing and ranking the web, ensuring low quality sources are not shown to AI agents. We’re constantly working on it to make it better.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 simplicity here! Building and maintaining internal scrapers to bypass CAPTCHAs is a nightmare for small teams. <strong>I\u2019m curious:<\/strong> How do you handle the freshness of the data? Is it crawling in real-time when the API is called, or are you serving results from a pre-indexed cache? For a high-frequency tool like a price tracker or a daily research agent, what\u2019s the typical latency we should expect?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yuanyuan_zhang0104\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuanyuan_zhang0104<\/a> All our data is fresh. We show results that include webpages published just minutes ago. Our API is built for providing realtime search results, so it will definitely work for integration into high frequency tools such as the ones you’ve mentioned. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/BJARW6MFRL6RID\" class=\"app-title\">LocateStore<\/a><\/p>\n<div class=\"one-liner\">Create a map of all your stores using Google Sheets<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">265<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LocateStore \u662f\u4e00\u6b3e\u5c06Google Sheets\u8868\u683c\u5b9e\u65f6\u8f6c\u6362\u4e3a\u4ea4\u4e92\u5f0f\u5e97\u94fa\u5b9a\u4f4d\u5730\u56fe\u7684\u65e0\u4ee3\u7801\u5de5\u5177\uff0c\u4e3a\u62e5\u6709\u591a\u5bb6\u7ebf\u4e0b\u95e8\u5e97\u7684\u54c1\u724c\u89e3\u51b3\u4e86\u5728\u5b98\u7f51\u4e0a\u5feb\u901f\u90e8\u7f72\u3001\u514d\u7ef4\u62a4\u201c\u67e5\u627e\u9644\u8fd1\u95e8\u5e97\u201d\u529f\u80fd\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\/0e7ad7ca-c748-4a9d-bc82-061e33ebc4c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/980ba592-2bab-46f7-8901-4ccac7dc4833.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd8f3347-ce07-4c04-bccb-94f8fa3364c1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55b448b0-25d9-4783-88e1-69d0ca0a8481.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d8c2d517-5b9a-44bb-aeae-31396fbe8b3e.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\/2276fb66-959a-44b1-8471-f1c3c8cd481e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/SyAgoKuHzNA\"><source src=\"https:\/\/youtu.be\/SyAgoKuHzNA\" 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\">Spreadsheets<\/span><br \/>\n <span class=\"tag\">Website Builder<\/span><br \/>\n <span class=\"tag\">Maps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u5e97\u94fa\u5b9a\u4f4d\u5668<\/span><br \/>\n <span class=\"tag\">Google Sheets\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5730\u56fe\u5d4c\u5165<\/span><br \/>\n <span class=\"tag\">\u591a\u95e8\u5e97\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u7ec4\u4ef6<\/span><br \/>\n <span class=\"tag\">\u5730\u7406\u4f4d\u7f6e\u670d\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u6982\u5ff5\u7b80\u6d01\u3001\u76f4\u51fb\u75db\u70b9\u3002\u4e3b\u8981\u7591\u95ee\u548c\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u6570\u636e\u6e05\u6d17\u4e0e\u5730\u5740\u9a8c\u8bc1\u80fd\u529b\u3001\u5927\u89c4\u6a21\u5730\u70b9\u52a0\u8f7d\u7684\u6027\u80fd\u3001\u5730\u56fe\u81ea\u5b9a\u4e49\u6837\u5f0f\u6df1\u5ea6\u3001SEO\u4e0e\u6027\u80fd\u7684\u6743\u8861\uff0c\u4ee5\u53ca\u5176\u5e95\u5c42\u6280\u672f\uff08\u5982\u5730\u7406\u7f16\u7801\u548cAPI\u5bc6\u94a5\u5904\u7406\uff09\u5982\u4f55\u5b9e\u73b0\u201c\u514d\u7ef4\u62a4\u201d\u627f\u8bfa\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 LocateStore\u7684\u6210\u529f\uff0c\u672c\u8d28\u4e0a\u662f\u5bf9\u201c\u8fc7\u5ea6\u5de5\u7a0b\u5316\u201d\u548c\u201c\u6280\u672f\u503a\u6050\u60e7\u201d\u7684\u4e00\u6b21\u7cbe\u51c6\u53cd\u51fb\u3002\u5b83\u6ca1\u6709\u53d1\u660e\u65b0\u6280\u672f\uff0c\u800c\u662f\u806a\u660e\u5730\u52ab\u6301\u4e86\u5df2\u88ab\u5e7f\u6cdb\u63a5\u53d7\u7684\u6570\u636e\u534f\u4f5c\u4e2d\u95f4\u4ef6\u2014\u2014Google Sheets\uff0c\u5c06\u5176\u8f6c\u5316\u4e3a\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u6570\u636e\u5f15\u64ce\u548c\u53ef\u89c6\u5316\u524d\u7aef\u3002\u5176\u5ba3\u79f0\u7684\u201c\u65e0API\u5bc6\u94a5\u3001\u514d\u7ef4\u62a4\u201d\u662f\u6700\u5927\u7684\u5e02\u573a\u94a9\u5b50\uff0c\u4f46\u8fd9\u6070\u6070\u662f\u53cc\u5203\u5251\u3002\u5bf9\u4e8e\u4e2d\u5c0f\u578b\u5ba2\u6237\uff0c\u5b83\u9690\u85cf\u4e86\u5730\u56fe\u670d\u52a1\u5546\u9009\u62e9\u3001\u914d\u989d\u7ba1\u7406\u3001\u5730\u7406\u7f16\u7801\u6210\u672c\u7b49\u590d\u6742\u540e\u53f0\uff0c\u63d0\u4f9b\u4e86\u786e\u5b9a\u6027\u7684\u4ef7\u503c\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u62bd\u8c61\u5728\u9762\u4e34\u5927\u89c4\u6a21\u3001\u9ad8\u5e76\u53d1\u6216\u590d\u6742\u6570\u636e\u6cbb\u7406\u9700\u6c42\u65f6\uff0c\u53ef\u80fd\u6210\u4e3a\u74f6\u9888\u3002\u4ece\u8bc4\u8bba\u4e2d\u7684\u6280\u672f\u6027\u8d28\u7591\u53ef\u4ee5\u770b\u51fa\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u5982\u4f55\u5728\u4e0d\u6253\u7834\u201c\u7b80\u5355\u201d\u627f\u8bfa\u7684\u524d\u63d0\u4e0b\uff0c\u4f18\u96c5\u5730\u5904\u7406\u73b0\u5b9e\u4e16\u754c\u7684\u6df7\u4e71\u6570\u636e\u4e0e\u89c4\u6a21\u5316\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u5148\u8fdb\u6027\uff0c\u800c\u5728\u4e8e\u5bf9\u7528\u6237\u5fc3\u667a\u548c\u5de5\u4f5c\u6d41\u7684\u7cbe\u51c6\u628a\u63e1\u3002\u5b83\u627f\u8ba4\u5e76\u5229\u7528\u4e86\u201c\u7535\u5b50\u8868\u683c\u662f\u8bb8\u591a\u4f01\u4e1a\u8fd0\u8425\u7684\u7ec8\u6781\u771f\u76f8\u6765\u6e90\u201d\u8fd9\u4e00\u73b0\u5b9e\uff0c\u5c06\u5f00\u53d1\u4e00\u4e2a\u529f\u80fd\u4ece\u201c\u9879\u76ee\u201d\u964d\u7ef4\u4e3a\u201c\u7ef4\u62a4\u4e00\u5f20\u8868\u683c\u201d\uff0c\u6781\u5927\u5730\u964d\u4f4e\u4e86\u51b3\u7b56\u548c\u542f\u52a8\u6210\u672c\u3002\u5b83\u7684\u5b9a\u4f4d\u6e05\u6670\uff1a\u4e0d\u662f\u4e3a\u8ffd\u6c42\u6781\u81f4\u5b9a\u5236\u5316\u548cSEO\u6df1\u5ea6\u4f18\u5316\u7684\u6280\u672f\u56e2\u961f\u670d\u52a1\uff0c\u800c\u662f\u4e3a\u90a3\u4e9b\u5e0c\u671b\u201c\u672c\u5468\u672b\u5c31\u4e0a\u7ebf\u4e00\u4e2a\u80fd\u7528\u7684\u5e97\u94fa\u67e5\u627e\u529f\u80fd\u201d\u7684\u5e02\u573a\u6216\u8fd0\u8425\u4eba\u5458\u63d0\u4f9b\u5373\u65f6\u89e3\u51b3\u65b9\u6848\u3002\u5728AI\u5de5\u5177\u6cdb\u6ee5\u7684\u5f53\u4e0b\uff0c\u8fd9\u79cd\u89e3\u51b3\u5177\u4f53\u3001\u67af\u71e5\u4f46\u5e7f\u6cdb\u5b58\u5728\u7684\u201c\u810f\u6d3b\u7d2f\u6d3b\u201d\u7684\u5de5\u5177\uff0c\u53cd\u800c\u5f70\u663e\u4e86\u53e6\u4e00\u79cd\u52a1\u5b9e\u7684\u4ea7\u54c1\u667a\u6167\u3002\u5176\u957f\u671f\u8003\u9a8c\u5728\u4e8e\uff0c\u5982\u4f55\u5728\u4fdd\u6301\u6838\u5fc3\u4f53\u9a8c\u6781\u5ea6\u7b80\u5355\u7684\u540c\u65f6\uff0c\u6784\u5efa\u8db3\u591f\u575a\u56fa\u548c\u7075\u6d3b\u7684\u4e2d\u540e\u53f0\u6765\u652f\u6491\u589e\u957f\uff0c\u907f\u514d\u4ece\u201c\u7b80\u5355\u201d\u6ed1\u5411\u201c\u7b80\u964b\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\">LocateStore<\/span>\n <\/div>\n<div class=\"comment-content\">LocateStore turns a Google Sheet into a fast, mobile friendly store locator. Add your store address in a Google Sheet, and get an interactive map with search and filters. Easily embed on any website. No code, no API keys, and edits sync instantly. Built for multi location brands that want a simple \u201cfind a store near me\u201d experience.<\/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>Shyjal here from <a href=\"http:\/\/Micro.company\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Micro.company<\/a>, maker of LocateStore.<\/p>\n<p>While working with many businesses, we kept seeing the same issue: Building a store locator is still far more complicated than it should be.<\/p>\n<\/p>\n<p>Most teams already manage store locations in a spreadsheet. But to put those locations on a live map, they end up dealing with map API keys, custom development, agencies, long back and forth, and ongoing maintenance. All for something that should be simple. So we built LocateStore.<\/p>\n<p>LocateStore lets you manage all your store locations in a Google Sheet. Store name, address, contact details, website, tags and more. From that single sheet, LocateStore automatically creates a clean, interactive, mobile friendly store locator with search and filters. Any update in the sheet reflects instantly on the live map.<\/p>\n<p>No code. No API keys. No maintenance.<\/p>\n<p>How it works is simple.<br \/>– Sign up to locatestore<br \/>– Add locations to a Google Sheet<br \/>– Copy-paste a small embed snippet into your site<\/p>\n<p>That\u2019s it, your store locator is live.<\/p>\n<p>We built LocateStore to keep store locators simple, easy to understand, and fast to set up. It is designed to deliver a smooth \u201cfind a store near me\u201d experience and is already powering 1000+ businesses.<\/p>\n<p>Would love for you to check it out, try it, and share your feedback.<\/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\/@shyjal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shyjal<\/a> Will it also show up in google maps?<\/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>This saves me so much manual effort\u2014a big win for me.<\/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>Thanks so much for the kind words, Amelia \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 satisfying idea – \u201ca Google Sheet becomes a store locator\u201d is exactly how most small teams already work. The no-API-keys, no-maintenance promise is a huge win.<\/p>\n<p>I\u2019m curious how it behaves once it meets real-world data though. Addresses are often messy, duplicated, or half-filled – do you do any validation\/cleanup, or is it strictly \u201cwhatever\u2019s in the sheet\u201d?<\/p>\n<p>Also, if someone has a larger list (say, a few thousand locations), does the map stay snappy and readable? And can the embedded map be styled enough to feel on-brand, or is it intentionally minimal?<\/p>\n<p>Congrats on the launch – this feels like one of those tools that saves you an entire weekend the first time you need it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>On data quality, we try to be forgiving by default. We auto normalize and geocode addresses as best as possible, flag rows that need attention, and safely skip incomplete ones instead of breaking the map. The sheet stays the source of truth, but we help catch obvious issues.<\/p>\n<p>For scale, a few thousand locations is fine. We use clustering and lazy loading so the map stays fast and readable, even on mobile.<\/p>\n<p>Styling is intentionally simple to start, but you can already control colors, map style, markers, and layout so it blends well with your site. We are expanding this without turning it into a design headache.<\/p>\n<p>Really glad it resonated. Saving that weekend was exactly the goal.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_petrakov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_petrakov<\/a> That\u2019s exactly the part I was thinking about too. In real life, sheets are rarely clean, so handling messy or partial addresses makes or breaks it. If it stays readable with a few thousand locations and doesn\u2019t turn into a sluggish map, that\u2019s already a big win for this kind of setup<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the simplicity of the concept, going from a simple, accessible datastore to a embeddable web component. I honestly kind of want to use this just personally to create a map of my favorite places around town.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@wcrtr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wcrtr<\/a> Thank you for your honest feedback.Yes, feel free to create any map of your liking.<\/p>\n<\/p>\n<ul>\n<li>\n<p>Your favourite cafes in town.<\/p>\n<\/li>\n<li>\n<p>Create a travel list for your friend.<\/p>\n<\/li>\n<li>\n<p>Places you want to visit in future.<\/p>\n<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A lot of products in this category either focus on SEO (indexable location pages) or on a fast embedded widget. What tradeoffs did you make around SEO vs simplicity\/performance, and how should a brand decide if LocateStore is the right fit for their goals?<\/div>\n<div class=\"comment-actions\">\n<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>Our primary focus is on a fast, embeddable widget rather than heavy SEO pages. Around 90 percent of our users use LocateStore mainly for embedding.<\/p>\n<p>That said, the locator is still SEO friendly by default. We just chose simplicity, performance, and ease of setup as the core tradeoff, especially for teams that want something live quickly without ongoing maintenance.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launch :), this feels very practical. Curious how people handle frequent or seasonal updates with it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you<a href=\"https:\/\/www.producthunt.com\/@joosepseitam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joosepseitam<\/a> for your comment.<\/p>\n<\/p>\n<p>A couple of things we have done are:<\/p>\n<\/p>\n<ul>\n<li>\n<p>When you modify the address information in the Google Sheet columns, the co-ordinates are re-calculated and the pin on the map is updated.<\/p>\n<\/li>\n<li>\n<p>This changes happen almost instantly<\/p>\n<\/li>\n<li>\n<p>In the case of bulk update, we do have another sync option for as well, which will do the same process for multiple rows at the same time.<\/p>\n<\/li>\n<\/ul>\n<p>I hope I have answered your question. Actually updates are much easier on the store locator, with this Google Sheet approach. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 PH community, \ud83d\udc4b<\/p>\n<p>Managing store locations shouldn\u2019t require a developer. That\u2019s why we built <strong>LocateStore<\/strong> to sync directly with <strong>Google Sheets<\/strong>.<\/p>\n<p>Instead of showing customers a long, static list of addresses on your \u201cContact Us\u201d page, LocateStore helps you add an interactive map that makes it easier to find nearby locations and can increase the chances of visitors actually walking into a store.<\/p>\n<p>You can check out the live demo here:<br \/>\ud83d\udc49 <a href=\"https:\/\/locatestore.com\/demo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/locatestore.com\/demo<\/strong><\/a><\/p>\n<\/p>\n<p>I\u2019d love to hear your thoughts:<\/p>\n<ul>\n<li>\n<p>Do you prefer maps over lists when searching for a business?<\/p>\n<\/li>\n<li>\n<p>Does an interactive locator influence your decision to visit a store?<\/p>\n<\/li>\n<\/ul>\n<p>Cheers,<br \/>Aslam from <a href=\"http:\/\/Micro.company\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Micro.company<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Turning a live Google Sheet into a locator gets tricky at scale: Sheets API quotas plus geocoding churn and 1k+ pins can tank TTI on mobile.<\/p>\n<p>Best practice is to precompute and persist canonical lat,lng in the sheet, batch geocode server-side with caching, and ship a CDN cached JSON feed with marker clustering or viewport based loading.<\/p>\n<p>What geocoder and maps stack are you using to keep it truly \u201cno API keys,\u201d and how do you handle address normalization plus rate limits when rows change frequently?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Great questions <a href=\"https:\/\/www.producthunt.com\/@ryan_thill\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> <\/p>\n<p>We use multiple map providers under the hood to deliver a beautiful store locator with zero technical effort. <\/p>\n<p>Data is synced in batches rather than read in real time from Google Sheets, which makes the system scalable. <\/p>\n<p>We already have thousands of store locators running, each handling a healthy number of daily visitors.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>I hope I answered your questions. Let me know if you have 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>This solves a very real ops problem. Spreadsheets are still the backbone of many multi-location setups, so building on top of Sheets makes a lot of sense.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this meant for businesses that have offline stores and want to show their locations on their 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@himani_sah1 yes, exactly<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s almost refreshing to see such a simple (at least in concept) product doing so well and receiving so much attention. It seems the AI-wrappers steal the show the majority of the time, but something like this is TRULY useful and can be used with certainty. 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@muellertime thank you for your kind words \u2764\ufe0f<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/LMB23GRIZNUBKT\" class=\"app-title\">Demonstrate by Notte<\/a><\/p>\n<div class=\"one-liner\">Browser workflows to deployed automation in minutes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">253<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u6d4f\u89c8\u5668\u64cd\u4f5c\u8bb0\u5f55\u8f6c\u5316\u4e3a\u53ef\u90e8\u7f72\u81ea\u52a8\u5316\u4ee3\u7801\u7684\u5e73\u53f0\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u6784\u5efa\u7a33\u5b9a\u3001\u53ef\u7ef4\u62a4\u7684\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u6d41\u7a0b\u65f6\uff0c\u5728\u539f\u578b\u63a2\u7d22\u4e0e\u751f\u4ea7\u90e8\u7f72\u4e4b\u95f4\u5207\u6362\u7e41\u7410\u3001\u4ee3\u7801\u8106\u5f31\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\/06648e1b-86e6-48d5-99c9-e70dba926961.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a6d79d0f-4a32-422e-bd6e-d3491f6328c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/38d7139c-a2be-4075-b7b4-83cb26d7e3ab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0d10cf48-6a6e-4b2a-9390-d410a0123e87.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5befe297-c2fe-4fc7-b205-3922b99ecdc7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d941c9f0-c946-4bdf-bf33-1c9d3b01c9f9.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\/6e9885c1-a554-4245-91ac-2f9993fb24d7.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=G8TvXlxbyb8\"><source src=\"https:\/\/www.youtube.com\/watch?v=G8TvXlxbyb8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d4f\u89c8\u5668\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\/\u4f4e\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">RPA<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">YC\u521b\u4e1a\u516c\u53f8<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u5c31\u7eea<\/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\u5c06\u6f14\u793a\u8f6c\u5316\u4e3a\u53ef\u9760\u4ee3\u7801\u7684\u7406\u5ff5\u53caAgentFallback\u7684\u6df7\u5408\u67b6\u6784\uff0c\u8ba4\u4e3a\u5176\u5728\u63a7\u5236\u529b\u4e0e\u9002\u5e94\u6027\u95f4\u53d6\u5f97\u4e86\u5e73\u8861\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u5bf9\u7279\u5b9a\u573a\u666f\uff08\u5982SEO\uff09\u7684\u9002\u914d\u6027\u3001\u6280\u672f\u539f\u7406\uff08\u662f\u5426\u57fa\u4e8ePlaywright\uff09\u4ee5\u53ca\u5de5\u4f5c\u6d41\u66f4\u65b0\u673a\u5236\uff0c\u56e2\u961f\u5747\u7ed9\u4e88\u4e86\u8be6\u7ec6\u89e3\u7b54\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 Notte\u7684Demonstrate\u5e76\u975e\u53c8\u4e00\u4e2a\u7b80\u5355\u7684\u201c\u5f55\u5236\u4e0e\u56de\u653e\u201d\u5de5\u5177\uff0c\u5176\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\u8bd5\u56fe\u7528\u5de5\u7a0b\u5316\u601d\u7ef4\u7f1d\u5408\u5f53\u524d\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u9886\u57df\u7684\u4e24\u5927\u65ad\u5c42\uff1a\u4e00\u7aef\u662f\u770b\u4f3c\u667a\u80fd\u5b9e\u5219\u4e0d\u53ef\u63a7\u3001\u6210\u672c\u9ad8\u6602\u7684\u7eafAI\u667a\u80fd\u4f53\uff1b\u53e6\u4e00\u7aef\u662f\u7a33\u5b9a\u4f46\u8106\u5f31\u3001\u7ef4\u62a4\u6210\u672c\u9ad8\u7684\u786c\u7f16\u7801\u811a\u672c\u3002\u5b83\u63d0\u51fa\u7684\u201c\u6f14\u793a\u751f\u6210\u786e\u5b9a\u6027\u4ee3\u7801 + AI\u667a\u80fd\u4f53\u4f5c\u4e3a\u5f02\u5e38\u56de\u9000\u201d\u7684\u6df7\u5408\u8303\u5f0f\uff0c\u662f\u52a1\u5b9e\u7684\u521b\u65b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ef7\u503c\u4e0d\u5728\u4e8e\u5355\u4e2a\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u4ece\u63a2\u7d22\uff08Agent Mode\uff09\u3001\u5b9a\u578b\uff08Demonstrate Mode\uff09\u3001\u8c03\u8bd5\uff08\u5b9e\u65f6\u6d4f\u89c8\u5668IDE\uff09\u5230\u90e8\u7f72\uff08\u4e00\u952e\u65e0\u670d\u52a1\u5668\uff09\u7684\u5b8c\u6574\u95ed\u73af\u73af\u5883\u3002\u5b83\u964d\u4f4e\u4e86\u6784\u5efa\u81ea\u52a8\u5316\u7684\u521d\u59cb\u95e8\u69db\uff0c\u4f46\u66f4\u5173\u952e\u7684\u91ce\u5fc3\u662f\u63d0\u5347\u5176\u6574\u4e2a\u751f\u547d\u5468\u671f\u7684\u53ef\u7ef4\u62a4\u6027\u3002\u901a\u8fc7\u5c06\u4e0d\u53ef\u89c1\u7684\u667a\u80fd\u4f53\u51b3\u7b56\u8f6c\u5316\u4e3a\u53ef\u89c1\u3001\u53ef\u7f16\u8f91\u7684\u4ee3\u7801\uff0c\u5e76\u5c06\u667a\u80fd\u4f53\u7684\u4f5c\u7528\u8303\u56f4\u4e25\u683c\u9650\u5b9a\u4e3a\u201c\u5b89\u5168\u7f51\u201d\uff0c\u5b83\u8bd5\u56fe\u5c06\u5f00\u53d1\u8005\u4ece\u5bf9\u9ed1\u76d2\u7684\u76f2\u76ee\u4fe1\u4efb\u6216\u5bf9\u53d8\u5316\u7684\u6301\u7eed\u7126\u8651\u4e2d\u89e3\u653e\u51fa\u6765\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u6e05\u6670\uff1a\u8fd9\u79cd\u6df7\u5408\u6a21\u5f0f\u7684\u590d\u6742\u5ea6\u662f\u5426\u53ea\u662f\u4ece\u4ee3\u7801\u5c42\u8f6c\u79fb\u5230\u4e86\u67b6\u6784\u7406\u89e3\u5c42\uff1f\u5e73\u53f0\u9501\u5b9a\u7684\u98ce\u9669\u5982\u4f55\uff1f\u6b64\u5916\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u751f\u4ea7\u5c31\u7eea\u201d\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5176\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\uff08\u6258\u7ba1\u4f1a\u8bdd\u3001\u4ee3\u7406\u7b49\uff09\u7684\u7a33\u5b9a\u6027\u548c\u89c4\u6a21\uff0c\u8fd9\u5bf9\u5c0f\u578b\u56e2\u961f\u662f\u6301\u7eed\u7684\u8003\u9a8c\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u6709\u671b\u6210\u4e3a\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\uff1b\u82e5\u5931\u8d25\uff0c\u5219\u53ef\u80fd\u4ec5\u662f\u53c8\u4e00\u4e2a\u8bd5\u56fe\u7528\u62bd\u8c61\u5c42\u89e3\u51b3\u6240\u6709\u95ee\u9898\u7684\u7cbe\u7f8e\u5de5\u5177\u3002\u5176\u5f00\u6e90\u6846\u67b6\u662f\u6784\u5efa\u751f\u6001\u4fe1\u4efb\u7684\u5173\u952e\u4e00\u6b65\uff0c\u4f46\u771f\u6b63\u7684\u8bd5\u91d1\u77f3\u5c06\u662f\u5f00\u53d1\u8005\u5728\u9762\u5bf9\u771f\u5b9e\u3001\u590d\u6742\u4e14\u591a\u53d8\u7684\u7f51\u7ad9\u65f6\uff0c\u662f\u5426\u771f\u7684\u65e0\u9700\u201c\u4ece\u5934\u518d\u6765\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\">Demonstrate by Notte<\/span>\n <\/div>\n<div class=\"comment-content\">Record any browser task once and get production-ready code instantly with Demonstrate Mode. Edit further your code in our Automation Studio with live browsers, deploy automation code as a serverless function, and schedule it to run autonomously. Managed sessions, proxies, identities, and vaults handle everything behind the scenes. The fastest path from prototype to production in one unified platform.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b We’re <strong>Notte (YC S25)<\/strong>, and today we’re launching the automation tools we wished existed when we started building browser automations.<\/p>\n<\/p>\n<p><strong>Why we built this<\/strong><\/p>\n<p>Most real workflows need both deterministic scripts (for the reliable parts) and agents (for handling variation). Today you’re forced to choose between:<\/p>\n<ul>\n<li>\n<p>Black-box agents that look magical until they silently fail<\/p>\n<\/li>\n<li>\n<p>Fragmented DIY stacks where you juggle infra, orchestration, and app state across tools<\/p>\n<\/li>\n<\/ul>\n<p>There’s a psychological gap too: when tools give you visibility and control, you debug and improve. When they hide the mechanism, you just assume “agents don’t work” and abandon them. We wanted one environment where you can go from “I have a task” to “it’s running in production” without context switching, and where building agents feels more like craft than simply prompting.<\/p>\n<\/p>\n<p><strong>What the Console gives you<\/strong><\/p>\n<ul>\n<li>\n<p>\ud83c\udfac <strong>Demonstrate Mode<\/strong> \u2013 Just do the task manually once. Notte records every action and generates production-ready automation code. No prompts, no syntax guessing. Show your workflow, get editable code.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcac <strong>Agent Mode<\/strong> \u2013 Describe what you want in natural language. The agent executes it in a live browser session; click “Map to Script” and it becomes editable code you own.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcdd <strong>Code Editor<\/strong> \u2013 Write automation scripts with a live browser beside your editor, AI code assistance, and rich debugging. See exactly what’s happening as your code runs.<\/p>\n<\/li>\n<li>\n<p>\ud83d\ude80 <strong>Zero-Config Deployment<\/strong> \u2013 One click to deploy your script as an API endpoint, with scheduling and cron. No infra setup.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Built-in agent tooling<\/strong><\/p>\n<ul>\n<li>\n<p>Managed identities (auth, 2FA, account setup)<\/p>\n<\/li>\n<li>\n<p>Secure vaults and proxy rotation<\/p>\n<\/li>\n<li>\n<p>Session management and managed infra<\/p>\n<\/li>\n<li>\n<p>Live debugging and execution logs<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who this is for<\/strong><\/p>\n<p>Devs (or vibe-devs) who need browser automations that actually work in production, whether it’s data extraction, form filling, testing, or integrating with apps that don’t have APIs.<\/p>\n<\/p>\n<p>We’re a small team obsessed with developer experience and making agent tooling feel empowering instead of opaque. Would love your feedback in the comments!<\/p>\n<\/p>\n<p>\ud83d\udc49 Try it free: <a href=\"http:\/\/console.notte.cc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">http:\/\/console.notte.cc<\/a><\/p>\n<p>\u2013 nottelabs team:) \ud83c\udf38<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ogandreakiro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ogandreakiro<\/a> congrats on the launch. Do you have anything specialized for marketing & SEO? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@preetmishra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@preetmishra<\/a> thanks preet!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@preetmishra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@preetmishra<\/a> thanks!! \ud83c\udfc6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>biased but this has genuinely been super useful + intuitive for me \ud83d\udd25 can pretty much automate anything I can think of<\/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\/@samatnotte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samatnotte<\/a> \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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>When workflows change later like a small UI update or an extra step added by the site how easy is it to update just that part of the recorded flow without redoing everything from scratch or risking downtime?<\/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\/@why_tahir\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@why_tahir<\/a> the cool thing is you don’t redo anything. Wrap the script with AgentFallback, then if the selector breaks, the agent handles that step dynamically and the rest of the flow continues. Fix it later when you have time or let the agent keep covering it (you get the adaptability of agents without paying for them on every run). You can edit the code in our built in IDE when you get round to 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\">Super cool! Nice how the agent is used as a fallback. Seems like reliability would be much better than an either\/or solution.<\/div>\n<div class=\"comment-actions\">\n<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\/@rohan_bajpai1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohan_bajpai1<\/a> Thanks Rohan! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@rohan_bajpai1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohan_bajpai1<\/a> glad you see the vision:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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>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\/@dan_meier1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dan_meier1<\/a> thanks Dan! let us know if you get a chance to try it out <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How do you help users avoid the two big failure modes: (1) black-box agents that silently do the wrong thing, and (2) brittle scripts that break the moment the UI changes\u2014what\u2019s your philosophy on when to use Demonstrate Mode vs Agent Mode vs hand-written code?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Use agents to discover, deterministic code to execute, and AgentFallback as your safety net.<\/p>\n<\/p>\n<p><strong>The longer answer:<\/strong><\/p>\n<p>Black-box agents fail silently because you can’t see what they’re doing or why. Brittle scripts fail loudly because they’re hardcoded to a specific UI state. Our approach:<\/p>\n<ol>\n<li>\n<p><strong>Agent Mode<\/strong> \u2014 Use it to prototype and discover the flow. Let the agent click around, figure out the selectors, handle the edge cases etc. Great for exploration\/prototyping.<\/p>\n<\/li>\n<li>\n<p><strong>Demonstrate Mode<\/strong> \u2014 You do the workflow once in a real browser, we record it and generate deterministic code. You get Playwright-style code that runs the same way every time. This is for people who know the workflow but don’t want to write code.<\/p>\n<\/li>\n<li>\n<p><strong>AgentFallback<\/strong> \u2014 This is the key. Wrap any deterministic block with an agent fallback. If the selector breaks because the site changed, the agent picks it up dynamically instead of failing. You get the reliability of scripts with the adaptability of agents, but only when needed.<\/p>\n<\/li>\n<\/ol>\n<p><strong>TLDR<\/strong> the philosophy is: agents should be scoped and supervised, not autonomous. Bootstrap fast, convert to deterministic, let agents handle the exceptions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>We believe web agents are a great way to bootstrap an automation but they should not be used blindly in production settings especially when the stakes are high. That’s why we propose to convert a bootstrapped automation (or a demonstration) into deterministic code that you can audit + an agent as a fallback in case the UI changes to make sure the automation does not break. You get the best of both worlds<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ogandreakiro\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ogandreakiro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ogandreakiro<\/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>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\/@gdc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gdc<\/a> Thanks Giuseppe! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 that usually breaks browser automations is not knowing what went wrong when something fails. Being able to see the browser live, step through the actions and edit the code directly makes a big difference. That level of control is what helps turn an automation into something you can actually maintain instead of restarting from scratch every time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@johan_nystrom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johan_nystrom<\/a> exactly \ud83d\ude4f really well put, thanks Johan<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\u200bFinally, a tool that handles the mess of proxies and session management through one API. It saves me so much time on the infrastructure side<\/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\/@new_user___01520268563942f25d8240c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___01520268563942f25d8240c<\/a> glad it has helped:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 lot of browser automation tools fall apart right after the demo. You can record something or prompt an agent but turning that into code you trust in production is the hard part. <strong>Demonstrate Mode<\/strong> looks like it\u2019s trying to close that gap by letting you show the task once and then work directly with the generated code. That focus on visibility and control is what usually decides whether an automation actually ships.<\/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\/@elin_sjoberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elin_sjoberg<\/a> well put – add AgentFallback to the deterministic script you Demonstrated, and you win on cost, reliability, and speed <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product, need to give it a shot.<\/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\/@jeetendra_kumar2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeetendra_kumar2<\/a> Thanks! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jeetendra_kumar2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jeetendra_kumar2<\/a> thanks – let us know what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>my favorite api for browser automation<\/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\/@johnrushx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johnrushx<\/a> \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@johnrushx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johnrushx<\/a> appreciate it \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks nice. BTW, how it works under the hood? does it use some kind of Playwright based automation or headless browser? <\/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\/@atairov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@atairov<\/a> Hey Tairov, thanks! Demonstrate Mode runs on a cloud browser we operate as part of our home rolled infrastructure (PS: You could use these sessions as standard browser as a service API if needed). Everything done in Demonstrate sessions is recorded and ported in an automation function expressed with Notte Framework – our 100% Playwright compatible built for browser agents and AI automations. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b I\u2019m Lucas, co-founder at NotteLabs.<\/p>\n<p>With <em>Demonstrate Mode<\/em>, you show the browser what to do once. Notte converts that demonstration into deterministic, production-ready automation you can iterate on, deploy, and rerun at scale.<\/p>\n<p>Everything is powered by the open-source <strong>Notte framework<\/strong> (<a href=\"http:\/\/github.com\/nottelabs\/notte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">github.com\/nottelabs\/notte<\/a>), which gives agents a structured way to interact with the web. Full docs are at <a href=\"http:\/\/docs.notte.cc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">docs.notte.cc<\/a>. Excited to see what you build \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@giordano_lucas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giordano_lucas<\/a> \ud83e\udd18<\/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>Looking forward to seeing what people are gonna build with this \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leonotte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leonotte<\/a> same \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leonotte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leonotte<\/a> \u270a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ogandreakiro\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ogandreakiro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ogandreakiro<\/a> andrea_pinto Love the hybrid \u201cDemonstrate \u2192 editable script\u201d + Agent Mode; at scale the hard part is selector\/DOM drift + auth\/2FA fragility that causes silent flake across thousands of runs.<\/p>\n<p>Best-practice: generate resilient locators (ARIA\/role\/text + fallback strategies), snapshot+diff the DOM, run canaries, and enforce idempotency\/anti-dup guards (especially for form submits) with durable retries.<\/p>\n<p>Open Q: how do you version\/replay sessions for debugging (video\/trace + DOM snapshots), and can vault + identity access be scoped per workflow\/tenant with audit logs? \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> hey Ryan! Yes definitely – selector and DOM drift is a major challenge we’re trying to address with resilient self-healing functions. We have version control on your deployed functions (every deployment is one version) and replays for any sessions you run through Notte is always available to you. You can scope vaults and agent identities to function tenants as well. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Let\u2019s go @ogandreakiro<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 have used Notte for quickly building web agent automations. Excited to use Demonstrate Mode to iterate faster!<\/p>\n<p>For quite some time, I believe web or UI agents that allow user to demonstrate use and AI auto correct are the ones that have highest reliability while minimizing maintenance cost. Notte’s feature set is very close right now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@raimo_tuisku\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raimo_tuisku<\/a> thanks Raimo! and I agree, that balance of deterministic speed and cost with agent adaptability is where we’re headed. Demonstrate Mode gets you there fast then add AgentFallback around you script to keep it running when things break.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Demonstrate Mode helps bridge the gap between trying something out and actually using it in production. For me, recording a task once and getting real code I can edit solves a problem I keep running into with other automation tools. Creating the automation, testing it in a live browser and deploying it from the same place keeps everything in one flow. That last part is usually what\u2019s missing when I try to move browser automations into production.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@henrik_falk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henrik_falk<\/a> that ‘last part’ was a problem we kept running into, so we built our console and Demonstarte Mode around the idea of going from prototype to production in one environment – glad you like 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<\/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\/YTBU254YTPIEIV\" class=\"app-title\">Callum<\/a><\/p>\n<div class=\"one-liner\">AI calendar assistant for teams \u2013\u00a0supercharge your calendar<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">235<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Callum\u662f\u4e00\u6b3e\u9762\u5411\u56e2\u961f\u7684AI\u65e5\u5386\u52a9\u624b\uff0c\u5b83\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u7406\u89e3\uff0c\u5728\u591a\u4eba\u4f1a\u8bae\u3001\u8de8\u65f6\u533a\u534f\u8c03\u7b49\u590d\u6742\u573a\u666f\u4e2d\uff0c\u81ea\u52a8\u5904\u7406\u65e5\u7a0b\u5b89\u6392\uff0c\u89e3\u51b3\u4e86\u56e2\u961f\u95f4\u53cd\u590d\u6c9f\u901a\u3001\u624b\u52a8\u534f\u8c03\u53ef\u7528\u65f6\u95f4\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\/d0b70c6d-3bf4-4f53-9670-b9e09e47304b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2573b1ed-dfb3-4e3b-86ab-2aba0c6dc832.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/baea2288-3323-4731-a2c1-b17fb0ce56f4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/85e73791-5c63-4864-96d1-1a470eacdb60.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed8cf866-e4e5-4174-b2b8-1d503600d450.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\">Calendar<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u65e5\u5386\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u65e5\u7a0b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">Google Calendar\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8c03\u5ea6<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">CRM\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u548c\u591a\u4eba\u8c03\u5ea6\u80fd\u529b\uff0c\u671f\u5f85Slack\/ChatGPT\u96c6\u6210\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u5305\u62ec\uff1a\u5bf9Microsoft Teams\u7684\u652f\u6301\u3001\u5904\u7406\u7f13\u51b2\u65f6\u95f4\u4e0e\u4f18\u5148\u7ea7\u51b2\u7a81\u7b49\u590d\u6742\u573a\u666f\u7684\u80fd\u529b\u3001\u4ee5\u53ca\u76f8\u8f83\u4e8e\u73b0\u6709\u65e5\u7a0b\u5de5\u5177\uff08\u5982\u9884\u8ba2\u94fe\u63a5\uff09\u7684\u660e\u786e\u5207\u6362\u4f18\u52bf\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Callum\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u65e5\u5386\u89c6\u56fe\u4f18\u5316\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u8c03\u5ea6\u573a\u666f\u7684\u201c\u5bf9\u8bdd\u5c42\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684AI\u81ea\u52a8\u586b\u8868\uff0c\u800c\u662f\u5c06\u56e2\u961f\u65e5\u7a0b\u534f\u8c03\u8fd9\u4e00\u9ad8\u9891\u3001\u9ad8\u6469\u64e6\u7684\u534f\u4f5c\u884c\u4e3a\uff0c\u4ece\u201cUI\u8ff7\u5bab\u201d\u548c\u90ae\u4ef6\u5f80\u590d\u4e2d\u5265\u79bb\uff0c\u62bd\u8c61\u4e3a\u4e00\u53e5\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u3002\u8fd9\u76f4\u51fb\u4e86\u73b0\u6709\u5de5\u5177\uff08\u5982\u9884\u8ba2\u94fe\u63a5\uff09\u5728\u591a\u4eba\u3001\u591a\u7ea6\u675f\u6761\u4ef6\u4e0b\u5f7b\u5e95\u5931\u6548\u7684\u8f6f\u808b\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\u5b83\u6df1\u5ea6\u7ed1\u5b9aGoogle Calendar\u751f\u6001\uff0c\u5728\u6df7\u5408\u529e\u516c\u8f6f\u4ef6\u73af\u5883\u4e2d\u5b58\u5728\u5929\u7136\u77ed\u677f\uff0c\u6b63\u5982\u7528\u6237\u6240\u95ee\u7684Microsoft Teams\u652f\u6301\u95ee\u9898\u3002\u5176\u6b21\uff0cAI\u8c03\u5ea6\u4ece\u201c\u53ef\u7528\u201d\u5230\u201c\u53ef\u4fe1\u201d\u5b58\u5728\u9e3f\u6c9f\u3002\u5904\u7406\u201c\u6700\u540e\u4e00\u523b\u51b2\u7a81\u201d\u3001\u201c\u7f13\u51b2\u65f6\u95f4\u201d\u7b49\u73b0\u5b9e\u4e16\u754c\u7684\u6a21\u7cca\u7ea6\u675f\uff0c\u9700\u8981\u66f4\u6df1\u5ea6\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\u548c\u6743\u8d23\u5224\u65ad\uff0c\u8fd9\u8fdc\u975e\u5f53\u524d\u201c\u52a9\u7406\u800c\u975e\u81ea\u52a8\u9a7e\u9a76\u201d\u7684\u5b9a\u4f4d\u6240\u80fd\u5b8c\u5168\u8986\u76d6\u3002\u4ea7\u54c1\u53ef\u80fd\u9677\u5165\u4e24\u96be\uff1a\u8fc7\u4e8e\u4fdd\u5b88\u5219\u4ef7\u503c\u6709\u9650\uff0c\u8fc7\u4e8e\u6fc0\u8fdb\u5219\u53ef\u80fd\u5f15\u53d1\u6df7\u4e71\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cCallum\u662f\u5728\u8d4c\u4e00\u4e2a\u672a\u6765\uff1a\u56e2\u961f\u8c03\u5ea6\u5c06\u4ece\u4e00\u4e2a\u9700\u8981\u4e3b\u52a8\u7ba1\u7406\u7684\u201c\u4efb\u52a1\u201d\uff0c\u8f6c\u53d8\u4e3a\u4e00\u4e2a\u7531AI\u65e0\u7f1d\u652f\u6491\u7684\u201c\u540e\u53f0\u8fdb\u7a0b\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u6280\u672f\u5bf9\u590d\u6742\u7ea6\u675f\u7684\u7406\u89e3\u7cbe\u5ea6\uff0c\u66f4\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u7528\u6237\u5fc3\u667a\u4e2d\uff0c\u5efa\u7acb\u8d77\u8db3\u4ee5\u66ff\u4ee3\u6839\u6df1\u8482\u56fa\u7684\u90ae\u4ef6\u534f\u8c03\u4e60\u60ef\u7684\u3001\u66f4\u4f18\u7684\u534f\u4f5c\u8303\u5f0f\u3002\u5f53\u524d\u7248\u672c\u662f\u4e00\u4e2a\u6709\u529b\u7684\u5207\u5165\u70b9\uff0c\u4f46\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u540e\u7eed\u5bf9\u590d\u6742\u573a\u666f\u7684\u9a7e\u9a6d\u80fd\u529b\uff0c\u4ee5\u53ca\u8de8\u5e73\u53f0\u6574\u5408\u7684\u5e7f\u5ea6\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\">Callum<\/span>\n <\/div>\n<div class=\"comment-content\">Callum is an AI calendar assistant built for teams using Google Calendar. It understands multi-person meetings, shared availability, and real-world scheduling constraints. Use natural language to schedule, reschedule, and manage meetings without back-and-forth emails or manual calendar admin. Boost Callum knowledge by connecting your CRM, ATS, CSM apps. Available on Web, iOS, Slack and ChatGPT (soon).<\/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\u2019m the maker of Callum.<\/p>\n<p>Callum adds an AI layer on top of your work calendar to make scheduling simpler and more intuitive. Instead of clicking through calendar UIs or coordinating manually, you can just tell Callum what you want to do and it takes care of the rest.<\/p>\n<p>It is built for work schedules and understands multi-person meetings, shared availability, and real scheduling constraints on Google Calendar.<\/p>\n<p>We are launching today on web and iOS. Slack and ChatGPT integrations are coming shortly so Callum can fit naturally into your workflow.<\/p>\n<p>I would love feedback from anyone who manages a busy calendar or schedules with teams. Happy to answer any questions.<\/p>\n<p>Nick<\/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\/@nick_ustinov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nick_ustinov1<\/a> Hi Nick, Congrats on the launch. Cool little tool. Any chance of support for MS teams?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nick_ustinov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nick_ustinov1<\/a> Let’s gooooo! Excited to try 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\/@nick_ustinov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nick_ustinov1<\/a> Niiice \ud83e\udd73<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>First calendar AI assistant which works properly \ud83c\udf89\ud83c\udf89\ud83c\udf89 I’ll soon stop typing and scrolling and only use voice, such a relief. My favorites are different summaries, searching, adding calls quickly, reminders, and color-coding. I still need to test accessing data via integrations.<\/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\/@petr_antropov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@petr_antropov1<\/a> Thanks Petr! \ud83d\ude4c Voice-only life is the dream \u2013 soon we’ll all forget how to type \ud83d\ude05 Let me know how the integrations go \u2013 happy to help if anything acts up \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>Turning scheduling into a conversation instead of a UI maze is a smart move.<\/p>\n<p>Looking forward to the Slack and ChatGPT integrations.<\/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\/@anupamsingh0211\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anupamsingh0211<\/a> Appreciate it! Slack is coming soon \u2013 will keep you posted \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>Going to try this for my challenge \u2014 scheduling across time zones and multiple teams, 15 emails deep, trying to find 30 minutes that works for everyone.<\/p>\n<p>If it handles multi-person availability well, that alone is worth it. Congrats on the launch, Nick.<\/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\/@kristaps_lapins1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kristaps_lapins1<\/a> That’s exactly what it’s built for! Let me know how it goes \u2013 happy to help if anything trips up \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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Callum looks like a strong AI layer for real-world, multi-person scheduling across teams.<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thank you! Multi-person scheduling is where the magic happens \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When a team is already using tools like booking links, Google\u2019s native scheduling, or calendar-optimization apps, what\u2019s the clearest \u201cswitching trigger\u201d where Callum is meaningfully better\u2014and what does Callum intentionally not try to do?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question! The switching trigger is usually when scheduling stops being simple – coordinating across multiple people, time zones, or needing context from other tools (CRM, ATS). Booking links work great for 1:1 external meetings, but fall apart with group availability or internal coordination.<\/p>\n<p>What we intentionally don’t do: auto-scheduling your entire day or moving things around without asking. Callum is your assistant, not autopilot \u2013 you stay in control.<\/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. It looks very ambitious! <\/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\/@mikhail_fedorinin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikhail_fedorinin<\/a> Thank you! Lots more to come \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nick_ustinov1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nick_ustinov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nick_ustinov1<\/a> Congrats on the launch! One thing I\u2019m curious about: handling corner cases like last-minute conflicts, buffer times and priority trade-offs can be tricky for AI schedulers. Do you have plans or ideas around how Callum will tackle those as the product evolves?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@srishti_19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@srishti_19<\/a> Thanks! Buffer times are on the roadmap \u2013 definitely a real need. For conflicts, Callum already helps you reschedule quickly by finding times that work for everyone. Priority trade-offs are trickier \u2013 staying assistant-first, so you decide what’s more important, Callum just makes it fast to act on it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Happy to see the product here with updated features that users always wanted. Kudos to the whole team on launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sachin_shajan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sachin_shajan<\/a> Thanks! Glad it resonates \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>Calendars are already crowded tools. The real value here feels like reducing coordination friction between people, not just scheduling itself.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/B32I6YU67YCKYD\" class=\"app-title\">Netlify Capsules<\/a><\/p>\n<div class=\"one-liner\">Launch web projects as AR capsules others can find in orbit<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">187<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Netlify Capsules \u662f\u4e00\u6b3e\u57fa\u4e8eWeb AR\u7684\u865a\u62df\u4f53\u9a8c\u4ea7\u54c1\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u5c06\u4e2a\u4eba\u9879\u76ee\u4e0e\u7eaa\u5ff5\u5185\u5bb9\u5c01\u88c5\u4e3a\u201c\u80f6\u56ca\u201d\u53d1\u5c04\u81f3\u865a\u62df\u5730\u7403\u8f68\u9053\uff0c\u5e76\u901a\u8fc7\u624b\u673aAR\u57fa\u4e8e\u771f\u5b9e\u5730\u7406\u4f4d\u7f6e\u8fdb\u884c\u53d1\u73b0\u548c\u4e92\u52a8\uff0c\u5728\u5e86\u795d\u793e\u533a\u91cc\u7a0b\u7891\u7684\u573a\u666f\u4e0b\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u5c06\u6570\u5b57\u521b\u4f5c\u5b9e\u4f53\u5316\u3001\u60c5\u611f\u5316\u5c55\u793a\u7684\u521b\u65b0\u65b9\u5f0f\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\/0162ccdc-ee7e-4b5a-a9ee-a10818546648.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6bf095cb-8cb2-49e5-883b-abeacdef3cda.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d5982f83-5e90-4b77-a4d6-cd311451e122.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d43efc1d-c968-4dd7-8f28-21c3b6966931.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d9623d00-b8f8-40f7-bf83-8ce90eb48d30.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Augmented Reality<\/span><br \/>\n <span class=\"tag\">Web Design<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Web AR\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u7eaa\u5ff5<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u793e\u533a<\/span><br \/>\n <span class=\"tag\">\u5730\u7406\u4f4d\u7f6e\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u65f6\u95f4\u80f6\u56ca<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u5171\u5efa<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u5316\u8868\u8fbe<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u5e86\u5178<\/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\u610f\u3001\u8da3\u5473\u6027\u4e0e\u4eba\u6587\u5173\u6000\uff0c\u8ba4\u4e3a\u8fd9\u662f\u5bf9\u5f00\u53d1\u8005\u4e2a\u4f53\u7684\u72ec\u7279\u81f4\u656c\u3002\u5177\u4f53\u53cd\u9988\u5305\u62ec\uff1aAR\u4f53\u9a8c\u60ca\u8273\uff0c\u6982\u5ff5\u65b0\u9896\uff1b\u4e0e\u793e\u533a\u6210\u5458\u5171\u5efa\u7684\u6a21\u5f0f\u5907\u53d7\u597d\u8bc4\uff1b\u540c\u65f6\uff0c\u7528\u6237\u4e5f\u63d0\u51fa\u4e86\u6280\u672f\u6027\u8d28\u7591\uff0c\u5982Web AR\u7684\u8de8\u8bbe\u5907\u517c\u5bb9\u6027\u3001\u6027\u80fd\u4f18\u5316\u3001\u9690\u79c1\u4fdd\u62a4\u53ca\u5783\u573e\u4fe1\u606f\u9632\u8303\u7b49\u5b9e\u9645\u6311\u6218\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 Netlify Capsules \u8868\u9762\u4e0a\u662f\u4e00\u573a\u5e86\u795d1000\u4e07\u5f00\u53d1\u8005\u7684\u8425\u9500\u6d3b\u52a8\uff0c\u4f46\u5176\u5185\u6838\u662f\u4e00\u6b21\u5bf9\u5f00\u53d1\u8005\u5de5\u5177\u5e73\u53f0\u4ef7\u503c\u672c\u8d28\u7684\u7280\u5229\u63a2\u7d22\u3002\u5728AI\u4ee3\u7801\u751f\u6210\u5668\u4e0e\u540c\u8d28\u5316\u6a21\u677f\u6cdb\u6ee5\u7684\u5f53\u4e0b\uff0cNetlify\u6ca1\u6709\u9009\u62e9\u5806\u780c\u6570\u636e\u6216\u529f\u80fd\uff0c\u800c\u662f\u53cd\u5176\u9053\u884c\u4e4b\uff0c\u7528\u6781\u81f4\u7684\u201c\u8f7b\u201d\u4e0e\u201c\u4eba\u672c\u201d\u601d\u7ef4\uff0c\u6784\u5efa\u4e86\u4e00\u4e2a\u6570\u5b57\u60c5\u611f\u5bb9\u5668\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8eWeb AR\u6280\u672f\u672c\u8eab\uff08\u8be5\u5b9e\u73b0\u88ab\u56e2\u961f\u5766\u627f\u4e3a\u201c\u57fa\u7840\u201d\uff09\uff0c\u800c\u5728\u4e8e\u5b83\u6210\u529f\u5730\u5c06\u62bd\u8c61\u7684\u201c\u90e8\u7f72\u201d\u884c\u4e3a\u4e0e\u5f00\u53d1\u8005\u7684\u4e2a\u4eba\u60c5\u611f\u3001\u521b\u4f5c\u6545\u4e8b\u8fdb\u884c\u4e86\u7a7a\u95f4\u951a\u5b9a\u3002\u901a\u8fc7\u201c\u9009\u62e9\u9879\u76ee-\u6dfb\u52a0\u79c1\u4eba\u8bb0\u5fc6\uff08\u7167\u7247\u3001\u6b4c\u66f2\u3001\u7b14\u8bb0\uff09-\u53d1\u5c04\u81f3\u865a\u62df\u8f68\u9053\u201d\u7684\u4eea\u5f0f\uff0c\u5b83\u5de7\u5999\u5730\u5c06Netlify\u7684\u5e73\u53f0\u529f\u80fd\uff08\u90e8\u7f72\uff09\u5347\u534e\u4e3a\u4e00\u79cd\u5e26\u6709\u5f52\u5c5e\u611f\u548c\u6c38\u6052\u610f\u5473\u7684\u793e\u533a\u4eea\u5f0f\u3002\u8fd9\u8fdc\u4e0d\u6b62\u662f\u4e00\u6b21\u75c5\u6bd2\u5f0f\u8425\u9500\uff0c\u66f4\u662f\u4e00\u6b21\u6210\u529f\u7684\u201c\u610f\u4e49\u6784\u5efa\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u950b\u8292\u4e4b\u4e0b\u4ea6\u6709\u9690\u5fe7\u3002\u4f5c\u4e3a\u4e00\u6b21\u5b9e\u9a8c\u6027\u5e86\u5178\uff0c\u5176\u957f\u671f\u751f\u547d\u529b\u5b58\u7591\u3002\u5f53\u65b0\u9c9c\u611f\u892a\u53bb\uff0c\u8f7b\u91cf\u7ea7\u8bbe\u8ba1\u53ef\u80fd\u66b4\u9732\u4e3a\u529f\u80fd\u5355\u8584\uff0c\u5730\u7406\u4f4d\u7f6e\u4e0eAR\u4f53\u9a8c\u7684\u6280\u672f\u74f6\u9888\uff08\u5982\u8bc4\u8bba\u4e2d\u6307\u51fa\u7684\u6027\u80fd\u3001\u9690\u79c1\u95ee\u9898\uff09\u5c06\u66f4\u51f8\u663e\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u7f8e\u7684\u6982\u5ff5\u827a\u672f\uff0c\u800c\u975e\u53ef\u6301\u7eed\u4ea7\u54c1\u3002\u4f46\u4e0d\u53ef\u5426\u8ba4\uff0c\u6b64\u4e3e\u7cbe\u51c6\u5730\u51fb\u4e2d\u4e86\u5f00\u53d1\u8005\u7fa4\u4f53\u5728\u9ad8\u5ea6\u5de5\u4e1a\u5316\u5f00\u53d1\u73af\u5883\u4e2d\u5bf9\u4e2a\u6027\u8868\u8fbe\u4e0e\u60c5\u611f\u8054\u7ed3\u7684\u6f5c\u5728\u6e34\u671b\uff0c\u4e3a\u6280\u672f\u54c1\u724c\u5982\u4f55\u4e0e\u793e\u533a\u8fdb\u884c\u6df1\u5c42\u3001\u975e\u529f\u5229\u4e92\u52a8\uff0c\u6811\u7acb\u4e86\u4e00\u4e2a\u503c\u5f97\u6df1\u601d\u7684\u8303\u672c\u3002\u5b83\u8bc1\u660e\uff0c\u5728\u5de5\u5177\u6548\u7387\u4e4b\u5916\uff0c\u201c\u5171\u9e23\u201d\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u5f3a\u5927\u7684\u4ea7\u54c1\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Netlify Capsules<\/span>\n <\/div>\n<div class=\"comment-content\">Netlify Capsules is a virtual experience to celebrate 10 million developers on Netlify. Developers choose a Netlify project, add a photo, song, or short note, then deploy their capsule into orbit around the earth. Capsules appear overhead and can be discovered using web-based AR, based on your real-world location. Each capsule is unique, personal, and tied to something you\u2019ve made.<\/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>We just crossed 10 million developers on Netlify and wanted to mark it by building something people could actually launch.<\/p>\n<p>Capsules lets you send a small digital payload\u2014tied to a real Netlify project\u2014into orbit around the earth, then discover other capsules overhead using your phone’s AR.<\/p>\n<p>Built in collaboration with community member, and Netlify power user, <a href=\"https:\/\/www.producthunt.com\/@leemartin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"leemartin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leemartin<\/a> and meant to be lightweight and fun. Curious what you\u2019d send up.<\/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\/@leemartin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leemartin<\/a> <a href=\"https:\/\/www.producthunt.com\/@gehrigkunz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gehrigkunz<\/a> congrats on the launch Gehrig and team. I love this concept. Well done with doing the opposite of what most successful platforms do at scale but instead recognizing the individuals behind the projects.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@leemartin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leemartin<\/a> <a href=\"https:\/\/www.producthunt.com\/@gehrigkunz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gehrigkunz<\/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>Hey PH fam \ud83d\udc4b<\/p>\n<\/p>\n<p>This one’s personal for a reason I didn’t expect.<\/p>\n<\/p>\n<p>We just surpassed 10 million developers on Netlify, and instead of writing about it, we asked ourselves: <strong><em>what would actually honor that number?<\/em><\/strong><\/p>\n<\/p>\n<p>Not the metric. <strong>The people behind it.<\/strong><\/p>\n<\/p>\n<p>This one needed to be <em>for<\/em> the community. <strong>So we built Netlify Capsules.<\/strong><\/p>\n<\/p>\n<p>It’s a way for every developer to take one of their projects, add something personal\u2014a photo, a song, a note\u2014and launch it into virtual orbit. Then use AR to find it floating in the sky above you.<\/p>\n<\/p>\n<p>What caught me off guard was how much the constraint mattered.<\/p>\n<\/p>\n<p>You only get a few words for your note. That forces you to ask: what do I actually want to say about this work? About this moment?<\/p>\n<\/p>\n<p>I’ve watched people spend five minutes on their payload and twenty on that note. (Looking at you Jacob!)<\/p>\n<\/p>\n<p>The AR piece shifts how it feels too. You’re not scrolling a gallery. You’re looking up. Your work is somewhere like a museum in the sky. Other people can discover it. It makes the digital feel physical in a way I wasn’t ready for.<\/p>\n<\/p>\n<p>We didn’t build this in-house. We asked <a href=\"https:\/\/www.producthunt.com\/@leemartin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"leemartin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leemartin<\/a>, a community member with 250+ deploys, to create it. <\/p>\n<\/p>\n<p>He’s lived the builder experience we wanted to celebrate. That mattered.<\/p>\n<\/p>\n<p>What I love about this approach is it flips the usual dynamic.<\/p>\n<\/p>\n<p>We’re not telling you what 10 million means. You’re showing us. Through the projects you pick. The photos you share. The songs that got you through the build. The notes you write to express yourself.<\/p>\n<\/p>\n<p>Hope you’ll check out the experience. Curious what you’ll put in yours and what that choice says about the work that matters to you. <\/p>\n<\/p>\n<p>The Netlify team is here today so we would to hear if you’ve got questions and comments\/reactions\ud83d\udc47<\/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\/@leemartin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leemartin<\/a> <a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> Congrats KP and team for achieving such a significant milestone. Rooting for you! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazingly clever little build. Submitting a capsule was neat enough, but the mobile AR viewer is really next level. Kudos!<\/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\/@clarklab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clarklab<\/a> thanks as always for the support Clark! We appreciate 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\/@clarklab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clarklab<\/a> you the best Clark! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Netlify Capsules is EXACTLY the kind of product people have been saying they want to see more of – unique, playful and in the human spirit of creativity. When the same website template or AI generated copy is just a prompt away the team at Netlify have gone above and beyond partnered with one of their power users, <a href=\"https:\/\/www.producthunt.com\/@leemartin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"leemartin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leemartin<\/a>, and put love and delight into a fun celebration of reaching 10 million developers! <\/p>\n<p>I’m always an advocate for these kinds of experiences and we should be encouraging more like them to push technology and human creativity further! \ud83d\ude80<\/p>\n<p>(Now back to exploring all the cool capsules I can find in the sky \ud83c\udf0c)<\/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\/@leemartin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leemartin<\/a> <a href=\"https:\/\/www.producthunt.com\/@ashamplifies\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashamplifies<\/a> We talked heavily about how these types of projects help inspire folks with new ways to build stuff. Lee absolutely smashed it here! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leemartin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leemartin<\/a> <a href=\"https:\/\/www.producthunt.com\/@ashamplifies\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashamplifies<\/a> Such great feedback, thanks Ash! “human spirit of creativity” this is what we’ve been aiming for. Thanks for validating that it resonates through this project \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\/@ashamplifies\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashamplifies<\/a> this comment really hits home for me. Netlify has fostered many revolutions in the tech world. I came in during the Jamstack era and now I’m living through the vibe coding era. The invitation to work on this project is a perfect example of their approach: they are interested in ALL developers. Whether you are an SWE or have joined via vibe coding, they want to build tools which service every range of developer. Trust that this project pushed me as a developer and collaboration with the Netlify team was super exciting. I certainly felt at home working with them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So beautiful and original way to celebrate the community \ud83c\udf89<br \/>I’ve put my furry teckel into a capsule, she is orbiting out there \ud83e\udd23<\/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\/@picsoung\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@picsoung<\/a> thanks for the love \u2764\ufe0f <\/p>\n<\/p>\n<p>Took me a minute but found your site in your payload too: <a href=\"https:\/\/nicolasgrenie.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/nicolasgrenie.com\/<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@picsoung\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@picsoung<\/a> Thank you! Excited to come across your pup in orbit \ud83d\udc9c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Web-based AR can be fragile across devices and permissions. What were the biggest platform or UX constraints you had to design around, and what explicit tradeoffs did you make to keep it lightweight and accessible while still delivering an AR \u2018wow\u2019 moment?<\/div>\n<div class=\"comment-actions\">\n<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 location-based Web AR discovery is slick, but at scale you hit noisy GPS, WebXR support variance, and performance issues when dozens of capsules are nearby.<\/p>\n<p>Best practice is to bucket capsules into an H3 or S2 grid, stream only viewport-relevant items, and optimize assets with glTF + KTX2\/Basis texture compression plus LOD to keep frame times stable.<\/p>\n<p>Are capsules anchored purely by lat,lng or do you also use WebXR hit-test anschoring, and what is the plan for opt-in location privacy plus anti-spam moderation?<\/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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> Ryan, love this feedback and would love to bend your brain about all of it. This is very much a simple \/ basic Three JS execution of the concept. Capsules are anchored by coordinates but always on the move due to their orbiting path. We’re using Three JS raycasting for targeting. Since we’re using the geolocation Web API, privacy is sort of built-in as it is opt-in only to utilize the AR piece. For moderation, we’ve got Netlify AI Gateway looking through things upon submission but also doing manual moderation. If\/when the scale of this grows, we’ll definitely look towards more sophisticated tooling. Again, really appreciate the expertise!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Z6HDSW5HQBQE6D\" class=\"app-title\">Zenflow by Zencoder<\/a><\/p>\n<div class=\"one-liner\">Specification-driven AI development <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">176<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Zenflow\u662f\u4e00\u6b3e\u901a\u8fc7\u89c4\u8303\u9a71\u52a8\u7684\u5de5\u4f5c\u6d41\u3001\u5e76\u884c\u667a\u80fd\u4f53\u548c\u5185\u7f6e\u9a8c\u8bc1\uff0c\u6765\u534f\u8c03AI\u7f16\u7a0b\u7684\u684c\u9762\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5728\u590d\u6742\u4ee3\u7801\u5e93\u4e2d\u4f7f\u7528AI\u7f16\u7801\u52a9\u624b\u65f6\u5bb9\u6613\u9677\u5165\u5faa\u73af\u3001\u6548\u7387\u4f4e\u4e0b\u4e14\u96be\u4ee5\u7ba1\u7406\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\/b71d1231-5870-4248-81ff-7df7c42b0c51.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/73546b79-27d8-41c7-9186-74e142a01ca5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e006174-7a0b-4ae1-9857-ce36cf9c5da7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fbea1fa0-278e-4baf-9a6e-d83514406128.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94e0846d-5436-49f8-96cf-ac57a6fc7cf3.