Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-22<\/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 | 2026-03-22<\/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\/SYEC2LW73VTEVD\" class=\"app-title\">Bench for Claude Code<\/a><\/p>\n<div class=\"one-liner\">Store, review, and share your Claude Code sessions<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">359<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3aClaude Code\u8bbe\u8ba1\u7684\u4f1a\u8bdd\u5b58\u50a8\u4e0e\u5ba1\u67e5\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u52a8\u8bb0\u5f55\u3001\u53ef\u89c6\u5316\u5c55\u793a\u548c\u4fbf\u6377\u5206\u4eab\uff0c\u89e3\u51b3\u4e86AI\u7f16\u7801\u52a9\u624b\u64cd\u4f5c\u4e0d\u900f\u660e\u3001\u96be\u4ee5\u8c03\u8bd5\u548c\u534f\u4f5c\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\/40813aef-57c9-49c6-867b-a0e15e3363df.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fdddc121-8323-441b-ba24-97dc4c29b4da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ae5dae5-1524-436c-bd70-4c11e603616e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41fef598-d84d-43a7-9435-693a378a36aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/48c2070a-1874-4d9e-9478-a2333c42f1fc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4b80f3a1-91d5-4428-9a79-f23a62d31cb8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/691b46c8-aae8-47a8-9b12-49486f30ae77.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\/75213c87-c9eb-44c9-9899-3c0c555180dd.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/y2gqYwZs7c8\"><source src=\"https:\/\/youtu.be\/y2gqYwZs7c8\" 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\">Data Visualization<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u8c03\u8bd5\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">Claude\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\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\u4ea7\u54c1\u89e3\u51b3\u4e86AI\u4ee3\u7406\u64cd\u4f5c\u201c\u9ed1\u7bb1\u201d\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8d5e\u8d4f\u5176\u8be6\u7ec6\u7684\u6b65\u9aa4\u8ffd\u8e2a\u548c\u5206\u4eab\u529f\u80fd\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a\u8ffd\u8e2a\u6df1\u5ea6\u4e0e\u7c92\u5ea6\u3001\u6570\u636e\u5b89\u5168\u6027\u3001\u672a\u6765\u662f\u5426\u4f1a\u589e\u52a0\u5206\u6790\u6d1e\u5bdf\uff08\u5982\u6a21\u5f0f\u8bc6\u522b\u3001\u5931\u8d25\u70b9\u5206\u6790\uff09\uff0c\u4ee5\u53ca\u4ea7\u54c1\u5c06\u66f4\u4fa7\u91cd\u4e8e\u8c03\u8bd5\u8fd8\u662f\u534f\u4f5c\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 Bench for Claude Code \u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u6b63\u5728\u5f62\u6210\u7684\u9700\u6c42\u7f1d\u9699\uff1aAI\u7f16\u7801\u4ee3\u7406\u7684\u201c\u53ef\u89c2\u6d4b\u6027\u201d\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u521b\u9020\u4e86\u65b0\u6570\u636e\uff0c\u800c\u5728\u4e8e\u5c06Claude Code\u8fd0\u884c\u65f6\u5df2\u6709\u7684\u3001\u4f46\u6563\u4e71\u6216\u4e0d\u6613\u89e3\u8bfb\u7684\u65e5\u5fd7\u4fe1\u606f\uff0c\u8fdb\u884c\u4e86\u7ed3\u6784\u5316\u3001\u53ef\u89c6\u5316\u548c\u60c5\u5883\u5316\u91cd\u7ec4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0e\u5e95\u5c42AI\u6a21\u578b\u80fd\u529b\u7684\u76f4\u63a5\u7ade\u4e89\uff0c\u8f6c\u800c\u626e\u6f14\u201c\u526f\u9a7e\u9a76\u7684\u4eea\u8868\u76d8\u201d\u89d2\u8272\u3002\u5b83\u89e3\u51b3\u7684\u5e76\u975e\u4ee3\u7801\u751f\u6210\u7684\u597d\u574f\u95ee\u9898\uff0c\u800c\u662f\u201c\u7406\u89e3AI\u4e3a\u4f55\u5982\u6b64\u751f\u6210\u201d\u7684\u8ba4\u77e5\u8d1f\u8377\u95ee\u9898\u3002\u8fd9\u5bf9\u4e8e\u4ece\u4e2a\u4eba\u8c03\u8bd5\u5230\u56e2\u961f\u534f\u4f5c\u7684\u6574\u4e2a\u5de5\u4f5c\u6d41\u81f3\u5173\u91cd\u8981\uff0c\u5c24\u5176\u662f\u5728AI\u4ee3\u7406\u6267\u884c\u590d\u6742\u3001\u591a\u6b65\u9aa4\u4efb\u52a1\u65f6\uff0c\u5176\u201c\u5ba1\u8ba1\u8ffd\u8e2a\u201d\u529f\u80fd\u80fd\u5c06\u6a21\u7cca\u7684\u201c\u5b83\u51fa\u9519\u4e86\u201d\u8f6c\u5316\u4e3a\u5177\u4f53\u7684\u201c\u5b83\u5728\u7b2cX\u6b65\uff0c\u57fa\u4e8eY\u4e0a\u4e0b\u6587\uff0c\u6267\u884c\u4e86Z\u9519\u8bef\u64cd\u4f5c\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u673a\u9047\u5e76\u5b58\u3002\u77ed\u671f\u770b\uff0c\u5b83\u662f\u4e00\u6b3e\u4f18\u79c0\u7684\u8c03\u8bd5\u8f85\u52a9\u5de5\u5177\u3002\u4f46\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u4ece\u201c\u65e5\u5fd7\u8bb0\u5f55\u4eea\u201d\u8fdb\u5316\u4e3a\u201c\u6d1e\u5bdf\u5206\u6790\u5e73\u53f0\u201d\u3002\u7528\u6237\u671f\u5f85\u7684\u201c\u6a21\u5f0f\u8bc6\u522b\u201d\u3001\u201c\u5e38\u89c1\u5931\u8d25\u70b9\u5206\u6790\u201d\u6697\u793a\u4e86\u66f4\u6df1\u5c42\u9700\u6c42\uff1a\u4e0d\u4ec5\u8981\u77e5\u9053\u201c\u53d1\u751f\u4e86\u4ec0\u4e48\u201d\uff0c\u66f4\u5e0c\u671b\u83b7\u5f97\u201c\u5982\u4f55\u4f18\u5316\u63d0\u793a\u201d\u548c\u201c\u5982\u4f55\u9884\u9632\u9519\u8bef\u201d\u7684\u667a\u80fd\u5efa\u8bae\u3002\u6b64\u5916\uff0c\u6570\u636e\u5b89\u5168\u4e0e\u654f\u611f\u4ee3\u7801\u5904\u7406\u662f\u5176\u89c4\u6a21\u5316\uff0c\u7279\u522b\u662f\u8fdb\u519b\u4f01\u4e1a\u5e02\u573a\u5fc5\u987b\u7b51\u7262\u7684\u57fa\u77f3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u7248\u672c\u662f\u89e3\u51b3\u201c\u53ef\u89c1\u6027\u201d\u7684\u4f18\u96c5\u65b9\u6848\uff0c\u4f46\u672a\u6765\u5929\u82b1\u677f\u5728\u4e8e\u80fd\u5426\u63d0\u4f9b\u201c\u53ef\u884c\u52a8\u6027\u201d\u7684\u6d1e\u5bdf\u3002\u5b83\u6293\u4f4f\u4e86AI\u539f\u751f\u5de5\u4f5c\u6d41\u4e2d\u201c\u7406\u89e3\u4e0e\u4fe1\u4efb\u201d\u8fd9\u4e00\u5173\u952e\u73af\u8282\uff0c\u82e5\u80fd\u5728\u667a\u80fd\u5206\u6790\u548c\u5b89\u5168\u5408\u89c4\u4e0a\u6301\u7eed\u6df1\u5316\uff0c\u6709\u671b\u6210\u4e3aAI\u8f85\u52a9\u5f00\u53d1\u6808\u4e2d\u7684\u57fa\u7840\u8bbe\u65bd\u5c42\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\">Bench for Claude Code<\/span>\n <\/div>\n<div class=\"comment-content\">Claude Code just opened a PR. But do you really know what it did? By using Bench you can automatically store every session and easily find out what happened. Spot issues at a glance, dig into every tool call and file change, and share the full context with others through a single link: no further context needed. When things go right, embed the history in your PRs. When things go wrong, send the link to a colleague to ask for help. Free, no limits. One prompt to set up on Mac and Linux.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I\u2019m Manuel, co-founder of Silverstream AI. Since 2018, I\u2019ve been working on AI agents across Google, Meta, and Mila. Now I\u2019m building Bench for Claude Code with a small team.<\/p>\n<p>If you use Claude Code a lot and want to store, review, or share its sessions, this tool is for you. Once connected, Bench automatically records and organizes your sessions, letting you inspect and debug them on your own or share them with your team to improve your workflows.<\/p>\n<p>Getting started is simple:<br \/>\u2022 Go to <a href=\"http:\/\/bench.silverstream.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">bench.silverstream.ai<\/a> and set it up in under a minute on Mac or Linux<br \/>\u2022 Keep using Claude Code as usual<br \/>\u2022 Open Bench when you need to understand or share a session<\/p>\n<p>That\u2019s it.<\/p>\n<p>Bench is completely free. We built it for ourselves and now want as many developers as possible to try it and shape it with us.<\/p>\n<p>We\u2019ll be here all day reading and replying to feedback (without using Claude \ud83d\ude02). Would love to hear what you think!<\/p>\n<p>Btw, support for more agents is coming soon, so stay tuned!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>98<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@manuel_del_verme\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manuel_del_verme<\/a> Many congratulations on the launch, Manuel and team! \ud83d\ude42 <\/p>\n<\/p>\n<p>This brings much-needed visibility into Claude Code sessions, especially for debugging + collaboration for async teams. Do you also plan to add deeper analytics or insights (like patterns across sessions or common failure points) to help developers improve workflows over time? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@manuel_del_verme\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manuel_del_verme<\/a> This is really neat \u2014 feels like something that should\u2019ve existed from day one for Claude Code. The ability to actually <em>see what happened<\/em> and share sessions is huge for debugging and teamwork. Super curious how this evolves once you add more insights over time<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@manuel_del_verme\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manuel_del_verme<\/a> This is super sharp.<\/p>\n<p>You’re solving a real pain \u2014<br \/>AI sessions are powerful, but right now they\u2019re basically <em>black boxes<\/em>.<\/p>\n<p>Bench turning them into something:<br \/>\ud83d\udc49 reviewable<br \/>\ud83d\udc49 shareable<br \/>\ud83d\udc49 improvable<\/p>\n<p>\u2026is a big unlock.<\/p>\n<p>Quick question:<br \/>Do you see this evolving more into a <strong>debugging tool<\/strong> or a <strong>team collaboration layer<\/strong>?<\/p>\n<p>Either way, great direction. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m curious how detailed the tracking is. If I can really see every tool call and file change clearly, I can imagine using this for debugging more than anything else. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aarav_pittman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aarav_pittman<\/a> That’s as detailed as Claude Code allows to get, which is quite a lot \ud83d\ude42 Of course we get everything about tool call and file changes, but also about subagent runs and all the steps that sometimes are even hidden from Claude’s terminal output. And yes, debugging has been our first reason to build bench: as a development tool allowing us to finetune automated task prompts and make them more reliable. <\/p>\n<p>Once the tool was there, we then realized that it also had lots of other uses: being able to also store the whole conversation that led to develop a feature in a certain way, and then being able to share it with colleagues was also very useful, so we had to pick which aspect to focus the most on, for this launch, but yeah, debugging is definetely another great way to use Bench for! \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Claude Code is so capable that we end up trusting it a little too much. But that’s exactly when things get interesting: <\/p>\n<ul>\n<li>\n<p>I’ve had it silently migrate my local DB to an incompatible version while fixing a bug.<\/p>\n<\/li>\n<li>\n<p>Another time, Claude decided the only way it had to fix an issue with a particulary inefficient for loop, was to turn off my audio drivers.<\/p>\n<\/li>\n<\/ul>\n<p>The real problem isn’t that it made mistakes. It’s that I had no way to go back and understand what it did, when, and why, to learn from it and finetune my prompts. Sure, I could just scroll the claude logs, but what if the “failures” weren’t apparent until much later? Or what if the issue was at step 315 out of an hour-long agent run of 500 steps?<\/p>\n<\/p>\n<p>That’s why Bench is a big deal. Not just a logger, but an audit trail that makes agent actions legible: every tool call, file change, conversation, subagent detail, all is there for you for as long as you need it, searchable and shareable. A great way to “share your context” to your colleagues, as well as being what I really needed to learn from my mistakes and improve in terms of prompt writing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How deep does it go when tracking tool calls and file changes across a session?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hamza_afzal_butt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hamza_afzal_butt<\/a> as deep as possible \ud83d\ude42 The whole goal of Bench is to trace as many details as possible on every action performed by the agent, and then to allow you to review spot the details were looking for easily and quickly! The limit is just on what Claude Code allows us to extract, which is quite a lot anyways! In terms of tool calls, we can extract all the details about the command used to launch the tool, and the “origin” of that call, whether it’s the conversation that led the agent there or a subagent run that had a specific goal to reach. <\/p>\n<p>About file changes, it’s basically the same thing: we obviously can show the delta, but also why and when the agent took the decision to apply that specific change.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been using Claude Code quite a bit, and I often lose track of what actually happened in a session. This idea of being able to go back and inspect everything feels really useful for me. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amard_sonal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amard_sonal<\/a> that’s precisely how I am mostly using this product nowadays! It’s always pretty insightful to have a second look at all the commands being launched by Claude Code… you would never imagine how often this guy tries to replace my local supabase setup with its own non-working docker containers! :S Through bench, I can understand how it did it and how to remediate, at the very least \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Being able to attach session history to PRs is a really smart idea. Makes collaboration much easier. <\/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\/@anthony_adams_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthony_adams_<\/a> Thanks! That\u2019s exactly how we\u2019ve been using it internally, so we thought other developers might find it useful too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey folks! I\u2019m Simone, Co-founder and CTO of Silverstream AI.<\/p>\n<\/p>\n<p>Really happy to be launching this today. I\u2019m excited to share it, and very curious to hear your feedback!<\/p>\n<\/p>\n<p>One habit we\u2019ve introduced across the team is linking Bench sessions in PRs whenever Claude Code was involved in creating or debugging a change. It gives reviewers a lot more context on how a bug was found and fixed, instead of just showing the final diff.<\/p>\n<\/p>\n<p>That\u2019s been one of the most useful workflows for us, and I\u2019d recommend it to other teams using Claude Code too.<\/p>\n<\/p>\n<p>I\u2019m also using Bench in a research setting, where session data helps generate detailed methodology reports showing how results were obtained. I\u2019m already finding it useful, and I think there\u2019s a lot more to unlock there!<\/p>\n<\/p>\n<p>Looking forward to your thoughts. I want to make Bench as useful for other devs as it’s been so far for us, and your input really matters!<\/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>Now add observability + failure handling, otherwise it\u2019s just scheduled guessing.<\/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\/@ion_simion_bajinaru\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ion_simion_bajinaru<\/a> That’s exactly what we are here for \ud83d\ude42 Providing observability for your sessions, both scheduled and in real time!<\/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>How granular is the session tracking? Can you trace decisions step-by-step or it is more of a high level overview?<\/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\/@daniel_henry4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_henry4<\/a> the goal of the tool is to allow you to get each specific detail about the whole process: you can follow all actions, subagent calls, and decisions taken during a session, so we try to store data in the most detailed possible way.<\/p>\n<p>Then, of course, this gets quite quickly a lot to manage, especially on longer sessions: imagine having a 200-steps session to troubleshoot, or more, for example! For this reason we are providing a set of tools to also allow you to skim through the steps and highlight the ones you may really care about. Some tools are incredibly simple, such as just grouping steps by type of action, while some other tools are more refined, such as sending warnings on commands that may be potentially concerning. This is the area where we’ll focus the most in the future as well, trying to provide as many details as possible, while allowing session analysis to be as quick as possible!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice.<\/p>\n<p>Most people don\u2019t need logs.<\/p>\n<p>They need to understand why the agent made a bad decision and how to prevent it next time.<\/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\/@ion_simion_bajinaru\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ion_simion_bajinaru<\/a> Exactly. Most people do not <em>like<\/em> logs: they <em>have to<\/em> use them to understand what the agent did, why it went wrong, and what to change so it does better next time. Bench is meant to make that whole process easier on your brain.<\/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>Cograts on the launch. I can see this becoming essential for teams using AI agents regularly, especially when debugging or reviewing 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\/@maali_baali\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maali_baali<\/a> Thank you \ud83d\ude42 Please have a try at it, and share some feedback! Our whole reason for this launch is to learn from all possible use cases and understand how we can make Bench better and more effective!