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\/fa0078b3-9b33-4a59-880b-a09c9b3396d3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/La0kUCgII3o\"><source src=\"https:\/\/youtu.be\/La0kUCgII3o\" 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\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u89c4\u8303\u9a71\u52a8\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u5e76\u884c\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5f00\u53d1\u6d41\u7a0b<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u7a0b\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u591a\u667a\u80fd\u4f53\u7f16\u6392\u4e0e\u9a8c\u8bc1\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u5982\u4f55\u68c0\u6d4b\u667a\u80fd\u4f53\u5faa\u73af\u3001\u8bbe\u7f6e\u8017\u65f6\u3001\u4e0e\u73b0\u6709\u5de5\u5177\uff08\u5982Cursor\uff09\u7684\u5207\u6362\u6210\u672c\u3001\u4ee5\u53ca\u5728\u5927\u89c4\u6a21\u5e94\u7528\u65f6\u5982\u4f55\u786e\u4fdd\u786e\u5b9a\u6027\u548c\u89e3\u51b3\u51b2\u7a81\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5f3a\u8c03\u4e86\u6c99\u76d2\u9694\u79bb\u3001\u663e\u5f0f\u72b6\u6001\u7ba1\u7406\u548c\u4e0d\u81ea\u52a8\u5408\u5e76\u7684\u8bbe\u8ba1\u6765\u4fdd\u969c\u5b89\u5168\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 Zenflow\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u521b\u9020\u53e6\u4e00\u4e2a\u66f4\u201c\u806a\u660e\u201d\u7684AI\u7f16\u7801\u52a9\u624b\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3aAI\u8f6f\u4ef6\u5de5\u7a0b\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u5b83\u76f4\u9762\u5f53\u524dAI\u8f85\u52a9\u7f16\u7801\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u751f\u6210\u5f0fAI\u7684\u968f\u673a\u6027\u3001\u975e\u786e\u5b9a\u6027\u4e0e\u5de5\u7a0b\u5b9e\u8df5\u6240\u9700\u7684\u53ef\u9760\u6027\u3001\u53ef\u7ba1\u7406\u6027\u4e4b\u95f4\u7684\u51b2\u7a81\u3002\u4ea7\u54c1\u63d0\u51fa\u7684\u201c\u89c4\u8303\u9a71\u52a8\u201d\u548c\u201c\u5185\u7f6e\u9a8c\u8bc1\u201d\u662f\u5173\u952e\u7ea0\u504f\uff0c\u8bd5\u56fe\u5c06\u5f00\u53d1\u4ece\u201c\u63d0\u793a\u8bcd\u5f69\u7968\u201d\u548c\u201c\u6c1b\u56f4\u7f16\u7801\u201d\u62c9\u56de\u4ee5\u67b6\u6784\u610f\u56fe\u4e3a\u8d77\u70b9\u7684\u4e25\u8c28\u8f68\u9053\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u53ef\u80fd\u4f53\u73b0\u5728\u4e24\u4e2a\u5c42\u9762\uff1a\u5bf9\u4e8e\u4e2a\u4f53\u5f00\u53d1\u8005\uff0c\u201c\u591a\u6a21\u578b\u7206\u7834\u6a21\u5f0f\u201d\u548c\u4ea4\u53c9\u9a8c\u8bc1\u5b9e\u8d28\u4e0a\u662f\u5c06\u6a21\u578b\u9009\u62e9\u4e0e\u7ed3\u679c\u8bc4\u5ba1\u5de5\u7a0b\u5316\uff0c\u7528\u5e76\u884c\u8ba1\u7b97\u6210\u672c\u6362\u53d6\u786e\u5b9a\u6027\u7684\u8d28\u91cf\u63d0\u5347\u3002\u5bf9\u4e8e\u56e2\u961f\u534f\u4f5c\uff0c\u5176\u9879\u76ee\u770b\u677f\u548c\u6c99\u76d2\u9694\u79bb\u673a\u5236\uff0c\u5219\u662f\u5728\u4e3a\u591aAI\u667a\u80fd\u4f53\u534f\u540c\u5de5\u4f5c\u5efa\u7acb\u57fa\u672c\u7684\u201c\u4ea4\u901a\u89c4\u5219\u201d\u4e0e\u201c\u5b89\u5168\u56f4\u680f\u201d\uff0c\u907f\u514d\u667a\u80fd\u4f53\u95f4\u7684\u4ee3\u7801\u51b2\u7a81\u548c\u6df7\u4e71\uff0c\u8fd9\u662f\u811a\u672c\u5316\u65b9\u6848\u96be\u4ee5\u7cfb\u7edf\u89e3\u51b3\u7684\u6cbb\u7406\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5b83\u5f15\u5165\u4e86\u65b0\u7684\u62bd\u8c61\u5c42\uff08\u5de5\u4f5c\u6d41\u5b9a\u4e49\u3001\u89c4\u8303\u6587\u4ef6\uff09\uff0c\u8fd9\u672c\u8eab\u5c31\u6709\u5b66\u4e60\u4e0e\u7ef4\u62a4\u6210\u672c\uff0c\u53ef\u80fd\u5c06\u590d\u6742\u6027\u4ece\u201c\u7ba1\u7406\u4ee3\u7801\u201d\u90e8\u5206\u8f6c\u79fb\u5230\u201c\u7ba1\u7406AI\u5de5\u4f5c\u6d41\u201d\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u975e\u786e\u5b9a\u6027\u201d\u7684\u5c16\u9510\u63d0\u95ee\u76f4\u6307\u8981\u5bb3\uff1a\u5373\u4f7f\u6709\u6c99\u76d2\u9694\u79bb\uff0c\u667a\u80fd\u4f53\u884c\u4e3a\u7684\u4e0d\u53ef\u9884\u6d4b\u6027\u4f9d\u7136\u5b58\u5728\uff0c\u53ea\u662f\u5c06\u95ee\u9898\u4ece\u4ee3\u7801\u5408\u5e76\u9636\u6bb5\u524d\u7f6e\u5230\u4e86\u7ed3\u679c\u9009\u62e9\u9636\u6bb5\u3002\u6700\u7ec8\uff0c\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8e\u7f16\u6392\u6280\u672f\u672c\u8eab\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u9884\u8bbe\u7684\u201c\u89c4\u8303\u9a71\u52a8\u201d\u5f00\u53d1\u8303\u5f0f\u80fd\u5426\u88ab\u4e3b\u6d41\u5f00\u53d1\u8005\u6240\u63a5\u7eb3\uff0c\u5e76\u8bc1\u660e\u5176\u5e26\u6765\u7684\u8d28\u91cf\u589e\u76ca\u8db3\u4ee5\u8986\u76d6\u65b0\u589e\u7684\u6d41\u7a0b\u5f00\u9500\u3002\u5b83\u4e0d\u662f\u5728\u4f18\u5316\u5355\u6b21AI\u751f\u6210\u7684\u6548\u7387\uff0c\u800c\u662f\u5728\u8d4c\u5de5\u7a0b\u56e2\u961f\u5bf9\u5f00\u53d1\u8fc7\u7a0b\u53ef\u63a7\u6027\u3001\u53ef\u5ba1\u8ba1\u6027\u7684\u9700\u6c42\uff0c\u5c06\u538b\u5012\u5bf9\u201c\u5feb\u901f\u8bd5\u9519\u201d\u7684\u504f\u597d\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\">Zenflow by Zencoder<\/span>\n <\/div>\n<div class=\"comment-content\">Zenflow streamlines Al-first engineering with specification-driven workflows, parallel agents, and built-in verification – so you can ship production-grade software.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\ude80 Hey Product Hunt!<\/p>\n<\/p>\n<p>Andrew here. While building our IDE extensions and cloud agents, we kept running into the same problem many of you probably face when using coding agents in complex repositories: agents getting stuck in loops, over-apologizing, and burning time without making real progress.<\/p>\n<\/p>\n<p>We tried to paper over this with scripts, but juggling terminals and copy-paste prompting quickly became painful. So we built <strong>Zenflow<\/strong> – a free desktop tool for orchestrating AI coding workflows.<\/p>\n<\/p>\n<p>It handles the things we kept missing in standard chat interfaces:<\/p>\n<ul>\n<li>\n<p><strong>Dynamic Workflows: <\/strong>Workflows are defined in simple .md files, and agents can dynamically rewire the next steps based on what they discover mid-execution.<\/p>\n<\/li>\n<li>\n<p><strong>Spec Driven Development: <\/strong>Use formal specs to guide agents, ensuring the implementation matches your architectural intent before a single line of code is written.<\/p>\n<\/li>\n<li>\n<p><strong>Cross-Model Verification: <\/strong>Have Codex review Claude\u2019s output, or run multiple models in parallel to see which one handles a specific codebase or task best.<\/p>\n<\/li>\n<li>\n<p><strong>Blast Mode (Multi-Model Inference):<\/strong> Run up to four different models (Claude, GPT, Gemini, Codex) on the same task simultaneously. Compare their outputs side-by-side and pick the best result.<\/p>\n<\/li>\n<li>\n<p><strong>Parallel Execution: <\/strong>Run multiple approaches on the same backlog item simultaneously mixing <em>human-in-the-loop<\/em> workflows for hard problems with faster \u201cYOLO\u201d runs for simpler tasks.<\/p>\n<\/li>\n<li>\n<p><strong>Project-Level Kanban: <\/strong>Track and manage all agent work through project lists and kanban-style views, not scattered terminal windows.<\/p>\n<\/li>\n<\/ul>\n<h3><strong>What we learned building Zenflow<\/strong><\/h3>\n<p>After running 100+ experiments on SWE-Bench and private datasets, we found that models are increasingly overfit to public benchmarks. Real-world success doesn’t come from “smarter” models alone; it comes from the “Goldilocks” Workflow just enough structure to prevent loops without over-orchestrating the creativity out of the AI.<\/p>\n<\/p>\n<p>We\u2019ve been dogfooding this heavily to build our own IDE extensions, and we\u2019d love to hear how it handles your toughest repos.<\/p>\n<\/p>\n<p>Zenflow is free to use and currently supports Claude Code, Codex, Gemini, and Zencoder.<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>33<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrewsthoughts\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrewsthoughts<\/a> How long does it usually take to set up Zenflow for an existing large repo?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@andrewsthoughts\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrewsthoughts<\/a> How do you detect when an agent is looping versus just exploring?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrewsthoughts\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrewsthoughts<\/a> Have you noticed certain models perform better for specific types of repos or tasks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Exciting launch, crew!<\/p>\n<p>You guys are really taking spec-driven development to the next level. I’m excited to see how it pans out. Let’s gooo!<\/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\/@vibor_cipan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vibor_cipan<\/a> Thank you Vibor! Do try the product and share your feedback! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats! Zenflow\u2019s multi-agent orchestration and built-in verification feels like a game-changer for scalable AI engineering. I’m excited to try real workflows beyond vibe coding. Good luck!<\/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\/@srdan_stojadinovic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@srdan_stojadinovic<\/a> Thank you Srdjan – do share your feedback<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using it for a couple of weeks now and am now just babysitting the AI as it builds the product! Code quality is very good!<\/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\/@glen_little\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@glen_little<\/a> Thank you for the kind words, Glen!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@svpino\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svpino<\/a> Thanks Santiago! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Multi-agent \u201cblast mode\u201d and dynamic rewiring is powerful, but at scale the pain is non-determinism: agents race, loop, and produce conflicting diffs that are hard to replay or audit.<\/p>\n<p>Best practice is a reproducible execution harness: sandboxed per-agent workspaces\/branches, deterministic step graph with idempotent tools, and mandatory verify gates (lint + minimal tests) before merge, with full traces for replay.<\/p>\n<p>How does Zenflow represent and version the workflow state, and can it enforce conflict-free patch application plus automatic rollback when verification fails?<\/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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> that\u2019s a really good question and honestly, that\u2019s exactly the class of problems Zenflow is designed to avoid. The way we think about it is: we don\u2019t try to make multi-agent work \u201cmagically deterministic.\u201d Instead, we make it observable, isolated, and auditable.<\/p>\n<p>Concretely, every agent in Zenflow runs in its own fully sandboxed workspace. It\u2019s a full copy of the repo with its own Git branch. So agents never race on files, they never overwrite each other, and you never get conflicting diffs produced at the same time. That whole class of non-deterministic merge issues just doesn\u2019t happen.<\/p>\n<p>On the workflow side, everything the agent does is driven by an explicit step graph things like requirements, spec, planning, implementation, verification. That state is materialized as real artifacts like spec.md plans, and diffs, and you can see and edit it at any point. If an agent decides to change the plan mid-flight, that change is visible and versioned as well.<\/p>\n<p>For verification, we don\u2019t auto-merge anything. You can add explicit verify steps run tests, lint, compile and you can also have another agent review the output before you move forward. If verification fails, nothing gets applied, because it\u2019s still just a sandboxed branch.<\/p>\n<\/p>\n<p>Because of that model, we don\u2019t really need rollback in the traditional sense. If something fails verification, you just discard that branch and move on main is untouched.<\/p>\n<p>So the short version is: Zenflow enforces conflict-free execution by isolation, keeps workflows reproducible by making state explicit, and avoids chaos by never auto-applying changes. You get parallel exploration, but with the same safety properties you\u2019d expect from a disciplined engineering process.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">If a team is already using Cursor\/Claude Code\/Codex directly, what\u2019s the clearest reason to add Zenflow rather than just writing internal scripts or stricter prompting guidelines\u2014and what\u2019s the switching cost you had to eliminate to make that decision easy?<\/div>\n<div class=\"comment-actions\">\n<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>Great question, this is exactly the right bar<\/p>\n<p>First: with Zenflow, you can run Claude Code, Codex, or Gemini agents directly. If you already pay for those, Zenflow is effectively free to try \u2014 no model switch, no new lock-in.<\/p>\n<\/p>\n<p>Second: Zenflow is spec-driven by default. You\u2019re not playing prompt roulette. Work starts from an explicit spec that agents plan against, not vibes.<\/p>\n<\/p>\n<p>Third: you can cross-verify agents. Claude\u2019s output checked by Codex or Gemini (and vice versa). That alone kills a huge class of silent failures.<\/p>\n<\/p>\n<p>Fourth: Zenflow gives you a real execution UI \u2014 Kanban views for agents in parallel stages, so you can see planning, execution, review, and failures instead of guessing in a chat window.<\/p>\n<\/p>\n<p>Lastly: built-in verification. Not \u201ctrust the model,\u201d not manual review \u2014 verification is part of the system. That\u2019s the part most tools skip.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Thank you for the question! Now where do I start; <\/p>\n<p>If a team is already productive with Cursor, Claude Code, or Codex, the clearest reason to add Zenflow isn\u2019t \u201cbetter prompts\u201d it\u2019s orchestration. You <em>can<\/em> try to recreate this with internal scripts and stricter prompting guidelines, but what teams usually discover is that the real cost isn\u2019t generation, it\u2019s coordination: running multiple agents safely, keeping work isolated, reviewing outcomes, and knowing what\u2019s happening where.<\/p>\n<p>Where it really clicks is <strong>blast mode.<\/strong> You can run multiple agents in parallel Claude, Codex, GPT, Gemini on the same task, each in its own sandbox. Then you either compare results side-by-side or have one model review another. That\u2019s very hard to do reliably with scripts.<\/p>\n<p>Workflows are also lightweight. They\u2019re just .md files, and agents can dynamically rewire the next steps based on what they discover mid-execution. Combined with spec-driven development, this means agents align to your architectural intent <em>before<\/em> they write code, not after.<\/p>\n<p>Zenflow also gives you visibility. Instead of scattered terminal windows, you get a<strong> project-level Kanban board <\/strong>showing what agents are running, blocked, in review, or done which matters a lot once you scale beyond one engineer.<\/p>\n<p>And yes, I\u2019d definitely add <strong>multi-repo<\/strong> here. Being able to reason across repos, schemas, and services is a big reason teams bring Zenflow in.<\/p>\n<p>On the model side, Zencoder is a strong, first-class citizen. Claude or Codex are great if you prefer direct subscriptions to those vendors. But if you\u2019re an enterprise that prefers APIs like Claude via Bedrock or Vertex, or OpenAI via Azure, Zenflow is a very natural fit.<\/p>\n<p>As for switching cost, that\u2019s what we worked hard to eliminate. You don\u2019t have to rip anything out. No new editor, no new workflow mandate. You just add Zenflow when coordination, verification, and parallelism start becoming the bottleneck.<\/p>\n<p>Hope this helps to ans your question \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PFC5FHUVUDQAFY\" class=\"app-title\">Clippy, but on Steroids<\/a><\/p>\n<div class=\"one-liner\">“Hey Siri” with MCP calls and local LLM<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">174<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8e\u672c\u5730\u5927\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u611f\u77e5AI\u52a9\u624b\uff0c\u901a\u8fc7\u8bed\u97f3\u6216\u6307\u4ee4\u76f4\u63a5\u5728\u5f53\u524d\u6587\u672c\u5b57\u6bb5\u751f\u6210\u5e76\u7c98\u8d34\u5185\u5bb9\uff0c\u5e76\u96c6\u6210Linear\u3001Google\u65e5\u5386\u7b49\u5de5\u5177\u64cd\u4f5c\uff0c\u65e8\u5728\u6d88\u9664\u5e94\u7528\u95f4\u590d\u5236\u7c98\u8d34\u7684\u7e41\u7410\uff0c\u63d0\u5347\u6570\u5b57\u5de5\u4f5c\u6d41\u7684\u6d41\u7545\u5ea6\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\/371c3956-efba-4d3f-ac6e-de82dec3d3b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aa2bda81-ce43-4949-b0e7-1d2c1fa87681.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17099224-d39d-4563-8cc4-4bafd2dc6556.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/738513b6-3691-4a63-a016-a5d31fee829e.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\/05e886e1-0a23-4776-9152-9235ae57099d.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/389e084b65fb47cfa5b743b8fe3ca158\"><source src=\"https:\/\/www.loom.com\/share\/389e084b65fb47cfa5b743b8fe3ca158\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Bots<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">\u65e0\u611f\u7c98\u8d34<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u590d\u53e4\u8bbe\u8ba1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u5176\u672c\u5730\u5316\u5e26\u6765\u7684\u9690\u79c1\u5b89\u5168\u3001\u6d88\u9664\u590d\u5236\u7c98\u8d34\u7684\u6d41\u7545\u4f53\u9a8c\u53ca\u590d\u53e4\u8bbe\u8ba1\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5b89\u88c5\u6280\u672f\u6545\u969c\u3001\u5bf9\u6269\u5c55\u5b89\u5168\u6027\u7684\u62c5\u5fe7\u3001\u5e0c\u671b\u652f\u6301\u81ea\u5b9a\u4e49\u6a21\u578b\uff08\u5982Ollama\uff09\uff0c\u4ee5\u53ca\u5efa\u8bae\u4e3aMCP\u5de5\u5177\u8c03\u7528\u589e\u52a0\u6743\u9650\u786e\u8ba4\u6b65\u9aa4\u4ee5\u9632\u6b62\u8bef\u64cd\u4f5c\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 Clippy\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u672c\u5730\u7248Copilot\u201d\uff0c\u800c\u5728\u4e8e\u5176\u8bd5\u56fe\u901a\u8fc7\u201c\u65e0\u611f\u7c98\u8d34\u201d\u548c\u201c\u672c\u5730\u6267\u884c\u201d\u8fd9\u4e24\u5927\u652f\u67f1\uff0c\u5bf9AI\u8f85\u52a9\u4ea4\u4e92\u8303\u5f0f\u8fdb\u884c\u4e00\u6b21\u201c\u964d\u7ef4\u6253\u51fb\u201d\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u5f53\u524dAI\u5de5\u5177\u6d41\u7684\u6839\u672c\u6469\u64e6\uff1a\u751f\u6210-\u590d\u5236-\u5207\u6362\u7a97\u53e3-\u7c98\u8d34\u7684\u65ad\u88c2\u8fc7\u7a0b\u3002\u901a\u8fc7\u5c06\u8f93\u51fa\u76f4\u63a5\u6ce8\u5165\u7126\u70b9\u5b57\u6bb5\uff0c\u5b83\u628a\u591a\u6b65\u64cd\u4f5c\u538b\u7f29\u4e3a\u4e00\u6b65\uff0c\u8fd9\u5728\u9891\u7e41\u8c03\u7528AI\u7684\u573a\u666f\u4e0b\uff0c\u4f53\u9a8c\u63d0\u5347\u662f\u663e\u8457\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u6fc0\u8fdb\u201d\u7684\u96c6\u6210\u65b9\u5f0f\uff08\u76f4\u63a5\u5199\u5165\u3001\u64cd\u4f5c\u65e5\u5386\u548cLinear\uff09\u4e5f\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5e26\u6765\u4e86\u4e25\u8083\u7684\u5b89\u5168\u4e0e\u53ef\u9760\u6027\u9690\u60a3\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u8bef\u64cd\u4f5c\u548c\u6743\u9650\u7684\u62c5\u5fe7\u975e\u5e38\u4e13\u4e1a\u4e14\u81f4\u547d\u3002\u4ea7\u54c1\u76ee\u524d\u4f9d\u8d56\u201c\u672a\u53d1\u751f\u95ee\u9898\u201d\u7684\u4e50\u89c2\u5047\u8bbe\uff0c\u800c\u975e\u4e25\u8c28\u7684\u6743\u9650\u6c99\u7bb1\u548c\u786e\u8ba4\u673a\u5236\uff0c\u8fd9\u5728\u5904\u7406\u751f\u4ea7\u6570\u636e\u65f6\u662f\u5371\u9669\u7684\u3002\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u5728\u4fdd\u6301\u201c\u65e0\u611f\u201d\u6d41\u7545\u5ea6\u7684\u540c\u65f6\uff0c\u5efa\u7acb\u8d77\u5fc5\u8981\u7684\u5b89\u5168\u62a4\u680f\uff0c\u8fd9\u9700\u8981\u7cbe\u7ec6\u7684\u4e0a\u4e0b\u6587\u611f\u77e5\uff08\u5982\u533a\u5206\u5bc6\u7801\u6846\uff09\u548c\u7528\u6237\u610f\u56fe\u786e\u8ba4\u8bbe\u8ba1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u201c\u672c\u5730\u6a21\u578b\u201d\u6807\u7b7e\u65e2\u662f\u62a4\u57ce\u6cb3\u4e5f\u662f\u5929\u82b1\u677f\u3002\u5b83\u5438\u5f15\u4e86\u9690\u79c1\u654f\u611f\u7528\u6237\uff0c\u4f46\u4e5f\u53d7\u9650\u4e8e\u672c\u5730\u6a21\u578b\u7684\u6027\u80fd\u4e0e\u6210\u672c\u5e73\u8861\u3002\u652f\u6301\u81ea\u5b9a\u4e49\u6a21\u578b\u662f\u5fc5\u7136\u65b9\u5411\u3002\u521b\u59cb\u4eba\u975e\u6280\u672f\u80cc\u666f\u5e26\u6765\u7684\u72ec\u7279\u5ba1\u7f8e\uff08\u6db2\u6001\u73bb\u7483\u8bbe\u8ba1\u3001\u590d\u53e4Clippy\u60c5\u6000\uff09\u662f\u6709\u6548\u7684\u5dee\u5f02\u5316\u60c5\u611f\u89e6\u70b9\uff0c\u4f46\u4ea7\u54c1\u7684\u957f\u671f\u751f\u5b58\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u8fd9\u79cd\u201c\u6709\u8da3\u7684\u73a9\u5177\u201d\u7a33\u5065\u5730\u5347\u7ea7\u4e3a\u201c\u53ef\u4fe1\u7684\u5de5\u5177\u201d\u3002\u5b83\u5c55\u793a\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u672a\u6765\u5de5\u4f5c\u6d41\u96cf\u5f62\uff0c\u4f46\u901a\u5f80\u201c\u53ef\u9760\u201d\u4e4b\u8def\u624d\u521a\u521a\u5f00\u59cb\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\">Clippy, but on Steroids<\/span>\n <\/div>\n<div class=\"comment-content\">Clippy is a friendly popup GPT using local LLMs that is aware of your current context and pastes responses right in the text field where you are working, eliminating copy pasting. You can use it with voice commands or dictate, all with local models. And it can create Linear tickets or edit your Google Clendar with your voice.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunters \ud83d\udc4b,<\/p>\n<\/p>\n<p>I’m Max,<\/p>\n<\/p>\n<p>I am coming from a non-technical background, from film production, and a bit more than a year ago I started building things that I like, that are useful for me, and that are fun.<\/p>\n<\/p>\n<p>I built Clippy because I wanted to have a cool way to dictate with local models and later I realised the whole GPT context copy and direct pasting possibility. And then ideas started storming with linear and co. I have a newer version with control of apple calendar and reminders, but thats still a work in progress.<\/p>\n<p>And I chose Clippy for a vintage cute touch.<\/p>\n<\/p>\n<p>I did all the visuals myself in Figma and experimented a lot with liquid glass and local models.<\/p>\n<\/p>\n<p>Ah and as a fun fact – I coded around 90% of the app on airplane wifi, flying from Germany to SF. That was fun.<\/p>\n<\/p>\n<p>Hope you like it too.<\/p>\n<\/p>\n<p>Best,<\/p>\n<p>Max<\/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\/@maximilian_prokopp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maximilian_prokopp<\/a> Really cool story behind this, Max<\/p>\n<p>I like the idea of keeping everything local, especially for privacy sensitive workflows. The direct pasting into the active text field is a smart touch.<\/p>\n<p>and how are you handling context switching between apps? Does clippy keep separate context per app or a shared one?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maximilian_prokopp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maximilian_prokopp<\/a> Hi Max, Congrats on the launch. You’re a brave man using the clippy icon….Looks like a cool tool though.<\/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>Is the extension safe? \ud83d\ude00 Lately I was trying more extensions and LinkedIn started accusing me I am using some not good tools so they restricted my account for a while. Because this looks like a cool tool but I do not want to risk anything \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\">\n<p>Could you please fix this? I got a confirmation email, but after confirming (clicking the link in the email), I got the Localhost message.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d1debd1-a9ae-4436-8750-fa8aef276be1.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"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> my friends didnt have problems installing it \ud83d\ude00 I did my best to make it the best I can<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Love the local-first, context-aware Clippy for frictionless in-app assistance.<\/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\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> happy you like it! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>very nice<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@karmedge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karmedge<\/a> happy you like it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I need clippy to knock on the screen to give me the full member berries <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/97acb546-0252-4b35-a15b-43c37d2ba7ae.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4d0920f5-2b43-43d0-8c11-7f9578348def.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>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\/@jaredepicpower\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaredepicpower<\/a> hahaha, bringin’ back the old memories<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">People can already get system-wide dictation and \u201cpolished output\u201d from existing tools\u2014what\u2019s the clearest switching trigger you\u2019ve seen for Clippy (e.g., in-place editing, context memory, local-first privacy, tool actions), and what\u2019s your 30\u2011second proof that it\u2019s meaningfully better in daily use?<\/div>\n<div class=\"comment-actions\">\n<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> Good points Kitty – I think tools should be fun and lively and the vibes of Clippy are a USP for me. But editing in place is actually the most usable feature for me and I rarely copy paste anymore. What would it be for you?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is actually quite useful, could definitely unlock a lot of productivity in my day to day tasks \ud83d\ude80 Thanks for sharing <a href=\"https:\/\/www.producthunt.com\/@maximilian_prokopp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maximilian_prokopp<\/a> \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@laurenz_sommerlad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@laurenz_sommerlad<\/a> love that Laurenz! Hope you like it \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Eliminating the ‘copy-paste dance’ between the browser and the text field is a huge UX win. It\u2019s one of those friction points we just got used to, but didn’t realize how annoying it was until a solution like Clippy arrived! The Linear and Google Calendar integration via voice is a game changer for productivity. <strong>My question: <\/strong>Which local model are you currently using for the ‘context-aware’ part? And is there a way for users to swap in their own models (like through Ollama)? Does Clippy ‘see’ the context of the specific app I’m in (like a code editor vs. an email client), or is it based on the text I’ve already typed in the field?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yuanyuan_zhang0104\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuanyuan_zhang0104<\/a> Swapping in is smart! I was using local apple foundation model and Gemma 4B. It is all about the text you have highlighted which makes the current context usage effortless<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Coding 90% of the app on airplane Wi-Fi is the ultimate builder flex, thats an incredible story, Max.The liquid glass aesthetic in Figma really paid off and It\u2019s clear that coming from a film background gave you a unique eye for the visuals the app looks beautiful! Only one question, are you planning to keep it strictly for macOS, or is a mobile companion app in the cards?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eugene_chernyak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eugene_chernyak<\/a> thanks thanks! MacOS was my go to now. No Jarvis ambitions here, just a humble fun project \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>Context-aware \u201cpaste into active field\u201d plus voice-triggered MCP tool calls can go sideways fast at scale: wrong-window injection, secure fields, and unintended side effects (Calendar, Linear) from misheard intent.<\/p>\n<p>Best practice is capability-based tool permissions with explicit usaer-confirm steps and audit logs, plus OS-level allowlists and secure-field detection; for local dictation, streaming whisper.cpp-style on-device ASR with VAD keeps latency predictable and private<\/p>\n<p>How do you sandbox MCP execution and prevent writes unless the focused app and target field pass an allowlist, especially around password or secure input contexts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> thanks for the thoughts! I was working on a second version which gives you an approval checkbox for the MCP calls. Whisper runs locally, which is hat makes it ultra fast. And I did not have issues of it accidentalyl popping up and pasting wrong stuff \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great to have Clippy back \ud83d\ude09 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/LVRM6IRWTEMM4S\" class=\"app-title\">Coda by Conductor Quantum<\/a><\/p>\n<div class=\"one-liner\">Solving problems using quantum computing & natural language<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">137<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Coda \u662f\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u95ee\u9898\uff0c\u5373\u53ef\u5728\u771f\u5b9e\u91cf\u5b50\u5904\u7406\u5668\u4e0a\u8fd0\u884c\u7a0b\u5e8f\u7684\u5e73\u53f0\uff0c\u5b83\u8ba9\u975e\u91cf\u5b50\u7f16\u7a0b\u4e13\u5bb6\u4e5f\u80fd\u5229\u7528\u91cf\u5b50\u8ba1\u7b97\u89e3\u51b3\u5316\u5b66\u3001\u6750\u6599\u79d1\u5b66\u7b49\u9886\u57df\u7684\u590d\u6742\u6a21\u62df\u95ee\u9898\uff0c\u6781\u5927\u964d\u4f4e\u4e86\u8be5\u6280\u672f\u7684\u4f7f\u7528\u95e8\u69db\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\/2b970fa1-c0b7-457f-8867-5fd2ac179104.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28b0ffa8-9350-48a6-96e5-b8633d9a7de9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8729ab5-3a71-46b4-9101-a17f331984ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f3fc486c-aed0-4849-9f3c-57f614e98807.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c84a10df-e9c4-45fa-abe5-18b51c1dfbe9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d7bc2800-0d3c-4b46-a21f-09eda3a12130.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/fdc034e9-ac47-4d07-b097-188f020e3ecc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/MocBUZlQlmU\"><source src=\"https:\/\/youtu.be\/MocBUZlQlmU\" 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\">Computers<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u91cf\u5b50\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u79d1\u5b66\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u836f\u7269\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u6750\u6599\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u6559\u80b2\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e91\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u786c\u4ef6\u62bd\u8c61\u5c42<\/span><br \/>\n <span class=\"tag\">STEM<\/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\u964d\u4f4e\u91cf\u5b50\u8ba1\u7b97\u95e8\u69db\u7684\u613f\u666f\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a1. \u4e0e\u7ecf\u5178\u8ba1\u7b97\u76f8\u6bd4\uff0c\u91cf\u5b50\u8ba1\u7b97\u7684\u5177\u4f53\u4f18\u52bf\u7528\u4f8b\u662f\u4ec0\u4e48\uff1f2. \u5982\u4f55\u4fdd\u8bc1\u81ea\u7136\u8bed\u8a00\u751f\u6210\u91cf\u5b50\u7a0b\u5e8f\u7684\u6b63\u786e\u6027\u4e0e\u53ef\u590d\u73b0\u6027\uff1f\u521b\u59cb\u4eba\u56de\u5e94\u5f3a\u8c03\u4e86\u5206\u5b50\u6a21\u62df\u7b49\u5e94\u7528\uff0c\u5e76\u4ecb\u7ecd\u4e86\u652f\u6301\u7684\u591a\u79cd\u4e2d\u95f4\u8868\u793a\u548c\u9a8c\u8bc1\u6d41\u7a0b\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 Coda \u7784\u51c6\u4e86\u4e00\u4e2a\u6781\u5177\u524d\u77bb\u6027\u4f46\u5f53\u524d\u6781\u5176\u5c0f\u4f17\u7684\u75db\u70b9\uff1a\u91cf\u5b50\u8ba1\u7b97\u7684\u201c\u53ef\u7528\u6027\u201d\u9e3f\u6c9f\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u626e\u6f14\u201c\u7ffb\u8bd1\u201d\u4e0e\u201c\u6865\u6881\u201d\u89d2\u8272\u2014\u2014\u5c06\u81ea\u7136\u8bed\u8a00\u610f\u56fe\u7ffb\u8bd1\u6210\u91cf\u5b50\u7535\u8def\uff0c\u5e76\u5c06\u62bd\u8c61\u786c\u4ef6\u5dee\u5f02\u7edf\u4e00\u6210\u6807\u51c6\u63a5\u53e3\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e3a\u4e00\u9879\u5c1a\u672a\u6210\u719f\u7684\u4e3b\u6d41\u5e94\u7528\uff08\u91cf\u5b50\u8ba1\u7b97\uff09\u63d0\u524d\u94fa\u8bbe\u5f00\u53d1\u8005\u751f\u6001\u548c\u7528\u6237\u4e60\u60ef\u7684\u57fa\u7840\u8bbe\u65bd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u7cbe\u51c6\u5b9a\u4f4d\u4e86\u201c\u9886\u57df\u4e13\u5bb6\u201d\u8fd9\u4e2a\u5173\u952e\u7fa4\u4f53\u3002\u4ed6\u4eec\u62e5\u6709\u6700\u8feb\u5207\u7684\u91cf\u5b50\u6a21\u62df\u9700\u6c42\uff0c\u5374\u6700\u65e0\u6687\u5b66\u4e60\u5e95\u5c42\u91cf\u5b50\u7f16\u7a0b\u3002\u7528\u81ea\u7136\u8bed\u8a00\u4f5c\u4e3a\u4ea4\u4e92\u754c\u9762\uff0c\u662f\u5207\u5165\u8be5\u7fa4\u4f53\u6700\u9ad8\u6548\u7684\u8def\u5f84\u3002\u4e8c\u662f\u91c7\u53d6\u4e86\u52a1\u5b9e\u7684\u786c\u4ef6\u805a\u5408\u7b56\u7565\uff0c\u5bf9\u63a5 Rigetti\u3001IonQ \u7b49\u591a\u54c1\u724c\u91cf\u5b50\u5904\u7406\u5668\u53ca\u4e3b\u6d41\u6a21\u62df\u5668\uff0c\u5728\u786c\u4ef6\u6218\u56fd\u65f6\u4ee3\u63d0\u4f9b\u4e86\u7edf\u4e00\u5165\u53e3\uff0c\u964d\u4f4e\u4e86\u7528\u6237\u7684\u5c1d\u8bd5\u6210\u672c\u548c\u9009\u62e9\u56f0\u60d1\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\u4ea7\u54c1\u4ef7\u503c\u4e0e\u5e95\u5c42\u786c\u4ef6\u80fd\u529b\u6df1\u5ea6\u7ed1\u5b9a\u3002\u5728\u5f53\u524dNISQ\uff08\u542b\u566a\u58f0\u4e2d\u7b49\u89c4\u6a21\u91cf\u5b50\uff09\u65f6\u4ee3\uff0c\u91cf\u5b50\u786c\u4ef6\u80fd\u89e3\u51b3\u7684\u5b9e\u7528\u95ee\u9898\u6781\u4e3a\u6709\u9650\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4Coda\u6ca6\u4e3a\u201c\u9ad8\u7ea7\u73a9\u5177\u201d\u6216\u6559\u5b66\u6f14\u793a\u5de5\u5177\uff0c\u5176\u627f\u8bfa\u7684\u201c\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u201d\u7684\u80fd\u529b\u5907\u53d7\u8d28\u7591\u3002\u5176\u6b21\uff0c\u6280\u672f\u98ce\u9669\u663e\u8457\u3002\u6b63\u5982\u8bc4\u8bba\u6240\u6307\uff0cLLM\u751f\u6210\u91cf\u5b50\u7535\u8def\u7684\u201c\u6b63\u786e\u6027\u201d\u662f\u5de8\u5927\u9ed1\u76d2\uff0c\u5728\u79d1\u5b66\u8ba1\u7b97\u9886\u57df\uff0c\u4e0d\u53ef\u9760\u7684\u7ed3\u679c\u6bd4\u6ca1\u6709\u7ed3\u679c\u66f4\u7cdf\u7cd5\u3002\u5c3d\u7ba1\u56e2\u961f\u63d0\u53ca\u4e86\u9a8c\u8bc1\u6d41\u7a0b\uff0c\u4f46\u5982\u4f55\u786e\u4fdd\u7269\u7406\u610f\u4e49\u7684\u6b63\u786e\u6027\uff0c\u800c\u975e\u4ec5\u4ec5\u662f\u8bed\u6cd5\u53ef\u7f16\u8bd1\uff0c\u662f\u5173\u4e4e\u5176\u4e13\u4e1a\u4fe1\u8a89\u7684\u751f\u547d\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0cCoda \u662f\u4e00\u573a\u8c6a\u8d4c\u3002\u5b83\u8d4c\u7684\u662f\u91cf\u5b50\u786c\u4ef6\u5c06\u5feb\u901f\u6f14\u8fdb\u81f3\u5b9e\u7528\u9636\u6bb5\uff0c\u5e76\u63d0\u524d\u5361\u4f4d\u5e94\u7528\u5c42\u5165\u53e3\u3002\u82e5\u8d4c\u8d62\uff0c\u5b83\u5c06\u6210\u91cf\u5b50\u65f6\u4ee3\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u96cf\u5f62\uff1b\u82e5\u786c\u4ef6\u8fdb\u5c55\u7f13\u6162\uff0c\u5b83\u5219\u53ef\u80fd\u56e0\u7f3a\u4e4f\u771f\u5b9e\u5e94\u7528\u573a\u666f\u800c\u9677\u5165\u505c\u6ede\u3002\u76ee\u524d\uff0c\u5b83\u66f4\u73b0\u5b9e\u7684\u4ef7\u503c\u53ef\u80fd\u5728\u4e8e\u6559\u80b2\u548c\u539f\u578b\u63a2\u7d22\uff0c\u4e3a\u672a\u6765\u7684\u91cf\u5b50\u65f6\u4ee3\u57f9\u517b\u7b2c\u4e00\u6279\u201c\u7528\u6237\u201d\u800c\u975e\u201c\u7a0b\u5e8f\u5458\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\">Coda by Conductor Quantum<\/span>\n <\/div>\n<div class=\"comment-content\">TL;DR Quantum computing won\u2019t scale if every program is a hand-written circuit. Coda lets beginners, domain experts, and engineers describe problems in natural language and run them on real quantum processors, without writing low-level quantum code.