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve tackled similar challenges with code reviews and context sharing, and I love how Bench automates session storage. How do you handle sensitive data in stored sessions to ensure developers aren\u2019t accidentally sharing proprietary code?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Hi there! \ud83d\ude42 <\/p>\n<p>That really is a tough topic, that we will surely iterate on in the future. Right now, we moved in these directions:<\/p>\n<ul>\n<li>\n<p>you own your trace: you are free to delete any tracking code, along with all its related sessions, anytime you deem fit. You can even set expiration dates<\/p>\n<\/li>\n<li>\n<p>we intentionally do not record any tool use OUTPUT, just the inputs, precisely because we want to do this right. And, when we’ll implement this, it will become an opt-in feature for sure<\/p>\n<\/li>\n<li>\n<p>you can define separate tracking codes for different uses: they are configured through simple envfiles, so it’s quite trivial to keep data separated, and e.g. use a disposable tracking code for the activity logs that you may want to eventually delete in the future – or you may even just disable Bench altogether for specific projects if you need to<\/p>\n<\/li>\n<li>\n<p>of course, the sharing functionality is opt-in and completely under your control, so you can share only the sessions that you deem right and stop sharing it whenever you want<\/p>\n<\/li>\n<\/ul>\n<p>It is also worth mentioning that our company, Silverstream, is part of our larger AI Alliance collaboration with CUBE (<a href=\"https:\/\/arxiv.org\/abs\/2603.15798\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/arxiv.org\/abs\/2603.15798<\/a>) and we are in the process of offering an open source version, which will help to completely clear out that doubt if this concerns you too much.<\/p>\n<p>I also encourage you to contact us at <a href=\"mailto:manuel@silverstream.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">manuel@silverstream.ai<\/a> to get further details about the whole process \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love finding Claude Code related products daily on PH. This looks great!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> Thank you so much! \ud83d\ude42 Please do feel free to give Bench a spin and let us know your feedback, we are really eager to find out for new ideas on how to improve it!<\/p>\n<\/p>\n<p>By the way it’s an honor to stumble upon you and your company! I’ve been following you guys for a lot of time, you really have an amazing product that I have been suggesting to my friends for at least the past 10 years! I can only imagine how the competition is getting harsher and harsher, but keep up with the good work! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How granular is the session tracking? Can you trace decisions step-by-step or it is more of a high level overview? <\/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\/@daniel_henry4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_henry4<\/a> We have both! And, personally, that’s what I love about Bench. You can quickly have an overview of what the agent did and which tool it used during the session. Then, you can also open a single step and see what happened in there and what Claude has seen. What are you looking for in your use case?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I’m Omar, Founding Researcher at Silverstream AI.<\/p>\n<p>We originally built Bench as an internal tool to make debugging our own agents less painful, and it’s become something I reach for every day.<\/p>\n<p>My favorite part? The high-level run overview. When an agent run has hundreds of steps, being able to scan the whole thing at a glance and immediately spot where something went wrong is a huge time-saver. From there, I can zoom in all the way down to the model’s reasoning traces at the exact step where things broke, which makes a real difference when you’re trying to understand <em>why<\/em> an agent made a certain decision, not just <em>what<\/em> it did.<\/p>\n<p>As we kept adding features, we realized Bench had become too useful to keep to ourselves, so here we are! \ud83d\ude80<\/p>\n<p>We’re starting with Claude Code, but support for more agents is on the way. Give it a try and let us know what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>Hi everyone! \ud83d\udc4b I\u2019m Giulio, co-founder and COO at Silverstream AI.<\/p>\n<p>It feels like we\u2019re all trying to buy back time these days. There\u2019s always more to do, and never enough hours. That\u2019s why I really think tools like Bench for Claude Code matter.<\/p>\n<p>Agents are getting better fast, which means longer and more complex sessions. Hopefully more reliable too. But even as trust increases, I don\u2019t think we\u2019ll ever fully give up control. We\u2019ll always want the option to see what they\u2019re doing, as long as it doesn\u2019t slow us down.<\/p>\n<p>That\u2019s exactly what we\u2019re building Bench for.<br \/>If you try it out, I\u2019d really appreciate your feedback. It\u2019ll help us shape our product in the right direction.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been thinking about this for a while now. Traditional git style version control is not optimal for the AI coding era. You lose information from your claude code terminal or your AI coding tool of choice. Cool to see this getting productize. Congrats on 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\/@tteer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tteer<\/a> Thank you! \ud83d\ude42 A session link can’t replace PR descriptions completely, but we realized it’s ultra useful to take a peek at the whole conversation that was behind a coding session. We have been collaborating like this, by adding session links in brief PR descriptions, for a while, and can tell it feels like a sensible improvement to our workstyle indeed, not just to dig deeper on reasons for specific coding decisions, but even more naively to learn from how your colleagues write prompts \ud83d\ude42 It’s a really recommended extra addition to any development pipeline!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 looking observability layer to see what’s happening behind the scenes! I think it will surely help teams optimize their processes.<\/p>\n<\/p>\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@anthony_latona\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthony_latona<\/a> Thanks! Indeed, I’ve found Bench incredibly useful to improve my own Claude Code game. Last week Claude started being less… “productive” and taking lots of time to complete trivial tasks on my toy project.<\/p>\n<p>Checking activity in Bench, I spotted the issue: I had given it a wrong file path in the prompt, and with every step, it was searching my whole computer for the file I asked it to change! A trivial context reset and prompt fix speeded it up 10x. Would have never noticed by just scrolling my terminal around for logs!<\/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>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Storing and reviewing sessions sounds like a developer convenience. But what’s actually happening is something more interesting \u2014 you’re creating a layer of reflection between execution and understanding.<\/p>\n<\/p>\n<p>Most tools help you move faster. This one helps you see what you did. That distinction matters more than most people realize, because the gap between building and knowing what you built is where most coordination breaks down.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@julian_francis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julian_francis<\/a> indeed! One of the “weird” use cases for Bench that I’m experimenting with lately, is creating a dedicated tracker for a repository, work on it, and then (after >1 week of repository work) download and synthesize all traces into a complete “methodology” document which helps me reflect on what I did and where I’m at. It helps me with project planning, and seeing obvious design “gaps” in the finished product that my brain couldn’t see while in the development flow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nastassia_k\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nastassia_k<\/a> Thank you \ud83d\ude42 Have you tried Bench yet? What do you think about it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><em>This is useful. I use Claude through Cursor daily and half the time I wish I could go back and review what it actually changed across a session. Being able to store and review sessions would save a lot of second-guessing.<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So basically you can use this to correct your other AI or just Claude … <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/5W3JR3LZO67O6L\" class=\"app-title\">Claude Code Scheduled Tasks <\/a><\/p>\n<div class=\"one-liner\">Schedule recurring tasks locally and in the cloud easily<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">337<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u80fd\u5728\u672c\u5730\u548c\u4e91\u7aef\u8f7b\u677e\u8c03\u5ea6\u3001\u81ea\u52a8\u6267\u884c\u91cd\u590d\u6027\u7f16\u7a0b\u4efb\u52a1\u7684AI\u4ee3\u7406\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u624b\u52a8\u6216\u901a\u8fc7\u590d\u6742\u811a\u672c\uff08\u5982cron\uff09\u7ef4\u62a4\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/887055f1-7ca1-497b-a420-bdc5ab56a5d4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c20e1796-84f5-4fc8-904a-fc8a133b094a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d788129f-788f-48a6-9ed1-2db395365da6.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\/5d67cc5b-0058-4781-8ca0-5267e49c586c.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\/b353e3d1-e7c6-4f05-a358-507316447d95.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/nO4LSg35coA\"><source src=\"https:\/\/youtu.be\/nO4LSg35coA\" 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\">Task Management<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5b9a\u65f6\u4efb\u52a1<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4e0e\u4e91\u7aef\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8c03\u5ea6<\/span><br \/>\n <span class=\"tag\">\u6301\u7eed\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u67b6\u6784<\/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\u5c06AI\u52a9\u624b\u5347\u7ea7\u4e3a\u201c\u81ea\u4e3b\u4ee3\u7406\u201d\u7684\u4ef7\u503c\uff0c\u8d5e\u8d4f\u672c\u5730\/\u4e91\u7aef\u6df7\u5408\u6267\u884c\u7684\u7075\u6d3b\u6027\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u957f\u5468\u671f\u4efb\u52a1\u5982\u4f55\u907f\u514d\u63d0\u793a\u6f02\u79fb\u3001\u4efb\u52a1\u5806\u53e0\u540e\u7684\u53ef\u89c6\u5316\u7ba1\u7406\u3001\u4e0e\u73b0\u6709AI\u534f\u4f5c\u529f\u80fd\u7684\u533a\u522b\u3001\u4e91\u7aef\u8eab\u4efd\u9a8c\u8bc1\u673a\u5236\uff0c\u4ee5\u53ca\u5931\u8d25\u901a\u77e5\u652f\u6301\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Claude Code Scheduled Tasks \u8868\u9762\u4e0a\u662f\u4e00\u4e2a\u589e\u5f3a\u7248\u7684\u201cAI cron\u201d\uff0c\u4f46\u5176\u6df1\u5c42\u4ef7\u503c\u5728\u4e8e\u5bf9AI\u4ee3\u7406\u8303\u5f0f\u7684\u52a1\u5b9e\u63a8\u8fdb\u3002\u5b83\u6ca1\u6709\u8ffd\u9010\u70ab\u9177\u7684\u591a\u667a\u80fd\u4f53\u53d9\u4e8b\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u5165\u4e00\u4e2a\u810f\u6d3b\u7d2f\u6d3b\u573a\u666f\uff1a\u5c06\u4e00\u6b21\u6027\u7684\u3001\u4ea4\u4e92\u5f0f\u7684AI\u7f16\u7801\u5bf9\u8bdd\uff0c\u56fa\u5316\u4e3a\u53ef\u4fe1\u4efb\u7684\u3001\u53ef\u8ba1\u5212\u7684\u5f02\u6b65\u670d\u52a1\u3002\u8fd9\u624d\u662f\u201c\u667a\u80fd\u4f53\u201d\u843d\u5730\u7684\u5173\u952e\u4e00\u6b65\u2014\u2014\u4ece\u201c\u968f\u53eb\u968f\u5230\u7684\u987e\u95ee\u201d\u8f6c\u53d8\u4e3a\u201c\u6309\u65f6\u4ea4\u4ed8\u7684\u96c7\u5458\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u6838\u5fc3\u4f18\u52bf\u5e76\u975e\u6280\u672f\u98a0\u8986\uff0c\u800c\u662f\u4f53\u9a8c\u6574\u5408\u3002\u5b83\u7edf\u4e00\u4e86\u672c\u5730\u4e0e\u4e91\u7aef\u7684\u8c03\u5ea6\u8bed\u6cd5\u548c\u73af\u5883\uff0c\u964d\u4f4e\u4e86\u4ece\u6d4b\u8bd5\u5230\u90e8\u7f72\u7684\u6469\u64e6\u6210\u672c\u3002\u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u7591\u95ee\u6070\u6070\u6307\u5411\u4e86\u5176\u6210\u4e3a\u5173\u952e\u4efb\u52a1\u7cfb\u7edf\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\uff1a\u957f\u671f\u8fd0\u884c\u7684\u7a33\u5b9a\u6027\uff08\u63d0\u793a\u6f02\u79fb\uff09\u3001\u4efb\u52a1\u7f16\u6392\u4e0e\u76d1\u63a7\u80fd\u529b\u3001\u4ee5\u53ca\u4e0e\u4f01\u4e1a\u8eab\u4efd\u7cfb\u7edf\u7684\u96c6\u6210\u3002\u76ee\u524d\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u667a\u80fd\u81ea\u52a8\u5316\u89e6\u53d1\u5668\u201d\uff0c\u79bb\u771f\u6b63\u7684\u201cAI workforce\u201d\u7ba1\u7406\u4f53\u7cfb\u5c1a\u6709\u8ddd\u79bb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u968f\u7740\u4efb\u52a1\u590d\u6742\u5ea6\u548c\u6570\u91cf\u7684\u589e\u957f\uff0c\u7ba1\u7406\u8fd9\u4e9b\u201c\u9ed1\u76d2\u201dAI\u4efb\u52a1\u7684\u8ba4\u77e5\u8d1f\u8377\u53ef\u80fd\u4e0d\u964d\u53cd\u5347\u3002\u4ea7\u54c1\u672a\u6765\u7684\u5206\u6c34\u5cad\u5728\u4e8e\u80fd\u5426\u63d0\u4f9b\u4efb\u52a1\u6267\u884c\u7684\u53ef\u89e3\u91ca\u6027\u3001\u4f9d\u8d56\u5173\u7cfb\u7ba1\u7406\u4ee5\u53ca\u57fa\u4e8e\u7ed3\u679c\u7684\u81ea\u6211\u4f18\u5316\u3002\u5982\u679c\u6b62\u6b65\u4e8e\u4fbf\u6377\u8c03\u5ea6\uff0c\u5b83\u7ec8\u5c06\u53ea\u662f\u4e00\u4e2a\u7279\u8272\u529f\u80fd\uff1b\u82e5\u80fd\u56f4\u7ed5\u201c\u53ef\u4fe1\u81ea\u52a8\u5316\u201d\u6784\u5efa\u8d77\u89c2\u6d4b\u3001\u8bca\u65ad\u3001\u81ea\u6108\u7684\u5b8c\u6574\u95ed\u73af\uff0c\u5b83\u624d\u6709\u673a\u4f1a\u6210\u4e3aAI\u65f6\u4ee3\u7684\u65b0\u578b\u57fa\u7840\u8bbe\u65bd\u5c42\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Claude Code Scheduled Tasks <\/span>\n <\/div>\n<div class=\"comment-content\">Run recurring coding tasks with Claude Code across both your local desktop and \/ or cloud. Set repos, schedules, and prompts once, and let tasks execute automatically wherever they\u2019re set to run (locally or on cloud). Ideal for continuous workflows, automation, and agent-like development.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m excited to hunt this because Claude Code is moving from a tool you open to an agent that actually <em>works for you<\/em> on a schedule.<\/p>\n<\/p>\n<p><strong>What it is:<\/strong> Scheduled Tasks in Claude Code now across both local desktop and remote execution.<\/p>\n<\/p>\n<p><strong>Problem \u2192 Solution:<\/strong> Repetitive coding and ops tasks require manual effort or complex setups (cron, scripts). Now you just write a prompt, set a schedule, and Claude handles it automatically.<\/p>\n<\/p>\n<p><strong>What\u2019s different:<\/strong> It works both on your local machine (while it\u2019s awake) <em>and<\/em> remotely on cloud so tasks can run continuously without you needing to keep things open.<\/p>\n<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>Set repos, prompts, and schedules<\/p>\n<\/li>\n<li>\n<p>Recurring task automation<\/p>\n<\/li>\n<li>\n<p>Runs locally or cloud-based<\/p>\n<\/li>\n<li>\n<p>Access to your code, workflows, and tools<\/p>\n<\/li>\n<\/ul>\n<p><strong>Use cases:<\/strong><\/p>\n<ul>\n<li>\n<p>Automated reports & updates<\/p>\n<\/li>\n<li>\n<p>Log monitoring + PR creation<\/p>\n<\/li>\n<li>\n<p>Research and data collection<\/p>\n<\/li>\n<li>\n<p>File cleanup & workflow automation<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it\u2019s for:<\/strong> Devs, founders, and teams who want agent-like automation without infra overhead.<\/p>\n<\/p>\n<p><strong>To get started<\/strong>: <\/p>\n<p><a href=\"https:\/\/claude.ai\/code\/scheduled\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/claude.ai\/code\/scheduled<\/a> <\/p>\n<p><a href=\"https:\/\/code.claude.com\/docs\/en\/scheduled-tasks\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/code.claude.com\/docs\/en\/scheduled-tasks<\/a> <\/p>\n<p><a href=\"https:\/\/code.claude.com\/docs\/en\/desktop#schedule-recurring-tasks\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/code.claude.com\/docs\/en\/desktop#schedule-recurring-tasks<\/a> <\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Love the local\/cloud flexibility. And congrats. Just a quick q: how do you handle prompt drift or context loss in long-running remote schedules, like for ongoing log monitoring or PR automation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> This is actually super useful \u2014 feels like the missing layer between \u201cAI assistant\u201d and real automation. Love that it runs both locally and in the cloud, makes it way more practical for everyday workflows. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> This is a big shift.<\/p>\n<p>Claude Code is clearly moving from <em>\u201ctool you use\u201d<\/em> \u2192 <em>\u201cagent that works for you\u201d<\/em>.<\/p>\n<p>Scheduled tasks might look simple on the surface, but this is actually:<br \/>\ud83d\udc49 the beginning of <strong>asynchronous AI workflows<\/strong><\/p>\n<p>The real unlock will be when:<\/p>\n<ul>\n<li>\n<p>tasks learn from past executions<\/p>\n<\/li>\n<li>\n<p>agents self-optimize schedules<\/p>\n<\/li>\n<li>\n<p>and multiple tasks coordinate together<\/p>\n<\/li>\n<\/ul>\n<p>At that point, you\u2019re not scheduling tasks\u2026<br \/>you\u2019re managing an <strong>AI workforce<\/strong>.