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hi Product Hunters!<\/p>\n<p>I\u2019m Brandon, co-founder of Conductor Quantum. Today we\u2019re launching Coda, a natural language interface for quantum computers.<\/p>\n<p>Coda lets you design, understand, and run quantum programs in natural language, without writing low-level quantum code. We built it because quantum computing is powerful, but still far too hard to actually use.<\/p>\n<\/p>\n<p>Quantum computers offer a new computing paradigm for simulating the world at the atomic level. This opens up new possibilities in chemistry, materials science, and drug discovery that push beyond what the largest classical supercomputers can handle.<\/p>\n<\/p>\n<p>The problem is most material scientists or biochemists can’t use a quantum computer today – the barrier to entry to learn all the new bespoke tools, and the quantum information science is way too high. This is why we are building Coda.<\/p>\n<p>Our long-term goal is simple: access to a quantum computer from every desk.<br \/>It\u2019s built for domain experts and technical teams who want to explore real quantum use cases today and prototype faster. Also, it\u2019s built for people new to quantum computing who want a practical, hands-on way to learn.<\/p>\n<p>One of the first quantum computers we\u2019re offering on our platform is Rigetti\u2019s 84-qubit quantum computer, plus IonQ and IQM. We also support qubit simulations via IBM Qiskit and NVIDIA cuQuantum + CUDA-Q.<\/p>\n<p>We\u2019re early and learning fast, and we\u2019d love your feedback.<\/p>\n<p>Happy to answer any questions \ud83d\udc4b<\/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\/@brandonseverin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brandonseverin<\/a> congrats on the launch. This looks very interesting! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@brandonseverin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brandonseverin<\/a> Hi Brandon, Congrats on the launch. What are you seeing as the most popular\/valuable use case right now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Looks cool – what are strong use cases for quantum computers that LLM from laptop wouldn’t be comparable?<\/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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Hey Daniele – thanks for the comment, and great question. One that people love to talk about is breaking encryption e.g. RSA using Shor’s algorithm. But the most interesting use cases are the simulation of molecules and how they interact with each other, for example ground state energy simulations. Or in the recent case from Google – looking at molecular structure. Being able to understand how molecules interact with each other, atom by atom, electron by electron has huge implications for future drug design and materials science.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This looks insane and like an obvious no brainer, talk about problem\/solution fit! Will circulate around my PHD network who are in the space!<\/p>\n<p>Bullish on Brandon and Quantum \ud83d\ude4c\ud83d\udc8e<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@timcha_cherkasov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@timcha_cherkasov<\/a> Thanks Tim<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Love how Coda turns natural language into real quantum programs and removes low-level circuit pain.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Thanks – agreed! Let us know if you have any feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zeiki_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zeiki_yu<\/a> Glad you like it! Let us know if there are any pain points you’ve experienced with building quantum circuits and if Coda can help with that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Vibe-code quantum programs! Very cool to see this on ProductHunt. I don’t pretend to have a deep understanding of quantum computing, but it seems like letting people actually play with it and build with it is the best way to help people learn. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rajiv_ayyangar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajiv_ayyangar<\/a> Thanks and agreed. We want more people to get access to this new paradigm of computation – let us know if you have any feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Natural-language to quantum is awesome, but at scale the pain is correctness: LLMs can emit circuits that compile yet violate backend constraints or produce meaningless results under noise.<\/p>\n<p>Best practice is to compile into a stable IR (OpenQASM 3 or QIR), run deterministic validation passes (type checks, qubit mapping, depth\/cost bounds) plus simulator cross-checks and optional error mitigation (Mitiq) before hitting hardware.<\/p>\n<p>What IR do you standardize on across Rigetti, IonQ, and IQM, and can users export the exact compiled circuit plus metadata so runs are reproducible across backends?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> Hi Ryan thanks for the comment and question. We do a lot of code validation on our end to make sure things run smoothly. Agreed – one of the worst things is to send a circuit off to a QPU and it doesn’t work. We offer users a range of frameworks to export including: CUDA-Q, Qiskit, PennyLane, PyQuil and OpenQASM3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 awesome!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@saharshagrawal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saharshagrawal<\/a> thanks – let me know if you have any feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/46HKQCBKL4GHLO\" class=\"app-title\">StoryChief AI Canvas<\/a><\/p>\n<div class=\"one-liner\">A canvas to create + publish full marketing campaigns w\/ AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">136<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u5e02\u573a\u7b56\u7565\u89c4\u5212\u3001\u7ade\u54c1\u5206\u6790\u3001AI\u5185\u5bb9\u751f\u6210\u4e0e\u591a\u6e20\u9053\u53d1\u5e03\u4e8e\u4e00\u4f53\u7684\u53ef\u89c6\u5316\u5de5\u4f5c\u53f0\uff0c\u4e3a\u8425\u9500\u56e2\u961f\u89e3\u51b3\u4e86\u5de5\u5177\u5206\u6563\u3001\u6d41\u7a0b\u5272\u88c2\u7684\u75db\u70b9\uff0c\u5b9e\u73b0\u4e86\u4ece\u7b56\u7565\u5230\u6267\u884c\u7684\u5168\u94fe\u8def\u95ed\u73af\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\/c3d8b228-ce94-4ea6-94db-e820a8f97da3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c3c3ac2-8ab8-4e6e-9e92-a5081b32d7c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f40f0b52-2509-4913-9bf0-a285abf4db34.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c5984b34-bac9-48d2-bae9-0caa004c4a5a.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\/faa3c7e6-b620-40f9-8573-cc9214bb24ae.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/PZUBHNb2Tes\"><source src=\"https:\/\/youtu.be\/PZUBHNb2Tes\" 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\">SEO<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8425\u9500\u4e00\u4f53\u5316\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">AI\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">SEO\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u591a\u6e20\u9053\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u8425\u9500<\/span><br \/>\n <span class=\"tag\">B2B\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u753b\u5e03<\/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\u4e00\u4f53\u5316\u201d\u4ef7\u503c\uff0c\u8ba4\u4e3a\u80fd\u66ff\u4ee3\u591a\u4e2a\u5de5\u5177\uff0c\u63d0\u5347\u6548\u7387\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u96c6\u6210\u4efb\u52a1\u7ba1\u7406\u5de5\u5177\uff08\u5982Jira\uff09\u3001\u660e\u786eAI\u5982\u4f55\u4fdd\u6301\u54c1\u724c\u4e00\u81f4\u6027\u3001\u8bf4\u660e\u8bed\u97f3\u8f93\u5165\u529f\u80fd\u53ca\u6240\u96c6\u6210\u7684AI API\u3002\u53e6\u6709\u7528\u6237\u8be2\u95ee\u73b0\u6709SEO\u6570\u636e\u7684\u6574\u5408\u65b9\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 StoryChief AI Canvas \u6240\u63cf\u7ed8\u7684\u201c\u8425\u9500\u5355\u4e00\u771f\u76f8\u6e90\u201d\u613f\u666f\uff0c\u76f4\u6307\u73b0\u4ee3\u8425\u9500\u56e2\u961f\u7684\u6838\u5fc3\u75fc\u75be\uff1a\u4fe1\u606f\u5b64\u5c9b\u4e0e\u5de5\u5177\u6cdb\u6ee5\u3002\u5b83\u5c06\u6218\u7565\u89c4\u5212\uff08Miro\uff09\u3001\u5173\u952e\u8bcd\u7814\u7a76\uff08Ahrefs\u7b49\uff09\u3001AI\u5185\u5bb9\u751f\u6210\uff08\u5982ChatGPT\uff09\u3001\u591a\u6e20\u9053\u53d1\u5e03\uff08Hootsuite\u7b49\uff09\u53ca\u6027\u80fd\u5206\u6790\uff08Google Search Console\uff09\u5f3a\u884c\u6574\u5408\u8fdb\u4e00\u4e2a\u53ef\u89c6\u5316\u753b\u5e03\uff0c\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4e0d\u5728\u4e8e\u67d0\u4e2a\u529f\u80fd\u70b9\u7684\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u8425\u9500\u5de5\u4f5c\u6d41\u201d\u672c\u8eab\u7684\u91cd\u65b0\u5b9a\u4e49\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u91c7\u7528\u4e86\u201c\u753b\u5e03\u201d\u8fd9\u4e00\u4f4e\u5b66\u4e60\u6210\u672c\u3001\u9ad8\u81ea\u7531\u5ea6\u7684\u9690\u55bb\uff0c\u8bd5\u56fe\u6210\u4e3a\u8fde\u63a5\u6218\u7565\u601d\u7ef4\u4e0e\u788e\u7247\u5316\u6267\u884c\u7684\u201c\u4e2d\u67a2\u795e\u7ecf\u7cfb\u7edf\u201d\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u4e00\u4f53\u5316\u201d\u5f80\u5f80\u4f34\u968f\u201c\u5e73\u5eb8\u5316\u201d\u98ce\u9669\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u54c1\u724c\u58f0\u97f3\u9501\u5b9a\u201d\u548c\u201cAI API\u6765\u6e90\u201d\u7684\u8d28\u7591\uff0c\u6b63\u70b9\u4e2d\u4e86\u5176\u547d\u95e8\uff1a\u5728\u8ffd\u6c42\u5e7f\u5ea6\u65f6\uff0c\u5176\u5728\u5404\u5782\u76f4\u9886\u57df\u7684\u6df1\u5ea6\uff08\u5982SEO\u5206\u6790\u7684\u7cbe\u51c6\u5ea6\u3001AI\u751f\u6210\u5185\u5bb9\u7684\u54c1\u724c\u4e2a\u6027\u5316\uff09\u80fd\u5426\u6297\u8861\u4e13\u4e1a\u5de5\u5177\uff1f\u5176\u6b21\uff0c\u5b83\u8bd5\u56fe\u540c\u65f6\u670d\u52a1\u5185\u90e8\u56e2\u961f\u4e0e\u5916\u90e8\u5ba2\u6237\u534f\u4f5c\uff0c\u8fd9\u4e24\u7c7b\u573a\u666f\u7684\u9700\u6c42\u548c\u6743\u9650\u7ba1\u7406\u590d\u6742\u5ea6\u622a\u7136\u4e0d\u540c\uff0c\u5e73\u53f0\u80fd\u5426\u5728\u7b80\u5316\u6d41\u7a0b\u7684\u540c\u65f6\u4e0d\u727a\u7272\u7ba1\u7406\u7684\u9897\u7c92\u5ea6\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u4ef7\u503c\u5e76\u975e\u66ff\u4ee3\u6240\u6709\u4e13\u5bb6\u578b\u5de5\u5177\uff0c\u800c\u662f\u4e3a\u5927\u591a\u6570\u8425\u9500\u56e2\u961f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6548\u7387\u4f18\u5148\u7684\u201c\u6700\u5927\u516c\u7ea6\u6570\u201d\u89e3\u51b3\u65b9\u6848\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u8fde\u63a5\u5668\u7684\u6df1\u5ea6\uff08\u7b2c\u4e09\u65b9\u5de5\u5177\u96c6\u6210\u4e0e\u6570\u636e\u4e92\u901a\u80fd\u529b\uff09\u4e0eAI\u7684\u201c\u53ef\u9a6f\u5316\u201d\u7a0b\u5ea6\uff08\u8ba9AI\u4ea7\u51fa\u771f\u6b63\u7b26\u5408\u54c1\u724c\u7b56\u7565\u7684\u5185\u5bb9\uff09\uff0c\u800c\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\u3002\u5982\u679c\u5b83\u80fd\u6210\u4e3a\u8425\u9500\u5de5\u4f5c\u6d41\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u800c\u975e\u53c8\u4e00\u4e2a\u529f\u80fd\u66f4\u82b1\u54e8\u7684\u201c\u5e94\u7528\u8f6f\u4ef6\u201d\uff0c\u5176\u6f5c\u529b\u624d\u771f\u6b63\u53ef\u89c2\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u662f\u4e00\u4e2a\u6781\u5177\u91ce\u5fc3\u7684\u6b63\u786e\u65b9\u5411\uff0c\u4f46\u5f81\u9014\u624d\u521a\u521a\u5f00\u59cb\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\">StoryChief AI Canvas<\/span>\n <\/div>\n<div class=\"comment-content\">StoryChief AI Canvas is a visual workspace for your entire marketing strategy. Conduct keyword research, spy on your competitors, generate and optimize content, brainstorm ideas, research your existing content and google search console data all-in-one place. Replace scattered tools with one clear canvas to move from strategy to execution.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Today we\u2019re launching AI Canvas from StoryChief \ud83c\udf89<\/p>\n<p>AI Canvas introduces vibe coding for marketing, a Miro-like visual canvas where strategy, ideas, AI assets, and execution live together. <\/p>\n<p>It researches your audience, keywords, competitors, search intent, and content gaps, then turns that insight into SEO tables, articles, blogs, social posts, images, HTML landing pages, and HTML newsletters, all in one connected canvas.<\/p>\n<p>Everything is connected to your website and channels so you can schedule it immediately. You can work in teams, clients, collaborate, leave feedback and check the performance reports.<\/p>\n<p>Check it out.<\/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\/@valeripotchekailov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeripotchekailov<\/a>, amazing next step for the platform. It caters the needs of both Marketing and Communications teams, no matter their size. The platform is really ramping up to become the single source of truth for your content ambitions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@valeripotchekailov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeripotchekailov<\/a> Congrats on the launch, this seems cool <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@valeripotchekailov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeripotchekailov<\/a> Congrats on the launch Valeri. This is ultra cool. How do you integrate existing seo data and tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! StoryChief looks like a powerful hub for B2B content workflows and omnichannel publishing.<\/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>That’s cool! Sometimes ideas emerge exactly when you see the big picture where all the elements are visually in one place. If you aim to target B2B Content teams (which makes total sense, as content is their important Marketing channel), I suggest to add an integration with popular task managers like Clickup\/Jira\/Trello. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Yes! \ud83d\ude4c Unlimited brainstorming, but still clean and easy to digest!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Really proud of our team and looking forward to seeing how the community adopts this and hearing what early users discover!<br \/>LFG \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, teams and agencies can see the full picture, plan concrete actions and keep their voice consistent when working on their strategy!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Been testing AI Canvas for a few weeks and it\u2019s such a life-hack for all marketers. Research \u2192 strategy \u2192 ideation \u2192 creation \u2192 improving \u2192 publishing all in one place instead of 10 tabs is a huge win.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Is voice input taken or does it have to be text-based prompting only? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/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 teams worry AI will produce generic or off-brand content: what mechanisms in AI Canvas keep strategy, intent, and brand voice \u201clocked in\u201d across dozens of derived assets, and where do humans still need to stay in the loop?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice work, which AI api are you using? Why? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Valeri, that idea of strategy, research, and execution all living in one place sounds like it came from real pain. Was there a project where you had research in one tool, drafts in another, assets scattered somewhere else, and you thought why am I stitching this together manually every single time?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TXNBOKKXUMZYRJ\" class=\"app-title\">RenameClick<\/a><\/p>\n<div class=\"one-liner\">Rename and auto-sort files with offline AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">123<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8e\u79bb\u7ebfAI\u7684\u684c\u9762\u7aef\u6587\u4ef6\u91cd\u547d\u540d\u4e0e\u81ea\u52a8\u6574\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u672c\u5730\u5206\u6790\u6587\u4ef6\u5185\u5bb9\uff0c\u4e3a\u6d77\u91cf\u3001\u6742\u4e71\u7684\u6587\u4ef6\u751f\u6210\u63cf\u8ff0\u6027\u540d\u79f0\u5e76\u81ea\u52a8\u5206\u7c7b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u624b\u52a8\u7ba1\u7406\u6587\u4ef6\u8017\u65f6\u8017\u529b\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\/7772c14a-8394-473d-a6fa-eccc7da5bcdb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/afa03e03-70f3-49b1-ae66-2fae4424a81c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/235caa89-c157-462b-b842-f3442888aedc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad00cdf0-dd3d-45f0-a0f9-0a1a07fb6e72.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dac17a7f-71eb-48a1-b5c8-0bc52119f501.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\/9c234b9f-942d-4ca5-a1dd-067bdec2c2ba.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/BSpoFaZRtd8\"><source src=\"https:\/\/youtu.be\/BSpoFaZRtd8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u4ef6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u91cd\u547d\u540d<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5206\u7c7b<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u6279\u91cf\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u89c4\u5219<\/span><br \/>\n <span class=\"tag\">Mac\/Windows\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u96c6\u4e2d\u5728\u4ea7\u54c1\u6df1\u5ea6\u529f\u80fd\u4e0e\u53ef\u9760\u6027\u4e0a\u3002\u4e3b\u8981\u95ee\u9898\u5305\u62ec\uff1a\u81ea\u5b9a\u4e49\u63d0\u793a\u8bcd\u4e0e\u5206\u7c7b\u9884\u8bbe\u7684\u534f\u540c\u903b\u8f91\u3001\u5982\u4f55\u4fdd\u8bc1\u5927\u6279\u91cf\u5904\u7406\u65f6\u7684\u786e\u5b9a\u6027\u4e0e\u53ef\u56de\u6eda\u3001\u662f\u5426\u6709iOS\u7248\u672c\u8ba1\u5212\u3002\u5f00\u53d1\u8005\u56de\u5e94\u8be6\u7ec6\uff0c\u89e3\u91ca\u4e86\u975eLLM\u89c4\u5219\u5c42\u4e0eAI\u5c42\u7684\u5206\u79bb\u8bbe\u8ba1\uff0c\u5e76\u5766\u627f\u65e0\u6cd5\u4fdd\u8bc1\u5b8c\u5168\u786e\u5b9a\u6027\uff0c\u91cd\u70b9\u5728\u4e8e\u9884\u89c8\u4e0e\u53ef\u63a7\u5e94\u7528\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n RenameClick \u770b\u4f3c\u89e3\u51b3\u7684\u662f\u201c\u6587\u4ef6\u547d\u540d\u201d\u8fd9\u4e00\u8868\u9762\u75db\u70b9\uff0c\u5b9e\u5219\u5251\u6307\u4e00\u4e2a\u66f4\u672c\u8d28\u7684\u95ee\u9898\uff1a\u5728\u4fe1\u606f\u8fc7\u8f7d\u65f6\u4ee3\uff0c\u5982\u4f55\u4e3a\u975e\u7ed3\u6784\u5316\u6570\u636e\u8d4b\u4e88\u53ef\u7406\u89e3\u3001\u53ef\u884c\u52a8\u7684\u8bed\u4e49\u7ed3\u6784\u3002\u5176\u201c\u79bb\u7ebf\u4f18\u5148\u201d\u7b56\u7565\u662f\u53cc\u5203\u5251\uff1a\u4e00\u65b9\u9762\uff0c\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e13\u4e1a\u7528\u6237\u5bf9\u9690\u79c1\u3001\u901f\u5ea6\u4e0e\u6210\u672c\u7684\u6838\u5fc3\u5173\u5207\uff0c\u6784\u6210\u4e86\u4ea7\u54c1\u7684\u62a4\u57ce\u6cb3\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u5b83\u4e5f\u81ea\u6211\u8bbe\u9650\uff0c\u5c06\u5904\u7406\u80fd\u529b\u6846\u5b9a\u5728\u672c\u5730\u786c\u4ef6\u4e0e\u8f7b\u91cf\u5316\u6a21\u578b\u4e4b\u5185\uff0c\u5bf9\u4e8e\u590d\u6742\u6587\u6863\u7684\u7406\u89e3\u6df1\u5ea6\u53ef\u80fd\u5b58\u5728\u5929\u82b1\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u7684\u7cbe\u5999\u4e4b\u5904\u5728\u4e8e\u5176\u201c\u5206\u5c42\u89e3\u8026\u201d\u67b6\u6784\uff1a\u5c06\u786e\u5b9a\u6027\u7684\u89c4\u5219\u5c42\uff08\u65e5\u671f\u3001\u5143\u6570\u636e\uff09\u4e0e\u6982\u7387\u6027\u7684AI\u5c42\uff08\u5185\u5bb9\u7406\u89e3\uff09\u5206\u79bb\uff0c\u53c8\u5c06\u201c\u547d\u540d\u201d\u4e0e\u201c\u5206\u7c7b\u201d\u4efb\u52a1\u9694\u79bb\u3002\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u4e00\u79cd\u9762\u5bf9AI\u4e0d\u786e\u5b9a\u6027\u7684\u5de5\u7a0b\u54f2\u5b66\u2014\u2014\u901a\u8fc7\u67b6\u6784\u63a7\u5236\u5e7b\u89c9\uff0c\u5c06\u4e0d\u53ef\u63a7\u7684AI\u8f93\u51fa\u7eb3\u5165\u4e00\u4e2a\u53ef\u63a7\u7684\u5e94\u7528\u6d41\u7a0b\uff08\u9884\u89c8\u3001\u5206\u6279\u5e94\u7528\uff09\u3002\u8fd9\u6bd4\u5355\u7eaf\u8ffd\u6c42\u6a21\u578b\u7cbe\u5ea6\u66f4\u4e3a\u52a1\u5b9e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ece\u8d44\u6df1\u7528\u6237\u5c16\u9510\u7684\u63d0\u95ee\u4e2d\uff0c\u4e5f\u66b4\u9732\u51fa\u5176\u4f5c\u4e3a\u751f\u4ea7\u529b\u5de5\u5177\u7684\u5173\u952e\u9690\u60a3\uff1a\u975e\u5b8c\u5168\u786e\u5b9a\u6027\u3002\u5728\u4e25\u8083\u7684\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u4e2d\uff0c\u201c\u53ef\u91cd\u73b0\u201d\u4e0e\u201c\u53ef\u56de\u6eda\u201d\u6bd4\u201c\u667a\u80fd\u201d\u66f4\u91cd\u8981\u3002\u5f00\u53d1\u8005\u627f\u8ba4LLM\u547d\u540d\u672c\u8d28\u7684\u975e\u786e\u5b9a\u6027\uff0c\u4ec5\u901a\u8fc7\u4f4e\u6e29\u7cfb\u6570\u548c\u4e8b\u540e\u540e\u7f00\u6765\u7f13\u89e3\uff0c\u8fd9\u610f\u5473\u5b83\u66f4\u9002\u7528\u4e8e\u201c\u8f85\u52a9\u6574\u7406\u201d\u573a\u666f\uff0c\u800c\u975e\u201c\u7cfb\u7edf\u91cd\u6784\u201d\u4efb\u52a1\u3002\u5176\u771f\u6b63\u4ef7\u503c\uff0c\u6216\u8bb8\u4e0d\u662f\u66ff\u4ee3\u4e25\u8c28\u7684\u6587\u4ef6\u7ba1\u7406\u4f53\u7cfb\uff0c\u800c\u662f\u4f5c\u4e3a\u4ece\u6df7\u6c8c\u5230\u6709\u5e8f\u7684\u201c\u9996\u6b21\u7834\u58c1\u201d\u5de5\u5177\uff0c\u5927\u5e45\u964d\u4f4e\u521b\u5efa\u6709\u5e8f\u4f53\u7cfb\u7684\u542f\u52a8\u6210\u672c\u3002\u5b83\u7684\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8eAI\u6709\u591a\u806a\u660e\uff0c\u800c\u5728\u4e8e\u5176\u6846\u67b6\u80fd\u5426\u8ba9\u7528\u6237\u5b89\u5fc3\u5730\u5229\u7528\u8fd9\u4efd\u201c\u6709\u9650\u7684\u806a\u660e\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\">RenameClick<\/span>\n <\/div>\n<div class=\"comment-content\">RenameClick is an offline-first AI file renamer and organizer for Mac\/Windows. It analyzes file content locally (no uploads) to generate clean, descriptive names, then auto-sorts files into folders by category using presets. Comes with 2 presets out of the box, but the real power is custom presets with your own categories. Supports batch processing, multilingual output, custom prompts (instructions), and optional cloud\/local LLMs (Ollama, LM Studio).<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a relaunch with a set of updates added since the first release.<\/p>\n<p>Over the past weeks, I focused on expanding flexibility based on early feedback:<\/p>\n<ul>\n<li>\n<p>Added support for cloud AI providers (optional)<\/p>\n<\/li>\n<li>\n<p>Integrated <strong>LM Studio<\/strong> and <strong>Ollama<\/strong> for local LLMs<\/p>\n<\/li>\n<li>\n<p>Introduced <strong>custom prompts<\/strong> to fully control naming logic<\/p>\n<\/li>\n<li>\n<p>Added a <strong>multilingual interface<\/strong><\/p>\n<\/li>\n<li>\n<p>Launched <strong>automatic file organization<\/strong> into category folders<\/p>\n<\/li>\n<li>\n<p>Improved batch processing and overall stability<\/p>\n<\/li>\n<\/ul>\n<p>Happy to answer questions or hear how people are using 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A lot of value here depends on naming conventions and organization logic: how do custom prompts and category presets work together, and what guardrails do you offer so people can enforce consistent patterns (dates\/vendors\/projects) without spending hours prompt-tuning?<\/div>\n<div class=\"comment-actions\">\n<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> <br \/>Great point. There are actually two separate layers at play here.<\/p>\n<p>First, there is a non-LLM naming layer: practical naming tools and conventions (dates, EXIF, naming rules) that enforce consistency without involving the model. This layer is disabled when custom instructions are applied, because they may conflict with these rules. It is used when the default RenameClick naming prompt is active. Below is a screenshot of the default Filename Format presets, which represent the non-LLM naming convention tools.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2465a6b5-13ed-43c5-b533-f9269f31a60f.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<p>Second, there is a custom prompt that is sent to the LLM as-is and focuses solely on generating the filename. It does not handle categories. The app includes a built-in example prompt that demonstrates the recommended structure and serves as a starting template. Here it is:<br \/>“`<br \/>You are an information extraction system.<\/p>\n<p>Input: an image or PDF of an electricity bill.<\/p>\n<p>Task: extract the following fields strictly from the document content:<\/p>\n<p>1. Payable until date<\/p>\n<p>2. Total amount due<\/p>\n<p>3. Payer full name (Name Surname)<\/p>\n<p>Rules:<\/p>\n<p>– Use the date labeled “Payable until” or equivalent.<\/p>\n<p>– Convert the date to ISO format YYYY-MM-DD.<\/p>\n<p>– Amount must be numeric with comma as decimal separator (e.g. 317,03).<\/p>\n<p>– Name must be exactly as written on the bill.<\/p>\n<p>– If any field is missing or unclear, do not guess. Output “UNKNOWN” for that field.<\/p>\n<p>– Do not include currency symbols.<\/p>\n<p>– Do not include extra words or explanations.<\/p>\n<p>Output format (single line, exact):<\/p>\n<p>Electricity Bill__YYYY-MM-DD__Amount__Name Surname<\/p>\n<p>Good example:<\/p>\n<p>Electricity Bill__2025-03-05__317,03__Arthur Sullivan<br \/>“`<\/p>\n<p>Categories are handled separately, isolated from naming and custom instructions, and works on the actual file content. The model simply evaluates whether the content fits a category based on its description.<\/p>\n<p>Does this fully protect users from spending time tuning prompts? Probably not – there\u2019s no perfect setup. But the goal is to keep the basics simple, make defaults usable out of the box, and let people go deeper only if they want to. Getting to \u201cgood\u201d is easy; getting to \u201cperfect\u201d is always an iterative process.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 plan to launch this for iOS as well? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> <br \/>Not planning an iOS version right now.<br \/>The app is heavily built around desktop workflows and local file access.<br \/>But if you have a particular iOS use case you\u2019re thinking about, feel free to share – happy to think it through<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch! I like the File Organizer feature in addition to renaming files.<\/div>\n<div class=\"comment-actions\">\n<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\/@rachelz1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rachelz1<\/a> <br \/>Thank you so much, Rachel! Glad you like this feature \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Yeah!!! Renaming files could be the worst task someone has to face, so I’m truly happy to see something like this and wish you all the best here!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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> <br \/>Haha, so true \ud83d\ude04 Thanks for the kind words!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Offline batch renaming hits scale pain fast: 10k+ files means slow content extraction, collisions, and nondeterministic names that make \u201cundo\u201d and dedupe scary.<\/p>\n<p>Best practice is a deterministic pipeline: lightweight local parsers first (EXIF\/PDF metadata), content hashes for stable IDs, preview + transactional apply with full rollback, and collision rules (suffixing, folder-level atomic moves).<\/p>\n<p>How do presets encode the decision logic (regex + LLM + heuristics), and can users export a renaming manifest so runs are reproducible across Ollama, LM Studio, and cloud models?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> <br \/>Content is extracted from each file sequentially, and the processing time per file is largely constant. It mainly depends on the prompt and varies by file type (DOC, PDF, JPG), as well as by image resolution, which ultimately translates into token count. On average, each file takes roughly the same amount of processing time, regardless of whether you process 100 files or 10,000.<\/p>\n<p>Filenames cannot be fully deterministic by nature of LLMs, but the temperature is set very close to the minimum, so a reasonable level of consistency can be expected. The main goal here is to minimize hallucinations and correctly identify the actual content of the file.<\/p>\n<p>Collisions and deduplication are handled via incremental suffixes. Globally, the flow is: first full processing and preview of all files, then the user explicitly decides which files to rename and how to apply the changes.<\/p>\n<p>EXIF and other metadata are parsed separately and can be used for formatting. The LLM has no awareness of this metadata, and it does not need to.<\/p>\n<p>Regarding presets, I\u2019m not entirely sure which presets you mean. If this refers to category presets, those are separate from the naming logic. There is no exportable renaming manifest at the moment, but the internal pipeline is unified across all providers integrated into RenameClick, so the behavior remains consistent whether using Ollama, LM Studio, or a cloud model.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DEQAY64VBDPL6J\" class=\"app-title\">Doclific<\/a><\/p>\n<div class=\"one-liner\">Documentation that lives with your code<\/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>Doclific\u662f\u4e00\u6b3e\u5c06\u6587\u6863\u5185\u7f6e\u4e8e\u4ee3\u7801\u4ed3\u5e93\u7684\u5de5\u5177\uff0c\u901a\u8fc7\u201c\u6587\u6863\u5373\u4ee3\u7801\u201d\u7406\u5ff5\u548cAI\u8f85\u52a9\u751f\u6210\uff0c\u89e3\u51b3\u5f00\u53d1\u4e2d\u56e0\u6587\u6863\u4e0e\u4ee3\u7801\u5206\u79bb\u5bfc\u81f4\u7684\u6587\u6863\u8fc7\u65f6\u548c\u4e0a\u4e0b\u6587\u5207\u6362\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\/5fd86075-e522-459b-8a48-f764eca266ed.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/q9UNDLQzjFI\"><source src=\"https:\/\/youtu.be\/q9UNDLQzjFI\" 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\/beedee40-574a-4fcc-8c65-87f0047067b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1bfb223d-60aa-4427-b0b2-6dbd1eeb7d89.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8a7e5842-223d-41ea-9f85-6c0478fd9526.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u5373\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u4ed3\u5e93\u5185\u6587\u6863<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u9632\u6f02\u79fb<\/span><br \/>\n <span class=\"tag\">\u67b6\u6784\u56fe\u751f\u6210<\/span><br \/>\n <span class=\"tag\">ERD\u56fe\u8868<\/span><br \/>\n <span class=\"tag\">AI\u6587\u6863\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u6587\u6863\u5373\u4ee3\u7801\u201d\u65b9\u5411\uff0c\u8ba4\u4e3a\u80fd\u6709\u6548\u5bf9\u6297\u6587\u6863\u6f02\u79fb\u3002\u6838\u5fc3\u53cd\u9988\u805a\u7126\u4e8e\uff1a1. **\u89c4\u6a21\u5316\u6311\u6218**\uff1a\u5982\u4f55\u68c0\u6d4b\u8de8\u5355\u4f53\u4ed3\u5e93\u91cd\u6784\u5bfc\u81f4\u7684\u5f15\u7528\u65ad\u88c2\uff0c\u5efa\u8bae\u96c6\u6210CI\u8fdb\u884cAST\u7ea7\u6821\u9a8c\u30022. **\u975e\u6280\u672f\u5458\u8bbf\u95ee**\uff1a\u5982\u4f55\u8ba9\u4ea7\u54c1\u7ecf\u7406\u7b49\u89d2\u8272\u65e0\u9700\u63a5\u89e6\u4ee3\u7801\u5e93\u5373\u53ef\u8bbf\u95ee\u6587\u6863\u30023. **\u529f\u80fd\u6df1\u5316**\uff1a\u8be2\u95ee\u667a\u80fd\u7247\u6bb5\u7684\u6280\u672f\u5b9e\u73b0\u53ca\u662f\u5426\u652f\u6301\u81ea\u52a8\u521b\u5efa\u66f4\u65b0PR\u3002\u521b\u59cb\u4eba\u56de\u5e94\u76f8\u5173\u529f\u80fd\u5df2\u5728\u89c4\u5212\u4e2d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Doclific\u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u987d\u56fa\u7684\u75db\u70b9\u2014\u2014\u6587\u6863\u6f02\u79fb\uff0c\u4f46\u5176\u5ba3\u79f0\u7684\u201c\u9769\u547d\u6027\u201d\u9700\u8981\u51b7\u9759\u5ba1\u89c6\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u5c06\u6587\u6863\u653e\u5165\u4ed3\u5e93\uff08\u8fd9\u672c\u8eab\u5c31\u662f\u201c\u6587\u6863\u5373\u4ee3\u7801\u201d\u7684\u57fa\u7840\u5b9e\u8df5\uff09\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a**\u7ed1\u5b9a\u5728\u4ee3\u7801\u7248\u672c\u751f\u547d\u5468\u671f\u5185\u7684\u81ea\u52a8\u5316\u6587\u6863\u751f\u6001\u7cfb\u7edf**\u3002\u5b83\u7684\u771f\u6b63\u91ce\u5fc3\uff0c\u662f\u901a\u8fc7CI\u96c6\u6210\u548cAST\u89e3\u6790\uff0c\u5c06\u6587\u6863\u4ece\u201c\u88ab\u52a8\u8bb0\u5f55\u201d\u53d8\u4e3a\u80fd\u611f\u77e5\u4ee3\u7801\u53d8\u66f4\u5e76\u4e3b\u52a8\u62a5\u8b66\u6216\u81ea\u52a8\u4fee\u8865\u7684\u201c\u6d3b\u4f53\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5f53\u524d\u7248\u672c\u66f4\u50cf\u662f\u4e00\u4e2a\u529f\u80fd\u589e\u5f3a\u578b\u7684\u672c\u5730\u6587\u6863\u7f16\u8f91\u5668\uff08\u5185\u7f6e\u56fe\u8868\u3001\u767d\u677f\uff09\uff0c\u5176\u6700\u5177\u5356\u70b9\u7684\u201c\u9632\u6f02\u79fb\u201d\u667a\u80fd\u5c1a\u5728\u84dd\u56fe\u9636\u6bb5\u3002\u7528\u6237\u8bc4\u8bba\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\u4e86\u5176\u5546\u4e1a\u5316\u4e0e\u89c4\u6a21\u5316\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\uff1a\u9996\u5148\uff0c**\u5de5\u7a0b\u4e25\u8c28\u6027\u6311\u6218**\u3002\u5728\u5927\u578b\u5355\u4f53\u4ed3\u5e93\u4e2d\uff0c\u4ec5\u9760\u6587\u4ef6\u8def\u5f84\u8ffd\u8e2a\u5f15\u7528\u8fdc\u8fdc\u4e0d\u591f\uff0c\u9700\u8981\u6df1\u5ea6\u96c6\u6210\u7f16\u8bd1\u5668\u524d\u7aef\u6280\u672f\u624d\u80fd\u5b9e\u73b0\u53ef\u9760\u7684\u7b26\u53f7\u94fe\u63a5\uff0c\u8fd9\u662f\u4e00\u4e2a\u6781\u9ad8\u7684\u6280\u672f\u95e8\u69db\u3002\u5176\u6b21\uff0c**\u7528\u6237\u89d2\u8272\u51b2\u7a81**\u3002\u670d\u52a1\u4e8e\u5f00\u53d1\u8005\u7684\u201c\u4ed3\u5e93\u5185\u6587\u6863\u201d\u4e0e\u670d\u52a1\u4e8e\u5e7f\u6cdb\u534f\u4f5c\u7684\u201c\u6613\u8bbf\u95ee\u6027\u201d\u5b58\u5728\u5929\u7136\u77db\u76fe\uff0c\u672a\u6765\u63a8\u51fa\u4e91\u7aef\u6258\u7ba1\u7248\u672c\uff0c\u5b9e\u8d28\u4e0a\u5c06\u5206\u88c2\u4e3a\u4e24\u4e2a\u4ea7\u54c1\uff0c\u53ef\u80fd\u91cd\u8e48\u5b83\u8bd5\u56fe\u66ff\u4ee3\u7684\u5de5\u5177\uff08Notion\/Confluence\uff09\u4e0e\u4ee3\u7801\u8131\u8282\u7684\u8986\u8f99\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u673a\u4f1a\u5728\u4e8e\uff0c\u5982\u679c\u80fd\u591f\u7387\u5148\u4ee5\u4f18\u96c5\u7684\u65b9\u5f0f\u5b9e\u73b0**\u7cbe\u51c6\u7684\u6f02\u79fb\u68c0\u6d4b\u4e0e\u81ea\u52a8\u5316\u4fee\u590d**\uff0c\u5e76\u6210\u4e3a\u4ee3\u7801\u8bc4\u5ba1\u6d41\u7a0b\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u73af\uff0c\u5b83\u5c06\u6210\u4e3a\u5de5\u7a0b\u6548\u80fd\u5e73\u53f0\u7684\u5173\u952e\u62fc\u56fe\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u5728\u201c\u6587\u6863\u5730\u72f1\u201d\u4e2d\u589e\u52a0\u4e86\u9009\u9879\u7684\u6f02\u4eae\u5de5\u5177\u3002\u5176AI\u751f\u6210\u6587\u6863\u7684\u529f\u80fd\u662f\u5b9e\u7528\u7684\u751c\u70b9\uff0c\u4f46\u7edd\u975e\u4e3b\u98df\u3002\u4ea7\u54c1\u7684\u6210\u8d25\uff0c\u53d6\u51b3\u4e8e\u5176\u56e2\u961f\u80fd\u5426\u5c06\u8bc4\u8bba\u533a\u90a3\u4e9b\u7280\u5229\u7684\u5efa\u8bae\uff0c\u8f6c\u5316\u4e3a\u6bd4\u73b0\u6709\u624b\u52a8\u5b9e\u8df5\u66f4\u9ad8\u6548\u3001\u66f4\u4e25\u683c\u7684\u81ea\u52a8\u5316\u7ea6\u675f\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Doclific<\/span>\n <\/div>\n<div class=\"comment-content\">Most documentation tools live outside your repository. Your code changes. Your docs don\u2019t. Drift is inevitable. Doclific addresses this problem in two ways: 1. Your docs all live in one place: your repo. This is the way it should be, ensuring engineers always have access to the correct version of docs. 2. Doclific features ERDs, architecture diagrams, smart snippets, etc. No more context switching. No more drift. Oh, and if you’re lazy, you can just prompt the AI to generate docs for you!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This project originated from a real need. Internal documentation is almost always either outdated or in a poor format (KT sessions, spread out over several Google Docs + Lucid Charts, etc). I aim for Doclific to be a free, all-in-one solution to this problem. <\/p>\n<\/p>\n<p>Please, be brutally honest, would you use this? What other challenges do you encounter with documenting currently?<\/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>It\u2019s not really an all-in-one solution for big projects, but it still makes sense and helps with a lot. I usually keep my docs as markdown inside the project, so being able to visually take docs right there is super useful. I also love the db relation view and the whiteboard features, I normally use random sites for that, take screenshots, and add them to docs. Having it built in is really nice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 could easily become a staple in my toolkit.<\/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\/@brent_kom3344\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brent_kom3344<\/a> glad to hear! What are you currently using for documentation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Woah, congrats man. This is awesome. I am so intrigued to play with this. We’ve been doing lots of work with docs lately<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@campak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campak<\/a> thanks, really appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Docs-in-repo is the right call, but at scale the hard part is drift detection across monorepos where refactors and renames silently break code-linked snippets and diagrams.<\/p>\n<p>Best practice is a CI gate that resolves references via AST\/symbol IDs (not just file paths), runs link checks, and posts PR annotations with suggested doc patches plus a fail threshold you can tune per directory.<\/p>\n<p>How are you extracting and versioning \u201csmart snippets\u201d (tree-sitter\/TS compiler API, etc.), and can Doclific auto-open a PR with regenerated MDX when referenced symbols change?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> Hi Ryan, fantastic insight! I really appreciate it. I\u2019ll be honest, a lot of what you\u2019re referencing are future enhancements, but you definitely brought some interesting concepts to my attention. I have some ideas on creating a TRULY smart snippet, but I\u2019m leaning more towards it behaving identically to git, instead of attempting to make it too smart that it tries references changed or altered snippets where the explanations would also need to be adjusted as well. I plan to relaunch once the CI-based functionality is fully finished. Stay tuned!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ‘Docs as Code’ approach is the only way to truly fight drift. Keeping docs in the repo ensures they undergo the same PR process as the code, which is a massive win for consistency. You asked for honesty: I\u2019d definitely use this if it replaces the nightmare of syncing Notion\/Confluence with GitHub. <strong>My question:<\/strong> (1) Since the docs live in the repo, how does Doclific handle non-technical stakeholders (like PMs) who might need to read or edit the docs without diving into the codebase? (2) Are these diagrams stored as code-based definitions so they are version-controlled, or are they handled differently? When code changes significantly, does Doclific have a ‘check’ or ‘alert’ system to remind engineers that a specific doc or snippet might now be ‘drifting’ and needs a re-prompt?<\/p>\n<h3><\/h3>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yuanyuan_zhang0104\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuanyuan_zhang0104<\/a> Thanks for the feedback! I really appreciate it! (1) Fantastic question and something I’ve been thinking about quite a bit. As Doclific currently stands, it’s aimed at developers primarily. However, one of the coming stages for Doclific is the ability to host documents in the cloud as well. This would give access to non-technical stakeholders. (2) Diagrams are stored as MDX inside the repo, so they are absolutely version-controlled. Again, another fantastic question — this drift detection is exactly where I’m going with Doclific. Imagine a CI stage that checks if any of the documented code has changed since the last run. If the change is a simple addition or subtraction of a non-referenced section, it adjusts automatically. If referenced code changes, it either gives a warning or the stage fails. THIS is the next phase for Doclific and what I’m working on currently. Really appreciate the feedback and questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch! I will try this tool in my projects.<\/div>\n<div class=\"comment-actions\">\n<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\/@rachelz1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rachelz1<\/a> Thank you! Let me know what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/7M7POYFBQWRHH5\" class=\"app-title\">AbleMouse Beyond Switch Edition<\/a><\/p>\n<div class=\"one-liner\">Full PC control for the paralyzed via one micro-movement.<\/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>\u4e00\u6b3e\u4e3a\u5168\u8eab\u762b\u75ea\u7b49\u6781\u7aef\u8eab\u4f53\u53d7\u9650\u4eba\u7fa4\u8bbe\u8ba1\u7684\u5f00\u6e90\u8f85\u52a9\u6280\u672f\uff0c\u901a\u8fc7\u8bc6\u522b\u4e00\u4e2a\u5fae\u5c0f\u52a8\u4f5c\uff08\u5982\u5fae\u5f20\u5634\u5df4\uff09\u6765\u5b9e\u73b0\u5bf9\u7535\u8111\u7684\u5b8c\u6574\u63a7\u5236\uff0c\u5728\u4f20\u7edf\u8f85\u52a9\u624b\u6bb5\u5931\u6548\u7684\u573a\u666f\u4e0b\uff0c\u4e3a\u7528\u6237\u91cd\u5efa\u6570\u5b57\u751f\u6d3b\u7684\u81ea\u4e3b\u6743\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\/4fc5d7f7-27bf-4815-b7e6-8a523e7e9270.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8863d485-89a0-47ea-9271-48cf190043d8.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\/6a7fcc2a-ed8e-4bf5-a4b2-670a19dd1d85.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/1zWn1Ha5-U0\"><source src=\"https:\/\/youtu.be\/1zWn1Ha5-U0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Social Impact<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8f85\u52a9\u6280\u672f<\/span><br \/>\n <span class=\"tag\">\u65e0\u969c\u788d\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u786c\u4ef6<\/span><br \/>\n <span class=\"tag\">\u762b\u75ea\u4eba\u58eb\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u8ba1\u7b97\u673a\u89c6\u89c9<\/span><br \/>\n <span class=\"tag\">\u5f00\u5173\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u53ef\u5b9a\u5236\u754c\u9762<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u63a7\u5236\u66ff\u4ee3\u65b9\u6848<\/span><br \/>\n <span class=\"tag\">\u533b\u7597\u79d1\u6280<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u626c\u5176\u4f7f\u547d\u4e0e\u79ef\u6781\u5f71\u54cd\u3002\u4e3b\u8981\u6709\u6548\u5efa\u8bae\u96c6\u4e2d\u4e8e\u6280\u672f\u53ef\u9760\u6027\uff1a\u6307\u51fa\u57fa\u4e8e\u6444\u50cf\u5934\u7684\u5fae\u52a8\u4f5c\u68c0\u6d4b\u53ef\u80fd\u5b58\u5728\u6821\u51c6\u6f02\u79fb\u548c\u8bef\u89e6\u53d1\u98ce\u9669\uff0c\u5efa\u8bae\u589e\u52a0\u6821\u51c6\u6d41\u7a0b\u3001\u81ea\u9002\u5e94\u9608\u503c\u3001\u72b6\u6001\u673a\u786e\u8ba4\u673a\u5236\uff0c\u5e76\u8be2\u95ee\u4e86\u51c6\u786e\u6027\u5ea6\u91cf\u4e0e\u4f20\u611f\u5668\u534f\u8bae\u5b89\u5168\u6027\u7684\u7ec6\u8282\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 AbleMouse Beyond Switch Edition \u7684\u4ef7\u503c\u6838\u5fc3\uff0c\u5728\u4e8e\u5176\u5c06\u201c\u4ea4\u4e92\u5e26\u5bbd\u201d\u538b\u7f29\u81f3\u6781\u9650\u7684\u54f2\u5b66\u3002\u5b83\u4e0d\u8ffd\u6c42\u70ab\u6280\uff0c\u800c\u662f\u6b8b\u9177\u5730\u76f4\u9762\u4e00\u4e2a\u73b0\u5b9e\uff1a\u5f53\u4eba\u7c7b\u4e0e\u6570\u5b57\u4e16\u754c\u7684\u8fde\u63a5\u901a\u9053\u4ec5\u5269\u4e00\u6761\u5fae\u7c73\u7ea7\u7684\u7f1d\u9699\u65f6\uff0c\u5982\u4f55\u5c06\u8fd9\u6761\u7f1d\u9699\u62d3\u5c55\u4e3a\u4e00\u6761\u53ef\u7528\u7684\u9ad8\u901f\u516c\u8def\u3002\u5176\u771f\u6b63\u7684\u521b\u65b0\u70b9\u5e76\u975e\u5355\u4e00\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u5e94\u7528\uff0c\u800c\u662f\u5176\u67b6\u6784\u7684\u201c\u4f20\u611f\u5668\u4e0d\u53ef\u77e5\u8bba\u201d\u2014\u2014\u901a\u8fc7TCP\u534f\u8bae\u62bd\u8c61\u8f93\u5165\u4fe1\u53f7\uff0c\u8fd9\u4f7f\u5176\u4ece\u4e00\u6b3e\u5177\u4f53\u7684\u201c\u6444\u50cf\u5934\u5f20\u5634\u63a7\u5236\u8f6f\u4ef6\u201d\uff0c\u5347\u7ef4\u4e3a\u4e00\u4e2a\u53ef\u9002\u914d\u4efb\u4f55\u6b8b\u4f59\u795e\u7ecf\u808c\u8089\u4fe1\u53f7\u7684\u201c\u901a\u7528\u6307\u4ee4\u7f16\u7801\u5e73\u53f0\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u4e00\u6837\u5c16\u9510\u3002\u8bc4\u8bba\u4e2d\u6307\u51fa\u7684\u6821\u51c6\u4e0e\u8bef\u89e6\u53d1\u95ee\u9898\uff0c\u76f4\u6307\u8fd9\u7c7b\u6280\u672f\u4ece\u201c\u611f\u4eba\u539f\u578b\u201d\u8fc8\u5411\u201c\u53ef\u9760\u5de5\u5177\u201d\u7684\u6838\u5fc3\u74f6\u9888\u3002\u5728\u6781\u7aef\u4f9d\u8d56\u5355\u4e00\u5f00\u5173\u7684\u573a\u666f\u4e0b\uff0c\u4e00\u6b21\u8bef\u64cd\u4f5c\u53ef\u80fd\u5bfc\u81f4\u707e\u96be\u6027\u540e\u679c\u3002\u56e0\u6b64\uff0c\u7cfb\u7edf\u4e0d\u4ec5\u9700\u8981\u201c\u5de5\u4f5c\u201d\uff0c\u66f4\u9700\u8981\u4ee5\u53ef\u91cf\u5316\u7684\u3001\u7a33\u5b9a\u7684\u7f6e\u4fe1\u5ea6\u201c\u6301\u7eed\u5de5\u4f5c\u201d\u3002\u5f53\u524d\u4ecb\u7ecd\u4e2d\u7f3a\u4e4f\u5bf9\u8bef\u62a5\u7387\u3001\u4fe1\u53f7\u8870\u51cf\u5904\u7406\u3001\u4ee5\u53ca\u5173\u952e\u64cd\u4f5c\uff08\u5982\u5220\u9664\u3001\u5173\u673a\uff09\u7684\u4e8c\u6b21\u786e\u8ba4\u673a\u5236\u7684\u6df1\u5165\u9610\u8ff0\uff0c\u8fd9\u662f\u5176\u4e13\u4e1a\u6027\u7684\u7f3a\u53e3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u201c\u7ed5\u8fc7\u64cd\u4f5c\u7cfb\u7edf\u8bed\u8a00\u58c1\u5792\u201d\u548c\u201c\u4e3a\u5931\u8bed\u8005\u542f\u7528\u8bed\u97f3\u63a7\u5236\u201d\u7684\u529f\u80fd\uff0c\u5de7\u5999\u5730\u8fdb\u884c\u4e86\u6280\u672f\u5ac1\u63a5\uff0c\u5c55\u73b0\u4e86\u5de5\u7a0b\u601d\u7ef4\u7684\u53d6\u5de7\u4e4b\u7f8e\u3002\u4f46\u8fd9\u4e5f\u5f15\u51fa\u4e00\u4e2a\u6df1\u5c42\u95ee\u9898\uff1a\u5b83\u672c\u8d28\u4e0a\u662f\u5728\u4e3a\u73b0\u6709\u64cd\u4f5c\u7cfb\u7edf\uff08\u5982Windows\uff09\u6253\u4e0a\u6700\u5e95\u5c42\u7684\u201c\u751f\u7406\u8865\u4e01\u201d\uff0c\u5176\u957f\u671f\u53d1\u5c55\u53d7\u5236\u4e8e\u4e3b\u6d41\u7cfb\u7edf\u7684\u65e0\u969c\u788d\u63a5\u53e3\u6f14\u8fdb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u662f\u4e00\u6b3e\u95ea\u8000\u7740\u4eba\u9053\u4e3b\u4e49\u5149\u8f89\u4e0e\u6781\u5ba2\u667a\u6167\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5b83\u5728\u6280\u672f\u53ef\u884c\u6027\u8fb9\u754c\u4e0a\u8fdb\u884c\u4e86\u6709\u4ef7\u503c\u7684\u63a2\u7d22\u3002\u4f46\u5176\u4ece\u201c\u751f\u547d\u6539\u53d8\u8005\u201d\u5230\u201c\u751f\u547d\u53ef\u9760\u4f9d\u8d56\u8005\u201d\u4e4b\u95f4\uff0c\u8fd8\u9694\u7740\u4e25\u8c28\u7684\u533b\u7597\u7ea7\u53ef\u9760\u6027\u9a8c\u8bc1\u3001\u9c81\u68d2\u6027\u5de5\u7a0b\u4ee5\u53ca\u53ef\u6301\u7eed\u7684\u751f\u6001\u652f\u6301\u3002\u5f00\u6e90\u662f\u5176\u8d70\u5411\u6210\u719f\u7684\u6b63\u786e\u8def\u5f84\uff0c\u4f46\u793e\u533a\u9700\u8981\u5438\u5f15\u7684\u4e0d\u4ec5\u662f\u5f00\u53d1\u8005\uff0c\u66f4\u5e94\u6709\u5eb7\u590d\u6cbb\u7597\u5e08\u548c\u4e34\u5e8a\u5de5\u7a0b\u5e08\u7684\u6df1\u5ea6\u53c2\u4e0e\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\">AbleMouse Beyond Switch Edition<\/span>\n <\/div>\n<div class=\"comment-content\">An open-source solution designed for individuals with extreme physical limitations, including total paralysis. When traditional assistive tech fails, this works by interpreting a single micro-movement\u2014like slightly opening the mouth\u2014into full PC control. Features a core system that receives micro-signals from any sensor to navigate a customizable hierarchical menu. The system enables voice commands for non-verbal users and bypasses OS language barriers. Ready to restore digital independence. \ud83e\uddbe<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When All Else Fails, This Works. \ud83e\uddbe<br \/>\nImagine a person who is completely paralyzed (both body and head) and is also unable to speak. In the specific case I am referring to, the individual only had access to a single micro-movement \u2014 he could only slightly open his mouth.<\/p>\n<p>\ud83d\udd4a\ufe0f I have developed a solution that helped a person with such a severe disability return to the digital world and regain full control of his computer. This method is more natural and flexible than traditional “Switch Control” approaches. I am sharing this development because it has the potential to change many lives.<\/p>\n<p>\u2764\ufe0f I would be deeply grateful if you could share this project with those in need or on specialized community forums.<\/p>\n<p>\u2699\ufe0f Technical Details<br \/>\n\ud83d\udd39 Control Principle: The system is based on a hierarchical menu that cyclically cycles through items. As soon as the user sees the desired command, they provide a signal (that specific micro-movement), and the action is executed.<br \/>\n\ud83d\udd39 Any Sensor: In the current version, computer vision via a standard webcam detects the mouth’s micro-movement. However, the architecture allows for the connection of absolutely any input signal or sensor via TCP protocol.<br \/>\n\ud83d\udd39 Breaking Language Barriers: The interface is fully customizable and can be translated into any language. Windows’ native language limitations are bypassed automatically \u2014 the user sees their native language, while the system correctly interprets the commands.<br \/>\n\ud83d\udd39 Flexibility: The server component allows you to build a menu of any complexity, tailored to the specific tasks and physical capabilities of the individual.<br \/>\n\u2728 The Core Concept: Essentially, the system creates a computer interaction interface for those with extreme physical limitations. Furthermore, it enables Windows voice control even for individuals who cannot speak.<\/p>\n<p>A quick note on the tech: AbleMouse Beyond Switch is fully open-source (MIT), as I want this to help as many people as possible. For the audio magic, it uses the VB-CABLE driver. This driver is ‘Donationware’ \u2014 free to download and fully functional, but the developer welcomes donations if you find it useful. \ud83e\uddbe<\/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\/@alexander_radzhabov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexander_radzhabov<\/a> Congrats Alexander. This is a fantastic bit of tech.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>At scale, webcam-based micro-movement detection will face calibration drift (lighting, camera angle, fatigue) and false positives that can make the cyclic menu frustrating or unsafe for critical actions.<\/p>\n<p>Best practice is a per-user calibration workflow with adaptive thresholds, temporal smoothing, and a state machine with dwell + confirm for \u201cdestructive\u201d commands, plus a plug-in sensor interface that logs signal quality for tuning.<\/p>\n<p>How are you measuring and exposing accuracy metrics (false-accept vs false-reject) over time, and can the TCP sensor protocol support signed messages or local-only mode to avoid unintended remote inputs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 app may be a life-changer for those who are paralyzed! Upvoted and good 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What inspired you to build this? \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a> Nuseir, Thank you for asking! The inspiration behind the entire AbleMouse series comes from real people who needed specific help. Each product was created to solve a genuine challenge faced by \u2014 <strong>both those I know personally and those who reached out to me for help<\/strong>. I decided to share these developments as open-source projects so that others in similar situations could have more accessible and affordable options. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 more launch from AbleMouse, yay!!!!!<br \/>Man I just love your mission, <a href=\"https:\/\/www.producthunt.com\/@alexander_radzhabov\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"alexander_radzhabov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexander_radzhabov<\/a> <\/p>\n<p>Upvoted!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ashok_nayak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashok_nayak<\/a> Ashok, Thank you! I believe technology should leave no one behind. Launching this on Product Hunt today is just one step toward that goal. Thanks for being part of the journey!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is super cool, excited to see people working on building solutions for the differently abled.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sankshit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sankshit<\/a> Sankshit, Thank you! Technology is at its best when it creates bridges where there were walls. I’m just happy to contribute to a more inclusive digital future.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/S327CFP6FKVBU2\" class=\"app-title\">New Norm <\/a><\/p>\n<div class=\"one-liner\">Visualise your emotions for clarity<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">74<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>New Norm\u662f\u4e00\u6b3e\u60c5\u611f\u6e05\u6670\u5ea6\u7a7a\u95f4\u5e94\u7528\uff0c\u901a\u8fc7AI\u5f15\u5bfc\u5bf9\u8bdd\u3001\u667a\u80fd\u65e5\u8bb0\u3001\u624b\u5199\u4e0a\u4f20\u548c\u53ef\u89c6\u5316\u601d\u7ef4\u56fe\u8c31\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u53cd\u601d\u4e0e\u51b3\u7b56\u573a\u666f\u4e2d\u6574\u5408\u788e\u7247\u5316\u601d\u7eea\uff0c\u5b9e\u73b0\u81ea\u6211\u8ba4\u77e5\u7684\u6301\u7eed\u6df1\u5316\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\/296f3923-f449-4d1b-b93d-18f588e3b7bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a440373c-bbab-4e77-b540-428dbf62554f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ee2a8cf0-67e5-409c-b6e9-5d160fa896b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/66fde545-ba1b-4ce5-b4bc-2fe37ac10ba8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/242332d6-b25a-4cfb-9da6-23f6701e9c33.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e850fbcc-33a2-4fca-907c-cddb410292da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/935d2b54-cba2-41cf-8c55-bff15623acb5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/70d95394-62e9-4f41-bd22-d52426953bb6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26ca3f77-3595-4057-84b3-ce3649eaef84.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7a258bac-dcf3-4890-8a35-9a6c7a7a31fa.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\/68929f20-88e0-44d4-8645-075a922d0de6.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=2huQnKN_SSI\"><source src=\"https:\/\/www.youtube.com\/watch?v=2huQnKN_SSI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">AI\u60c5\u611f\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u65e5\u8bb0<\/span><br \/>\n <span class=\"tag\">\u601d\u7ef4\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u53cd\u601d\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u7597\u6cd5\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u79d1\u5b66\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u8fde\u7eed\u8bb0\u5fc6\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168\u8bbe\u8ba1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u8fde\u63a5\u4e00\u5207\u201d\u7684\u7406\u5ff5\u548c\u53ef\u89c6\u5316\u601d\u7ef4\u56fe\u8c31\uff0c\u8ba4\u4e3a\u5176\u4e3a\u9ad8\u8d1f\u8377\u5de5\u4f5c\u8005\u63d0\u4f9b\u4e86\u6e05\u6670\u5ea6\u4f18\u52bf\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u4e0eChatGPT\u6216\u666e\u901a\u65e5\u8bb0\u5e94\u7528\u7684\u672c\u8d28\u533a\u522b\u3001\u9690\u79c1\u5b89\u5168\u4e0e\u6570\u636e\u5b58\u50a8\u673a\u5236\u3001\u4e0e\u4e13\u4e1a\u6cbb\u7597\u7684\u534f\u540c\u5173\u7cfb\uff08\u975e\u66ff\u4ee3\u6027\uff09\u3001\u4ee5\u53ca\u79d1\u5b66\u6709\u6548\u6027\u9a8c\u8bc1\u3002\u56e2\u961f\u56de\u590d\u900f\u9732\u4e86\u6cbb\u7597\u5e08\u96c6\u6210\u3001\u6570\u636e\u6eaf\u6e90\u4e0e\u53ef\u9006\u5408\u5e76\u7b49\u5f00\u53d1\u65b9\u5411\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n New Norm\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6253\u9020\u53e6\u4e00\u4e2a\u66f4\u5584\u804a\u7684AI\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a**\u4e2a\u4eba\u601d\u7ef4\u7684\u8fde\u7eed\u4f53**\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u60c5\u7eea\u5206\u6790\u672c\u8eab\uff0c\u800c\u662f\u901a\u8fc7\u201c\u601d\u7ef4\u56fe\u8c31\u201d\u8fd9\u4e00\u53ef\u89c6\u5316\u7ed3\u6784\uff0c\u5c06\u788e\u7247\u5316\u7684\u53cd\u601d\uff08\u5bf9\u8bdd\u3001\u65e5\u8bb0\u3001\u624b\u5199\uff09\u5f3a\u5236\u5173\u8054\u548c\u5b58\u6863\uff0c\u5bf9\u6297\u4eba\u7c7b\u5929\u7136\u7684\u53d9\u4e8b\u9057\u5fd8\u4e0e\u8ba4\u77e5\u504f\u5dee\u3002\u8fd9\u6233\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u75db\u70b9\uff1a\u4f20\u7edf\u65e5\u8bb0\u662f\u5b64\u5c9b\uff0cAI\u5bf9\u8bdd\u662f\u6d41\u6c34\uff0c\u4e8c\u8005\u90fd\u65e0\u6cd5\u5f62\u6210\u53ef\u8ffd\u6eaf\u3001\u53ef\u6f14\u8fdb\u7684\u4e2a\u4eba\u8ba4\u77e5\u7f51\u7edc\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u4e00\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c**\u201c\u8fde\u63a5\u201d\u53ef\u80fd\u521b\u9020\u865a\u5047\u7684\u6d1e\u5bdf**\u3002\u7b97\u6cd5\u57fa\u4e8e\u5d4c\u5165\u5411\u91cf\u548c\u4e0a\u4e0b\u6587\u8fdb\u884c\u7684\u8282\u70b9\u5408\u5e76\u4e0e\u5173\u8054\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u5047\u8bbe\u751f\u6210\u3002\u867d\u7136\u56e2\u961f\u63d0\u53ca\u201c\u53ef\u9006\u5408\u5e76\u201d\u673a\u5236\uff0c\u4f46\u8fd9\u5c06\u7528\u6237\u4f53\u9a8c\u590d\u6742\u5ea6\u63a8\u5411\u65b0\u9ad8\u2014\u2014\u7528\u6237\u9700\u8981\u5177\u5907\u201c\u5143\u8ba4\u77e5\u201d\u80fd\u529b\u6765\u5ba1\u89c6AI\u6784\u5efa\u7684\u81ea\u8eab\u601d\u7ef4\u6a21\u578b\uff0c\u8fd9\u53ef\u80fd\u5e26\u6765\u65b0\u7684\u8ba4\u77e5\u8d1f\u62c5\u6216\u8bef\u5bfc\u3002\u5176\u6b21\uff0c**\u9690\u79c1\u4e0e\u5b89\u5168\u662f\u751f\u5b58\u7ebf\u800c\u975e\u4eae\u70b9**\u3002\u7528\u6237\u8bc4\u8bba\u76f4\u6307\u8981\u5bb3\uff1a\u6700\u654f\u611f\u7684\u6570\u636e\u3001\u6700\u6613\u5e7b\u89c9\u7684\u6a21\u578b\u3001\u6700\u6613\u6f02\u79fb\u7684\u56fe\u8c31\u8282\u70b9\uff0c\u4e09\u8005\u7ed3\u5408\u98ce\u9669\u6781\u9ad8\u3002\u56e2\u961f\u63d0\u51fa\u7684\u5ba2\u6237\u7aef\u52a0\u5bc6\u3001\u6570\u636e\u6eaf\u6e90\u662f\u5fc5\u8981\u57fa\u7840\uff0c\u4f46\u8fdc\u975e\u7ec8\u70b9\u3002\u5982\u4f55\u8ba9\u7528\u6237\u771f\u6b63\u4fe1\u4efb\u5e76\u7406\u89e3\u8fd9\u4e2a\u201c\u53e6\u4e00\u4e2a\u81ea\u5df1\u201d\uff0c\u662f\u6bd4\u6280\u672f\u66f4\u96be\u7684\u5fc3\u7406\u535a\u5f08\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5b9a\u4f4d\u201c\u7259\u5237\u7259\u818f\u201d\u800c\u975e\u201c\u7259\u533b\u201d\u662f\u660e\u667a\u7684\uff0c\u4f46\u672a\u6765\u4e0e\u6cbb\u7597\u5e08\u7684\u96c6\u6210\u624d\u662f\u5176\u5546\u4e1a\u5316\u4e0e\u5408\u89c4\u5316\u7684\u5173\u952e\u8def\u5f84\u3002\u5b83\u5c06\u4ece\u4e2a\u4eba\u5de5\u5177\u8f6c\u53d8\u4e3a**\u534f\u4f5c\u533b\u7597\u7684\u4e2d\u4ecb\u5e73\u53f0**\uff0c\u4ef7\u503c\u500d\u589e\uff0c\u4f46\u6570\u636e\u5171\u4eab\u7684\u4f26\u7406\u4e0e\u5408\u89c4\u6846\u67b6\u5c06\u66f4\u4e3a\u590d\u6742\u3002New Norm\u7684\u771f\u6b63\u6d4b\u8bd5\u5728\u4e8e\uff1a\u5f53\u8fd9\u4e2a\u201c\u601d\u7ef4\u56fe\u8c31\u201d\u65e5\u76ca\u590d\u6742\uff0c\u5b83\u662f\u5728\u8d4b\u4e88\u7528\u6237\u6e05\u6670\u611f\uff0c\u8fd8\u662f\u5728\u5448\u73b0\u4e00\u5e45\u8fde\u81ea\u5df1\u90fd\u611f\u5230\u964c\u751f\u7684\u3001\u7531AI\u53c2\u4e0e\u7ed8\u5236\u7684\u5185\u5fc3\u8096\u50cf\uff1f\u5176\u6210\u529f\u5c06\u53d6\u51b3\u4e8e\uff0c\u7528\u6237\u6700\u7ec8\u662f\u89c9\u5f97\u5728\u63a2\u7d22\u81ea\u6211\uff0c\u8fd8\u662f\u5728\u89e3\u8bfb\u4e00\u4e2aAI\u751f\u6210\u7684\u5173\u4e8e\u81ea\u5df1\u7684\u6545\u4e8b\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\">New Norm <\/span>\n <\/div>\n<div class=\"comment-content\">Talk things through in guided conversations, journal your thoughts, upload handwriting, and explore everything in one continuous visual memory you can interact with \u2014 helping you understand yourself better and keep track of your reflections.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hey Product Hunt! We\u2019re the founders of New N\u00f6rm.<\/p>\n<p>New N\u00f6rm is an Emotional Clarity Space \u2014 a smart place to think, reflect, and store your thoughts and memories so you can understand yourself better.<\/p>\n<p>It brings together psychology, a smart journal, and a visual memory that connects your thoughts, emotions, and experiences over time, so nothing gets lost or disconnected.<\/p>\n<p>We\u2019re two co-founders \u2014 a behavioral scientist and an AI engineer \u2014 and we built New N\u00f6rm because we believe the next era of AI needs not just intelligence, but emotional intelligence, meaningful memory, and smart visualisation.<\/p>\n<p>With New N\u00f6rm, you can reflect with guidance, journal, upload handwriting, explore visual maps of your thoughts, and talk through any point \u2014 all in one continuous space.<\/p>\n<p>A true space for emotional clarity, where everything you share stays connected.<\/p>\n<p>You can try it at <a href=\"http:\/\/www.newnorm.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">www.newnorm.app<\/a><br \/>\n or download the app on iOS and Android.<\/p>\n<p>We\u2019d love your feedback \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone. I am co-founder of New Norm<\/p>\n<p>We noticed something important: people are already talking to AI to think things through and gain clarity.<\/p>\n<p>But mental clarity doesn\u2019t come from conversation alone.<\/p>\n<p>That\u2019s why, instead of trying to build \u201cthe best conversational AI,\u201d we focused on something deeper: keeping everything about a person in one connected place and making sense of it over time.<\/p>\n<p><strong>New N\u00f6rm<\/strong> creates a new norm for reflection, built on scientifically grounded AI agents trained on well established therapeutic modalities, developed with input from practicing therapists, and supported by a continuous memory that understands context as it evolves.<\/p>\n<p>This memory doesn\u2019t just store conversations.<\/p>\n<p>It <strong>connects <\/strong>what matters, your thoughts, emotions, recurring patterns, and personal history, across AI guided reflection, journaling, and other sources we\u2019ll add over time.<\/p>\n<p>This New N\u00f6rm turns it into \u043eur pride <strong>Mind Graph<\/strong>, a living, visual representation of your inner world. Visualization helps people gain insight by showing how experiences, beliefs, and emotions shape how life is interpreted. <\/p>\n<p>We bring this approach into a technical, interactive system that can be explored, questioned, and built upon.<\/p>\n<p>You can return to any point, see how things connect, ask New N\u00f6rm to explain those connections.<\/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\/@levon_hovhannisyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@levon_hovhannisyan<\/a> How is New N\u00f6rm different from just talking to ChatGPT or using a journaling app?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been waiting for something like New N\u00f6rm for a long time. \ud83d\udd25<\/p>\n<p>I haven\u2019t tried it yet, but I\u2019m genuinely excited about the idea because this is exactly the problem I\u2019ve been trying to solve in a messy way for years: journaling across random notes apps, paper notebooks, and\u2026 my head (which is the worst storage system \ud83d\ude05).<\/p>\n<p>What I love about New N\u00f6rm\u2019s direction is that it\u2019s not \u201cjust another journaling app.\u201d It sounds like a space for emotional clarity \u2014 where your thoughts, emotions, and experiences stay connected over time, instead of getting scattered and forgotten. The combination of psychology + guided reflection + smart journaling + visual memory maps feels like the right approach for how the brain actually works.