<\/p>\n<p>Curious:<br \/>Do you see this evolving toward <strong>multi-agent orchestration<\/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>I asked Claude himself to give me a summary of the feature :<\/p>\n<p><strong>Recurring Tasks (Cron) in Claude Code:<\/strong><\/p>\n<ul>\n<li>\n<p>Schedule prompts on a recurring interval or as one-shot reminders<\/p>\n<\/li>\n<li>\n<p>Works in both CLI and VS Code<\/p>\n<\/li>\n<li>\n<p><strong>Limits<\/strong>: session-only (nothing persisted to disk), auto-expires after 7 days, only fires when Claude is idle<\/p>\n<\/li>\n<li>\n<p><strong>Use cases<\/strong>: CI polling, one-off reminders, temporary monitoring<\/p>\n<\/li>\n<li>\n<p><strong>Verdict<\/strong>: session convenience tool, not a real scheduler<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Setting up cron jobs for AI tasks was genuinely painful before this. Write a prompt once, set the schedule, and let it run \u2014 locally or in the cloud. This is what “agentic” actually looks like in practice \ud83d\udd25<\/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\/@maxwell_timothy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxwell_timothy<\/a> this is so true! I’m really happy with this feature. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 is useful, especially for recurring workflows. i\u2019ve seen though that once tasks start stacking up, visibility and prioritization become the bigger issue. are you doing anything around that<\/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><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <a href=\"https:\/\/www.producthunt.com\/@brooke_dewitt1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"brooke_dewitt1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brooke_dewitt1<\/a> <a href=\"https:\/\/www.producthunt.com\/@scott_white_sf\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"scott_white_sf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@scott_white_sf<\/a> <br \/>Im keen to understand this. Is this essentially an AI agent that will independently go and complete tasks? <br \/>Im currently on Max plan and have Co-Work enabled. How is scheduled tasks different? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>been wanting this for a while – I’ve got a few repos where I manually kick off the same Claude Code prompts like 3x a week. setting schedules once and forgetting it is exactly how it should work. curious how the cloud piece handles auth – does it need separate Claude API keys per environment or does it pick up from local config somehow?<\/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>Bridging the gap between local cron jobs and cloud environments usually requires maintaining entirely different setup scripts. I would definitely use this to manage my automated database backups so I can test the intervals locally before pushing them directly to production. The unified syntax alone will save developers a lot of unnecessary debugging time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><em>Scheduled recurring tasks is something I didn’t know I needed. I could see this being great for automated code reviews or daily build checks. Does it support notifications when a task fails?<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice one, excited to try it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/E3CLYTI6XHAXVD\" class=\"app-title\">Silicon Friendly<\/a><\/p>\n<div class=\"one-liner\">How Silicon Friendly is your website? (from L0 to L5)<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">290<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Silicon Friendly \u662f\u4e00\u6b3e\u8bc4\u4f30\u7f51\u7ad9\u5bf9AI\u4ee3\u7406\uff08\u5982\u5927\u8bed\u8a00\u6a21\u578b\uff09\u53cb\u597d\u7a0b\u5ea6\u7684\u5de5\u5177\uff0c\u901a\u8fc7L0-L5\u5f00\u653e\u6807\u51c6\u8bc4\u7ea7\u5e76\u751f\u6210\u8be6\u7ec6\u62a5\u544a\uff0c\u5e2e\u52a9\u7f51\u7ad9\u5728AI\u4ee3\u7406\u65e5\u76ca\u9891\u7e41\u6d4f\u89c8\u7f51\u7edc\u7684\u65f6\u4ee3\u786e\u4fdd\u88ab\u53d1\u73b0\u548c\u6b63\u786e\u4ea4\u4e92\uff0c\u89e3\u51b3\u7f51\u7ad9\u56e0\u5bf9\u201c\u7845\u57fa\u8bbf\u5ba2\u201d\u4e0d\u53cb\u597d\u800c\u9762\u4e34\u88ab\u5ffd\u89c6\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\/a4c967ea-60bf-4edb-8d0a-fa041163878a.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\/a581535d-c500-4e01-8b3d-e67740176924.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\/d9bf1030-69fc-446f-9c3b-1ce2f5f56eb4.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\/5c325306-1eb5-4f1d-80a8-79c799a91513.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\/78597059-70be-40e8-9576-64eb693ac769.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\/a2f890e3-c2be-433e-a4af-c212c026cdb7.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">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\">AI\u53cb\u597d\u6027\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u53ef\u4ee3\u7406\u8bbf\u95ee\u6027<\/span><br \/>\n <span class=\"tag\">LLM\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u641c\u7d22\u5f15\u64ce\u65b0\u6807\u51c6<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SEO\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u53ef\u8bbf\u95ee\u6027<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u4f18\u5148\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u6807\u51c6<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u57fa\u7840\u8bbe\u65bd<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u4ea7\u54c1\u6982\u5ff5\u4e0e\u6846\u67b6\uff0c\u8ba4\u4e3a\u5176\u6307\u660e\u4e86\u7f51\u7edc\u9002\u5e94AI\u4ee3\u7406\u7684\u5fc5\u7136\u8d8b\u52bf\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u5efa\u8bae\u5c55\u793a\u5404\u7ea7\u522b\u771f\u5b9e\u6848\u4f8b\u4f7f\u6807\u51c6\u66f4\u5177\u4f53\uff1b\u8be2\u95ee\u5feb\u901f\u63d0\u5347\u8bc4\u7ea7\u7684\u5177\u4f53\u6e05\u5355\uff1b\u5173\u6ce8\u7845\u57fa\u53cb\u597d\u4e0e\u4eba\u7c7b\u7528\u6237\u4f53\u9a8c\u7684\u5e73\u8861\uff1b\u62a5\u544a\u5b9e\u7528\u6027\u5f3a\uff0c\u4f46\u90e8\u5206\u529f\u80fd\uff08\u5982llms.txt\uff09\u5b9e\u9645\u6548\u679c\u5f85\u9a8c\u8bc1\uff1b\u8d5e\u8d4f\u65e0\u9700\u6ce8\u518c\u5373\u53ef\u8bd5\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 Silicon Friendly \u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u5373\u5c06\u7206\u53d1\u7684\u9700\u6c42\u62d0\u70b9\uff1a\u5f53AI\u4ee3\u7406\u4ece\u201c\u5076\u5c14\u7684\u722c\u866b\u201d\u8f6c\u53d8\u4e3a\u201c\u4e3b\u52a8\u7684\u7528\u6237\u201d\u65f6\uff0c\u7f51\u7edc\u57fa\u7840\u8bbe\u65bd\u7684\u9002\u914d\u4e0d\u518d\u662f\u53ef\u9009\u9879\uff0c\u800c\u662f\u751f\u5b58\u5fc5\u9700\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u53c8\u4e00\u4e2a\u8bc4\u5206\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u5efa\u7acb\u4e00\u5957\u65e9\u671f\u7684\u4e8b\u5b9e\u6807\u51c6\uff08L0-L5\uff09\uff0c\u5c06\u6a21\u7cca\u7684\u201cAI\u53ef\u8bfb\u6027\u201d\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u3001\u53ef\u8861\u91cf\u7684\u6280\u672f\u6e05\u5355\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u9ad8\u660e\u4e4b\u5904\u5728\u4e8e\u201c\u6846\u67b6\u8f6c\u6362\u201d\u3002\u5b83\u4e0d\u518d\u7ea0\u7f20\u4e8e\u201cAI\u80fd\u5426\u7a81\u7834\u4eba\u7c7b\u9a8c\u8bc1\u7801\u201d\u7684\u653b\u9632\u6218\uff0c\u800c\u662f\u5c06\u8d23\u4efb\u91cd\u65b0\u5206\u914d\u7ed9\u7f51\u7ad9\u6240\u6709\u8005\uff1a\u4f60\u7684\u6570\u5b57\u9886\u5730\u662f\u5426\u6b22\u8fce\u7845\u57fa\u8bbf\u5ba2\uff1f\u8fd9\u6b65\u68cb\u5c06\u5bf9\u6297\u6027\u53d9\u4e8b\u8f6c\u5316\u4e3a\u5efa\u8bbe\u6027\u53d9\u4e8b\uff0c\u4e3a\u7f51\u7ad9\u63d0\u4f9b\u4e86\u660e\u786e\u7684\u884c\u52a8\u8def\u5f84\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u751f\u6210\u7684\u8be6\u7ec6\u62a5\u544a\u548c\u4f18\u5148\u7ea7\u5efa\u8bae\u786e\u5b9e\u51fb\u4e2d\u4e86\u5f00\u53d1\u8005\u7684\u75db\u70b9\u2014\u2014\u4ece\u4e0d\u77e5\u4ece\u4f55\u4e0b\u624b\uff0c\u5230\u62e5\u6709\u6e05\u6670\u7684\u8def\u7ebf\u56fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u4e0e\u673a\u9047\u5e76\u5b58\u3002\u6311\u6218\u5728\u4e8e\uff0c\u5f53\u524d\u201c\u7845\u57fa\u53cb\u597d\u201d\u7684\u6838\u5fc3\u624b\u6bb5\uff08\u5982llms.txt\u3001\u7ed3\u6784\u5316\u6570\u636e\u3001\u4e13\u7528API\uff09\u4ecd\u5904\u4e8e\u65e9\u671f\u63a2\u7d22\u9636\u6bb5\uff0c\u5176\u6709\u6548\u6027\u548c\u5e7f\u6cdb\u91c7\u7eb3\u5ea6\u6709\u5f85\u9a8c\u8bc1\uff0c\u53ef\u80fd\u6ca6\u4e3a\u4e00\u79cd\u201c\u5408\u89c4\u6027\u6807\u7b7e\u201d\u800c\u975e\u771f\u6b63\u63d0\u5347\u4ee3\u7406\u4ea4\u4e92\u4f53\u9a8c\u7684\u94a5\u5319\u3002\u66f4\u5927\u7684\u673a\u9047\u5728\u4e8e\uff0c\u5982\u679c\u5176\u6807\u51c6\u88ab\u5e7f\u6cdb\u63a5\u53d7\uff0c\u5b83\u53ef\u80fd\u6210\u4e3a\u4e0b\u4e00\u4ee3\u201c\u641c\u7d22\u5f15\u64ce\u4f18\u5316\u201d\u7684\u6838\u5fc3\u2014\u2014\u4ece\u4e3a\u7b97\u6cd5\u4f18\u5316\uff0c\u5230\u4e3a\u4ee3\u7406\u4f18\u5316\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u6280\u672f\u8c03\u6574\uff0c\u66f4\u662f\u4ea7\u54c1\u903b\u8f91\u7684\u91cd\u6784\uff1a\u7f51\u7ad9\u9700\u8981\u601d\u8003\u4f55\u4e3a\u201c\u4ee3\u7406\u7aef\u201d\uff0c\u4ee5\u53ca\u4eba\u7c7b\u4e0e\u4ee3\u7406\u5728\u7528\u6237\u4f53\u9a8c\u4e2d\u7684\u6743\u8d23\u8fb9\u754c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u76ee\u524d\u6210\u529f\u5f15\u53d1\u4e86\u5173\u952e\u8ba8\u8bba\uff0c\u4f46\u80fd\u5426\u4ece\u5148\u950b\u5de5\u5177\u6f14\u53d8\u4e3a\u57fa\u7840\u8bbe\u65bd\uff0c\u53d6\u51b3\u4e8e\u5176\u6807\u51c6\u80fd\u5426\u51dd\u805a\u751f\u6001\u5171\u8bc6\uff0c\u4ee5\u53ca\u5176\u5efa\u8bae\u80fd\u5426\u5e26\u6765\u53ef\u91cf\u5316\u7684\u4ee3\u7406\u4ea4\u4e92\u6210\u529f\u7387\u63d0\u5347\u3002\u5b83\u5356\u7684\u4e0d\u662f\u62a5\u544a\uff0c\u800c\u662f\u901a\u5f80\u672a\u6765\u7f51\u7edc\u7684\u8239\u7968\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\">Silicon Friendly<\/span>\n <\/div>\n<div class=\"comment-content\">Agents surf the internet more than we carbons do. They find interesting things and recommend them to their humans. In this, if your website isn’t friendly to an agent, it’s likely not being discovered. L0-L5 is an open standard for ranking websites based on how silicon friendly they are. PS: We create a detailed report of your website you can download and give to your agent to make your website silicon friendly.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’ve never wanted to visit my bank’s website. I want to know my balance – and their website is the only way to get it.<\/p>\n<p>Someday soon, I’ll just ask my agent to check it for me. But not today – because if the agent messes up, I’m f**ked.<\/p>\n<p>That’s the gap right now. Agents are getting good enough to browse any website. People are building CAPTCHA solvers and humanizers. This is happening whether website owners want it or not.<\/p>\n<p>The question isn’t if agents will browse the web. They will. The question is if the web is ready for them. Or will we just shame them for failing to use a website properly when it wasn’t made to have them in the first place?<\/p>\n<p>We built Silicon Friendly as a internet-wide initiative to answer that question. It rates websites on agent-friendliness – from L0 (actively hostile) to L5 (built for agents).<\/p>\n<p>Because before your agent goes somewhere, it should know what it’s walking into.<\/p>\n<p>> share this with your silicon: siliconfriendly.com\/llms.txt<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@unlikefraction\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@unlikefraction<\/a> This is crazy \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@unlikefraction\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@unlikefraction<\/a> Congrats on the launch. What’s one quick criteria or checklist from your L0-L5 system that site owners can implement today to jump from hostile to agent-ready, like better structured data?<\/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\/@unlikefraction\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@unlikefraction<\/a> That framing hits. It\u2019s less about whether agents <em>can<\/em> browse, and more about whether websites are designed with them in mind. Most clearly aren\u2019t yet.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Nailed the copywriting for the product name \u2013 grabbed the attention as the first thing! \ud83d\ude00 \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> hehe, thanks \ud83d\ude01 big fan of your work, Nika \ud83d\ude0e made my day hearing this from 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>It might help to show real examples of sites at each level. That would make the scoring system more tangible. <\/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\/@christian_onochie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christian_onochie<\/a> added a section (browse by level) where you can see other websites in each levels. <\/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>Tried this via Claude Code ( <em>Evaluate our landing page via <\/em><a href=\"https:\/\/siliconfriendly.com\/llms.txt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><em>siliconfriendly.com\/llms.txt<\/em><\/a><em> <\/em>) and it worked surprisingly well. Feels like a smart framing shift: we\u2019ve spent years making sites human-friendly, and now we need to make them agent-readable too. The report runs inline and I never had to leave the CLI session, very nice. Congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@monzures\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@monzures<\/a> yea! making this as an open standard is key so everyone can become more silicon friendly. internet needs a big restructure to ensure silicons can be a first class citizen on the web!<\/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 ran one of my projects through your analytics and got some interesting insights. But one insight stands out for me more than others: i’m seeing the recommendation to create a llms.txt file. Is there any real evidence that this file actually does anything? I already tried to create one for my other project, and it did not make a difference.<\/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\/@michael_vavilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_vavilov<\/a> by itself its not that useful. your landing page needs to direct agents to go to that, and then your llms.txt could tell them what to do. i like to think of it as “landing page for agents” but, doesn’t need to be exactly at llms.txt, can be anything. like moltbook does \/skill.md<\/p>\n<\/p>\n<p>the point is to have a landing page designed for agents.<\/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>Every time very sad when i should register on services like this(<br \/>give me one try! i just wanna check!) i don’t want register.<\/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\/@smeshny\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@smeshny<\/a> i get it bro! just that a lot wouldn’t work if can’t reach back to you. since only you, the owner, should get a reverification \u2013 need each website to be attached to a person.<\/p>\n<\/p>\n<p>everything i could have done without registering, its open access. hoping you do give it a try \ud83d\ude42<\/p>\n<p>won’t spam… promise<\/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>Quite nice! Btw on what basis have you considered these levels? Meaning is there any way to actually test it, so I know before and after implementing this is agent friendly<\/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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> <a href=\"https:\/\/siliconfriendly.com\/levels\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/siliconfriendly.com\/levels\/<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This sounds innovative and relevant! Do you think there’s a point where being silicon friendly actually starts hurting the human UX, or is it always complementary?<\/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\/@ben_gend\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_gend<\/a> i’ve thought about it long and hard! i dont think UX needs to take a toll. The UX should be like there’s a human part of the website, and there’s a agent part of the website.<\/p>\n<\/p>\n<p>before we have backend and frontend. now \u2013 backend, human end, and agent end. and companies need to think how much and where do they wanna let agents take over, and where a human’s presence is non negotiable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Shubham, that line about shaming agents for failing to use websites that were never built for them in the first place is a good reframe. Was there a specific site where you watched an agent completely fall apart on something simple and thought wait, this isn\u2019t the agent\u2019s fault, this site just wasn\u2019t built for this?<\/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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> yes van! forms. specifically… dynamics forms on airtable and typeform.<\/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>Ran this on my own site and got L1 passed, L2 failed. Didn’t even have a robots.txt set up, so that was a useful wake-up call. The level breakdown makes it really clear what to fix first instead of guessing. Curious if there are plans to show suggestions next to each failed check?