<\/p>\n<p>This feels especially valuable for founders and high-output knowledge workers: when you\u2019re carrying a million decisions, emotions, conversations, and stressors, clarity becomes a performance advantage. Tools that help you think better and process faster compound over time.<\/p>\n<p>Big congrats to the team on the launch \u2014 love the mission, love the concept, and I\u2019m rooting for this to become one of those \u201cquietly essential\u201d tools that serious builders use daily. \ud83d\ude80\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\/@artavazdm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artavazdm<\/a> Thank you so much, Artavazd \u2014 this means a lot \ud83d\ude4f<\/p>\n<\/p>\n<p>Really appreciate the support and the thoughtful take. Hope New N\u00f6rm earns its place as one of those quietly essential tools for you \ud83e\udd0d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>L O V E the idea and the product! As someone who is always looking for ways to manage the high mental load of the startup world, New Norm feels like a breath of fresh air.<\/p>\n<\/p>\n<p>While many apps try to solve mental clutter with generic AI chats or static lists (duh, boring), New Norm understands that our thoughts aren’t linear – they\u2019re connected. And they must be mapped! The Mind Map is a total game-changer for me. Most reflection tools feel like a black hole where you pour in thoughts and never see them again (yup, that’s true). Here, the visual mind map actually connects the dots and helps your brain to see the bigger picture. It\u2019s helpful to see how a specific stressor from three weeks ago relates to a win today. It transforms the abstract chaos of a busy day into a clear, visual landscape. Seeing my emotional patterns mapped out in real-time feels less like journaling and more like architecting my own mental state.<\/p>\n<\/p>\n<p>If you\u2019re a founder, a high-performer, or just someone trying to make sense of a busy mind, this is a must-try. The visual clarity you get from the mind map alone is worth the download. Huge congrats to <a href=\"https:\/\/www.producthunt.com\/@diana_oganesian\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"diana_oganesian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diana_oganesian<\/a> <a href=\"https:\/\/www.producthunt.com\/@levon_hovhannisyan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"levon_hovhannisyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@levon_hovhannisyan<\/a> and the team on this launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@karapetianarthur\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karapetianarthur<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product. Congrats, 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\/@robert_sargsian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robert_sargsian<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations and best of luck on Product Hunt!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@karlen_madoyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karlen_madoyan<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Used New Norm before an important meeting. I said I needed something fast and no time for prolonged discussions with him (she, it, they \ud83e\udd14 what\u2019s the right way to call the agent) ? Anyway, the method was a breathing technique in a new way I hadn\u2019t used before, and it worked very well. I do not think ChatGPT could have offered it so precisely.<br \/>\nWishing New N\u00f6rm all the best! Let\u2019s make mental health the new norm!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey New Norm Team. Do you think, one should still talk to a therapist, if they use New Norm intensively? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 <\/p>\n<p>Just curious \u2014 how do you plan to validate effectiveness scientifically?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 <\/p>\n<p>Question – Are you planning integrations with therapists or coaches?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@arsen_am\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arsen_am<\/a> Thank you! <strong>Yes \u2014 very soon.<\/strong><br \/>We\u2019re building therapist & coach integrations that allow users to <strong>share their Mind Graphs with limited, controlled access<\/strong>.This way, clients and therapists\/coaches can <strong>review patterns and connections together during sessions<\/strong>, making conversations more focused, while the user stays fully in control of what\u2019s shared.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saslanyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saslanyan<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey team, congratulations on the official launch! Are you planning to include some sort of breathing\/mindfulness\/meditation exercises in the future for times when this subtle action might help regulating the nervous system, or is that not something that you envision for New Norm? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this suitable for people already in therapy? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hovo_ghevondyan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hovo_ghevondyan1<\/a> Yes! And just to be clear, New N\u00f6rm is not a substitute for therapy, in the same way a toothbrush is not a substitute for a dentist.<\/p>\n<p>What it does help with is staying in shape between sessions. It gives you a space to reflect, notice patterns, and keep continuity, so therapy work doesn\u2019t reset every week.<\/p>\n<p>In future releases, we\u2019re working on ways to sync New N\u00f6rm\u2019s memory and Mind Graph with therapy, in both directions, if the user chooses. From our perspective, people who are already in therapy are actually one of our core audiences.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, I love it! Does it mean that AI can understand human emotions better than we do ourselves? (personally, I don’t always have full clarity on what I’m feeling, so I find the product useful \ud83d\ude01)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> ahaha, good point \ud83d\ude42<br \/>Of course AI can\u2019t “understand” your emotions. However, New Norm is not a generic AI. It designed to help <strong>you<\/strong> understand your emtions by noticing and connecting emotional dots that live in your subconscious and naturally surface in the thoughts you share when you speak or think out loud.<\/p>\n<p>New N\u00f6rm reflects those signals back to you and represents them graphically through the Mind Graph (actually it is one of meaning of this feature). This helps move what was implicit into conscious awareness, where real clarity can happen \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>A continuously updating \u201cMind Graph\u201d will hit scale pain around privacy plus safety: sensitive journals, model hallucinations, and graph nodes drifting or merging incorrectly over time.<\/p>\n<p>Best practice is client-side encryption with minimal telemetry, transparent provenance on each node\/edge back to the exact entry, and crisis-aware guardrails with tested escalation paths.<\/p>\n<p>How are you storing and versioning the graph (property graph vs embeddings-only), and can users export or audit the exact transformations that created each connection?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> Hey Ryan! Yes, during development I had the same concerns.<\/p>\n<p>To minimize these risks, every node and edge in the Mind Graph keeps references to the original conversation or journal entries they were derived from, using hashed identifiers. This means the system always has a \u201creverse path\u201d back to the source, similar to how provenance is preserved in tree or graph traversal algorithms.<\/p>\n<p>Merging is indeed the trickiest part. Before merging nodes, the system checks for shared edges, paths, and contextual overlap to avoid losing semantic meaning. Merges are not treated as final. The system includes a self-healing mechanism that continuously re-evaluates past merges as new context appears.<\/p>\n<p>For example, if you talk about your child in one conversation and later mention a child again, the system may initially merge those nodes. If later context indicates these are actually two different children, the merge can be undone and the connections split accordingly. Merges are treated as revisable hypotheses, not permanent truth.<\/p>\n<p>We also maintain a time-based history (\u201ctime machine,\u201d as I call it), which allows the graph to be viewed as it existed at a specific point in time.<\/p>\n<p>Regarding storage: we use a real graph database as the primary store. Nodes also carry embeddings, which are used for synonym handling, similarity detection, and linking graph structure back to source content. Embeddings support discovery; the graph remains the source of truth.<\/p>\n<p>Crisis detection and escalation paths are also in place and treated as a first-class concern.<\/p>\n<p>From a user audit perspective, today the UI supports (see screenshots below):<\/p>\n<ol>\n<li>\n<p>Logging and surfacing every change made to the Mind Graph<\/p>\n<\/li>\n<li>\n<p>Clicking any node and asking the system to explain connections using therapeutic reasoning<\/p>\n<\/li>\n<li>\n<p>Continuing reflection directly from that node with full context<\/p>\n<\/li>\n<\/ol>\n<p>Deeper audit and export capabilities are something we\u2019re actively considering for future releases.<\/p>\n<p>Hope this answers your questions.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/783bd963-e2d6-4f59-ab90-18027c6a6f77.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d26e743b-7b73-4b29-9bbf-a4a9694affd6.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Question to builders: How do you plan to evolve the Mind Graph in future updates – e.g., adding more therapeutic modalities, custom node types, or deeper integrations like importing from other journals\/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>Hi team, are there any features you\u2019re excited to add next?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yeva_gasparyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yeva_gasparyan<\/a> Hi Yeva! Thanks you question. Yes, there are a few things we\u2019re genuinely excited about, beyond the usual must-have features like notifications and settings.<\/p>\n<p>The closest release will include <strong>import from ChatGPT<\/strong>. You\u2019ll be able to upload your ChatGPT conversation history, and the system will extract only New N\u00f6rm\u2013specific signals, like emotional patterns and reflective content. We won\u2019t keep raw conversation text. The goal is to respect privacy while letting people bring in meaningful history they\u2019ve already built elsewhere.<\/p>\n<p>If you\u2019ve been talking to ChatGPT for a long time, this will make it possible to bring that emotional and journaling context into New N\u00f6rm in just a few clicks and have it structured as if you\u2019d been using the system all along.<\/p>\n<p>We\u2019re also getting consistent requests from our most engaged users for features like <strong>\u201cshare with my therapist\u201d<\/strong> and <strong>importing therapy data<\/strong>, such as session notes, transcripts, or recordings. The idea is to make the Mind Graph and system memory more complete and useful across different reflective sources. This is part of our near-term roadmap.<\/p>\n<p>Overall, we have several improvements coming soon, and we\u2019re actively shaping the product based on how people actually use it and what they ask for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats, team! <br \/>I have one question. How does New N\u00f6rm remember me differently than other 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luiza_avetisyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luiza_avetisyan<\/a> Hello Luiza! Thanks for question. <br \/>Most apps remember you as a timeline: separate notes, separate sessions, separate chats. That memory is flat.<\/p>\n<p>New N\u00f6rm builds a connected memory. What you share is stored in a graph-based structure where thoughts, emotions, and experiences are linked and updated over time. This means the system doesn\u2019t just recall past entries, it understands how they relate and evolve, and that context actively shapes future reflection.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 good, Congrats!.<\/p>\n<\/p>\n<p>By the way, what are the main differences between New Norm AI and ChatGPT in terms of features, use cases, and accuracy?<\/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>How does the guided conversation work \u2013 is it scripted or adaptive?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ina_avdalyan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ina_avdalyan1<\/a> This is a good one! Guided conversations in New N\u00f6rm are built on scientifically proven frameworks developed by our research team and adapted specifically for New Norm. Depending on what you\u2019re discussing, the system can follow a structured, guided flow (scripted) to help you think something through step by step.<\/p>\n<\/p>\n<p>At the same time, it\u2019s adaptive. If your direction, emotions, or intent shift during the conversation, New N\u00f6rm dynamically adjusts \u2014 switching from a scripted path to a more open, responsive dialogue. You\u2019re never \u201cstuck\u201d in a script. The guidance evolves with you, in real time, based on what you share and where the conversation naturally goes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 makes New Norm scientifically grounded rather than just reflective writing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lusine_abgaryan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lusine_abgaryan<\/a> Thanks for question. The difference is that New N\u00f6rm doesn\u2019t rely on free-form reflection alone, or on whatever an LLM happens to generate in the moment.<\/p>\n<p>Our AI agents are guided b<strong>y scientifically established therapeutic modalities and techniques, <\/strong>developed and reviewed with input from practicing therapists from our own board. These frameworks shape how questions are asked, how reflection is guided, and how responses are structured.<\/p>\n<p>This means the system isn\u2019t just reacting to prompts or trying to please the user with agreeable answers. Reflection is constrained and guided by proven approaches, so the focus stays on awareness, patterns, and understanding rather than quick reassurance or surface-level insights.<\/p>\n<p>In short, New N\u00f6rm combines reflective writing with structured, evidence-based guidance, instead of leaving everything to the language model alone.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does New N\u00f6rm \u201cremember\/know\u201d me differently compared to other 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@naregab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naregab<\/a> Hi Nare! New N\u00f6rm uses memory differently. Instead of flat storage, it uses a graph-based memory system that connects thoughts, emotions, and experiences over time. This lets patterns and relationships form, rather than keeping everything as isolated entries.<\/p>\n<p>So memory isn\u2019t just something the system has about you. It becomes something you can see, explore, and reflect on. That\u2019s what changes the experience from being remembered to being understood over time.<br \/>Try it out \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi team, considering that everything is stored in a continuous memory, I wonder what privacy or security measures should users know about?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@milena_sarukhanyann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@milena_sarukhanyann<\/a> Hello Milena! Great question. Because New N\u00f6rm works with long-term personal memory, privacy and security are core to how the system is built.<\/p>\n<p>In short, all user data belongs to the user. We don\u2019t sell it, and we don\u2019t use personal content to train public models. Memory is private and isolated per user, and you can request a full hard-delete of your data at any time.<\/p>\n<p>From a technical perspective, data is depersonalized internally using hashed identifiers. User accounts and reflective content are stored in separate services, and all data is encrypted both in transit and at rest. Access is tightly controlled and limited to what\u2019s necessary for the system to function.<\/p>\n<p>We\u2019re building New N\u00f6rm as a private reflective space, not a data source. It\u2019s designed the same way we\u2019d want our own inner lives to be handled.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this more like a journal, a therapist, or an AI companion?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@angelina26\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@angelina26<\/a> Hi Angelina, all of them, plus visualised memory.<\/p>\n<p>Everything you talk about or write automatically becomes part of your Mind Graph \u2014 a continuously changing visual memory generated as you talk to the system or create journal entries. You don\u2019t need to think about the Mind Graph while reflecting. <\/p>\n<\/p>\n<p>The system builds it in the background by creating new nodes, connecting them, and updating or merging existing ones over time. This creates a meaningful representation of your inner world, which you can later explore and continue reflecting on with New N\u00f6rm.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 team! How is the Mind Graph created? Is it automatic or needs manual input? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@arsenbabayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arsenbabayan<\/a> Hi Arsen! The Mind Graph is generated automatically as you talk to the system or create journal entries. You don\u2019t need to think about the Mind Graph while reflecting. The system builds it in the background by creating new nodes, connecting them, and updating or merging existing ones over time. This results in a meaningful representation of your inner world, which you can later explore and continue reflecting on with New N\u00f6rm.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 problem does New Norm solve that existing mental health or journaling tools don\u2019t?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shahane_tandilyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shahane_tandilyan<\/a> Hi Shahane. Most mental health and journaling tools treat each entry or conversation as a separate thing. You write something, you talk something through, and then you move on. Over time, it\u2019s hard to see how everything connects, and insights get lost.<\/p>\n<p>New N\u00f6rm focuses on continuity. Everything you share, conversations, journal entries, and more, stays connected in one place and carries context forward. Instead of just saving text, the system helps you see how your thoughts, emotions, and experiences relate to each other over time.<\/p>\n<p>By visualizing these connections in the Mind Graph, emotions become easier to understand. You\u2019re not just describing how you feel, you can actually see patterns forming, which often brings clarity faster than words alone.<\/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<\/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\/SPIZDGOKATRR3C\" class=\"app-title\">Tivazo<\/a><\/p>\n<div class=\"one-liner\">The all-in-one platform for productivity and time tracking<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">73<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Tivazo\u662f\u4e00\u6b3e\u96c6\u9879\u76ee\u7ec4\u7ec7\u3001\u65f6\u95f4\u8ffd\u8e2a\u3001\u6d3b\u52a8\u76d1\u63a7\u4e0e\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u4e8e\u4e00\u4f53\u7684\u751f\u4ea7\u529b\u5e73\u53f0\uff0c\u4e3b\u8981\u89e3\u51b3\u8fdc\u7a0b\u3001\u6df7\u5408\u53ca\u81ea\u7531\u804c\u4e1a\u56e2\u961f\u5728\u4efb\u52a1\u3001\u5de5\u65f6\u4e0e\u8003\u52e4\u7ba1\u7406\u4e2d\u7f3a\u4e4f\u7edf\u4e00\u89c6\u56fe\u548c\u900f\u660e\u5ea6\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\/0ddbd60a-9835-4277-a657-9e9fb10e638e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=ppjvHXrImPs\"><source src=\"https:\/\/www.youtube.com\/watch?v=ppjvHXrImPs\" 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\/bb63c0f6-ba49-490b-a895-1006f90e50fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02a978a3-ab22-4435-bd22-7c252f3e0d0a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8243b5b5-e40d-4d7f-ae28-1ee0f249f49a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ab69411f-a989-49bc-9192-dd5e95731f1a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/18a39050-1a4e-4eb8-a4e8-6e2f9f4c1546.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0bb9936-f9e8-4e7d-9a08-b42bf600a38f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/430c3cb8-86c2-4646-a52e-d8c211fbcc62.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b367f928-3914-4519-8b40-3cb7225482bd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d4ecf7f7-7486-48ad-9c0b-0f64feb39394.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a758ed61-dd23-453e-b3aa-528ec242c8cb.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\">Task Management<\/span><br \/>\n <span class=\"tag\">Time Tracking<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u56e2\u961f\u751f\u4ea7\u529b<\/span><br \/>\n <span class=\"tag\">\u65f6\u95f4\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u529e\u516c<\/span><br \/>\n <span class=\"tag\">\u8003\u52e4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u4e00\u4f53\u5316\u201d\u548c\u201c\u4eba\u6027\u5316\u201d\u5b9a\u4f4d\uff0c\u8d5e\u8d4f\u53ef\u9009\u76d1\u63a7\u4e0e\u9690\u79c1\u4fdd\u62a4\u529f\u80fd\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u4e0e\u7ade\u54c1\uff08\u5982Time Doctor\uff09\u7684\u5dee\u5f02\u3001\u81ea\u7531\u804c\u4e1a\u8005\u9002\u7528\u6027\u3001\u5927\u89c4\u6a21\u90e8\u7f72\u65f6\u7684\u4fe1\u4efb\u4e0e\u6210\u672c\u5e73\u8861\u3001\u4ee5\u53ca\u66f4\u7ec6\u7c92\u5ea6\u7684\u9690\u79c1\u63a7\u5236\uff08\u5982\u9879\u76ee\u7ea7\u7b56\u7565\u3001\u5f3a\u5236\u5ba2\u6237\u7aef\u8131\u654f\uff09\u3002\u5f00\u53d1\u8005\u56de\u590d\u8be6\u7ec6\uff0c\u5c55\u73b0\u4e86\u4ea7\u54c1\u5728\u6743\u9650\u63a7\u5236\u548c\u9690\u79c1\u8def\u7ebf\u56fe\u4e0a\u7684\u601d\u8003\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 Tivazo\u5207\u5165\u4e86\u4e00\u4e2a\u62e5\u6324\u4f46\u75db\u70b9\u660e\u786e\u7684\u5e02\u573a\uff1a\u56e2\u961f\u751f\u4ea7\u529b\u4e0e\u65f6\u95f4\u8ffd\u8e2a\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e00\u4f53\u5316\u201d\u548c\u201c\u4eba\u6027\u5316\u201d\u5e76\u975e\u7a7a\u6d1e\u53e3\u53f7\uff0c\u800c\u662f\u7cbe\u51c6\u6253\u51fb\u4e86\u73b0\u6709\u5de5\u5177\u7684\u4e24\u79cd\u6781\u7aef\uff1a\u8981\u4e48\u8fc7\u4e8e\u7b80\u5355\u7f3a\u4e4f\u7ba1\u7406\u7ef4\u5ea6\uff0c\u8981\u4e48\u529f\u80fd\u81c3\u80bf\u5145\u6ee1\u76d1\u63a7\u538b\u8feb\u611f\u3002\u4ea7\u54c1\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u529f\u80fd\u5806\u780c\uff0c\u800c\u5728\u4e8e\u5176\u8bd5\u56fe\u5728\u201c\u900f\u660e\u5ea6\u201d\u4e0e\u201c\u4fe1\u4efb\u201d\u4e4b\u95f4\u6784\u5efa\u4e00\u79cd\u53ef\u914d\u7f6e\u7684\u5e73\u8861\u673a\u5236\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u4e0e\u56de\u590d\u770b\uff0c\u5176\u6838\u5fc3\u6b66\u5668\u662f\u9ad8\u5ea6\u7075\u6d3b\u7684\u6743\u9650\u67b6\u6784\uff08RBAC\uff09\u548c\u5c06\u654f\u611f\u529f\u80fd\uff08\u5982\u622a\u56fe\uff09\u8bbe\u4e3a\u201c\u53ef\u9009\u53ef\u914d\u201d\u3002\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5f00\u5173\uff0c\u800c\u662f\u4e00\u79cd\u4ea7\u54c1\u54f2\u5b66\uff1a\u5c06\u76d1\u63a7\u5de5\u5177\u4ece\u201c\u7ba1\u7406\u8005\u610f\u5fd7\u201d\u8f6c\u53d8\u4e3a\u56e2\u961f\u53ef\u534f\u5546\u7684\u201c\u8fd0\u8425\u89c4\u5219\u201d\u3002\u5f00\u53d1\u8005\u5bf9\u9690\u79c1\u7ec6\u8282\uff08\u5982\u5ba2\u6237\u7aef\u8131\u654f\u3001\u5ba1\u8ba1\u65e5\u5fd7\uff09\u7684\u6df1\u5165\u9610\u8ff0\uff0c\u663e\u793a\u4ed6\u4eec\u6df1\u8c19\u89c4\u6a21\u5316\u540e\u4fe1\u4efb\u6210\u672c\u98d9\u5347\u7684\u6311\u6218\uff0c\u6b63\u8bd5\u56fe\u901a\u8fc7\u6280\u672f\u624b\u6bb5\u9884\u8bbe\u9632\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u201c\u4e00\u4f53\u5316\u201d\u5e73\u53f0\u5f80\u5f80\u9762\u4e34\u5404\u6a21\u5757\u90fd\u4e0d\u5982\u5782\u76f4\u5de5\u5177\u7cbe\u4e13\u7684\u8d28\u7591\uff0c\u9700\u8bc1\u660e\u5176\u6570\u636e\u8054\u52a8\u4ea7\u751f\u7684\u6d1e\u5bdf\uff08\u5982\u65f6\u95f4\u6295\u5165\u4e0e\u9879\u76ee\u74f6\u9888\u7684\u5173\u8054\uff09\u8db3\u4ee5\u5f25\u8865\u6df1\u5ea6\u4e0a\u7684\u4e0d\u8db3\u3002\u5176\u6b21\uff0c\u5176\u201c\u4eba\u6027\u5316\u201d\u5b9a\u4f4d\u5728\u5411\u4e2d\u5927\u578b\u4f01\u4e1a\u6e17\u900f\u65f6\uff0c\u53ef\u80fd\u4e0e\u4f01\u4e1a\u56fa\u6709\u7684\u5f3a\u7ba1\u63a7\u9700\u6c42\u4ea7\u751f\u51b2\u7a81\uff0c\u5982\u4f55\u5728\u4fdd\u6301\u521d\u5fc3\u7684\u540c\u65f6\u6ee1\u8db3\u590d\u6742\u5408\u89c4\u8981\u6c42\uff0c\u5c06\u662f\u5173\u952e\u8003\u9a8c\u3002\u6700\u540e\uff0c\u8bc4\u8bba\u4e2d\u9891\u7e41\u51fa\u73b0\u7684\u4e0eTime Doctor\u7b49\u4ea7\u54c1\u7684\u5bf9\u6bd4\uff0c\u610f\u5473\u7740\u5b83\u5fc5\u987b\u6301\u7eed\u5f3a\u5316\u5dee\u5f02\u5316\u53d9\u4e8b\u2014\u2014\u6216\u8bb8\u4e0d\u662f\u529f\u80fd\u4e0a\u7684\uff0c\u800c\u662f\u4f53\u9a8c\u4e0e\u6587\u5316\u4e0a\u7684\u2014\u2014\u5373\u8bc1\u660e\u81ea\u5df1\u662f\u4e00\u4e2a\u201c\u4fe1\u4efb\u4f18\u5148\u201d\u7684\u534f\u4f5c\u7cfb\u7edf\uff0c\u800c\u975e\u53c8\u4e00\u6b3e\u201c\u6570\u5b57\u76d1\u5de5\u201d\u3002\u5b83\u7684\u6210\u529f\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u201c\u53ef\u9009\u76d1\u63a7\u201d\u8fd9\u4e00\u7279\u6027\uff0c\u4ece\u8425\u9500\u4eae\u70b9\u8f6c\u5316\u4e3a\u771f\u6b63\u7684\u56e2\u961f\u6548\u7387\u4e0e\u5065\u5eb7\u50ac\u5316\u5242\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\">Tivazo<\/span>\n <\/div>\n<div class=\"comment-content\">Everything your team needs in one place to organize work, track projects, monitor activity, and automate workflows, helping your team stay aligned and productive wherever they work.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunters \ud83d\udc4b<br \/>\nWe built Tivazo after repeatedly losing track of our team\u2019s hours, not because people weren\u2019t working, but because visibility across tasks, attendance, and availability was messy. Most tools we tried were either too complex or felt like micromanagement.<br \/>\nWe wanted something simple, transparent, and human-first.<br \/>\nTivazo helps on-site, remote, hybrid, and freelance teams stay productive without disrupting flow:<br \/>\n\ud83d\udc49 See who\u2019s working on what in real time.<br \/>\n\ud83d\udc49 Get accountability with optional screenshots and clear productivity insights.<br \/>\n\ud83d\udc49 Onboard your team in minutes and manage hours, attendance, and time-off in one place.<br \/>\nTivazo is free for up to 10 people, with paid plans as teams grow no ads, no hidden trade-offs.<br \/>\nWe\u2019d love your feedback: How do you manage productivity today? What works, and what doesn\u2019t?<br \/>\nTry Tivazo and boost your teams productivity. \ud83d\ude80<\/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\/@nikhil_k_c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikhil_k_c<\/a> congrats on the launch. Does this work for freelancers\/subcontractors as well? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikhil_k_c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikhil_k_c<\/a> Congrats on the launch! <\/p>\n<\/p>\n<p>On first glance it seems similar with Time Doctor? What are upsides vs TD?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@nikhil_k_c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikhil_k_c<\/a> 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>What I like about Tivazo is the \u201call-in-one\u201d approach that doesn\u2019t immediately feel like heavy enterprise software: projects + time tracking + attendance\/time-off in one place, with real-time visibility into who\u2019s working on what. For teams that are remote\/hybrid (or juggling freelancers), that single source of truth is usually what\u2019s missing \u2014 not another standalone tracker. The onboarding-friendly positioning (and free tier for smaller teams) also makes it easier to actually get adoption, which is where most productivity tools fail.<\/p>\n<\/p>\n<p>I also appreciate that you\u2019re being explicit about monitoring being optional, and the privacy angle (masking\/blurring sensitive info) is the right direction \u2014 transparency + user control is the only way screenshot features don\u2019t turn into \u201cmicromanagement vibes.\u201d Curious question: do you have team-level privacy controls (e.g., role-based access, per-project rules, or \u201cfocus time\u201d periods where screenshots are disabled) to help managers use it responsibly while keeping trust high?<\/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\/@31xira\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@31xira<\/a> Thanks so much, Angie, nailed our intent. \ud83d\ude4c<\/p>\n<\/p>\n<p>On privacy controls, yes:<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>Role-based access:<\/strong> Super Admin\/Admin (workspace), <strong>Manager<\/strong> (their teams\/projects only), <strong>Member<\/strong> (self), <strong>Viewer<\/strong> (client, read-only to selected projects).<\/p>\n<\/li>\n<li>\n<p><strong>Monitoring is optional:<\/strong> workspace can <strong>disable screenshots<\/strong> entirely, or <strong>mask<\/strong> them (keyword list). <strong>Frequency<\/strong> is configurable (up to 1\/min) and <strong>audit logs<\/strong> record changes.<\/p>\n<\/li>\n<li>\n<p><strong>Client sharing:<\/strong> choose exactly which projects a Viewer can see; exports are scoped.<\/p>\n<\/li>\n<li>\n<p><strong>\u201cFocus time\u201d<\/strong>: today you have <strong>Pause<\/strong> + <strong>auto-idle pause<\/strong>.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations! Do you specialize on teams or the tool would work for personal use as well? To track time spent on task for freelancer <\/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\/@natella_nuralieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natella_nuralieva<\/a> Thanks, Natella! \ud83d\ude4c Tivazo works for <strong>both teams and solo freelancers<\/strong>. You can create a <strong>1-person workspace<\/strong>, add clients\/projects, auto-track time, and export clean timesheets (CSV\/PDF). Screenshots are <strong>optional<\/strong> (mask or disable). Free plan covers this for a single user.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very nice!<\/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\/@sneas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sneas<\/a> <\/p>\n<ol>\n<li>\n<p>Appreciate it, Dimah! \ud83d\ude0a We\u2019ve kept it lightweight: time tracking, shift scheduling, and privacy-safe screenshots. Any feature you\u2019d like to see next?<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>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> Thank you so much, Madalina! \ud83d\ude4c Coming from PROCESIO, that means a lot.<\/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>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><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thank you, Shubham! If you try it, I\u2019d love your feedback.<\/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>Nice launch! Curious, which kind of teams do you seem to see the most success with so far, remote, hybrid, or in-office teams?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hanzla_linkedin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hanzla_linkedin<\/a> Thank you, Hanzla! We see strong fit across <strong>all three<\/strong>, but especially:<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>Hybrid & offshore teams (BPOs, agencies, IT services):<\/strong> shift scheduling (incl. night), adherence, and client-ready reports are big wins.<\/p>\n<\/li>\n<li>\n<p><strong>Fully remote teams:<\/strong> role-based <strong>client portal<\/strong> + lightweight time\/productivity (no bloat) keeps visibility high without micromanagement.<\/p>\n<\/li>\n<li>\n<p><strong>In-office\/onsite ops:<\/strong> simple time + scheduling and Slack\/Google Calendar integrations.<\/p>\n<\/li>\n<\/ul>\n<\/p>\n<p>Short version: anywhere leaders need clear <strong>time \u2192 project\/client<\/strong> visibility with <strong>privacy controls<\/strong>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 feels quite close to the direction we\u2019re seeing with tools like Work-Break, focusing on productivity without turning it into micromanagement.I like that you\u2019re positioning Tivazo as human-first and keeping monitoring optional. Curious how teams usually balance visibility with trust over time as they grow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@work_break\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@work_break<\/a> Thank You! We see teams keep trust by treating visibility as <strong>ops hygiene<\/strong>, not surveillance:<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>Start with aggregates:<\/strong> time, schedule adherence, bottlenecks, no screenshots.