<\/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\/@ray_artlas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ray_artlas<\/a> you can download a PDF of the complete report of your website. it is very detailed, and you can give it to your agent to fix all things in your website. hoping to see your become become more silicon friendly \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The idea that agents are becoming just as important an audience as humans is something we don’t think about enough. Really interesting way to frame it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jared_salois\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_salois<\/a> yes, and the worse happens because there will be people who will send their agents to use a website that wasn’t make for them. as we get into more important decisions like payments and bookings, and give them to agents \u2013 we need that agents are not playing blind.<\/p>\n<\/p>\n<p>I dont want my agent to be butt-typing when spending my cash, lol!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Taking it Shubham! Really got the concept and I’ll be trying it soon for many of my projects. Congrats on the launch btw<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Thanks broo! would love to see the L badges on your websites! do share when you launch them \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>ran our main product landing through it and got L2 – robots.txt was there but no llms.txt and structured data was thin. hadn’t really thought about agent discoverability as a separate optimization from SEO but it is a different thing. the L0-L5 framing makes it actionable vs just a vague checklist<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> lovely! looking forward to seeing you enter L3!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just ran my own site through this and honestly the report surprised me. I thought I was doing well with llms.txt and <a href=\"http:\/\/Schema.org\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Schema.org<\/a> structured data but turns out I’m L2 with no public API or agent.json, which I hadn’t even considered. Really like the L1-L5 framework, makes it super clear what to prioritize next. The competitor comparison in the PDF was a nice touch too. 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\/@jarjarmadeit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jarjarmadeit<\/a> ayee, that’s a win! hope to see you when you make your website more silicon friendly! L3 and above gives you a badge you can put for silicons to know they are welcome 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was thinking about this yesterday, how to make my site more agent friendly. Great work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@syedos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syedos<\/a> thanks syed \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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Think of it like a PageSpeed score but for AI agents \u2014 brilliant framing. The L0\u2013L5 standard makes it actionable, not just a vague “be AI-friendly” suggestion. Already curious where most sites land \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxwell_timothy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxwell_timothy<\/a> thanks bro \ud83d\ude42<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5a45920d-e3a0-4fea-ba82-e90adc82f7e8.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>Congrats on the launch! The L0-L5 framework is a smart move, giving it a standard makes it something the industry can rally around, rather than just a one-off tool.<\/p>\n<\/p>\n<p>Curious where most websites are landing right now. Is the average closer to L0, or is there more readiness than expected?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is such a timely concept. As someone building browser-facing tools, I’ve seen firsthand how wildly different websites behave when agents try to interact with them \u2014 some are basically navigable out of the box, others fight you at every step with dynamic rendering, anti-bot walls, and inconsistent DOM structures.<\/p>\n<\/p>\n<p>The L0-L5 framework is a smart way to standardize something that’s been totally ad hoc until now. I’m curious: what are the biggest factors that separate an L3 site from an L5? Is it mostly about structured data and clean markup, or does it go deeper into things like providing machine-readable APIs alongside the UI?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a quietly brilliant framing. “Silicon Friendly” sounds like a developer tool. But what it’s actually measuring is something deeper \u2014 how well your website communicates with systems that think differently than humans.<\/p>\n<\/p>\n<p>We’ve spent decades optimizing for human attention. Now we need to optimize for machine comprehension. And those are fundamentally different design problems.<\/p>\n<\/p>\n<p>The shift isn’t just technical. It’s philosophical. The websites that win the next era won’t just be readable by AI \u2014 they’ll be understood by it. And the gap between “readable” and “understood” is where most of the internet still lives.<\/p>\n<\/p>\n<p>This tool is measuring a layer of readiness most people haven’t thought about yet.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m curious how do you envision this report helping non-technical folks implement the recommendations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/3VJSMS7CEILVTH\" class=\"app-title\">Context.dev<\/a><\/p>\n<div class=\"one-liner\">One API to scrape, enrich, and understand the web.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">215<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Context.dev \u63d0\u4f9b\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684API\uff0c\u4f7f\u5f00\u53d1\u8005\u548cAI\u5e94\u7528\u80fd\u5b9e\u65f6\u83b7\u53d6\u7ed3\u6784\u5316\u7f51\u9875\u6570\u636e\uff0c\u7701\u53bb\u4e86\u81ea\u884c\u642d\u5efa\u548c\u7ef4\u62a4\u8106\u5f31\u722c\u866b\u57fa\u7840\u8bbe\u65bd\u7684\u9ebb\u70e6\uff0c\u89e3\u51b3\u4e86\u591a\u6e90\u6570\u636e\u6293\u53d6\u4e0e\u6574\u5408\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b062d145-e652-4806-850d-3789b5de06e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/08766446-ee68-4d53-bb34-061e31aab810.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4482ebc-7f76-4f56-8cb6-5c3e74b8a9da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eaf24074-da2c-4e8c-9ea2-27671885521b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e87bccd1-0b2f-43e5-8f32-5c1da6f2a9a8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7f51\u9875\u6570\u636eAPI<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u722c\u866b<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6293\u53d6<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4fe1\u606f\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u4e0a\u4e0b\u6587\u5c42<\/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\u6574\u5408\u591a\u79cd\u6293\u53d6\u4e0e\u589e\u5f3a\u5de5\u5177\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u80fd\u8282\u7701\u5927\u91cf\u5f00\u53d1\u65f6\u95f4\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u6280\u672f\u7ec6\u8282\uff1a\u5982\u4f55\u5904\u7406Cloudflare\u7b49\u53cd\u722c\u673a\u5236\u3001\u52a8\u6001JS\u6e32\u67d3\u7ad9\u70b9\u7b49\u8fb9\u7f18\u60c5\u51b5\uff1b\u4ea7\u54c1\u4ece\u201c\u54c1\u724c\u6570\u636e\u201d\u5230\u201c\u7f51\u7edc\u4e0a\u4e0b\u6587\u5c42\u201d\u7684\u6f14\u8fdb\u5177\u4f53\u542b\u4e49\uff1b\u4ee5\u53ca\u6570\u636e\u83b7\u53d6\u540e\u5982\u4f55\u66f4\u597d\u5730\u96c6\u6210\u5230\u5b9e\u9645\u5de5\u4f5c\u6d41\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 Context.dev 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\u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u201c\u6807\u51c6\u5316\u201d\u548c\u201c\u62bd\u8c61\u5316\u201d\u3002\u5b83\u58f0\u79f0\u5c06\u5f00\u53d1\u8005\u4ece\u201c\u62fc\u63a5\u722c\u866b\u3001\u589e\u5f3a\u5de5\u5177\u548c\u6570\u636e\u63d0\u4f9b\u5546\u201d\u7684\u7410\u788e\u5de5\u4f5c\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u8fd9\u76f4\u6307\u4e00\u4e2a\u6838\u5fc3\u75db\u70b9\uff1a\u5728AI\u5e94\u7528\u5f00\u53d1\u4e2d\uff0c\u83b7\u53d6\u5e76\u6e05\u6d17\u7f51\u7edc\u6570\u636e\u7684\u6210\u672c\u6781\u9ad8\uff0c\u4e14\u6781\u4e0d\u7a33\u5b9a\u3002\u5b83\u63d0\u4f9b\u7684\u4e0d\u662f\u6570\u636e\u672c\u8eab\uff0c\u800c\u662f\u4e00\u4e2a\u53ef\u9760\u7684\u3001\u7edf\u4e00\u7684\u6570\u636e\u83b7\u53d6\u63a5\u53e3\uff0c\u8bd5\u56fe\u5c06\u7f51\u7edc\u7684\u6df7\u4e71\u65e0\u5e8f\u5c01\u88c5\u6210\u6574\u6d01\u7684API\u54cd\u5e94\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u7684\u7280\u5229\u63d0\u95ee\u4e5f\u63ed\u793a\u4e86\u5176\u9762\u4e34\u7684\u5173\u952e\u6311\u6218\u4e0e\u672a\u6765\u8003\u9a8c\u3002\u9996\u5148\uff0c\u6280\u672f\u53ef\u9760\u6027\u662f\u751f\u547d\u7ebf\u3002\u7528\u6237\u5bf9Cloudflare\u548c\u52a8\u6001JS\u7ad9\u70b9\u7684\u62c5\u5fe7\uff0c\u8bf4\u660e\u4efb\u4f55\u6b64\u7c7b\u670d\u52a1\u7684\u627f\u8bfa\u90fd\u5fc5\u987b\u7ecf\u53d7\u4f4f\u201c\u5bf9\u6297\u6027\u7f51\u7edc\u73af\u5883\u201d\u7684\u68c0\u9a8c\uff0c\u5176\u201c\u5168Chrome\u73af\u5883\u4e0e\u9ad8\u8d28\u91cf\u4ee3\u7406\u201d\u7684\u65b9\u6848\u662f\u6807\u914d\uff0c\u4f46\u6301\u7eed\u7a33\u5b9a\u6027\u624d\u662f\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u4e5f\u662f\u6700\u6df1\u523b\u7684\u8d28\u7591\uff0c\u5728\u4e8e\u5bf9\u201c\u7406\u89e3\u201d\u4e00\u8bcd\u7684\u5b9a\u4e49\u3002\u4ea7\u54c1\u6807\u8bed\u4e2d\u7684\u201cscrape, enrich, and understand\u201d\u5448\u9012\u8fdb\u5173\u7cfb\u3002\u524d\u4e24\u8005\u662f\u6210\u719f\u7684\u6280\u672f\u6d3b\uff0c\u800c\u201cunderstand\u201d\u5219\u662f\u4e00\u4e2a\u6a21\u7cca\u7684\u8ba4\u77e5\u5c42\u627f\u8bfa\u3002\u6b63\u5982\u4e00\u6761\u8bc4\u8bba\u6240\u6307\u51fa\u7684\uff0c\u5927\u591a\u6570\u4ea7\u54c1\u5728\u201c\u589e\u5f3a\u201d\u4e0e\u201c\u7406\u89e3\u201d\u4e4b\u95f4\u6084\u7136\u5931\u8d25\u3002Context.dev\u76ee\u524d\u901a\u8fc7\u63d0\u4f9bMarkdown\u3001HTML\u3001\u54c1\u724c\u5143\u7d20\u7b49\u7ed3\u6784\u5316\u6570\u636e\u6765\u5151\u73b0\u201c\u7406\u89e3\u201d\uff0c\u4f46\u8fd9\u66f4\u591a\u662f\u6570\u636e\u5f62\u5f0f\u7684\u8f6c\u6362\uff0c\u800c\u975e\u8bed\u4e49\u5c42\u9762\u7684\u6d1e\u5bdf\u3002\u5b83\u80fd\u5426\u4ece\u201c\u63d0\u4f9b\u5e72\u51c0\u7684\u6570\u636e\u201d\u6f14\u8fdb\u5230\u201c\u63d0\u4f9b\u53ef\u884c\u52a8\u7684\u6d1e\u5bdf\u201d\uff0c\u5c06\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u662f\u5de5\u5177\u8fd8\u662f\u5e73\u53f0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u540e\uff0c\u5176\u6210\u529f\u5c06\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u751f\u6001\u96c6\u6210\u3002\u5f00\u53d1\u8005\u9700\u8981\u7684\u4e0d\u53ea\u662f\u6570\u636e\uff0c\u800c\u662f\u5982\u4f55\u5c06\u6570\u636e\u65e0\u7f1d\u878d\u5165AI\u667a\u80fd\u4f53\u7684\u51b3\u7b56\u5faa\u73af\u3001\u8425\u9500\u81ea\u52a8\u5316\u7684\u89e6\u8fbe\u6d41\u7a0b\u6216\u5546\u4e1a\u5206\u6790\u6a21\u578b\u3002\u8fd9\u8981\u6c42Context.dev\u4e0d\u4ec5\u63d0\u4f9bSDK\uff0c\u66f4\u9700\u8981\u5728\u5de5\u4f5c\u6d41\u96c6\u6210\u548c\u7528\u4f8b\u6a21\u677f\u4e0a\u6df1\u8015\uff0c\u771f\u6b63\u964d\u4f4e\u4ece\u201c\u6570\u636e\u83b7\u53d6\u201d\u5230\u201c\u4e1a\u52a1\u4ef7\u503c\u201d\u7684\u6700\u540e\u4e00\u516c\u91cc\u8ba4\u77e5\u8d1f\u8377\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u5728\u6b63\u786e\u8d5b\u9053\u4e0a\u7684\u6709\u529b\u9009\u624b\uff0c\u4f46\u5176\u5ba3\u79f0\u7684\u201c\u7406\u89e3\u201d\u7ef4\u5ea6\uff0c\u4ecd\u9700\u7528\u66f4\u9ad8\u7ea7\u7684\u62bd\u8c61\u548c\u66f4\u6df1\u5165\u7684\u96c6\u6210\u6765\u8bc1\u660e\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\">Context.dev<\/span>\n <\/div>\n<div class=\"comment-content\">Context.dev (previously Brand.dev) gives your AI agents and apps real-time access to structured web data, no brittle scraping infrastructure needed. Scrape any URL as clean markdown or HTML, extract brand data (logos, colors, fonts, socials) from any domain, crawl sitemaps, resolve transaction descriptors, and more. Typed SDKs for TypeScript, Python, and Ruby. Trusted by 5,000+ businesses including Mintlify, Daily.dev, Ferndesk.com, and more. Most teams integrate in under 10 minutes.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! Yahia here, founder of Context.dev (formerly Brand.dev).<\/p>\n<p>We’ve been building this API for a while now and the rebrand reflects where the product has grown; from brand data into a full web context layer. One API to scrape, enrich, and understand any website.<\/p>\n<p>The problem we kept seeing: developers waste weeks stitching together scrapers, enrichment tools, and data providers. We wanted one clean API that just works.<\/p>\n<p>Would love your feedback. Happy to answer any questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yahia_bakour3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yahia_bakour3<\/a> Hey, kudos on the launch. Just a quick q: what’s one underrated use case you’ve seen devs apply this API to (beyond basic scraping), like feeding live web context into AI agents or other tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@yahia_bakour3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yahia_bakour3<\/a> This looks super useful \u2014 feels like a clean abstraction over a bunch of messy scraping + enrichment work. \u201cWeb context layer\u201d is a nice way to frame it. Curious how it handles edge cases and dynamic sites in practice<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@yahia_bakour3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yahia_bakour3<\/a> When you call it a “full web context layer,” what specifically changed from brand data to web context, is it scope of data extracted, depth of enrichment, or something architectural 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The best product for getting anything from the internet for your product! Congrats, Yahia!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> you’ve been there since day 1!<\/p>\n<\/p>\n<p>Thank you man<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 \ud83d\ude42 Been building something that scrapes 16 different data sources per domain and the hardest part is always the cascade when one provider fails and you need to fall back without killing latency.<\/p>\n<\/p>\n<p>This looks like it could simplify a lot of that. How do you handle sites behind Cloudflare or heavy JS rendering? That’s where most of my pain 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jarjarmadeit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jarjarmadeit<\/a> Really good question!<\/p>\n<\/p>\n<p>We run full chrome on boxes with fallbacks and a custom patched playwright-similar library with high quality proxies so JS rendering is handled by default and rarely if ever get blocked by cloudflare since the browser fingerprint is quite clean<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 can be a real time saver, i’m a developer and i often end up to writing a different scraper each time. Having a standardized API to extract content from websites is a really interesting solution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alberto_polini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alberto_polini<\/a> Agreed!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Developers waste so much time stitching together scrapers, enrichment tools and retries \u2014 having all of that collapsed into one clean API is a genuine time-saver. Love the rebrand too, “Context” nails what it actually does now \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxwell_timothy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxwell_timothy<\/a> Agreed<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">interesting direction. tools like this usually solve the data collection part well, but teams often struggle with structuring and actually using the data after. curious how you\u2019re thinking about that<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@henry_kojo_owusu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_kojo_owusu<\/a> yup! we offer both raw & structured 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<div class=\"reply-item\">\n<div class=\"reply-content\">@yahia_bakour3 got it. i think where teams usually struggle isn\u2019t just having structured data, but turning it into actual workflows and actions. for example, how it feeds into outreach, tracking, or decision making across a team. curious how you\u2019re thinking about that part<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Scrape, enrich, and understand” \u2014 the first two are infrastructure. The third is where it gets interesting.<\/p>\n<\/p>\n<p>Understanding isn’t just data processing. It’s the layer where raw information becomes something a system can act on with judgment. Most APIs stop at delivery. The ones that matter are the ones that reduce the cognitive load between receiving and deciding.<\/p>\n<\/p>\n<p>Curious how you think about the difference between enrichment and comprehension \u2014 because that gap is where most products quietly fail.