<\/p>\n<\/li>\n<li>\n<p><strong>Privacy defaults:<\/strong> screenshots <strong>off or masked<\/strong>, conservative sampling, <strong>short retention<\/strong>.<\/p>\n<\/li>\n<li>\n<p><strong>Tight RBAC:<\/strong> Managers see their teams; clients get <strong>Viewer<\/strong> on specific projects only; employees see their <strong>own data<\/strong>.<\/p>\n<\/li>\n<li>\n<p><strong>Transparency:<\/strong> in-app tracking policy + change logs\/audit trail.<\/p>\n<\/li>\n<li>\n<p><strong>Purpose-bound changes:<\/strong> if deeper evidence is needed (e.g., an audit), teams raise sampling <strong>with a stated purpose and auto-expiry<\/strong>, then revert.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>All-in-one time tracking plus optional screenshots gets tricky at scale: high-frequency events and images create storage costs, plus trust issues if access is too broad.<\/p>\n<p>Best practice is on-device redaction before upload, strict RBAC with purpose-limited views, short retention defaults, and an append-only audit log so employees can see who viewed what and why.<\/p>\n<p>Do you support per-project policies (sampling rate, focus-time no-capture, retention) and can admins enforce client-side masking to prevent raw screenshots ever leaving the machine?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> Thanks, Ryan, totally aligned with those best-practices.<\/p>\n<\/p>\n<p>Here\u2019s where Tivazo is today (and what\u2019s next):<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>RBAC & purpose-limited views:<\/strong> Super Admin\/Admin (workspace), <strong>Manager<\/strong> (their teams\/projects), <strong>Member<\/strong> (self), <strong>Viewer<\/strong> (client, selected projects only).<\/p>\n<\/li>\n<li>\n<p><strong>Screenshots optional by policy:<\/strong> can be <strong>disabled<\/strong> or <strong>masked<\/strong>; sampling rate configurable (up to 1\/min).<\/p>\n<\/li>\n<li>\n<p><strong>Retention:<\/strong> short by default with <strong>auto-delete<\/strong>; admins can set tighter windows per workspace.<\/p>\n<\/li>\n<li>\n<p><strong>Audit trail:<\/strong> append-only log for policy\/setting changes (who\/what\/when).<\/p>\n<\/li>\n<\/ul>\n<\/p>\n<p><strong>Roadmap \/ pilots:<\/strong><\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>Per-project policies<\/strong> (sampling, retention) and <strong>scheduled \u201cfocus-time\u201d no-capture<\/strong> windows.<\/p>\n<\/li>\n<li>\n<p><strong>Admin-enforced client-side redaction<\/strong> so raw pixels never leave the device (beta path available).<\/p>\n<\/li>\n<\/ul>\n<\/p>\n<p>If you\u2019d like, I can DM a brief privacy spec and enable the redaction beta on a test workspace.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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>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\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> Thank you, Chilarai! If you try it, I\u2019d love your feedback on the client portal + scheduling (free up to 10 users).<\/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>Love the all-in-one concept. What advantages does Tivazo have over the conventional time-tracking tools in terms of productivity insights?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kapil_dev_sapkota\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kapil_dev_sapkota<\/a> Thanks, Kapil! Short version: <strong>Tivazo ties time to context<\/strong>, so you see <em>why<\/em> output moves,not just hours.<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>Active vs idle vs focus time<\/strong> trendlines (per person\/team), not just totals<\/p>\n<\/li>\n<li>\n<p><strong>App\/URL usage by project\/client<\/strong> \u2192 see where time actually goes<\/p>\n<\/li>\n<li>\n<p><strong>Schedule vs adherence<\/strong> (incl. night shifts) to spot drift and bottlenecks<\/p>\n<\/li>\n<li>\n<p><strong>Client-ready insights<\/strong>: Viewer role shows only their projects, with exports<\/p>\n<\/li>\n<li>\n<p><strong>Privacy-first<\/strong>: mask\/disable screenshots, role-based access<\/p>\n<\/li>\n<\/ul>\n<p>If you\u2019re curious, I can share a sample weekly productivity report.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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. How do you perceive screenrecording of the employees? Isn’t it a lack of trust? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> <br \/>Hey Nika! Thank you for the thoughtful feedback. We understand your concern. <\/p>\n<p>In Tivazo, the screenshot monitoring feature is optional, you can turn the feature off anytime you want. <\/p>\n<p>We have also designed our screenshot monitoring feature with privacy in mind. <\/p>\n<p>In the case the screenshot monitoring feature is turned on, our screenshot masking feature lets you blur or block sensitive information such as personal or confidential data. This helps maintaing privacy while giving managers visibility into workflow. <\/p>\n<p>We\u2019d love to hear more about your thoughts and how we can improve. Your feedback is incredibly valuable to us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can teams choose what they track and what they don\u2019t?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice app. Are there plans to add AI-driven productivity insights?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 problem were you most focused on solving with Tivazo?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, it is very simple and easy to setup productivity tool. Are there any plans to add more integrations in the near 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Founder-to-founder: bringing work, tracking, and automation into one place is <em>hard<\/em>, but incredibly valuable when done right. Tivazo looks thoughtfully built for teams that want clarity without complexity. Congrats on the launch and wishing you strong early traction.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch!! <br \/>Interested in finding out how the teams react to the real-time insights in the long term.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice launch! Curious, which kind of teams do you seem to see the most success with so far remote, hybrid, or in-office teams?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, Nikhil and team. Tivazo feels like it\u2019s built from real team pain, not just feature checklists. The focus on visibility without forcing micromanagement really stands out, especially for mixed setups with remote, hybrid, and freelancers.<\/p>\n<\/p>\n<p>I like that monitoring is optional and that you\u2019re being upfront about privacy controls. That kind of transparency usually makes adoption much easier on real teams. The all in one approach for tasks, time, and attendance also feels practical rather than overwhelming.<\/p>\n<\/p>\n<p>Happy to support and follow along as you grow. Looking forward to seeing how teams use this in the real world.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/X6772FCTOTZG7O\" class=\"app-title\">XR AI Spotlight<\/a><\/p>\n<div class=\"one-liner\">The easiest way to stay up to date in 3D, XR, and AI<\/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>XR AI Spotlight\u662f\u4e00\u6b3e\u4e13\u6ce8\u4e8e3D\u3001XR\u4e0eAI\u4ea4\u53c9\u9886\u57df\u7684\u6df1\u5ea6\u5185\u5bb9\u8ba2\u9605\u670d\u52a1\uff0c\u901a\u8fc7\u6bcf\u5468\u7cbe\u9009\u5de5\u5177\u3001\u6df1\u5ea6\u8bbf\u8c08\u548c\u4e13\u9879\u624b\u518c\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u3001\u521b\u4f5c\u8005\u548c\u4ece\u4e1a\u8005\u9ad8\u6548\u8fc7\u6ee4\u884c\u4e1a\u566a\u97f3\uff0c\u83b7\u53d6\u53ef\u7acb\u5373\u5e94\u7528\u7684\u5b9e\u8df5\u6d1e\u5bdf\uff0c\u89e3\u51b3\u4e86\u4fe1\u606f\u8fc7\u8f7d\u4e0e\u4ef7\u503c\u4fe1\u606f\u7a00\u7f3a\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\/e1a156c6-516a-4757-8e64-d46b0d0cc700.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ada6553d-e361-4c2a-8a71-8d05b74a96a7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5211b74b-42fc-4292-9381-7c77ab5fff23.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\/8b4d3c3a-9ad6-438f-ba4f-531b98341b60.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/IohhHNxQC_Y\"><source src=\"https:\/\/youtu.be\/IohhHNxQC_Y\" 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\">Virtual Reality<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">3D Modeling<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u884c\u4e1a\u8d44\u8baf\u8ba2\u9605<\/span><br \/>\n <span class=\"tag\">3D\/XR\/AI\u4ea4\u53c9\u9886\u57df<\/span><br \/>\n <span class=\"tag\">\u6df1\u5ea6\u5185\u5bb9\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e13\u4e1a\u793e\u533a<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u8d8b\u52bf\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u8d44\u6e90<\/span><br \/>\n <span class=\"tag\">\u521b\u5ba2\u8bbf\u8c08<\/span><br \/>\n <span class=\"tag\">\u9ad8\u65af\u6e85\u5c04\u624b\u518c<\/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\u5185\u5bb9\u201c\u53bb\u4f2a\u5b58\u771f\u201d\u7684\u5b9e\u7528\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86\u884c\u4e1a\u4fe1\u606f\u8fc7\u8f7d\u7684\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u5185\u5bb9\u7b5b\u9009\u673a\u5236\u3001\u66f4\u65b0\u53ef\u6301\u7eed\u6027\u53ca\u4e2a\u6027\u5316\u9700\u6c42\u3002\u5177\u4f53\u5efa\u8bae\u5305\u62ec\u5efa\u7acb\u7ed3\u6784\u5316\u4fe1\u606f\u7ba1\u9053\u3001\u63d0\u4f9b\u5185\u5bb9\u6807\u7b7e\u8fc7\u6ee4\u6216\u53ef\u5bfc\u51fa\u8ba2\u9605\u6e90\uff0c\u4ee5\u63d0\u5347\u957f\u671f\u53ef\u6269\u5c55\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n XR AI Spotlight\u7684\u8bde\u751f\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86\u5f53\u4e0b3D\/XR\/AI\u9886\u57df\u6700\u9690\u79d8\u7684\u75db\u70b9\uff1a\u7e41\u8363\u521b\u65b0\u8868\u8c61\u4e0b\u7684\u201c\u4fe1\u606f\u80a5\u80d6\u75c7\u201d\u3002\u5f53\u884c\u4e1a\u88abLLM\u548c\u56fe\u50cf\u751f\u6210\u7684\u6d2a\u6d41\u88f9\u631f\u65f6\uff0c\u5b83\u8bd5\u56fe\u951a\u5b9a\u201c\u7a7a\u95f4\u8ba1\u7b97\u201d\u8fd9\u4e00\u672c\u8d28\uff0c\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u4fe1\u606f\u5e7f\u5ea6\uff0c\u800c\u5728\u4e8e\u57fa\u4e8e\u5b9e\u8df5\uff08\u201cif I can try it\u201d\uff09\u7684\u7b5b\u9009\u6df1\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6838\u5fc3\u662f\u201c\u7b56\u5c55\u4eba\u4fe1\u7528\u201d\u7684\u8d27\u5e01\u5316\u3002\u521b\u59cb\u4ebaGabriele\u51ed\u501f\u957f\u671f\u5b9e\u8df5\u79ef\u7d2f\u7684\u4e2a\u4eba\u54c1\u724c\uff0c\u5145\u5f53\u4e86\u53ef\u4fe1\u8fc7\u6ee4\u5668\u3002\u8fd9\u65e2\u662f\u5176\u521d\u671f\u4f18\u52bf\uff0c\u4e5f\u6784\u6210\u4e86\u6839\u672c\u6027\u98ce\u9669\u3002\u8bc4\u8bba\u4e2d\u5c16\u9510\u5730\u6307\u51fa\u4e86\u201c\u89c4\u6a21\u4e4b\u5899\u201d\uff1a\u4f9d\u8d56\u4e2a\u4eba\u6d1e\u5bdf\u7684\u6bcf\u5468\u201cTop 10\u201d\u6a21\u5f0f\uff0c\u5728\u5de5\u5177\u5feb\u901f\u8fed\u4ee3\u3001\u4fe1\u606f\u7206\u70b8\u7684\u9886\u57df\uff0c\u53ef\u80fd\u9762\u4e34\u53ef\u6301\u7eed\u6027\u4e0e\u4e00\u81f4\u6027\u7684\u6311\u6218\u3002\u63d0\u95ee\u8005\u5efa\u8bae\u7684\u81ea\u52a8\u5316\u7ba1\u9053\u4e0e\u4eba\u5de5\u9a8c\u8bc1\u7ed3\u5408\uff0c\u6070\u6070\u70b9\u660e\u4e86\u4ece\u201c\u4e2a\u4eba\u535a\u5ba2\u201d\u5347\u7ea7\u4e3a\u201c\u4e13\u4e1a\u60c5\u62a5\u670d\u52a1\u201d\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5185\u5bb9\u7ec4\u5408\u9887\u5177\u7b56\u7565\u6027\uff1a\u201c\u6bcf\u5468\u7cbe\u9009\u201d\u6ee1\u8db3\u5373\u65f6\u9700\u6c42\uff0c\u201c\u6df1\u5ea6\u8bbf\u8c08\u201d\u63d0\u4f9b\u573a\u666f\u5316\u8ba4\u77e5\uff0c\u800c\u9650\u65f6\u63d0\u4f9b\u7684\u300a\u9ad8\u65af\u6e85\u5c04\u624b\u518c\u300b\u5219\u4f5c\u4e3a\u9ad8\u4ef7\u503c\u94a9\u5b50\uff0c\u76f4\u63a5\u5438\u5f15\u6838\u5fc3\u6280\u672f\u53d7\u4f17\u3002\u8fd9\u663e\u793a\u4ea7\u54c1\u6df1\u8c19\u5982\u4f55\u5c06\u9690\u6027\u77e5\u8bc6\uff08tacit knowledge\uff09\u5206\u5c42\u6253\u5305\u53d8\u73b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u4e0b\u4e00\u6b65\u6f14\u5316\u3002\u5b83\u9700\u8981\u56de\u7b54\uff1a\u5f53\u521b\u59cb\u4eba\u7684\u4e2a\u4eba\u7f51\u7edc\u4e0e\u65f6\u95f4\u8fbe\u5230\u74f6\u9888\u540e\uff0c\u5982\u4f55\u7cfb\u7edf\u5316\u5730\u5b9a\u4e49\u201c\u4ef7\u503c\u4fe1\u53f7\u201d\uff1f\u80fd\u5426\u4ece\u201c\u4e00\u4e2a\u4eba\u7684\u54c1\u5473\u201d\u8fdb\u5316\u4e3a\u201c\u4e00\u5957\u53ef\u9a8c\u8bc1\u7684\u7b5b\u9009\u7b97\u6cd5\u201d\uff1f\u4ee5\u53ca\uff0c\u5728\u793e\u533a\u89c4\u6a21\u6269\u5927\u540e\uff0c\u5982\u4f55\u5e73\u8861\u201c\u666e\u60e0\u514d\u8d39\u5185\u5bb9\u201d\u4e0e\u201c\u4ed8\u8d39\u4e13\u4eab\u6df1\u5ea6\u201d\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u907f\u514d\u77e5\u8bc6\u6c9f\u58d1\u5f15\u53d1\u793e\u533a\u5206\u88c2\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u5728\u6b63\u786e\u65f6\u673a\u3001\u7531\u6b63\u786e\u4eba\u7269\u53d1\u8d77\u7684\u7cbe\u51c6\u670d\u52a1\u3002\u4f46\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5fc3\u8fd0\u8425\u7684\u201c\u4ff1\u4e50\u90e8\u901a\u8baf\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u53ef\u89c4\u6a21\u5316\u7684\u201c\u884c\u4e1a\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u5176\u957f\u671f\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u521b\u59cb\u4eba\u72ec\u7279\u7684\u201c\u5b9e\u8df5\u6027\u773c\u5149\u201d\u4ea7\u54c1\u5316\u3001\u7cfb\u7edf\u5316\uff0c\u4ece\u800c\u5728\u566a\u97f3\u6c38\u7eed\u589e\u957f\u7684\u73af\u5883\u4e2d\uff0c\u6301\u7eed\u5145\u5f53\u90a3\u679a\u6700\u9510\u5229\u7684\u63a2\u9488\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\">XR AI Spotlight<\/span>\n <\/div>\n<div class=\"comment-content\">XR AI Spotlight helps you cut through the hype by providing in-depth content around 3D, XR, and AI. By subscribing you get (i) the top 10 tools, apps or product updates of the week hard to find anywhere else (ii) weekly in-depth interviews with Founders and Makers at the intersection of XR and AI (iii) the Handbook on Gaussian Splatting with best practices, tools and plugins to get started on 3DGS or figure out everything you missed.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Staying up to date with 3D, XR & AI should not eat up your evenings or weekends.<\/p>\n<p>I hit that wall myself for months. So I decided to fix it.<\/p>\n<p>Today I\u2019m launching XR AI Spotlight, a weekly edition that cuts through the hype and <strong>delivers the tools, updates, demos, and deeper insights that actually help you understand and build in 3D, XR and AI.<\/strong><\/p>\n<p>You can take advantage of the exclusive Product Hunt discount here \ud83d\udc49 <a href=\"https:\/\/xraispotlight.substack.com\/PHLAUNCH\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">PH Launch Offer<\/a><\/p>\n<p>Let me tell you why and what is included.<\/p>\n<p>If you are in this space, you probably know how hard it can be to keep up with the latest news and updates.<br \/>You sift through endless newsletters repeating the same announcements, get hype reels with nothing you can actually use, and the news on AI covers only image and video models instead of the 3D and technological breakthroughs that will define the next generation of spatial products and experiences.<\/p>\n<p>I\u2019ve been curating this intersection for years, and more than 45K on <a href=\"https:\/\/www.linkedin.com\/in\/gabriele-romagnolixr\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">LinkedIn<\/a> and <a href=\"https:\/\/x.com\/GabRoXR\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">X<\/a> follow my work because I stay hands-on with the tools and share practical insights they can apply immediately.<\/p>\n<\/p>\n<p>In addition to the weekly free interview with founders and creatives, Pro members will receive:<\/p>\n<ul>\n<li>\n<p>A weekly Pro Edition with <strong>10 handpicked tools, demos, research papers, and updates<\/strong> hard to find anywhere else.<\/p>\n<\/li>\n<li>\n<p><strong>The Gaussian Splatting Handbook<\/strong> with an overview of cloud-based and local solutions to generate 3DGS, applications in VFX, gaming and real estate and more <strong>(available only until the 27th of January)<\/strong><\/p>\n<\/li>\n<li>\n<p>Full access to the <strong>growing database of in-depth interviews<\/strong>, so you can borrow workflows, learn from their journey, and study go-to-market playbooks from top founders and makers in this space<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally! As someone building LBE experiences (like YULLBE), I have absolutely zero patience for fluff. Most newsletters out there are just noise and hype reels. I need tools I can actully use in production. Gab, your content is one of the few sources that cuts the BS and delivers pure value to me. If you want to understand where 3D and AI are really heading without wasting your time, this is it. Keep pushing boundaries, Gab! All the best for toadays launch, Cheers, Marcus<\/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\/@marcus_ernst\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcus_ernst<\/a> Getting such high praise from someone so deep into deploying VR for millions of visitors every year means a lot. From VR on Roller Coasters to free roaming and even underwater, I cannot believe what your team at Europa Park was able to achieve!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 followed Gab on LinkedIN for years and heard him speak at conferences. He is my absolute go-to expert for all things AR \/ VR \/ 3D, etc. I love his enthusiasm for the field and infectious curiosity. Really excited to see him launch this!<\/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\/@clark_parsons1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clark_parsons1<\/a> Thanks for the support. Getting curious, less technical people into the worlds of XR is one of my missions. Too often, people are either scared away or overwhelmed with random buzzwords with close to no meaning. Always happy to answer questions and show real examples to help get a clear understanding so that you can form your own opinion around that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We build 3D scanning and 3D Gaussian Splatting tools at KIRI Engine, and we really appreciate what XR AI Spotlight is doing for this space.<\/p>\n<p>In XR and 3D, the challenge today isn\u2019t a lack of innovation, it\u2019s cutting through the noise. With so many new models, tools, and demos, it\u2019s hard to know what truly matters.<\/p>\n<p>XR AI Spotlight does a great job curating what\u2019s actually useful for builders.<\/p>\n<p>Congrats to Gabriele on the launch. It is a valuable resource for the XR, 3D, and AI community.<\/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\/@kiri_innovation_info\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kiri_innovation_info<\/a> thank you very much for the shout-out.<br \/>As a hands-on user of Kiri Engine, I can testify that it is one of the best cloud-based solutions for generating Gaussian Splatting. The Blender plugins the team has created offer so many opportunities for manipulating and getting more of 3DGS.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! This is an incredibly valuable resource for anyone working in or exploring XR, 3D, and AI. These fields are moving extremely fast. How do you decide which projects or signals are truly worth spotlighting week after week?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@guillembruix\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guillembruix<\/a> Very good question. One of the major parameter is if the project, product or update has something that I can try. This makes prioritization much easier. I can focus on examples and content that readers can test and learn from instead of just sharing hype reels.<br \/>The other question I ask myself is: Does this has a spatial component to it? A lot of the news especially when it comes to AI are about LLMs and Image generators and I personally don’t find that interesting.<\/p>\n<p>I hope this answer your question \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love Gabriele’s content, so knowledgable and interesting and direct – and XR AI Spotlight looks like an amazing evolution of that ethos!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gordon_midwood\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gordon_midwood<\/a> It is indeed a step up. I cannot wait to share all the cool products, demos and updates that the founders and makers are pushing out in the open. Exciting times for 3D, XR & AI.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We must have met with Gab during the 2017 massive VR hype and since then, Gab has consistently tested and share the most authentic posts and videos of his findings using all the XR software and hardware he was able to put his hands on. Such a good idea to start this curated content membership. Though will you still share some free content for the students?<\/div>\n<div class=\"comment-actions\">\n<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\/@metapierre\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@metapierre<\/a> Of course! The Pro tier just offers an additional email with the top 10 tools, apps and product updates I find every week. You can still expect the same you were getting from me… just 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>How do you pick the guests for the interviews? There are a lot of tech oriented podcast and I am struggling to see a differentiator here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anne_vas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anne_vas<\/a> I usually don’t go for big and\/or popular guests… or at least that is not the main parameter. I get mostly attracted by products or what people are building and then try to find out who is behind those. This makes sure guests come on stage for what they have built and not simply for what they have to say \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been loving the interviews around Gaussian Splatting. Getting to know the founders who are building these tools has been incredibly valuable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Weekly \u201ctop 10\u201d in XR, 3D, and AI hits a scale wall fast: tool churn, duplicate announcements, and link rot can turn curation into noisy, non-reproducible picks.<\/p>\n<p>Best practice is a structured ingestion + diff pipeline (GitHub releases, arXiv, vendor changelogs) with embeddings-based clustering for dedupe, source credibility scoring, and a human verification pass on anything you recommend for production.<\/p>\n<p>How are you detecting meaningful updates versus rebrands, and will Pro members get personalization (tags like 3DGS, WebXR, Vision Pro) or an exportable feed so teams can track only what matters to them?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool, Gabriele! Looking forward to reading and exploring this amazing XR-AI space together, the future is augmented. \ud83d\ude0e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sgb_za\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sgb_za<\/a> You are certainly right. There are so many ways to augment, from digital content to installation to even just audio. The key to the augmentation is to have a new layer overimposed on top of our world.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 would really like to see the Gaussian splatting handbook (did a review and an upvote already ;-). Is there a subject on selecting the best workflow\/pipeline for after doing the scan with let’s say a portalcam?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 <\/strong><a href=\"https:\/\/www.producthunt.com\/@gabriele_romagnoli\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gabriele_romagnoli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabriele_romagnoli<\/a> excited to be here! Could you please be more specific when it comes to 3D, XR, and AI? What kind of topics are usually covered? I’m completely new to this, so any piece of information helps. Cheers! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sophia_t_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sophia_t_<\/a> the range feels broad but when we talk about the intersection of these topics we refer to smart glasses like the Meta RayBan, Gen AI for 3D models, Motion generated by AI, Computer vision and more. These are all technologies that go beyond flat screens and are meant to understand the physical world around us, generate digital content and augment our reality. I hope this clarifies a bit.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Are the interviews shared on YouTube different from the articles shared in the free newsletter?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rouzbeh_s_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rouzbeh_s_<\/a> essentially they are the same. The written interviews tend to be more concise and with direct hyperlinks to various additional resources. The video interviews are more “demanding” but a great format for a podcast-like experience.<\/p>\n<p>Some people prefer to read some prefer to listen\/watch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 worked with Gab during the first years at ShapesXR, trying to define the product market fit and his knowledge and experience in the field have been expanding enormously. <br \/>I also had a chance to join his podcast and talk about XR Design as a journey and career. The discussion felt more like a collaboration than an interview, a genuine exchange about how to break into XR design and how emerging technologies like AI are reshaping the way we think, create, and connect.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mo_sayyar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mo_sayyar<\/a> it was a real pleasure to work and collaborate on so many fronts. Hoping for more opportunities at the intersection of XR and AI<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/Q5SREUOW3SQPOR\" class=\"app-title\">Pagesmith.ai<\/a><\/p>\n<div class=\"one-liner\">AI websites that actually show up on Google<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">28<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Pagesmith.ai \u662f\u4e00\u6b3e\u4e13\u6ce8\u4e8eSEO\u7684AI\u5efa\u7ad9\u5de5\u5177\uff0c\u901a\u8fc7\u751f\u6210\u57fa\u4e8eAstro\u6846\u67b6\u7684\u9759\u6001HTML\u4e0eSSR\u9875\u9762\uff0c\u89e3\u51b3\u4f20\u7edfAI\u5efa\u7ad9\u5de5\u5177\u56e0\u8f93\u51fa\u81c3\u80bfJavaScript\u800c\u5bfc\u81f4\u7f51\u7ad9\u5728\u641c\u7d22\u5f15\u64ce\u4e2d\u96be\u4ee5\u88ab\u722c\u53d6\u548c\u6536\u5f55\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\/8f70831c-f3f9-4998-9272-f0ad961d1f0d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5cd91b73-4291-4f08-a7b1-b6e07ab27f02.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6e6462f-3a44-4a7d-9237-101eb18906e6.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\/bad191cd-fd48-4b60-b45b-6f1054199e53.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/XwrmUihhDR4\"><source src=\"https:\/\/youtu.be\/XwrmUihhDR4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5efa\u7ad9\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SEO\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u9759\u6001\u7f51\u7ad9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">Astro\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">\u641c\u7d22\u5f15\u64ce\u53ef\u89c1\u6027<\/span><br \/>\n <span class=\"tag\">\u96f6JavaScript\u67b6\u6784<\/span><br \/>\n <span class=\"tag\">\u8fb9\u7f18\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u578b\u7f51\u7ad9<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u6240\u6709\u6743<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u52a0\u8f7d<\/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\u805a\u7126SEO\u548c\u8f7b\u91cf\u5316\u7684\u6280\u672f\u8def\u7ebf\uff0c\u5e76\u8be2\u95ee\u4e0e\u7ade\u54c1\u7684\u5dee\u5f02\u3001\u73b0\u6709\u7f51\u7ad9\u5bfc\u5165\u6548\u679c\u3001\u4ee5\u53ca\u8def\u7ebf\u56fe\u4e2d\u5173\u4e8e\u8eab\u4efd\u9a8c\u8bc1\u3001\u7ad9\u70b9\u5730\u56fe\u3001\u5206\u6790\u96c6\u6210\u7b49\u529f\u80fd\u7684\u5b8c\u5584\u65f6\u95f4\u8868\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 Pagesmith.ai \u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u57fa\u7840\u5374\u81f3\u5173\u91cd\u8981\u7684\u5e02\u573a\u7f1d\u9699\uff1aAI\u751f\u6210\u7f51\u7ad9\u7684\u641c\u7d22\u5f15\u64ce\u53ef\u53d1\u73b0\u6027\u3002\u5f53\u524d\u591a\u6570AI\u5efa\u7ad9\u5de5\u5177\u6c89\u8ff7\u4e8e\u8f93\u51fa\u89c6\u89c9\u6548\u679c\u534e\u4e3d\u4f46\u6280\u672f\u6808\u81c3\u80bf\u7684React\u5355\u9875\u5e94\u7528\uff08SPA\uff09\uff0c\u8fd9\u4e3a\u4ea4\u4e92\u578b\u5e94\u7528\u5c1a\u53ef\uff0c\u4f46\u5bf9\u4e8e\u4ee5\u5185\u5bb9\u548c\u83b7\u5ba2\u4e3a\u6838\u5fc3\u7684\u5e02\u573a\u8425\u9500\u7f51\u7ad9\u800c\u8a00\uff0c\u65e0\u5f02\u4e8e\u81ea\u65ad\u7ecf\u8109\u2014\u2014\u641c\u7d22\u5f15\u64ce\u722c\u866b\u96be\u4ee5\u89e3\u6790\uff0c\u4e25\u91cd\u5f71\u54cd\u81ea\u7136\u6d41\u91cf\u83b7\u53d6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u7528AI\u751f\u6210\u7f51\u7ad9\u201d\uff0c\u800c\u5728\u4e8e\u201c\u7528\u6b63\u786e\u7684\u6280\u672f\u67b6\u6784\u751f\u6210\u7f51\u7ad9\u201d\u3002\u9009\u62e9\u4ee5Astro\u6846\u67b6\u4e3a\u57fa\u7840\uff0c\u9ed8\u8ba4\u8f93\u51fa\u9759\u6001HTML\uff0c\u5e76\u4e3a\u52a8\u6001\u5185\u5bb9\u4fdd\u7559\u670d\u52a1\u7aef\u6e32\u67d3\uff08SSR\uff09\u80fd\u529b\uff0c\u8fd9\u662f\u4e00\u79cd\u6e05\u9192\u7684\u6280\u672f\u9009\u62e9\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u5728\u7528AI\u5c01\u88c5\u548c\u81ea\u52a8\u5316\u4e86\u4e00\u5957\u73b0\u4ee3\u3001\u9ad8\u6027\u80fd\u7684Web\u5f00\u53d1\u6700\u4f73\u5b9e\u8df5\uff1a\u5c9b\u5c7f\u67b6\u6784\u3001\u6781\u5c11\u7684\u5ba2\u6237\u7aefJavaScript\u3001\u5168\u7403\u8fb9\u7f18\u90e8\u7f72\u3002\u8fd9\u786e\u4fdd\u4e86\u5185\u5bb9\u80fd\u88ab\u641c\u7d22\u5f15\u64ce\u548cAI\u722c\u866b\u76f4\u63a5\u3001\u5373\u65f6\u8bfb\u53d6\uff0c\u540c\u65f6\u83b7\u5f97\u6781\u5feb\u7684\u52a0\u8f7d\u901f\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u663e\u800c\u6613\u89c1\u3002\u9996\u5148\uff0c\u5b83\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u4e00\u4e2a\u201c\u6b63\u786e\u201d\u7684\u5de5\u5177\uff0c\u4f46\u5e02\u573a\u6559\u80b2\u6210\u672c\u9ad8\u6602\uff0c\u8bb8\u591a\u7528\u6237\u4ecd\u88ab\u201c\u52a8\u6001\u6548\u679c\u201d\u6240\u8ff7\u60d1\uff0c\u672a\u5fc5\u80fd\u7acb\u5373\u7406\u89e3\u6280\u672f\u67b6\u6784\u5bf9\u4e1a\u52a1\u6d41\u91cf\u7684\u957f\u8fdc\u5f71\u54cd\u3002\u5176\u6b21\uff0c\u5176\u529f\u80fd\u5b8c\u6574\u6027\u9762\u4e34\u8003\u9a8c\u3002\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u7ad9\u70b9\u5730\u56fe\u3001\u8eab\u4efd\u9a8c\u8bc1\u3001\u5206\u6790\u96c6\u6210\u7b49\uff0c\u90fd\u662f\u4f01\u4e1a\u7ea7\u7f51\u7ad9\u7684\u521a\u9700\uff0c\u82e5\u4e0d\u80fd\u5feb\u901f\u8865\u9f50\uff0c\u5219\u4f1a\u505c\u7559\u5728\u201c\u751f\u6210\u9759\u6001\u9875\u201d\u7684\u73a9\u5177\u9636\u6bb5\u3002\u6700\u540e\uff0c\u5176\u4e0eEmergent\u3001Lovable\u7b49\u7ade\u54c1\u7684\u5dee\u5f02\u5316\uff0c\u9700\u8d85\u8d8a\u201c\u6211\u4eecSEO\u66f4\u597d\u201d\u7684\u5c42\u9762\uff0c\u5728AI\u7406\u89e3\u4e1a\u52a1\u903b\u8f91\u3001\u8bbe\u8ba1\u7f8e\u611f\u3001\u5185\u5bb9\u667a\u80fd\u7ef4\u62a4\u7b49\u65b9\u9762\u6784\u5efa\u66f4\u6df1\u7684\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cPagesmith.ai\u662f\u4e00\u6b21\u5bf9AI\u5e94\u7528\u6ce1\u6cab\u7684\u52a1\u5b9e\u56de\u8c03\u3002\u5b83\u63d0\u9192\u5e02\u573a\uff0cAI\u4e0d\u662f\u9b54\u6cd5\uff0c\u5176\u4ea7\u51fa\u7269\u4ecd\u9700\u9075\u5faa\u4e92\u8054\u7f51\u7684\u57fa\u672c\u89c4\u5219\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u68c0\u9a8c\u5e02\u573a\u5728\u201c\u70ab\u6280\u201d\u4e0e\u201c\u5b9e\u6548\u201d\u4e4b\u95f4\uff0c\u6700\u7ec8\u4f1a\u505a\u51fa\u4f55\u79cd\u9009\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\">Pagesmith.ai<\/span>\n <\/div>\n<div class=\"comment-content\">Most AI website builders output client-rendered JavaScript that search engines struggle to crawl. Pagesmith generates stunning Astro sites with static HTML by default and SSR for dynamic pages, so your site actually shows up on Google. Describe your vision in plain language and watch Pagesmith build SEO-ready pages in seconds. Features include custom domains, blog support, contact forms, databases, dynamic SSR pages, React islands and GitHub export for full code ownership.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We built Pagesmith because most AI builders produce bloated React SPAs\u2014fine for dashboards, but a disaster for SEO and AI discoverability. Our focus is on content focused websites.<\/p>\n<\/p>\n<p><strong>Pagesmith is built on Astro.<\/strong> By leveraging an island architecture and shipping zero (or minimal) JavaScript, your content isn’t trapped in a “shell.” It\u2019s instantly readable for search engines and AI agents alike. Plus, every site is <strong>deployed globally at the edge<\/strong>, ensuring lightning-fast TTFB (Time to First Byte) regardless of where your visitors are.<\/p>\n<\/p>\n<p><strong>We\u2019d love your thoughts on:<\/strong><\/p>\n<ol>\n<li>\n<p>What features would make this your go-to for making websites?