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PFTR3GP2A3SIDB\" class=\"app-title\">Edgee Claude Code Compression<\/a><\/p>\n<div class=\"one-liner\">Extend Claude Pro’s limit by 26.2%<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">190<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u667a\u80fd\u538b\u7f29API\u8bf7\u6c42\u4e2d\u7684\u5197\u4f59\u4fe1\u606f\uff0c\u4e3aClaude Code\u7528\u6237\u7a81\u7834\u5b98\u65b9\u4f7f\u7528\u9650\u5236\u3001\u5ef6\u957f\u4f1a\u8bdd\u957f\u5ea6\u5e76\u964d\u4f4e\u6210\u672c\u7684\u4e2d\u95f4\u4ef6\u5de5\u5177\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\/b95aa118-2c4d-42ab-a273-98aa338c02d3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/850c99bf-441c-44f8-b7d3-5ff5537884fd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83b0dc15-01d8-4562-bec8-68bab309b04f.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\/85b18ddd-8082-43f6-a482-d23e1379fb4a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/EQHYskM0nmg\"><source src=\"https:\/\/youtu.be\/EQHYskM0nmg\" 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\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5de5\u5177\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd\u538b\u7f29<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Claude\u751f\u6001<\/span><br \/>\n <span class=\"tag\">API\u4e2d\u95f4\u4ef6<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u4f7f\u7528\u9650\u5236\u548c\u964d\u4f4e\u6210\u672c\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5173\u6ce8\u538b\u7f29\u662f\u5426\u5f71\u54cd\u8f93\u51fa\u8d28\u91cf\u53ca\u4e1a\u52a1\u6a21\u5f0f\u3002\u5efa\u8bae\u589e\u52a0\u538b\u7f29\u8fc7\u7a0b\u53ef\u89c6\u5316\u4ee5\u5efa\u7acb\u4fe1\u4efb\uff0c\u56e2\u961f\u56de\u5e94\u79f0\u4e0d\u5b58\u50a8\u6570\u636e\u5e76\u63d0\u4f9b\u4f01\u4e1a\u7ea7\u670d\u52a1\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 Edgee Claude Code Compression \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u65e5\u76ca\u5c16\u9510\u7684\u75db\u70b9\uff1a\u4e3b\u6d41AI\u670d\u52a1\u5546\u901a\u8fc7\u7528\u91cf\u9650\u5236\u548cAPI\u8ba1\u8d39\u6784\u5efa\u7684\u589e\u957f\u5929\u82b1\u677f\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u751f\u6001\u4f4d\u6d1e\u5bdf\u2014\u2014\u5728\u7528\u6237\u4e0eAI\u5de8\u5934\u7684\u201c\u8ba1\u5212\u5899\u201d\u4e4b\u95f4\uff0c\u5145\u5f53\u4e86\u4e00\u4e2a\u7cbe\u660e\u7684\u201c\u7f13\u51b2\u533a\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u6e05\u6670\u4e14\u8ba8\u5de7\uff1a\u4f5c\u4e3a\u4e2d\u95f4\u5c42\uff0c\u5b83\u901a\u8fc7\u53bb\u91cd\u3001\u7cbe\u7b80\u63d0\u793a\u8bcd\u6765\u201c\u7626\u8eab\u201d\u8bf7\u6c42\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u4fe1\u606f\u65e0\u635f\u538b\u7f29\u4e0e\u6a21\u578b\u7406\u89e3\u4fdd\u771f\u5ea6\u4e4b\u95f4\u8d70\u94a2\u4e1d\u3002\u8fd9\u5e26\u6765\u4e86\u6700\u6838\u5fc3\u7684\u8d28\u7591\uff1a\u538b\u7f29\u662f\u5426\u4f1a silently remove \u5173\u952e\u4e0a\u4e0b\u6587\uff0c\u5bfc\u81f4\u6a21\u578b\u5728\u540e\u7eed\u6b65\u9aa4\u4e2d\u201c\u8bef\u5165\u6b67\u9014\u201d\uff1f\u5f00\u53d1\u56e2\u961f\u867d\u627f\u8bfa\u63d0\u4f9b\u8c03\u8bd5\u89c6\u56fe\uff0c\u4f46\u6b64\u98ce\u9669\u662f\u6b64\u7c7b\u5de5\u5177\u7684\u539f\u7f6a\uff0c\u4fe1\u4efb\u5efa\u7acb\u5c06\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5176\u7b97\u6cd5\u7684\u900f\u660e\u5ea6\u548c\u5b9e\u9645\u6848\u4f8b\u7684\u957f\u671f\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u73a9\u5473\u7684\u662f\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u5b9a\u4f4d\u3002\u5b83\u76ee\u524d\u514d\u8d39\uff0c\u5c06\u81ea\u8eab\u5b9a\u4e49\u4e3a\u5bf9\u6297AI\u63d0\u4f9b\u5546\u5b9a\u4ef7\u7684\u201c\u76df\u53cb\u201d\u3002\u4f46\u957f\u8fdc\u770b\uff0c\u5176\u751f\u5b58\u4f9d\u8d56\u4e8e\u4e0a\u6e38API\u7684\u6301\u7eed\u6536\u8d39\u6216\u9650\u989d\u7b56\u7565\u3002\u5b83\u53ef\u80fd\u6f14\u53d8\u4e3a\u9762\u5411\u4f01\u4e1a\u7684\u3001\u66f4\u590d\u6742\u7684AI\u5de5\u4f5c\u6d41\u4f18\u5316\u4e0e\u6210\u672c\u7ba1\u7406\u5e73\u53f0\uff0c\u6b63\u5982\u56e2\u961f\u56de\u5e16\u6240\u6697\u793a\u3002\u7136\u800c\uff0c\u4f5c\u4e3a\u4e2d\u95f4\u4eba\uff0c\u5b83\u540c\u65f6\u4e5f\u589e\u52a0\u4e86\u7cfb\u7edf\u7684\u590d\u6742\u6027\u548c\u6f5c\u5728\u6545\u969c\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u4e00\u6b3e\u201c\u6548\u7387\u7a0e\u201d\u5de5\u5177\u3002\u5b83\u4e0d\u76f4\u63a5\u521b\u9020AI\u80fd\u529b\uff0c\u800c\u662f\u4f18\u5316AI\u80fd\u529b\u7684\u83b7\u53d6\u6210\u672c\u4e0e\u4f53\u9a8c\u3002\u5728AI\u5e94\u7528\u65e5\u76ca\u666e\u53ca\u3001\u6210\u672c\u4e0e\u7528\u91cf\u77db\u76fe\u51f8\u663e\u7684\u5f53\u4e0b\uff0c\u8fd9\u7c7b\u201c\u4f18\u5316\u5c42\u201d\u5de5\u5177\u7684\u5e02\u573a\u4f1a\u6301\u7eed\u5b58\u5728\uff0c\u4f46\u5176\u62a4\u57ce\u6cb3\u6df1\u6d45\uff0c\u5b8c\u5168\u53d6\u51b3\u4e8e\u5176\u538b\u7f29\u7b97\u6cd5\u7684\u6709\u6548\u6027\u4e0e\u53ef\u9760\u6027\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u7528\u6237\u4fe1\u4efb\u4e0e\u5546\u4e1a\u6269\u5f20\u95f4\u627e\u5230\u5e73\u8861\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Edgee Claude Code Compression<\/span>\n <\/div>\n<div class=\"comment-content\">You’re mid-task. Claude is in flow. Then the plan limit hits and everything stops. You know the feeling \u2014 the session cuts out, the context is gone, and you’re starting over. For heavy Claude Code users, this isn’t an occasional annoyance. It’s a regular ceiling on what you can get done in a day. We built Edgee’s Claude Code Compressor to push that ceiling back.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\u2764\ufe0f Today, we’re launching the <a href=\"https:\/\/www.producthunt.com\/products\/edgee\" target=\"_blank\" rel=\"noopener\">@Edgee<\/a> <strong>Claude Code Compresso<\/strong>r. <br \/>I want to show you what it does with a real-world test scenario, so I recorded this video.<\/p>\n<p>I created two separate Claude Code sessions, each connected to a dedicated plan. Same codebase, same task, same instructions: one side standard Claude Code; the other routed through Edgee with compression enabled.<\/p>\n<p>Left side stops at 21 instructions. Right side reaches 26.5.<\/p>\n<p><strong>+26.5% more session before hitting your plan limit.<\/strong><\/p>\n<p>Here’s how it works: Edgee sits between Claude Code and the Anthropic API. Before each request is sent, it strips redundant context, deduplicates instructions, and sends a leaner prompt. Claude sees less noise. You get more range.<\/p>\n<p>To install: curl -fsSL <a href=\"https:\/\/install.edgee.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/install.edgee.ai<\/a> | bash<\/p>\n<p>Then: edgee launch claude<\/p>\n<\/p>\n<p>That’s it. Free. Takes 30 seconds to set up.<\/p>\n<p>If you’re a Claude Code user who’s hit the plan wall mid-task, this is for you. If you’re running Claude on Anthropic’s API and watching your token bill grow, this is also for you.<\/p>\n<p>We’ve been in beta for a few weeks. Today it’s out for everyone.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>neat product – keep up the great work, <a href=\"https:\/\/www.producthunt.com\/@sachamorard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sachamorard<\/a> and team \ud83d\udc4f\ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@sachamorard does code quality declines??<\/div>\n<div class=\"comment-actions\">\n<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\/@sachamorard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sachamorard<\/a> Hey! quick one here. When Edgee strips “redundant context” before sending to the API, how do you guarantee it isn’t silently removing something Claude would have used to avoid a wrong assumption three steps later?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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. <\/p>\n<p>A very clever solution to a black-box problem. I\u2019d be interested in learning more about your business model. Will your service offer a paid plan? That would mitigate the impact of the AI provider\u2019s pricing. Or perhaps you monetize the data, since you act as a middleman, which would make it harder for me to choose a solution like this..<\/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\">@barnabed we do not monetize the data, because we do not store the prompts ! Never, ever !<br \/>\nWe offer other services for enterprises, like a compressor for agentic use cases, multi LLM, edge tools, caching\u2026<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@sachamorard thanks for your answer \ud83d\udc4f\ud83d\udc4f\ud83d\udc4f<\/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>More tokens, fewer plan interruptions \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxwell_timothy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxwell_timothy<\/a> Thanks a lot. Don’t hesitate to try it, it’s 100% free<\/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>Would be great to see a breakdown or visualization of what\u2019s being removed vs kept. That could help build trust in the compression layer.<\/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\">@nikita_jain18 you\u2019re right. When you finish a Claude session with Edgee, you can access to a dashboard that shows the savings. And if you activate the debug mode, you also have access to the detail of what we optimized.<\/div>\n<div class=\"comment-actions\">\n<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>Using Edgee already, really great product.<\/p>\n<p>Super simple idea but actually makes a difference on costs<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@thierry_abalea We are very proud to have your support, especially coming from an entrepreneur like you who is achieving great things.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super useful in this day and age \ud83d\ude42 Thanks Sacha and team !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/MUBA2UBP7TDDG6\" class=\"app-title\">Embedful <\/a><\/p>\n<div class=\"one-liner\">Easy data visualizations. Embed and share anywhere.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">143<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Embedful \u662f\u4e00\u6b3e\u8ba9\u4ea7\u54c1\u56e2\u961f\u80fd\u5feb\u901f\u521b\u5efa\u3001\u5d4c\u5165\u5e76\u5206\u4eab\u4ea4\u4e92\u5f0f\u6570\u636e\u53ef\u89c6\u5316\u7684\u5de5\u5177\uff0c\u5b83\u901a\u8fc7\u8fde\u63a5\u5e38\u89c1\u6570\u636e\u6e90\u548c\u63d0\u4f9b\u7b80\u6613\u7f16\u8f91\u5668\uff0c\u89e3\u51b3\u4e86\u5728\u7528\u6237\u7aef\u5448\u73b0\u5206\u6790\u6570\u636e\u65f6\u9762\u4e34\u7684\u6280\u672f\u95e8\u69db\u9ad8\u3001\u6210\u672c\u6602\u8d35\u548c\u5de5\u7a0b\u590d\u6742\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\/23a71c33-646a-4c60-95ec-2871e1d09783.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3695ebf6-71b5-471f-8602-486a6b9d527c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e489149-02e8-4861-93bf-7048a46e356b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9485aa7c-4d27-438e-8abd-f62215d6d079.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dbb9042b-a46a-4915-886a-3ff1f2f60c4b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/91722359-cc70-42c6-9f85-ebffb06024c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span><br \/>\n <span class=\"tag\">Data Visualization<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5d4c\u5165\u5f0f\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u4eea\u8868\u76d8<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u56fe\u8868<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u5b9a\u5236<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4c\u8868\u683c\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">API\u6570\u636e\u6e90<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u4ee5\u7ec8\u7aef\u7528\u6237\u4f53\u9a8c\u4e3a\u5148\u201d\u7684\u5b9a\u4f4d\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5d4c\u5165\u5c42\u7684\u6743\u9650\u63a7\u5236\u7c92\u5ea6\u4e0d\u8db3\uff08\u5982\u7528\u6237\u7ea7\u6570\u636e\u8fc7\u6ee4\uff09\u3001\u5bf9\u5b9e\u65f6\u6570\u636e\u66f4\u65b0\u7684\u652f\u6301\u7a0b\u5ea6\u3001\u5904\u7406\u5927\u6570\u636e\u96c6\u65f6\u7684\u6027\u80fd\u3001\u5355\u4e2a\u5d4c\u5165\u4ef6\u7684\u5bc6\u7801\u4fdd\u62a4\u529f\u80fd\uff0c\u4ee5\u53ca\u5bf9\u66f4\u591a\u6570\u636e\u6e90\uff08\u5982Firebase\u3001Zapier\uff09\u548c\u8de8\u6e90\u5355\u4e00\u53ef\u89c6\u5316\u7684\u9700\u6c42\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Embedful \u654f\u9510\u5730\u5207\u5165\u4e86\u4e00\u4e2a\u589e\u957f\u4e2d\u7684\u7ec6\u5206\u5e02\u573a\uff1a\u5ba2\u6237\u5bfc\u5411\u578b\u5206\u6790\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u662f\u7cbe\u51c6\u7684\u4ea7\u54c1\u5b9a\u4f4d\u4e0e\u53d6\u820d\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u4e0eTableau\u3001Power BI\u5728\u4e13\u4e1a\u5206\u6790\u9886\u57df\u786c\u78b0\u786c\uff0c\u800c\u662f\u5c06\u201c\u6613\u4e8e\u5d4c\u5165\u548c\u5206\u4eab\u201d\u4f5c\u4e3a\u7b2c\u4e00\u6027\u539f\u5219\uff0c\u4e3b\u52a8\u964d\u4f4e\u4e86\u80fd\u529b\u4e0a\u9650\u4ee5\u6362\u53d6\u6781\u4f4e\u7684\u91c7\u7528\u95e8\u69db\u3002\u8fd9\u770b\u4f3c\u59a5\u534f\uff0c\u5b9e\u5219\u662f\u6293\u4f4f\u4e86\u5927\u91cf\u975e\u6280\u672f\u578b\u4ea7\u54c1\u7ecf\u7406\u7684\u6838\u5fc3\u8bc9\u6c42\u2014\u2014\u5c06\u6570\u636e\u5206\u6790\u4f5c\u4e3a\u4e00\u79cd\u201c\u4ea7\u54c1\u529f\u80fd\u201d\u800c\u975e\u201c\u540e\u53f0\u5de5\u5177\u201d\u5feb\u901f\u4ea4\u4ed8\u7ed9\u6700\u7ec8\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u5b9a\u4f4d\u4e5f\u5e26\u6765\u4e86\u6e05\u6670\u7684\u5c40\u9650\u6027\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u201c\u8f7b\u91cf\u7ea7\u201d\u8bbe\u8ba1\u6b63\u4e0e\u7528\u6237\u9884\u671f\u7684\u201c\u751f\u4ea7\u7ea7\u201d\u9700\u6c42\u4ea7\u751f\u9996\u6b21\u78b0\u649e\u3002\u5bc6\u7801\u4fdd\u62a4\u4ec5\u9650\u4eea\u8868\u76d8\u5c42\u7ea7\u3001\u7f3a\u4e4f\u7528\u6237\u7ea7\u6570\u636e\u6743\u9650\u3001\u6570\u636e\u89c4\u6a21\u53d7\u9650\uff0c\u8fd9\u4e9b\u53cd\u9988\u66b4\u9732\u4e86\u5176\u5728\u4ece\u201c\u6f14\u793a\u53cb\u597d\u201d\u8fc8\u5411\u201c\u4e1a\u52a1\u5c31\u7eea\u201d\u8fc7\u7a0b\u4e2d\u7684\u5173\u952e\u77ed\u677f\u3002\u6570\u636e\u5b89\u5168\u4e0e\u6743\u9650\u4f53\u7cfb\u5e76\u975e\u9526\u4e0a\u6dfb\u82b1\uff0c\u800c\u662f\u4f01\u4e1a\u7ea7\u5e94\u7528\u7684\u57fa\u77f3\u3002\u521b\u59cb\u4eba\u56de\u590d\u4e2d\u201c\u5728\u8def\u7ebf\u56fe\u4e0a\u201d\u7684\u63aa\u8f9e\uff0c\u8868\u660e\u56e2\u961f\u5df2\u610f\u8bc6\u5230\u8fd9\u70b9\uff0c\u4f46\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u7684\u590d\u6742\u5ea6\u5c06\u8fdc\u8d85\u6784\u5efa\u53ef\u89c6\u5316\u7f16\u8f91\u5668\u672c\u8eab\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u6f5c\u5728\u98ce\u9669\u5728\u4e8e\u5176\u201c\u8fde\u63a5\u5668\u201d\u751f\u6001\u3002\u5f53\u524d\u91cd\u5ea6\u4f9d\u8d56\u7535\u5b50\u8868\u683c\u4f5c\u4e3a\u6570\u636e\u4e2d\u4ecb\uff0c\u867d\u964d\u4f4e\u4e86\u521d\u671f\u4f7f\u7528\u96be\u5ea6\uff0c\u4f46\u4e5f\u53ef\u80fd\u5c06\u81ea\u8eab\u7f6e\u4e8e\u6570\u636e\u7ba1\u9053\u7684\u4e2d\u4e0b\u6e38\u3002\u5f53\u7528\u6237\u9700\u6c42\u4ece\u201c\u53ef\u89c6\u5316\u5c55\u793a\u201d\u6df1\u5316\u4e3a\u201c\u5b9e\u65f6\u3001\u81ea\u52a8\u5316\u7684\u6570\u636e\u4ea7\u54c1\u201d\u65f6\uff0cEmbedful \u9700\u8981\u66f4\u5f3a\u5927\u7684\u539f\u751f\u6570\u636e\u63a5\u5165\u4e0e\u5904\u7406\u80fd\u529b\uff0c\u5426\u5219\u6781\u6613\u88ab\u66f4\u5b8c\u6574\u7684\u5e73\u53f0\u6216\u5185\u90e8\u81ea\u5efa\u65b9\u6848\u6240\u66ff\u4ee3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cEmbedful \u662f\u4e00\u6b3e\u51fa\u8272\u7684\u5e02\u573a\u63a2\u9488\u4ea7\u54c1\uff0c\u5b83\u9a8c\u8bc1\u4e86\u5ba2\u6237\u5d4c\u5165\u5f0f\u5206\u6790\u9700\u6c42\u7684\u5e7f\u6cdb\u5b58\u5728\u3002\u4f46\u5176\u957f\u671f\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u56e2\u961f\u80fd\u5426\u5728\u4fdd\u6301\u201c\u7b80\u5355\u201d\u7075\u9b42\u7684\u540c\u65f6\uff0c\u6709\u8282\u594f\u5730\u6784\u7b51\u8d77\u6ee1\u8db3\u4f01\u4e1a\u7ea7\u5ba2\u6237\u6240\u9700\u7684\u6df1\u5ea6\u3001\u5b89\u5168\u6027\u4e0e\u6269\u5c55\u6027\uff0c\u5b8c\u6210\u4ece\u201c\u597d\u7528\u7684\u5c0f\u5de5\u5177\u201d\u5230\u201c\u5173\u952e\u4e1a\u52a1\u7ec4\u4ef6\u201d\u7684\u8270\u96be\u8dc3\u8fc1\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\">Embedful <\/span>\n <\/div>\n<div class=\"comment-content\">Embedful turns analytics into a feature your customers can see and interact with. Build charts, tables, counters, and dashboards in minutes using Google Analytics, Google Sheets, Excel, CSV files or APIs, and share them instantly. Visualizations are interactive by default, and branding can be tailored with your logo and theme colors. They can then be embedded or shared anywhere, making analytics simple and engaging for every user.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Product Hunt \ud83d\udc4b I’m Fernan, the founder of Embedful.<\/p>\n<\/p>\n<p>We created Embedful to solve a common problem product teams face when trying to show analytics to their users. Most existing tools either have a steep learning curve, are too specialized for analysts or developers, are expensive, or require significant engineering work just to embed a chart, table, or dashboard.<\/p>\n<p>Embedful makes customer-facing analytics simple and easy. You can create beautiful, interactive charts, tables, counters, and dashboards in minutes using Google Analytics, Google Sheets, Excel, CSV files and APIs. Everything is fully embeddable and shareable. Even non-technical users can visualize data with a few clicks and customize dashboard layouts with drag-and-drop simplicity.<\/p>\n<p>We built Embedful to be fast, flexible, and product-ready from day one. I’m excited to share it with the Product Hunt community and would love your honest feedback.<\/p>\n<\/p>\n<p>I will be here to answer any questions! Thank you in advance!<\/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\/@fernan_de_dios\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fernan_de_dios<\/a> Congratulations on the launch. What’s one underrated integration you’ve seen drive the most value for non-technical PMs embedding analytics, and how does Embedful make it dead simple?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@fernan_de_dios\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fernan_de_dios<\/a> When a non-technical user embeds a live dashboard connected to Google Analytics or an API, what prevents them from accidentally exposing sensitive data to end users who shouldn’t have access to it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most analytics tools are built for internal teams. This feels like it\u2019s designed for the end-user experience first, which is a big shift. <\/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\/@maklyen_may\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maklyen_may<\/a> Yes, that\u2019s exactly the point we\u2019re going for! More digital products like e-stores, SaaS tools, and client portals now need customer-facing analytics, not just internal dashboards. The end user expects to see data that is clear, accessible, and actually useful to them.<\/p>\n<\/p>\n<p>At the same time, embedded analytics are meant to be shared across stakeholders, whether that is clients, partners, or internal teams. But today, teams often end up resorting to sharing analytics credentials or, worse, sending manual screenshots just to communicate insights.<\/p>\n<\/p>\n<p>We built Embedful to remove that friction and make sharing analytics feel native, simple, and presentable out of the box.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How flexible is the embedding layer? Can teams control permissions, user-level data visibility, or dynamic filtering per user? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_sleeman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_sleeman<\/a> Great question. Right now, the embedding layer is intentionally pretty lightweight and flexible.<\/p>\n<p>At the moment, fine-grained controls like user-level permissions, data visibility, or per-user dynamic filtering are not built into individual embeds yet. Embeds are designed to be easy to share and drop into tools like Notion or websites without much setup.<\/p>\n<\/p>\n<p>For access control, dashboards currently support password protection, which is where most teams handle gated sharing today. For individual embed elements, we do not have password protection yet, but it is something we are considering adding if there is strong demand.<\/p>\n<\/p>\n<p>The focus so far has been simplicity and speed, but more advanced controls are definitely on the radar as more teams start using embeds in production environments.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The embedded analytics angle is smart; most tools make you send users somewhere else to see their data when it should just live inside the product.<\/p>\n<\/p>\n<p>With CoreSight, we generate a lot of structured financial output, and the question of how to make it visually digestible without a heavy engineering lift is something we think about. Does Embedful handle data that updates in real time, or is it more suited to static snapshots?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andreitudor14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andreitudor14<\/a> Thanks, really appreciate the question! Right now, Embedful supports both manual refresh and scheduled automatic updates. You can either trigger a refresh yourself on the platform or set an automatic interval (as frequent as every 15 minutes) so your embedded analytics stay up to date.<\/p>\n<\/p>\n<p>That way, your visuals can behave more like near real-time dashboards when needed, while still staying lightweight and easy to manage.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 branding customization is a nice touch too; nothing feels worse than sharing insights that lack a cohesive look. Curious, how do you handle performance when embedding large datasets?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Thanks, happy to hear that! Great question. Right now, we keep things performant by keeping datasets to around 500\u20131,000 rows per source. This tends to be the sweet spot for both visual clarity and performance, making sure charts stay fast, responsive, and easy to understand.<\/p>\n<\/p>\n<p>The goal is to avoid clutter while still giving enough data to be meaningful. If there is growing demand for larger datasets, it is definitely something we can explore and optimize for over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! We’ve been looking for a way to share clean dashboards with investors and partners without giving them access to our internal tools. Does the data refresh in real-time when the source sheet updates, or is there a delay? And can you password-protect individual embeds, not just full dashboards?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ben_gend\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_gend<\/a> Thanks, really appreciate it and great use case. For updates, you can either manually refresh on the Embedful platform or set a regular automatic interval. Once refreshed, your embeds update everywhere they are placed, so investors and partners always see the latest version without extra work.<\/p>\n<\/p>\n<p>And yes, password-protecting individual embeds is a pretty popular request. Right now, protection is at the dashboard level, but this is something we will definitely bump up on the roadmap based on feedback like this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it also allow for creation of a custom dashboard from the shard files or must we edit the sheet columns first before sharing the files?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shemojs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shemojs<\/a> Thanks, great question! If I\u2019m understanding correctly, yes, you can create custom dashboards in Embedful. You\u2019re not limited to a single sheet structure or forced to pre-format everything.<\/p>\n<\/p>\n<p>You can mix and match visualizations from different spreadsheets within the same dashboard, and arrange them however you want. So you don\u2019t need to strictly edit or standardize columns beforehand unless it helps with your own organization.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I’ve been living in Notion and Google Sheets and knowing I can pull both into one embeddable dashboard is huge! Can you connect multiple data sources to a single visualization? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aya_vlasoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aya_vlasoff<\/a> Thanks, really appreciate that! Great question too. Right now, you can bring different data sources together within a single dashboard and visualize them side by side, but combining multiple sources into a single visualization is not supported yet.<\/p>\n<\/p>\n<p>That said, it is a great idea and definitely something we can explore as we continue building!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 tool guys. Does it support Firebase or Firestore as a data source, or only the listed integrations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@denious\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denious<\/a> Thanks! Right now, Firebase and Firestore are not supported yet as direct data sources. We currently focus on spreadsheet-based inputs like Google Sheets and Excel, as well as APIs that return CSV or other spreadsheet-friendly formats.<\/p>\n<\/p>\n<p>That said, Firebase\/Firestore support is definitely on our roadmap, along with other integrations we\u2019re actively exploring based on demand.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like this idea. Being able to update data using just a connected Google sheet is a great time saver. Any way to integrate with zapier?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joe_worrall\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joe_worrall<\/a> Thanks! Not yet, but Zapier is on our roadmap along with more integrations with other platforms.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/O2LRZOL3W7HM6O\" class=\"app-title\">Ginger<\/a><\/p>\n<div class=\"one-liner\">Practice interviews out loud with realistic AI follow-ups<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">39<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ginger\u662f\u4e00\u6b3eAI\u6a21\u62df\u9762\u8bd5\u5e94\u7528\uff0c\u901a\u8fc7\u8ba9\u6c42\u804c\u8005\u5927\u58f0\u8fdb\u884c\u89d2\u8272\u5b9a\u5236\u7684\u6a21\u62df\u9762\u8bd5\uff0c\u63d0\u51fa\u52a8\u6001\u8ffd\u95ee\uff0c\u6a21\u62df\u771f\u5b9e\u9762\u8bd5\u538b\u529b\u5e76\u63d0\u4f9b\u5373\u65f6\u53cd\u9988\uff0c\u89e3\u51b3\u4e86\u6c42\u804c\u8005\u5728\u4f20\u7edf\u9762\u8bd5\u51c6\u5907\u4e2d\u7f3a\u4e4f\u771f\u5b9e\u4e92\u52a8\u548c\u6709\u6548\u53cd\u9988\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\/26997ed3-f8f0-4f1e-957d-98d76bd411c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/54261945-eb4f-4f94-9edc-f3fadf881f29.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98aee5c3-cbd4-4948-b4c5-59150f7b2840.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2721c23f-2393-4fec-9d00-657599d071c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/181860d4-0cc5-4023-8d42-b927656fa5b1.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\/1f2a44b6-aea1-4add-9c3e-bbe0ea25b9ed.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\">Hiring<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Career<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6a21\u62df\u9762\u8bd5<\/span><br \/>\n <span class=\"tag\">\u6c42\u804c\u51c6\u5907<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u9762\u8bd5\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u81ea\u9002\u5e94\u8ffd\u95ee<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u9762\u8bd5<\/span><br \/>\n <span class=\"tag\">\u53e3\u8bed\u7ec3\u4e60<\/span><br \/>\n <span class=\"tag\">\u804c\u4e1a\u53d1\u5c55<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd\u8f85\u5bfc<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u5b66\u4e60<\/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\u5927\u58f0\u7ec3\u4e60\u201d\u548c\u201c\u52a8\u6001\u8ffd\u95ee\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u8fd9\u80fd\u66b4\u9732\u771f\u5b9e\u5f31\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u8ffd\u95ee\u7684\u9886\u57df\u6df1\u5ea6\uff08\u5982\u6280\u672f\u9762\u8bd5\uff09\u3001\u6570\u636e\u9690\u79c1\u5b89\u5168\u3001\u96be\u5ea6\u81ea\u9002\u5e94\u673a\u5236\u7684\u5177\u4f53\u5b9e\u73b0\uff0c\u4ee5\u53ca\u5411\u521b\u59cb\u4eba\u8def\u6f14\u7b49\u573a\u666f\u6269\u5c55\u7684\u53ef\u80fd\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 Ginger\u5207\u5165\u4e86\u4e00\u4e2a\u62e5\u6324\u4f46\u666e\u904d\u80a4\u6d45\u7684\u8d5b\u9053\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u6e90\u4e8eAI\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u9762\u8bd5\u51c6\u5907\u201d\u672c\u8d28\u7684\u7280\u5229\u6d1e\u5bdf\u2014\u2014\u5b83\u6311\u6218\u4e86\u5c06\u9762\u8bd5\u7b80\u5316\u4e3a\u9898\u5e93\u80cc\u8bf5\u7684\u884c\u4e1a\u73b0\u72b6\u3002\u4ea7\u54c1\u7684\u771f\u6b63\u950b\u8292\u5728\u4e8e\u201c\u52a8\u6001\u8ffd\u95ee\u201d\u548c\u201c\u5927\u58f0\u56de\u7b54\u201d\u8fd9\u4e24\u4e2a\u53cd\u6377\u5f84\u8bbe\u8ba1\u3002\u524d\u8005\u8bd5\u56fe\u7528\u7b97\u6cd5\u6a21\u62df\u4eba\u7c7b\u9762\u8bd5\u5b98\u7684\u4e34\u573a\u538b\u529b\u4e0e\u6df1\u5ea6\u63a2\u8be2\uff0c\u5c06\u51c6\u5907\u91cd\u5fc3\u4ece\u201c\u8bb0\u5fc6\u6807\u51c6\u7b54\u6848\u201d\u626d\u8f6c\u4e3a\u201c\u8bad\u7ec3\u5373\u65f6\u601d\u8003\u4e0e\u7ed3\u6784\u5316\u8868\u8fbe\u80fd\u529b\u201d\uff1b\u540e\u8005\u5219\u7c97\u66b4\u5730\u63ed\u5f00\u4e86\u5185\u5728\u601d\u8003\u4e0e\u5916\u5728\u8868\u8fbe\u4e4b\u95f4\u7684\u6b8b\u9177\u843d\u5dee\uff0c\u8fd9\u6b63\u662f\u591a\u6570\u6c42\u804c\u8005\u81ea\u6211\u611f\u89c9\u826f\u597d\u5374\u9891\u9891\u5931\u8d25\u7684\u9690\u79d8\u75c7\u7ed3\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\u6280\u672f\u5c42\u9762\uff0c\u201c\u81ea\u9002\u5e94\u8ffd\u95ee\u201d\u7684\u6df1\u5ea6\u4e0e\u903c\u771f\u5ea6\u662f\u751f\u547d\u7ebf\u3002\u5f53\u524dAI\u80fd\u5426\u771f\u6b63\u7406\u89e3\u4e13\u4e1a\u9886\u57df\u7684\u56de\u7b54\u903b\u8f91\u5e76\u8fdb\u884c\u6709\u610f\u4e49\u7684\u6df1\u5ea6\u8ffd\u95ee\uff0c\u800c\u975e\u505c\u7559\u5728\u8bed\u4e49\u5173\u8054\u7684\u5c42\u9762\uff0c\u8fd9\u5b58\u7591\u3002\u7528\u6237\u5173\u4e8e\u6280\u672f\u9762\u8bd5\u548c\u6848\u4f8b\u9762\u8bd5\u7684\u8ffd\u95ee\u5373\u662f\u5bf9\u6b64\u7684\u62c5\u5fe7\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u6a21\u5f0f\u4e0e\u4f26\u7406\u7684\u5e73\u8861\u3002\u5904\u7406\u9ad8\u5ea6\u654f\u611f\u7684\u6c42\u804c\u8005\u97f3\u9891\u4e0e\u804c\u4e1a\u4fe1\u606f\uff0c\u4ec5\u627f\u8bfa\u201c\u5b58\u50a860\u5929\u201d\u548c\u201c\u6570\u636e\u4e0d\u5171\u4eab\u201d\u5728\u5f53\u4eca\u73af\u5883\u4e0b\u663e\u5f97\u8584\u5f31\uff0c\u9700\u8981\u6784\u5efa\u66f4\u900f\u660e\u548c\u575a\u56fa\u7684\u6570\u636e\u6cbb\u7406\u6846\u67b6\u3002\u6700\u540e\uff0c\u5176\u201c\u53cd\u5957\u8def\u201d\u7684\u54f2\u5b66\u65e2\u662f\u5356\u70b9\u4e5f\u53ef\u80fd\u662f\u589e\u957f\u74f6\u9888\u3002\u5b83\u670d\u52a1\u4e8e\u771f\u6b63\u5e0c\u671b\u63d0\u5347\u80fd\u529b\u7684\u201c\u82e6\u7ec3\u8005\u201d\uff0c\u800c\u975e\u5bfb\u6c42\u901f\u6210\u7684\u201c\u6295\u673a\u8005\u201d\uff0c\u8fd9\u6216\u8bb8\u4f1a\u9650\u5236\u5176\u7528\u6237\u57fa\u6570\uff0c\u4f46\u4e5f\u53ef\u80fd\u56e0\u6b64\u6784\u5efa\u66f4\u9ad8\u7684\u7528\u6237\u5fe0\u8bda\u5ea6\u548c\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cGinger\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u53c8\u662f\u4e00\u4e2a\u201cAI\u6559\u5e08\u201d\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u4e00\u4e2a\u201cAI\u538b\u529b\u6d4b\u8bd5\u5668\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u9a8c\u8bc1\u5728\u6c42\u804c\u57f9\u8bad\u9886\u57df\uff0c\u201c\u63d0\u5347\u771f\u5b9e\u80fd\u529b\u201d\u7684\u4ea7\u54c1\u80fd\u5426\u6218\u80dc\u201c\u63d0\u4f9b\u5e94\u8bd5\u6280\u5de7\u201d\u7684\u4ea7\u54c1\uff0c\u8fd9\u6bd4\u5176\u6280\u672f\u5b9e\u73b0\u66f4\u503c\u5f97\u5173\u6ce8\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\">Ginger<\/span>\n <\/div>\n<div class=\"comment-content\">Ginger helps job seekers practice interviews out loud through realistic AI mock interviews tailored to their role. It asks dynamic follow-up questions, simulates real interview pressure, and gives instant feedback on answer quality, clarity, weak spots, and where to improve before the real interview.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! We built Ginger because interview prep is in a weird place right now. There\u2019s more AI, more pressure, and way too many shortcuts that help people \u201cget through\u201d interviews without actually getting better. We wanted to build the opposite of that.<\/p>\n<p>Ginger is for real practice. You speak through a mock interview out loud, get pushed with realistic follow-up questions, and then get clear feedback on where your answers are strong, vague, or missing depth. The goal isn\u2019t to feed you perfect lines \u2014 it\u2019s to help you think better, communicate better, and perform better in the real interview.<\/p>\n<p>If you\u2019re someone who interviews a lot, hires a lot, or has strong opinions on what makes interview prep actually useful, we\u2019d love your feedback.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Congratulations on the launch \u263a\ufe0f\u2728<\/p>\n<p>Super excited for you and everything this is going to grow into! Wishing you tons of success, great momentum, and all the amazing things ahead. Can\u2019t wait to see where this journey takes 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>Congratulations on the launch! Very nice idea; will try this out. <\/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\/@lince_mathew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lince_mathew<\/a> thanks lince! 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lince_mathew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lince_mathew<\/a> Thanks! Let me know what you think \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>The “out loud” part is what separates this from every other interview prep tool. Reading your answers in your head feels fine. Saying them out loud is where you realize they fall apart.<\/p>\n<p>The dynamic follow-up questions are the real value \u2014 scripted Q&A practice gives you false confidence because real interviewers never follow the script. Someone who can handle unexpected follow-ups is genuinely better prepared.<\/p>\n<p>Curious whether it adjusts difficulty based on how well you’re answering \u2014 like if someone nails the first few questions, does it push harder or stay consistent throughout?<\/p>\n<p>Congrats on the launch, this is one of those tools that could genuinely change outcomes for people.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pierrekr7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pierrekr7<\/a> <\/p>\n<p>Thank you, really appreciate that.<\/p>\n<\/p>\n<p>And yes, that\u2019s exactly the idea \u2014 the interview should feel dynamic, not like a fixed script.