<\/p>\n<\/li>\n<li>\n<p>How do you like the sites pagesmith generates?<\/p>\n<\/li>\n<\/ol>\n<p><strong>Try it for free:<\/strong> <a href=\"http:\/\/pagesmith.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pagesmith.ai<\/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\/@manupaa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manupaa<\/a> We should connect\u2014I like the idea and would love to understand how this differs from Emergent and Lovable. If the main focus is SEO, it seems like that could be addressed with an additional prompt to optimize the entire website. Not criticizing\u2014just genuinely curious.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@manupaa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manupaa<\/a> This is a smart angle\u2014most AI site builders ship heavy JS that <em>looks<\/em> great but crawls poorly. Astro-first + static HTML\/SSR feels like the right default for marketing sites. Curious: how good is the \u201cimport existing site\u201d flow, and what\u2019s your roadmap for schema\/sitemaps + auth (BetterAuth) + analytics integrations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Can I use Pagesmith to add \/ review an existing site or have to use it from the beginning?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> There is a import function that you can use to import an existing site. Depending on the site a site can be better looking if made from the scratch but feel free to test 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>Nice product. I really like the Astro framework. Do you have any authentication solution for the websites?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 Timothy! We will be integrating a BetterAuth based solution to the in the near future. In the mean time you can add it just by prompting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/BRSPIVBXG7VWWI\" class=\"app-title\">Ideavize AI<\/a><\/p>\n<div class=\"one-liner\">AI to generate and build real tech ideas<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">22<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ideavize AI\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u4ea7\u54c1\u6784\u5efa\u5e73\u53f0\uff0c\u5b83\u901a\u8fc7\u63d0\u4f9b\u7ecf\u8fc7\u5e02\u573a\u9a8c\u8bc1\u7684\u6df1\u5ea6\u79d1\u6280\u521b\u610f\u3001\u5206\u6b65\u6784\u5efa\u8ba1\u5212\u3001\u4ee3\u7801\u548c\u8d44\u6e90\uff0c\u5728\u4ece\u521b\u610f\u5230\u539f\u578b\u7684\u201c\u6df7\u4e71\u4e2d\u671f\u201d\u9636\u6bb5\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u4e0e\u521b\u4e1a\u8005\u4ece\u6784\u601d\u5230\u6267\u884c\u7684\u843d\u5730\u96be\u9898\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\/c34e8b92-ef28-4c6c-92ef-e3106efc7dc6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b412e078-7fa0-4c85-87ce-3ff57df51b21.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e0b45a2-4c40-4949-ba7a-9e72e7c36b00.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/13922558-d8d7-41e3-ac3b-5fa144c68a68.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/563639d4-799d-4987-a333-c3deb6307034.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0b429db6-67bc-4f2a-a547-f11c361c4737.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6ef37d1f-da8e-4f22-bdee-dfb7909f77cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/112db843-9230-42bb-928f-43b71e90543e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fb87c8a6-5358-4982-8f55-e6fb0f2e6e21.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d44e3a37-dfaf-4ef1-8c92-55d4f318b816.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6cb222e9-aa28-4e23-b5c5-e34c7aa49104.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/70f84218-4021-4234-a731-45b374d63d29.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\/e00fe264-211f-4d57-98b8-15d4b15878aa.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/04mOeKz9kb4\"><source src=\"https:\/\/youtu.be\/04mOeKz9kb4\" 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\">Prototyping<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ea7\u54c1\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u6df1\u5ea6\u79d1\u6280\u521b\u610f<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6267\u884c\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5f00\u53d1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4e00\u7ad9\u5f0f\u89e3\u51b3\u65b9\u6848<\/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\u80af\u5b9a\u5176\u4ece\u521b\u610f\u5230\u6267\u884c\u7684\u4e00\u7ad9\u5f0f\u4ef7\u503c\uff0c\u8ba4\u4e3a\u8d85\u8d8a\u4e86\u666e\u901a\u521b\u610f\u751f\u6210\u5668\u3002\u4e3b\u8981\u5efa\u8bae\u4e0e\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u589e\u52a0\u878d\u8d44\u8def\u6f14\u529f\u80fd\uff1b\u660e\u786e\u5176\u4e0e\u901a\u7528\u5927\u6a21\u578b\u7684\u6838\u5fc3\u5dee\u5f02\uff1b\u5173\u6ce8\u533a\u5757\u94fe\u7b49\u5782\u76f4\u9886\u57df\u7684\u8986\u76d6\uff1b\u8981\u6c42\u9610\u660e\u521b\u610f\u53bb\u91cd\u3001\u5e02\u573a\u4fe1\u53f7\u6765\u6e90\u3001\u4f26\u7406\u4e0e\u77e5\u8bc6\u4ea7\u6743\u7b49\u8d28\u91cf\u4fdd\u969c\u673a\u5236\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 Ideavize AI\u7684\u91ce\u5fc3\uff0c\u662f\u6210\u4e3a\u201c\u521b\u610f\u6267\u884c\u5c42\u201d\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u5b83\u5207\u4e2d\u7684\u75db\u70b9\u662f\u771f\u5b9e\u7684\uff1a\u5728ChatGPT\u7b49\u901a\u7528\u5927\u6a21\u578b\u5df2\u5c06\u201c\u521b\u610f\u751f\u6210\u201d\u5e73\u6c11\u5316\u4e4b\u540e\uff0c\u771f\u6b63\u7684\u58c1\u5792\u8f6c\u79fb\u5230\u4e86\u201c\u5982\u4f55\u5c06\u521b\u610f\u6709\u6548\u843d\u5730\u201d\u3002\u4ea7\u54c1\u5c06\u5e02\u573a\u4fe1\u53f7\u9a8c\u8bc1\u3001\u7ed3\u6784\u5316\u6784\u5efa\u8ba1\u5212\u3001\u4ee3\u7801\u8d44\u6e90\u4e0eAI\u63d0\u793a\u8bcd\u6253\u5305\uff0c\u8bd5\u56fe\u6807\u51c6\u5316\u4ea7\u54c1\u4ece0\u52300.5\u7684\u201c\u6df7\u4e71\u4e2d\u671f\u201d\u6d41\u7a0b\uff0c\u8fd9\u662f\u4e00\u4e2a\u9887\u5177\u6d1e\u5bdf\u529b\u7684\u5b9a\u4f4d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u771f\u5b9e\u5e02\u573a\u4fe1\u53f7\u201d\u4e0e\u201c\u9ad8\u7cbe\u5ea6\u5fae\u8c03LLM\u201d\u6784\u6210\u4e86\u4ea7\u54c1\u7684\u4ef7\u503c\u6838\u5fc3\uff0c\u4e5f\u662f\u98ce\u9669\u4e0e\u8d28\u7591\u7684\u7126\u70b9\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u4fe1\u53f7\u6765\u6e90\u3001\u53bb\u91cd\u673a\u5236\u548c\u4f26\u7406\u95ee\u9898\u7684\u8ffd\u95ee\uff0c\u76f4\u6307\u5176\u4f5c\u4e3a\u201c\u53ef\u4fe1\u6267\u884c\u5e73\u53f0\u201d\u7684\u6839\u57fa\u3002\u5982\u679c\u5176\u5e02\u573a\u9a8c\u8bc1\u4ec5\u662f\u805a\u5408\u516c\u5f00\u6570\u636e\u8d8b\u52bf\uff0c\u800c\u975e\u62e5\u6709\u72ec\u7279\u6216\u66f4\u6df1\u5ea6\u7684\u6570\u636e\u6e90\uff0c\u5219\u58c1\u5792\u6709\u9650\uff1b\u5982\u679c\u5176\u4ee3\u7801\u4e0e\u8ba1\u5212\u4ec5\u662f\u901a\u7528\u65b9\u6848\u7684\u7ec4\u5408\uff0c\u5219\u6613\u88ab\u6a21\u4eff\u6216\u76f4\u63a5\u88ab\u66f4\u7075\u6d3b\u7684\u901a\u7528AI\u5de5\u5177\u94fe\u66ff\u4ee3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\uff0c\u53ef\u80fd\u4e0d\u5728\u4e8eAI\u751f\u6210\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5176\u80fd\u5426\u6784\u5efa\u4e00\u4e2a\u201c\u9ad8\u8d28\u91cf\u6267\u884c\u53cd\u9988\u5faa\u73af\u201d\uff1a\u901a\u8fc7\u7528\u6237\u771f\u5b9e\u7684\u6784\u5efa\u884c\u4e3a\u548c\u6570\u636e\uff0c\u6301\u7eed\u4f18\u5316\u5176\u8ba1\u5212\u4e0e\u8d44\u6e90\u7684\u7cbe\u51c6\u5ea6\u4e0e\u6709\u6548\u6027\uff0c\u5f62\u6210\u4e13\u5c5e\u7684\u3001\u4e0d\u65ad\u8fdb\u5316\u7684\u201c\u4ea7\u54c1\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\u201d\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u4f53\u9a8c\u66f4\u597d\u7684\u201c\u7ed3\u6784\u5316\u63d0\u793a\u8bcd\u5408\u96c6\u201d\u3002\u5176\u56de\u590d\u4e2d\u63d0\u53ca\u7684\u201c\u7248\u672c\u5316\u6784\u5efa\u89c4\u8303\u201d\u548c\u201c\u53ef\u5bfc\u51fa\u5236\u54c1\u201d\u662f\u5411\u53ef\u4fe1\u4e0e\u900f\u660e\u8fc8\u51fa\u7684\u6b63\u786e\u4e00\u6b65\uff0c\u4f46\u6267\u884c\u6df1\u5ea6\u4e0e\u6570\u636e\u72ec\u7279\u6027\uff0c\u5c06\u662f\u51b3\u5b9a\u5b83\u80fd\u6210\u4e3a\u4e0b\u4e00\u4e2aFigma\uff0c\u8fd8\u662f\u53e6\u4e00\u4e2a\u6619\u82b1\u4e00\u73b0\u7684\u201cAI\u5305\u88c5\u5668\u201d\u7684\u5173\u952e\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Ideavize AI<\/span>\n <\/div>\n<div class=\"comment-content\">Ideavize AI helps you generate deep-tech ideas and turn them into real prototypes\u2014fast. Unlike tools that only brainstorm, we validate ideas with real market signals and give you step-by-step build plans, relevant courses, ready-to-use code, and AI-powered prompts to start building instantly. Less guessing, more building. From idea to prototype\u2014all in one place.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hey Product Hunt!<br \/>\nWe built Ideavize AI because most tools stop at ideas \u2014 and that\u2019s where the real struggle begins.<\/p>\n<p>With Ideavize, you don\u2019t just brainstorm. You get deep-tech ideas, real market validation, step-by-step build plans, relevant courses, ready-to-use code, and AI-powered prompts so you can actually start building.<\/p>\n<p>Our goal is simple:<br \/>\nLess confusion. Less guessing. More building.<\/p>\n<p>We\u2019d genuinely love your feedback \u2014 what part of the idea-to-build journey is hardest for you today?<\/p>\n<p>Thanks for checking us out \ud83d\udc99<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>39<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bapuji_kanaparthi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bapuji_kanaparthi<\/a> This feels very practical clear focus on validation and execution, not just ideation.<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bapuji_kanaparthi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bapuji_kanaparthi<\/a> Hi Bapuji, congrats on the launch. How do you deal with idea validation? what market signals are you meaning in the blurb?<\/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>\ud83d\udd25 This is not another idea generator. This is a <strong>product builder.<\/strong><\/p>\n<p>Ideavize AI helps you:<br \/>\ud83d\udca1 Generate real, deep-tech ideas<br \/>\ud83d\udcca Validate them with real market signals<br \/>\ud83d\udd25 Vibe code (not boring docs)<br \/>\u26a1 Execute fast<br \/>\ud83d\udc65 Collaborate with your team<br \/>\ud83d\ude80 Ship real prototypes<\/p>\n<p>From <strong>idea \u2192 validation \u2192 code \u2192 deployment<\/strong><br \/>All in one flow. No chaos. No guesswork.<\/p>\n<p>If you\u2019ve ever had a great idea but didn\u2019t know where to start \u2014<br \/><strong>this platform is for you.<\/strong><\/p>\n<p>Honestly feels like a <strong>10X upgrade<\/strong> to how products should be built.<\/p>\n<p>Try it. Explore it. Tell us what to improve.<br \/>We\u2019re building this <em>with<\/em> the community \ud83d\udc99<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pitch-Deck creation is missing for presentation to the investors for funding support.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@raghavendra_rao_prerepa I will update . Thank you so much for your guidance<\/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>This is exactly what the startup ecosystem needs. Too many idea generators stop at the ‘what if’ stage, but the real challenge has always been the gap between concept and execution. The combination of market validation + actionable build plans + actual code is a game-changer. Would love to see how this handles the messy middle part of prototyping where most projects stall out. Are you focusing on any specific deep-tech verticals first, or keeping it broad?<\/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\/@guilford\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guilford<\/a> Ideavize AI is built to support that \u201cmessy middle\u201d of prototyping with structured build plans, AI-powered prompts, relevant code, and guided workflows\u2014so users always know what to do next.<\/p>\n<p>We\u2019re starting broad but deep-tech focused, covering domains like <strong>AI, Generative AI, Machine Learning, Deep Learning, Edge AI, IoT, Industrial IoT, Industry 4.0, Robotics, Drones, AR\/VR, Cybersecurity, Cloud Computing, Data Engineering, Business Intelligence, Embedded Systems, Full-Stack Web, and Quantum Computing.<\/strong><\/p>\n<p>Our goal is simple: turn ideas into <em>real prototypes<\/em>, not just concepts.<br \/>Would love for you to try it and tell us how we can make the messy middle even smoother \ud83d\ude4c<\/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>I tested a few domains and technologies, and each time it produced unique project ideas which is a promising sign. I see the generated idea with tech stack, step by step implementation plan, research papers and a market analysis in a single tool, encouraging! I was hoping to see blockchain applied to the banking sector, but that option seems to be missing. I also, expected to see various graphs in market 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried it for construction in the field of business intelligence, good insights and ideas that can be implemented on site business with key stakeholders.<\/p>\n<p>With AI built in, options here just stay as an idea, but a great potential for a very good product. Look forward to diving into it 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=\"comment-item\">\n<div class=\"comment-content\">this looks interesting. but curious how does this ensure the quality gates (such as authorship, uniqueness and ethical ) on the ideas which are being generated?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>At scale, idea generators fail on trust: near-duplicate concepts, shaky \u201cmarket signals,\u201d and unclear ethics or IP boundaries as prompts get reused across users.<\/p>\n<p>Best practice is a provenance-first pipeline: dedupe ideas via embeddings plus MinHash\/SimHash, log every validation signal (trends, search volume, community chatter, repo activity) with timestamps, and generate a versioned build spec users can replay.<\/p>\n<p>What exact signals do you score today for validation, and do you expose the dedupe report plus the step-by-step spec (code, deps, architecture) as an exportable artifact for audit and reuse?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Why should l use your app instead of general LLMs such as gemini, gpt or claude? <br \/>It appears to me that whatever this product is capable of can be done by those famous LLMs.<br \/>what is your product’s unique value proposition? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eren_kiratli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eren_kiratli<\/a> Great question \u2014 and a very fair one. Thanks for raising it.<\/p>\n<p>You\u2019re absolutely right that <strong>general LLMs (GPT, Gemini, Claude)<\/strong> are powerful. But they are <strong>horizontal tools<\/strong>. Ideavize AI is a <strong>vertical, execution-focused platform<\/strong> built specifically for <em>product building<\/em>, not just prompt-based generation.<\/p>\n<p><strong>What makes Ideavize different:<\/strong><\/p>\n<p><strong>1\ufe0f\u20e3 Fine-tuned, high-precision LLM (not generic prompts)<\/strong><br \/>Ideavize is built on a <strong>fine-tuned LLM system trained on curated, industry-grade technical problem statements across deep-tech domains<\/strong>. The focus is on <strong>high precision and high specialization<\/strong>, so users don\u2019t start from a blank prompt\u2014they start from <strong>structured, build-ready problem contexts<\/strong> that reflect real industry needs and constraints.<\/p>\n<p><strong>2\ufe0f\u20e3 Real market validation (beyond text generation)<\/strong><br \/>We combine <strong>live market signals via APIs with LLM reasoning<\/strong> to analyze demand, competition, feasibility, and timing. General LLMs can describe markets; Ideavize helps <strong>validate<\/strong> them.<\/p>\n<p><strong>3\ufe0f\u20e3 A true execution layer<\/strong><br \/>Ideavize doesn\u2019t stop at ideas. For every problem, we provide:<\/p>\n<ul>\n<li>\n<p>Step-by-step build roadmaps<\/p>\n<\/li>\n<li>\n<p>Architecture guidance<\/p>\n<\/li>\n<li>\n<p><strong>200+ curated resources<\/strong> (courses, code, frameworks, tools)<\/p>\n<\/li>\n<li>\n<p>Market validation<\/p>\n<\/li>\n<li>\n<p>AI-generated prompts for coding, dashboards, APIs, and system design<\/p>\n<\/li>\n<li>\n<p>collobration, vibe coding as well<\/p>\n<\/li>\n<\/ul>\n<p><strong>4\ufe0f\u20e3 Built for the \u201cmessy middle\u201d<\/strong><br \/>The hardest part isn\u2019t ideation\u2014it\u2019s execution. Ideavize is designed specifically to help users move from<br \/><strong>idea \u2192 validation \u2192 code \u2192 prototype \u2192 deployment<\/strong> without getting stuck.<\/p>\n<p><strong>In short:<\/strong><br \/>General LLMs help you <em>think<\/em>.<br \/>Ideavize helps you <strong>build and ship<\/strong>.<\/p>\n<\/p>\n<p>We see Ideavize as a <strong>product-building copilot<\/strong> that uses LLMs under the hood, but adds domain intelligence, real market data, and execution workflows on top.<\/p>\n<\/p>\n<p>Would love your feedback on where the execution layer could be even stronger\u2014comments like this directly shape our roadmap \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/EBCNGXJORC2DMR\" class=\"app-title\">QAI<\/a><\/p>\n<div class=\"one-liner\">Plan, run, and maintain web tests from real user flows<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">19<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>QAI\u901a\u8fc7\u5f55\u5236\u771f\u5b9e\u7528\u6237\u64cd\u4f5c\u6d41\u7a0b\u81ea\u52a8\u751f\u6210\u5e76\u6267\u884c\u7ed3\u6784\u5316\u6d4b\u8bd5\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u7f51\u9875\u6d4b\u8bd5\u4e2d\u7528\u4f8b\u7f16\u5199\u4e0e\u7ef4\u62a4\u8017\u65f6\u3001\u6613\u8fc7\u65f6\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u9002\u7528\u4e8e\u9700\u8981\u5feb\u901f\u8fed\u4ee3\u548c\u6301\u7eed\u4ea4\u4ed8\u7684Web\u5f00\u53d1\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\/35f2a0b2-4bed-4244-a8f8-01cc3c8da9cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d904bb9-8990-4b31-9c48-745afc4bd3a3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aaf72da4-808c-43d1-b353-36fc6fea227b.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\/d09dca97-20ad-4abb-bcd0-db87963ab23c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=ABETowcoGpA\"><source src=\"https:\/\/www.youtube.com\/watch?v=ABETowcoGpA\" 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\">Web App<\/span><br \/>\n <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7f51\u9875\u6d4b\u8bd5\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u6d41\u7a0b\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">\u6d4b\u8bd5\u7ef4\u62a4<\/span><br \/>\n <span class=\"tag\">\u56de\u5f52\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">QA\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6301\u7eed\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8d28\u91cf\u4fdd\u969c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u80af\u5b9a\u5176\u6574\u4f53\u6d41\u7a0b\u6d4b\u8bd5\u7406\u5ff5\u53ca\u5728AI\u7f16\u7a0b\u65f6\u4ee3\u7684\u91cd\u8981\u6027\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u8de8\u8bbe\u5907\/\u5c4f\u5e55\u5c3a\u5bf8\u7684\u6d4b\u8bd5\u517c\u5bb9\u6027\u3001\u514d\u8d39\u7248\u5230\u4ed8\u8d39\u7248\u4ef7\u683c\u68af\u5ea6\u9661\u5ced\uff0c\u4ee5\u53ca\u4ea7\u54c1\u767b\u5f55\u9875\u94fe\u63a5\u6307\u5411\u4e0d\u591f\u53cb\u597d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n QAI\u63d0\u51fa\u7684\u201c\u4ece\u771f\u5b9e\u7528\u6237\u884c\u4e3a\u5f00\u59cb\u89c4\u5212\u6d4b\u8bd5\u201d\u65e0\u7591\u5207\u4e2d\u4e86\u5f53\u524d\u654f\u6377\u5f00\u53d1\u548cDevOps\u6d41\u7a0b\u4e2d\u7684\u4e00\u4e2a\u5173\u952e\u8f6f\u808b\uff1a\u6d4b\u8bd5\u7528\u4f8b\u7684\u521b\u5efa\u4e0e\u7ef4\u62a4\u6210\u672c\u9ad8\u6602\uff0c\u4e14\u4e0e\u5feb\u901f\u53d8\u5316\u7684UI\/\u4e1a\u52a1\u6d41\u6781\u6613\u8131\u8282\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u6267\u884c\u201d\u66f4\u5feb\uff0c\u800c\u5728\u4e8e\u5c06\u6d4b\u8bd5\u7684\u201c\u8bbe\u8ba1\u201d\u73af\u8282\u4ece\u62bd\u8c61\u7684\u6587\u6863\u7f16\u5199\uff0c\u4e0b\u6c89\u4e3a\u5bf9\u5b9e\u9645\u7528\u6237\u64cd\u4f5c\u7684\u6355\u83b7\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5bf9\u6d4b\u8bd5\u8d44\u4ea7\u6765\u6e90\u7684\u4e00\u6b21\u8303\u5f0f\u8f6c\u79fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u5e94\u7528\u6539\u52a8\u65f6\uff0c\u65e0\u9700\u4fee\u590d\u635f\u574f\u7684\u6d4b\u8bd5\uff0c\u53ea\u9700\u91cd\u65b0\u5f55\u5236\u6d41\u7a0b\u201d\u7684\u7406\u60f3\u72b6\u6001\uff0c\u9700\u8981\u6253\u4e0a\u4e00\u4e2a\u7280\u5229\u7684\u95ee\u53f7\u3002\u8fd9\u6216\u8bb8\u80fd\u89e3\u51b3\u56e0UI\u9009\u62e9\u5668\u5fae\u5c0f\u53d8\u52a8\u5bfc\u81f4\u7684\u6d4b\u8bd5\u811a\u672c\u5927\u9762\u79ef\u201c\u8106\u65ad\u201d\uff0c\u4f46\u5bf9\u4e8e\u9a8c\u8bc1\u4e1a\u52a1\u903b\u8f91\u6b63\u786e\u6027\u7684\u201c\u65ad\u8a00\u201d\u90e8\u5206\uff0c\u5982\u679c\u4e1a\u52a1\u89c4\u5219\u672c\u8eab\u53d1\u751f\u53d8\u5316\uff0c\u4ec5\u4ec5\u91cd\u65b0\u5f55\u5236\u64cd\u4f5c\u8def\u5f84\u662f\u65e0\u6cd5\u8986\u76d6\u7684\u3002\u4ea7\u54c1\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u667a\u80fd\u5730\u4ece\u7528\u6237\u64cd\u4f5c\u4e2d\u8bc6\u522b\u5e76\u62bd\u8c61\u51fa\u5173\u952e\u7684\u9a8c\u8bc1\u70b9\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u8bb0\u5f55\u70b9\u51fb\u5750\u6807\u548c\u8f93\u5165\u5e8f\u5217\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u9000\u5316\u4e3a\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u5192\u70df\u6d4b\u8bd5\u201d\u6216\u201c\u6d41\u7a0b\u56de\u653e\u201d\u5de5\u5177\uff0c\u96be\u4ee5\u6df1\u5165\u590d\u6742\u7684\u4e1a\u52a1\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u7528\u6237\u5173\u4e8e\u8de8\u5c4f\u5e55\u9002\u914d\u7684\u7591\u95ee\u76f4\u6307\u5176\u6838\u5fc3\u6280\u672f\u74f6\u9888\uff1a\u5b83\u662f\u5426\u5177\u5907\u8de8\u5206\u8fa8\u7387\u7684\u667a\u80fd\u5143\u7d20\u5b9a\u4f4d\u80fd\u529b\uff1f\u8fd9\u51b3\u5b9a\u4e86\u5176\u6d4b\u8bd5\u7684\u53ef\u9760\u6027\u548c\u53ef\u6269\u5c55\u6027\u3002\u603b\u4f53\u800c\u8a00\uff0cQAI\u5728\u63d0\u5347\u6d4b\u8bd5\u521b\u5efa\u6548\u7387\u548c\u964d\u4f4e\u7ef4\u62a4\u95e8\u69db\u4e0a\u8fc8\u51fa\u4e86\u9769\u65b0\u6027\u4e00\u6b65\uff0c\u4f46\u5176\u80fd\u5426\u4ece\u201c\u8bb0\u5f55\u4eea\u201d\u8fdb\u5316\u6210\u771f\u6b63\u7684\u201c\u667a\u80fd\u6d4b\u8bd5\u5206\u6790\u5e08\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u5e95\u5c42AI\u5bf9\u7528\u6237\u610f\u56fe\u548c\u4e1a\u52a1\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\u6df1\u5ea6\u3002\u5728AI\u8f85\u52a9\u7f16\u7a0b\u65e5\u76ca\u666e\u53ca\u7684\u5f53\u4e0b\uff0c\u81ea\u52a8\u5316\u6d4b\u8bd5\u7684\u667a\u80fd\u5316\u4e0d\u662f\u53ef\u9009\u9879\uff0c\u800c\u662f\u5fc5\u9009\u9879\uff0cQAI\u770b\u5230\u4e86\u65b9\u5411\uff0c\u4f46\u5f81\u9014\u624d\u521a\u521a\u5f00\u59cb\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\">QAI<\/span>\n <\/div>\n<div class=\"comment-content\">QAI is a new way to plan, run, and maintain web tests. Instead of writing and maintaining test cases, you record a real user journey directly inside your web app. QAI turns that recording into a structured test flow, executes it, and shows exactly what passed, what failed, and why, with execution video included. When your app changes, you don\u2019t fix broken tests. You re-record the flow and keep your coverage up to date. With QAI you can focus on building features and go live with confidence.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH I\u2019m Leo, one of the co-founders of QAI.<\/p>\n<p>We built QAI because web test planning felt fundamentally broken. Execution was fast, but planning still meant writing and maintaining test cases that aged instantly.<\/p>\n<p>With QAI, planning starts from real user behaviour. You record a real user flow, and everything else follows.<\/p>\n<p>This release reflects a big shift in how we think about web QA, and we\u2019d love to hear what you think.<\/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\/@iamnotkingkong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamnotkingkong<\/a> Hi Leo, Congrats on the launch. This is a great take on holistic process testing. How does this improve speed of resolution?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! <br \/>the tool looks solid. I’ll put it under some real stress over the next few days. In a world where more and more code is (and will be) written by AI, automated testing is only going to matter more<\/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>This application looks interesting, but I have a question: if, say, I record on a big screen, will it be later able to run the same test on a smaller screen successfully or I will need to create separate tests for each size? Thanks!<\/p>\n<p>2 other notes:<\/p>\n<ul>\n<li>\n<p>I think the link should lead to the main website not to the app sign-up page<\/p>\n<\/li>\n<li>\n<p>the plan from free to a paid looks a bit too steep ;-0<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/UBVFQLTVJESJZI\" class=\"app-title\">Git AutoReview<\/a><\/p>\n<div class=\"one-liner\">AI Code Review Helper for GitHub & Bitbucket<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">18<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u6210\u4e8eVS Code\u7684AI\u4ee3\u7801\u5ba1\u67e5\u52a9\u624b\uff0c\u901a\u8fc7\u591a\u6a21\u578bAI\u5206\u6790PR\u4ee3\u7801\u5dee\u5f02\u5e76\u63d0\u4f9b\u5ba1\u9605\u5efa\u8bae\uff0c\u5728\u5f00\u53d1\u8005\u9762\u4e34\u9ad8\u5f3a\u5ea6\u3001\u91cd\u590d\u6027\u4ee3\u7801\u5ba1\u67e5\u573a\u666f\u65f6\uff0c\u663e\u8457\u63d0\u5347\u5ba1\u67e5\u6548\u7387\u5e76\u51cf\u5c11\u4eba\u4e3a\u758f\u6f0f\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\/20fe74e7-ce1a-4cd3-9fa8-e87de011e54f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5bfc9088-fbde-4685-8732-67ac67e7f02c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f0d9495-0db8-4964-899f-ca2c33567c69.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7cb4939c-980b-4d6c-bd34-7043d203381e.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\/a0520641-e3d7-44e3-a006-d69f1c451c38.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=6wRSfI7mHHg\"><source src=\"https:\/\/www.youtube.com\/watch?v=6wRSfI7mHHg\" 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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7801\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578bAI<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u8d28\u91cf<\/span><br \/>\n <span class=\"tag\">VS Code\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u589e\u503c<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u521b\u59cb\u4eba\u4eb2\u8ff0\u75db\u70b9\uff0c\u5f15\u53d1\u5171\u9e23\u3002\u7528\u6237\u5173\u6ce8\u4e0eCodeQL\u7b49\u5de5\u5177\u7684\u5dee\u5f02\u3001\u5b9e\u9645\u4f7f\u7528\u4f53\u9a8c\u4e0e\u9690\u79c1\u5904\u7406\u3002\u6709\u6548\u53cd\u9988\u5305\u62ec\uff1a\u7528\u6237\u8bc1\u5b9e\u5176\u8282\u7701\u5927\u91cf\u65f6\u95f4\uff1b\u8be2\u95ee\u8bd5\u7528\u65b9\u5f0f\uff1b\u6838\u5fc3\u95ee\u9898\u805a\u7126\u4e8e\u6280\u672f\u5bf9\u6bd4\u3001\u5b9e\u9645\u6548\u679c\u4e0e\u6570\u636e\u5b89\u5168\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 Git AutoReview \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u7ecf\u5178\u7684\u6280\u672f\u6096\u8bba\uff1a\u4ee3\u7801\u5ba1\u67e5\u81f3\u5173\u91cd\u8981\uff0c\u4f46\u91cd\u590d\u6027\u52b3\u52a8\u4f7f\u5176\u6548\u7387\u9012\u51cf\u4e14\u5bb9\u6613\u51fa\u9519\u3002\u4ea7\u54c1\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201c\u8f85\u52a9\u8005\u201d\u800c\u975e\u201c\u66ff\u4ee3\u8005\u201d\uff0c\u575a\u6301\u201cAI\u5efa\u8bae\uff0c\u4eba\u7c7b\u51b3\u7b56\u201d\u7684\u4eba\u673a\u56de\u73af\u6a21\u5f0f\uff0c\u8fd9\u662f\u5176\u6700\u660e\u667a\u7684\u6218\u7565\u9009\u62e9\uff0c\u76f4\u63a5\u89c4\u907f\u4e86AI\u76f2\u76ee\u81ea\u52a8\u8bc4\u8bba\u5e26\u6765\u7684\u566a\u97f3\u4e0e\u4fe1\u4efb\u5371\u673a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u6bd4\u540c\u7c7b\u4fbf\u5b9c50%\u201d\u548c\u514d\u8d39\u7b56\u7565\uff0c\u66b4\u9732\u4e86\u5176\u8eab\u5904\u7ea2\u6d77\u5e02\u573a\u7684\u7ade\u4e89\u73b0\u5b9e\u3002\u8fd9\u4e2a\u8d5b\u9053\u65e9\u5df2\u62e5\u6324\u4e0d\u582a\uff0c\u4ece\u5de8\u5934\u7684GitHub Copilot\u5230\u8bf8\u591a\u72ec\u7acb\u4ea7\u54c1\uff0c\u6838\u5fc3\u6311\u6218\u5e76\u975e\u6280\u672f\u5b9e\u73b0\uff0c\u800c\u662f\u5982\u4f55\u6784\u5efa\u771f\u6b63\u7684\u5dee\u5f02\u5316\u58c1\u5792\u548c\u7528\u6237\u5de5\u4f5c\u6d41\u7c98\u6027\u3002\u591a\u6a21\u578b\u9009\u62e9\u7b97\u662f\u4e00\u4e2a\u4eae\u70b9\uff0c\u7ed9\u4e88\u4e86\u7528\u6237\u7075\u6d3b\u6027\uff0c\u4f46\u5e76\u672a\u6784\u6210\u98a0\u8986\u6027\u4f18\u52bf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u4e09\u70b9\uff1a\u5176\u4e00\uff0c\u9690\u79c1\u4e0e\u5b89\u5168\u3002\u4ee3\u7801\u662f\u4f01\u4e1a\u6838\u5fc3\u8d44\u4ea7\uff0c\u5982\u4f55\u5904\u7406\u4e91\u7aefAI\u5206\u6790\u7684\u6570\u636e\u6d41\uff0c\u9700\u8981\u6781\u5176\u900f\u660e\u548c\u575a\u56fa\u7684\u627f\u8bfa\u3002\u5176\u4e8c\uff0c\u573a\u666f\u6df1\u5ea6\u3002\u5b83\u80fd\u5426\u4ece\u8bc6\u522b\u201c\u7a7a\u6307\u9488\u201d\u3001\u201cN+1\u67e5\u8be2\u201d\u7b49\u901a\u7528\u6a21\u5f0f\uff0c\u6df1\u5165\u5230\u7406\u89e3\u7279\u5b9a\u4e1a\u52a1\u903b\u8f91\u548c\u67b6\u6784\u7ea6\u675f\uff1f\u5176\u4e09\uff0c\u96c6\u6210\u4f53\u9a8c\u3002\u4e0e\u73b0\u6709CI\/CD\u7ba1\u9053\u3001\u9879\u76ee\u7ba1\u7406\u5de5\u5177\u7684\u65e0\u7f1d\u878d\u5408\uff0c\u5c06\u51b3\u5b9a\u5176\u662f\u201c\u73a9\u5177\u201d\u8fd8\u662f\u201c\u5de5\u5177\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u201c\u60f3\u770b\u770b\u662f\u5426\u6709\u7528\u201d\u7684\u59ff\u6001\u662f\u52a1\u5b9e\u7684\u3002\u521d\u671f10\u6b21\/\u65e5\u7684\u514d\u8d39\u989d\u5ea6\u662f\u806a\u660e\u7684\u201c\u94a9\u5b50\u201d\uff0c\u4f46\u7528\u6237\u7559\u5b58\u5c06\u5b8c\u5168\u53d6\u51b3\u4e8e\u5176\u5efa\u8bae\u7684\u7cbe\u51c6\u5ea6\u548c\u6df1\u5ea6\u3002\u5b83\u53ef\u80fd\u65e0\u6cd5\u66ff\u4ee3\u8d44\u6df1\u67b6\u6784\u5e08\u7684\u6df1\u5ea6\u5ba1\u67e5\uff0c\u4f46\u4f5c\u4e3a\u62b5\u5fa1\u4f4e\u7ea7\u9519\u8bef\u548c\u75b2\u52b3\u758f\u5ffd\u7684\u7b2c\u4e00\u9053\u81ea\u52a8\u5316\u9632\u7ebf\uff0c\u4ef7\u503c\u660e\u786e\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5728\u4e8e\u80fd\u5426\u4ece\u201c\u53c8\u4e00\u6b3eAI\u5ba1\u67e5\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u53ef\u4fe1\u8d56\u7684\u521d\u7ea7\u5ba1\u67e5\u4f19\u4f34\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\">Git AutoReview<\/span>\n <\/div>\n<div class=\"comment-content\">AI-powered code review helper for GitHub, Bitbucket & GitLab (soon). Human-in-the-loop approval. Multi-model AI (Claude, Gemini, GPT). 50% cheaper than others. Included free tier.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Vitalii, 20+ years in dev. Built this thing because code review was eating my life.<\/p>\n<\/p>\n<p>The situation: 8-12 PRs land every morning. Same patterns every time – check for null handling, look for N+1 queries, spot hardcoded secrets, verify error handling. Repeat.<\/p>\n<\/p>\n<p>By PR #10, I’m a zombie. And I still miss things.<\/p>\n<\/p>\n<p>So I built Git AutoReview. It’s simple:<\/p>\n<p>1. Open PR in VS Code<\/p>\n<p>2. AI scans the diff (Claude, GPT, or Gemini \u2014 your choice)<\/p>\n<p>3. You get suggestions with severity<\/p>\n<p>4. Approve or reject each one<\/p>\n<p>5. Only approved comments get published<\/p>\n<\/p>\n<p>The key part: AI suggests, you decide. No auto-commenting garbage in your PRs.<\/p>\n<\/p>\n<p>Works with GitHub and Bitbucket. GitLab coming next.<\/p>\n<p>Free tier does 10 reviews\/day. Should be enough to see if it helps.<\/p>\n<\/p>\n<p>Honestly just want to know – is this useful?<\/p>\n<p>What would make it better?<\/p>\n<\/p>\n<p>Thanks for checking it out.<\/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\/@vitalii4reva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vitalii4reva<\/a> Hi Vitalii, congrats on the launch. How do you compare to codeql?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">What’s your expirience with this solution? Do you use it for your own purposes?<br \/>\nAny downsides?<\/div>\n<div class=\"comment-actions\">\n<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_buratynskyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sasha_buratynskyi<\/a> I’m using it everyday for month. It saves me week of my life )<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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! Thank you for sharing Do u have a trial version or it\u2019s free?<\/div>\n<div class=\"comment-actions\">\n<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\/@orysia_khimiak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@orysia_khimiak<\/a> Thanks!<br \/>Yep, It’s free up to 10 reviews per day and we have special promocode for PH )<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool! How to you handle the privacy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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')) 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