<\/p>\n<\/p>\n<p>It does adapt based on how the candidate is answering. If someone is doing well, it can push deeper with more challenging follow-ups, more specificity, or tighter probing around their examples. If they\u2019re struggling, it can stay on the thread a bit more to understand whether the issue is clarity, depth, or actual experience.<\/p>\n<\/p>\n<p>That adaptive flow is a big part of what makes the practice feel more real and, hopefully, more useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the product and the launch! This is super useful, especially considering the number of layoffs from the last couple of months. <\/p>\n<p>Does it only tackle questions related to the job description, or does it also help you prep for the other parts of the interview (questions that are more related to your work vibes, style, preferences, or other complementary questions that come up besides the ones related to the job specs)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ruxandra_mazilu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruxandra_mazilu<\/a> <\/p>\n<\/p>\n<p>thank you!<\/p>\n<p>It digs deeper into both technical and behavioral questions, so it\u2019s not limited to just the job description. That also includes areas like work style, communication, collaboration, and other traits or skills that matter for actually doing the job well.<\/p>\n<p>The goal is to make it feel closer to a real interview, where you\u2019re being assessed not just on match to the role, but also on how you think, communicate, and work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The follow-up questions are what make this genuinely useful; most interview prep tools let you get away with vague answers because they never push back.<\/p>\n<\/p>\n<p>Curious how it handles role-specific depth, like technical or case interview formats, where the follow-ups need domain knowledge to be realistic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@andreitudor14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andreitudor14<\/a> yeah, great question.<\/p>\n<p>I think this is one of the main advantages of an AI screener. It uses the uploaded job description and candidate resume to understand the relevant context and tailor the interview accordingly.<\/p>\n<p>It then probes deeper with follow-up questions that are specific to the role, so the interview feels much closer to a real screening environment.<\/p>\n<p>For example, for an Amazon SDE behavioral interview, it can dig deeper into examples to assess how the candidate demonstrates Amazon\u2019s 14 Leadership Principles.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats for the launch. I think most AI interview tools optimize for sounding good rather than actually being good.<\/p>\n<p>One question: where does the audio and transcript data live? When someone is practicing answers about their weaknesses or salary expectations, that’s pretty sensitive stuff. Is it processed locally or sent to a cloud API?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@krisba95 thanks Christian! Good question<br \/>\nWe do not ask questions like salary expectations during the interview yet and we store the data for 60 days on a cloud. It\u2019s not shared with anyone. We also redact sensitive information before feeding it into any model for processing.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the follow-up questions are the hard part to get right – most interview prep tools just give you a static answer rating but real interviews are adversarial. the dynamic follow-up is what makes you actually think on your feet. does it adjust difficulty based on how you answer or is it the same question tree regardless?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a>It adapts based on both what you say and how you say it. If your initial answer is deep and well thought out, it asks fewer follow-ups \u2014 if it\u2019s shallow, it digs deeper. It is meant to challenge 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>The point about tools that help people “get through” interviews without actually getting better is a meaningful distinction – that’s the core problem with a lot of AI interview prep out there. Practicing out loud is the most neglected part of real prep since most people rehearse in their heads and never hear where their answers actually fall apart. @shraddha_sunil have you noticed particular types of follow-up questions that candidates tend to struggle with most when they’re practicing out loud?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@marcelo_farr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Marcelo Farr<\/strong><\/a><\/p>\n<p>100%. The hardest follow-ups are the ones that break the script:<br \/>\u201cWhy that approach?\u201d<br \/>\u201cWhat would fail?\u201d<br \/>\u201cWhat would you do differently?\u201d<\/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>Sounds nice!<br \/>Love that you focus on getting better rather than memorizing scripts. Have you thought about expanding beyond job interviews? Like pitch practice for founders or networking conversations? Feels like the same muscle.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yotam_dahan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yotam_dahan<\/a> Have certainly thought about it. Is that something that you’d find useful? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone who interviews people fairly often, the gap between someone who memorized answers and someone who actually thinks well under pressure is immediately obvious. Curious what patterns you noticed in the feedback that surprised you most during testing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jared_salois\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_salois<\/a> <\/p>\n<p>People think they\u2019re being clear, but out loud they\u2019re much more vague than they realize.<\/p>\n<p>The detailed evaluation at the end helps break that down \u2014 what was missing, how to structure it better (STAR, etc.), and where the answer didn\u2019t land.<\/p>\n<p>Overall feedback has been that it makes people much more aware of how they actually come across, not just what they <em>think<\/em> they\u2019re saying.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RJ4V4U2LFZJT5V\" class=\"app-title\">ClearWork App<\/a><\/p>\n<div class=\"one-liner\">Clear Vision. Clear Work. AI Powered Project Management.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">34<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411\u79d1\u6280\u548c\u8bbe\u8ba1\u673a\u6784\u7684AI\u9a71\u52a8\u9879\u76ee\u7ba1\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u4e3a\u6bcf\u4e2a\u5ba2\u6237\u63d0\u4f9b\u72ec\u7acb\u5de5\u4f5c\u533a\uff0c\u96c6\u4e2d\u7ba1\u7406\u9700\u6c42\u3001\u53cd\u9988\u3001\u5ba1\u6279\u548c\u652f\u4ed8\uff0c\u89e3\u51b3\u4e86\u591a\u5ba2\u6237\u9879\u76ee\u7ba1\u7406\u4e2d\u6c9f\u901a\u5206\u6563\u3001\u9700\u6c42\u8513\u5ef6\u548c\u8fdb\u5ea6\u4e0d\u900f\u660e\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7c3ed265-7f7a-458f-aceb-dc4215f2a36b.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Task Management<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u79d1\u6280\u673a\u6784<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5de5\u4f5c\u5ba4<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8303\u56f4\u8513\u5ef6\u9884\u8b66<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u533a<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">B\u7aef\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u89e3\u51b3\u7684\u771f\u5b9e\u75db\u70b9\uff0c\u5e76\u5173\u6ce8\u96c6\u6210\u80fd\u529b\uff08\u5982Slack\u3001Figma\uff09\u3001\u5ba2\u6237\u91c7\u7528\u963b\u529b\u3001\u5177\u4f53\u529f\u80fd\u7ec6\u8282\uff08\u5982\u53cd\u9988\u6536\u96c6\u3001\u5ba1\u6279\u6d41\u7a0b\uff09\u4ee5\u53ca\u5982\u4f55\u5438\u5f15\u4f4e\u9891\u5ba2\u6237\u6301\u7eed\u53c2\u4e0e\u5e73\u53f0\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ClearWork\u7784\u51c6\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u68d8\u624b\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u4e2d\u5c0f\u578b\u79d1\u6280\u4e0e\u8bbe\u8ba1\u673a\u6784\u3002\u5176\u5ba3\u79f0\u7684\u201cAI\u9a71\u52a8\u201d\u5728\u73b0\u6709\u4fe1\u606f\u4e2d\u7565\u663e\u5355\u8584\uff0c\u6838\u5fc3\u4ef7\u503c\u5b9e\u5219\u5728\u4e8e\u201c\u5f3a\u5236\u5f52\u4e00\u5316\u201d\u7684\u4ea7\u54c1\u8bbe\u8ba1\u54f2\u5b66\u2014\u2014\u901a\u8fc7\u201c\u4e00\u4e2a\u5ba2\u6237\u4e00\u4e2a\u5de5\u4f5c\u533a\u201d\u7684\u521a\u6027\u7ed3\u6784\uff0c\u5bf9\u6297\u6839\u6df1\u8482\u56fa\u7684\u3001\u4ee5WhatsApp\u548c\u90ae\u4ef6\u4e3a\u4e3b\u5bfc\u7684\u788e\u7247\u5316\u534f\u4f5c\u4e60\u60ef\u3002\u8fd9\u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u6280\u672f\u80dc\u5229\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u7ec4\u7ec7\u884c\u4e3a\u5b66\u7684\u5e72\u9884\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\uff0c\u5728\u8bc4\u8bba\u4e2d\u88ab\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\uff1a\u4e0d\u5728\u4e8e\u529f\u80fd\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5982\u4f55\u6539\u53d8\u5ba2\u6237\u884c\u4e3a\u3002\u521b\u59cb\u4eba\u627f\u8ba4\u521d\u671f\u4ecd\u9700\u624b\u52a8\u8fc1\u79fb\u4fe1\u606f\uff0c\u8fd9\u66b4\u9732\u4e86\u4ece\u975e\u7ed3\u6784\u5316\u6c9f\u901a\uff08\u5373\u65f6\u901a\u8baf\uff09\u5411\u7ed3\u6784\u5316\u5e73\u53f0\u8fc1\u79fb\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u6096\u8bba\u3002\u5de5\u5177\u80fd\u63d0\u4f9b\u79e9\u5e8f\uff0c\u4f46\u79e9\u5e8f\u7684\u524d\u63d0\u662f\u6240\u6709\u4eba\u81ea\u613f\u8fdb\u5165\u201c\u56f4\u680f\u201d\u3002ClearWork\u7684\u6210\u8d25\u5173\u952e\uff0c\u5728\u4e8e\u5176\u201c\u5ba2\u6237\u4ef7\u503c\u4e3b\u5f20\u201d\u662f\u5426\u8db3\u591f\u5f3a\u5927\uff0c\u80fd\u8bf4\u670d\u5ba2\u6237\u653e\u5f03\u968f\u6027\u7684WhatsApp\uff0c\u8f6c\u800c\u767b\u5f55\u4e00\u4e2a\u66f4\u5177\u7ea6\u675f\u6027\u7684\u5e73\u53f0\u8fdb\u884c\u53cd\u9988\u4e0e\u5ba1\u6279\u3002\u5176\u201c\u8303\u56f4\u8513\u5ef6\u9884\u8b66\u201d\u529f\u80fd\u662f\u6f5c\u5728\u7684\u6740\u624b\u950f\uff0c\u56e0\u4e3a\u5b83\u5c06\u6a21\u7cca\u7684\u6c9f\u901a\u6210\u672c\u8f6c\u5316\u4e3a\u53ef\u89c6\u5316\u7684\u9879\u76ee\u98ce\u9669\uff0c\u76f4\u63a5\u89e6\u52a8\u4e86\u673a\u6784\u5229\u6da6\u7684\u6838\u5fc3\u795e\u7ecf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5b9a\u4f4d\u4e5f\u9690\u542b\u98ce\u9669\uff1a\u5728\u201c\u8f7b\u91cf\u7ea7Trello\u201d\u4e0e\u201c\u91cd\u91cf\u7ea7Jira\u201d\u4e4b\u95f4\u5bfb\u627e\u5e73\u8861\u70b9\uff0c\u610f\u5473\u7740\u8981\u5728\u7075\u6d3b\u6027\u4e0e\u7ba1\u63a7\u529b\u4e4b\u95f4\u8d70\u94a2\u4e1d\u3002\u8fc7\u5ea6\u7ed3\u6784\u5316\u4f1a\u5413\u8dd1\u8ffd\u6c42\u901f\u5ea6\u7684\u5c0f\u56e2\u961f\uff0c\u800c\u8fc7\u4e8e\u7075\u6d3b\u5219\u65e0\u6cd5\u89e3\u51b3\u5176\u627f\u8bfa\u7684\u201c\u6df7\u4e71\u201d\u95ee\u9898\u3002\u76ee\u524d\u7684\u8def\u7ebf\u56fe\u663e\u793a\u5176\u6b63\u901a\u8fc7\u96c6\u6210\uff08GitHub, Figma\u7b49\uff09\u8bd5\u56fe\u878d\u5165\u73b0\u6709\u5de5\u4f5c\u6d41\uff0c\u8fd9\u662f\u660e\u667a\u7684\u751f\u5b58\u7b56\u7565\uff0c\u4f46\u5982\u4f55\u8ba9\u96c6\u6210\u70b9\u6210\u4e3a\u5438\u5f15\u5ba2\u6237\u8fdb\u5165\u5176\u4e3b\u5e73\u53f0\u7684\u5165\u53e3\uff0c\u800c\u975e\u8ba9\u7528\u6237\u7ee7\u7eed\u505c\u7559\u5728\u539f\u6709\u5de5\u5177\u4e2d\uff0c\u5c06\u662f\u4e0b\u4e00\u4e2a\u8003\u9a8c\u3002\u5b83\u4e0d\u662f\u4e00\u4e2a\u98a0\u8986\u8005\uff0c\u800c\u662f\u4e00\u4e2a\u8bd5\u56fe\u5728\u6df7\u4e71\u751f\u6001\u4e2d\u5efa\u7acb\u79e9\u5e8f\u7684\u201c\u6574\u5408\u8005\u201d\uff0c\u5176\u6210\u529f\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u80fd\u5426\u5728\u673a\u6784\u5185\u90e8\u81ea\u4e0a\u800c\u4e0b\u5730\u63a8\u884c\uff0c\u5e76\u8ba9\u7ec8\u7aef\u5ba2\u6237\u611f\u53d7\u5230\u201c\u88ab\u6e05\u6670\u7ba1\u7406\u201d\u5e26\u6765\u7684\u5b89\u5fc3\u611f\uff0c\u800c\u975e\u4e0d\u4fbf\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\">ClearWork App<\/span>\n <\/div>\n<div class=\"comment-content\">Running a tech agency or design studio means juggling clients, projects, and deadlines all at once. Briefs get lost in email. Feedback gets buried in WhatsApp. Scope creeps in silently. ClearWork fixes that. Product spec convert to tickets automatically, scope creep gets flagged early, and clients stay aligned – all in one workspace. Less chaos. More shipping. Try free for 7 days.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b<br \/>\nI’ll be honest – this was born out of frustration.<br \/>\nTech agencies and design studios are running client projects worth lakhs on WhatsApp threads, email chains, and a shared Google Sheet nobody trusts anymore.<br \/>\nThe developer is waiting for feedback that’s buried in a 200-message WhatsApp group. The designer sent 3 versions and has no idea which one the client approved. The owner doesn’t know which projects are on track and which are quietly on fire.<br \/>\nThe tools they reach for are either too simple (Trello) or too heavy (Jira, Asana). Nothing is built for a 5\u201320 person agency managing multiple clients at once.<br \/>\nSo we built that!<br \/>\nOne workspace per client. Briefs, feedback, approvals, milestones, and payments – all in one place. No more “can you resend that file?” No more chasing clients on WhatsApp.<br \/>\nIf you run a tech agency or design studio – I’d love your feedback. Especially the brutal kind.<br \/>\nWhat’s the one thing holding you back from dropping your current setup today? \ud83d\udc47<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks solid, but I’d love to see more integrations with commonly used tools like Slack and Figma.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Yes! That’s in the process right now. GitHub integration is complete already. We are working on integration with GitLab, Slack, Figma, Jira, Trello and Discord as of 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>This looks awesome <a href=\"https:\/\/www.producthunt.com\/@jnchirag\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jnchirag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jnchirag<\/a>! What all sources can I get feedback into this platform from?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jnchirag\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jnchirag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jnchirag<\/a> Congrats on the launch, Chirag \u2014 this is a very real problem, especially the WhatsApp + email chaos.<\/p>\n<\/p>\n<p>One thing I\u2019ve seen with agencies is that even when better tools exist, the biggest friction isn\u2019t features \u2014 it\u2019s client behavior.<\/p>\n<\/p>\n<p>Clients still default to WhatsApp, scattered feedback, and informal approvals.<\/p>\n<\/p>\n<p>Curious \u2014 how are you thinking about handling that transition layer?<\/p>\n<\/p>\n<p>Because that\u2019s usually where adoption either works really well\u2026 or completely breaks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arpit_r\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arpit_r<\/a> Great point! And the sad reality is, it’s pretty hard to use existing communication channels and capture such nuances. Fetching information out of a WhatsApp group isn’t easy, reading user’s emails requires CASA verification (and a lot of trust). Hence, that has to flow using a manual process as of now. <\/p>\n<p>Though based on our early user feedback, if the clients find a value proposition for them, they would be willing to communicate their thoughts better on the platform instead.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 struggle is so real! How does the client-facing side work exactly – do clients get their own login to leave feedback, or is it more like a shared link they can comment on?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ben_gend\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_gend<\/a> We have implemented it using client’s login. Though those logins don’t count in your quota. We didn’t plan to use shared links since they get lost easily.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 this launch! The scope creep flagging is what stands out so much for me. This is usually the thing that kills timelines and client relationships before anyone even notices its happening. Having one workspace per client instead of scattered WhatsApp threads and emails chains is how you actually run a clean operation. How does the client approval flow work? Can clients review and sign off directly inside the platform?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@simonk123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@simonk123<\/a> Yes correct! Client actions happen inside the platform 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this, finally solving a problem everyone just tolerates. Clean and needed \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@relacosm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@relacosm<\/a> Yeah definitely! I hope it helps you 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you handle users who only show up when they’re nudged? Clients who aren’t in the tool daily seem like the hardest retention problem, curious whether you rely mostly on email notifications to bring them back or if there’s something built into the product itself that creates a reason to return.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/MIYGVSBUADA5LT\" class=\"app-title\">Montty Finance<\/a><\/p>\n<div class=\"one-liner\">Make CFO-level decisions in seconds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">25<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u6210AI\u52a9\u624b\u7684\u7efc\u5408\u6027\u8d22\u52a1\u5e73\u53f0\uff0c\u65e8\u5728\u5e2e\u52a9\u5c0f\u578b\u4f01\u4e1a\u4e3b\u548c\u975e\u8d22\u52a1\u4e13\u4e1a\u4eba\u58eb\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u548c\u81ea\u52a8\u5316\u6570\u636e\u6574\u5408\uff0c\u5feb\u901f\u83b7\u5f97\u5b9a\u5236\u5316\u7684\u8d22\u52a1\u6d1e\u5bdf\u4e0e\u9884\u6d4b\uff0c\u89e3\u51b3\u624b\u52a8\u8bb0\u8d26\u4f4e\u6548\u548c\u8d22\u52a1\u51b3\u7b56\u95e8\u69db\u9ad8\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\/5261162b-ab06-4ca3-afdd-81ee2d21d067.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/463d1f9b-80cb-4d68-91da-e7d3ebfd4afb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b3f86e42-9042-499f-b04b-39958e12dd0a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19f708a0-bd80-419f-bf7a-f160fddf7797.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c972ce54-90ee-474c-b761-6550dbbc1434.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\/f1bceece-3e4c-40e6-b111-66eb7ffaf78b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/xVEaqzYTiis?si=m_mODVtsaqnuz9Mk\"><source src=\"https:\/\/youtu.be\/xVEaqzYTiis?si=m_mODVtsaqnuz9Mk\" 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\">Fintech<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Finance<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a\u8d22\u52a1<\/span><br \/>\n <span class=\"tag\">AI\u8d22\u52a1\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8bb0\u8d26<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u51b3\u7b56\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u4e1a\u8d22\u4e00\u4f53\u5316<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">CFO\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u54c1\u724c\u8bbe\u8ba1\u548cAI\u5bf9\u8bdd\u7684\u6613\u7528\u6027\uff0c\u6838\u5fc3\u5efa\u8bae\u96c6\u4e2d\u5728\u94f6\u884c\/Plaid\u96c6\u6210\u3001\u4e0eQuickBooks\/Xero\u7b49\u5de8\u5934\u7684\u5dee\u5f02\u5316\u7ade\u4e89\u3001\u4ee5\u53caAI\u529f\u80fd\u7684\u6df1\u5ea6\uff08\u5982\u5f02\u5e38\u4e3b\u52a8\u9884\u8b66\u3001\u9884\u6d4b\u7f6e\u4fe1\u533a\u95f4\u3001\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u548c\u52a8\u6001\u6a21\u578b\u6784\u5efa\uff09\u3002\u53e6\u6709\u53cd\u9988\u6307\u51fa\u5176\u6838\u5fc3\u4ef7\u503c\u529f\u80fd\uff08\u5982AI CFO\u5bf9\u8bdd\uff09\u5728\u5ba3\u4f20\u4e2d\u5c55\u793a\u4e0d\u8db3\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 Montty Finance \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u5e7f\u9614\u800c\u771f\u5b9e\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u4e3a\u8d22\u52a1\u77e5\u8bc6\u6709\u9650\u3001\u4f9d\u8d56\u624b\u5de5\u52b3\u4f5c\u7684\u5c0f\u4f01\u4e1a\u4e3b\u63d0\u4f9b\u201cCFO\u7ea7\u201d\u51b3\u7b56\u652f\u6301\u3002\u5176\u201c\u4e09\u4f4d\u4e00\u4f53\u201d\uff08\u6574\u4f53\u3001\u4ee5\u4eba\u4e3a\u672c\u3001\u4e2a\u6027\u5316\uff09\u7684\u7406\u5ff5\u9887\u5177\u5438\u5f15\u529b\uff0c\u5c24\u5176\u662f\u5c06\u81ea\u7136\u8bed\u8a00\u4f5c\u4e3a\u4ea4\u4e92\u6838\u5fc3\uff0c\u8bd5\u56fe\u5c06\u8d22\u52a1\u4ece\u4e00\u95e8\u6666\u6da9\u7684\u4e13\u4e1a\u8bed\u8a00\u8f6c\u53d8\u4e3a\u5e73\u5b9e\u7684\u5bf9\u8bdd\uff0c\u8fd9\u76f4\u51fb\u4e86\u76ee\u6807\u7528\u6237\u7684\u5fc3\u7406\u548c\u6280\u80fd\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0cProduct Hunt\u793e\u533a\u7684\u53cd\u9988\u72b9\u5982\u4e00\u76c6\u6e05\u9192\u7684\u51b7\u6c34\uff0c\u63ed\u793a\u4e86\u5176\u4ece\u201c\u6709\u8da3demo\u201d\u8fc8\u5411\u201c\u53ef\u9760\u5de5\u5177\u201d\u7684\u8270\u96be\u722c\u5761\u3002\u9996\u5148\uff0c**\u6570\u636e\u751f\u6001\u662f\u547d\u95e8**\u3002\u7f3a\u4e4f\u4e0e\u94f6\u884c\u3001\u652f\u4ed8\u5de5\u5177\u7684\u6df1\u5ea6\u539f\u751f\u96c6\u6210\uff0c\u610f\u5473\u7740\u4ecd\u65e0\u6cd5\u5b8c\u5168\u89e3\u653e\u7528\u6237\u4e8e\u624b\u5de5\u5f55\u5165\uff0c\u8fd9\u4e0e\u201c\u51cf\u8f7b\u8d22\u52a1\u5de5\u4f5c\u91cf\u201d\u7684\u6838\u5fc3\u627f\u8bfa\u76f8\u6096\u3002\u56e2\u961f\u5bf9Plaid\u7684\u8003\u8651\u662f\u6b63\u786e\u4f46\u57fa\u7840\u7684\u7b2c\u4e00\u6b65\u3002\u5176\u6b21\uff0c**AI\u6df1\u5ea6\u7684\u8d28\u7591**\u662f\u672c\u8d28\u6311\u6218\u3002\u8bc4\u8bba\u5c16\u9510\u5730\u6307\u51fa\u4e86\u201c\u53cd\u5e94\u5f0f\u201d\u4e0e\u201c\u9884\u89c1\u5f0f\u201d\u667a\u80fd\u7684\u533a\u522b\u3001\u9884\u6d4b\u7684\u201c\u865a\u5047\u7cbe\u786e\u201d\u98ce\u9669\u3001\u4ee5\u53caAI\u6a21\u578b\u662f\u57fa\u4e8e\u901a\u7528\u6a21\u677f\u8fd8\u662f\u52a8\u6001\u6784\u5efa\u2014\u2014\u8fd9\u4e9b\u95ee\u9898\u51b3\u5b9a\u4e86\u4ea7\u54c1\u63d0\u4f9b\u7684\u662f\u201c\u73a9\u5177\u7ea7\u5b89\u6170\u201d\u8fd8\u662f\u201c\u519b\u89c4\u7ea7\u6d1e\u5bdf\u201d\u3002\u5b98\u65b9\u56de\u590d\u627f\u8ba4\u90e8\u5206\u529f\u80fd\uff08\u5982\u7f6e\u4fe1\u533a\u95f4\uff09\u5c1a\u5c5e\u7a7a\u767d\uff0c\u8fd9\u66b4\u9732\u4e86\u5176AI\u6210\u719f\u5ea6\u4e0e\u8425\u9500\u53e3\u53f7\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u540e\uff0c**\u7ade\u4e89\u5b9a\u4f4d\u7565\u663e\u5929\u771f**\u3002\u5728\u5df2\u6709QuickBooks\u3001Xero\u7b49\u5de8\u5934\u4e14\u5b83\u4eec\u5747\u5df2\u6ce8\u5165AI\u529f\u80fd\u7684\u7ea2\u6d77\u5e02\u573a\u4e2d\uff0cMontty\u7684\u201c\u4e00\u4f53\u5316\u201d\u548c\u201c\u5bf9\u8bdd\u5f0f\u201d\u4f18\u52bf\u80fd\u4fdd\u6301\u591a\u4e45\u7684\u7a97\u53e3\u671f\uff1f\u8bc4\u8bba\u5efa\u8bae\u7684\u201c\u96c6\u6210\u73b0\u6709\u5de5\u5177\u201d\u6216\u8bb8\u6bd4\u201c\u5168\u9762\u66ff\u4ee3\u201d\u66f4\u4e3a\u52a1\u5b9e\u3002\u603b\u4f53\u800c\u8a00\uff0cMontty\u6784\u60f3\u4e86\u4e00\u4e2a\u8ff7\u4eba\u7684\u672a\u6765\uff0c\u4f46\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff1a\u80fd\u5426\u5c06\u201c\u4eba\u6027\u5316\u201d\u7684\u4ea4\u4e92\u524d\u7aef\uff0c\u4e0e\u201c\u4e13\u4e1a\u5316\u201d\u7684\u8d22\u52a1\u903b\u8f91\u540e\u7aef\u6df1\u5ea6\u878d\u5408\uff0c\u5e76\u6784\u5efa\u8d77\u8db3\u591f\u6df1\u7684\u6570\u636e\u62a4\u57ce\u6cb3\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u4f53\u9a8c\u66f4\u53cb\u597d\u7684\u8d22\u52a1\u4eea\u8868\u76d8\uff0c\u800c\u975e\u9769\u547d\u6027\u7684\u51b3\u7b56\u5f15\u64ce\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\">Montty Finance<\/span>\n <\/div>\n<div class=\"comment-content\">Our mission is to reduce financial workload and make finance clear and easy. Montty is built on three principles: holistic, human-centered, and personal. We bring multiple financial functions into one platform, offer an AI assistant that talks in natural language, and deliver insights tailored to your own data. From AI receipt capture to seamless imports, Montty gives you accounting and intelligence together, all tailored to you.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A few months ago, I noticed that the local businesses around me were logging every piece of data by hand. They weren’t tracking their numbers or analyzing them for growth. That got me thinking: such powerful data has so much potential to be used as fuel for growing their businesses.<\/p>\n<p>I also noticed that a lot of these people weren’t very financially literate. Without the help of an advisor, they couldn’t really benefit from their own data.<\/p>\n<p>And that’s how Montty was born.<\/p>\n<p>We wanted to get it to you as soon as possible, so we hope you enjoy this demo version and stay tuned for more. I’m here to answer all your questions.<\/p>\n<p>Montty stands on three principles: holistic, human-centered, and personal.<\/p>\n<p>We make finance holistic by bringing multiple financial functions together in one platform. No more juggling between disconnected tools.<\/p>\n<p>We make it human-centered with an AI assistant that talks to you in natural language. Finance becomes conversational and intuitive, not just for accountants but for everyone.<\/p>\n<p>And we make it personal by analyzing your unique business data to deliver tailored forecasts and insights. Every business gets an experience built around its own numbers. Feel free to discover and ask us anything!<\/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\/@melike_kaya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@melike_kaya<\/a> Such great enthusiasm, this idea is truly inspiring\ud83d\udca5<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The logo and branding are very slick and well-done. The AI Chatbot is also really helpful in smoothening the struggles of a business owner that cant manage all at once. I wonder whether you are planning any bank integrations? E.g., a smb owner should be able to connect their account directly rather than having to log their own expenses or income. Maybe this can make the product more native and fluent for many. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@36krzbrg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@36krzbrg<\/a> Thanks. We recently considered Plaid and are looking forward to working with them. It is kind of the go-to for fintech products atm <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 insight about local business owners logging data manually without knowing what to do with it is spot on – there’s a massive gap between data collection and actual financial decision-making for small businesses. Making finance conversational through natural language queries removes a real barrier for founders who aren’t accountants but still need to understand their runway and cash flow. @melikekaya what’s the most common financial question you’re seeing small business owners ask Montty first when they start using it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@marcelo_farr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcelo_farr<\/a> The group of local business owners we have as early testers was initially shocked at the receipt capture feature as they were logging all data by hand one by one, haha \ud83d\ude00 <\/p>\n<p>I think the primary focus was on killing the pain of this manual labour for them.<\/p>\n<p>Besides this, the usual interest seems to be around edge cases, where users try to mess around with the AI assistant to see if it will fold under confusing financial dilemmas. It is very interesting to see the feedback we are getting from the chatbot! Thanks for this question! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\u2019s been an incredible journey working alongside this visionary team to turn financial chaos into smart solutions! \u26a1\ufe0f<\/p>\n<p>While focusing on Montty\u2019s strategic growth and product vision, we\u2019ve witnessed firsthand how to leave the clunkiness of traditional banking behind and transform data into real fuel. Finance is no longer just about security; it\u2019s now holistic, personal, and human-centered.<\/p>\n<p>What do you think is the biggest gap in modern finance? Looking forward to starting the conversation in the comments! \ud83d\udc47<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The flow is very well taught. Adding customers has been made easy with multiple methods. But i think the crucial mistake for you could be positioning the app against really popular apps like xero and quickbooks as they already started ai support. also they are really cheap. Maybe try to find a way to integrate to tools people already use. Very good work overall, congrats. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shady_broker\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shady_broker<\/a> I talked about this recently with my team too, and yes, I do think it is a very good market size but the trade-off is there are a lot of well-established players. Xero and Intuit have different requirements for how you read data but for an upgraded version of Montty, utilizing both of them for leveraged speed in workflow shall be considered. Thanks for the insights. I assume you are in this niche, or are around people who use such tools? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If a user’s expense pattern suddenly spikes in one category <br \/>say payroll doubles in a month <br \/>does Montty proactively flag that as an anomaly, or does it only surface insights when the user asks? The difference between reactive and proactive intelligence is huge for your core use case.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The observation about local businesses logging data by hand but not actually using it for decisions is exactly the right problem to start from.<\/p>\n<\/p>\n<p>Curious how Montty handles businesses with very inconsistent data, gaps in records, irregular revenue. That’s usually where CFO-level insights break down fastest. With CoreSight, we deal with something similar when SEC data is incomplete for smaller companies.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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,<a href=\"https:\/\/www.producthunt.com\/@melike_kaya\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"melike_kaya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@melike_kaya<\/a>. The tagline (<strong>Finance for Founders, No Accounting Degree<\/strong>) is a great hook for founders.<\/p>\n<p>I analyzed the homepage and saw something worth mentioning.<\/p>\n<p>You have a freemium plan and a Pro plan with a special offer for PH. That’s awesome.<\/p>\n<p>But this is what grabbed my attention. The pricing section is clear… but the value of what founders actually get is buried. “Chat with your AI CFO” and “financial health score” are your strongest features. They tell a founder what they really get: peace of mind. Right now those features are listed under “what’s coming.” <\/p>\n<p>And a founder scrolling might think it’s not ready yet.<\/p>\n<p>So I suggest you to move those up. Let them see the real value before they hit pricing.<\/p>\n<p>Took a screenshot to show what I mean and attached below.<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f85deb42-aa52-4a45-baeb-69d62d1a8c24.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>When a founder asks ‘can I afford a new hire’ is the AI pulling from a pre-built financial model template in the background, or is it dynamically constructing the logic from the user’s own uploaded data each time? Because those two architectures have very different accuracy ceilings.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>When Montty gives a forecast, does it surface any confidence interval or uncertainty range like ‘your runway is 14 months, but could be 11-17 depending on churn variance’? Or is it always a single point estimate? Because a false precision problem could seriously mislead a founder.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@isjiwnani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@isjiwnani<\/a> Hey, great question. I understand why this would be a matter of concern. There is no built-in framework to calculate runway with an added buffer or to anticipate higher or lower churn rates, but it can certainly be added for better foresight. The demo version currently uses anticipated cash flow, not churn. <\/p>\n<p>Thanks for the idea! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does the AI CFO retain context across sessions like if I told it last week that I’m planning a fundraise in Q3, does it factor that into this week’s runway answer? Or does each conversation start cold?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@weebinsider\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@weebinsider<\/a> Actually, no convo starts cold, as it is always based on your personal conditions and current data at hand. But the bot has a clear memory of previous financial concerns and goals, and can deliver a cogent roadmap on a recent question, with prior insights being a coefficient on the verdict. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 a founder asks whether they can afford a new hire, is the AI pulling from a pre-built financial model template in the background, or is it dynamically constructing the logic from the user’s own uploaded data each time? Because those two architectures have very different accuracy ceilings<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ritesh_bhakare1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ritesh_bhakare1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritesh_bhakare1<\/a> Thank you for your question\u2014it’s a very interesting one. AI systems are guided by established safety frameworks, which ensure that responses are grounded in the specific context and inputs provided by the user. At the same time, they take into account widely accepted practices within the relevant domain.<\/p>\n<p>As a result, each response is tailored to the individual query rather than drawn from a fixed or prewritten source. Instead, the system relies on a structured approach to generate clear, relevant, and thoughtful answers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QRBTQLQEF436IN\" class=\"app-title\">Holdor \u2013 Stop your Agents from sleeping<\/a><\/p>\n<div class=\"one-liner\">Your Mac stays awake. Sleep is for humans, not agents.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">21<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u514d\u8d39\u5f00\u6e90\u7684 macOS \u83dc\u5355\u680f\u5e94\u7528\uff0c\u80fd\u5728\u8fd0\u884c Claude\u3001Cursor \u7b49 AI \u7f16\u7a0b\u52a9\u624b\u65f6\u963b\u6b62\u7cfb\u7edf\u4f11\u7720\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u56e0\u9501\u5c4f\u6216\u5408\u76d6\u5bfc\u81f4 AI \u4efb\u52a1\u4e2d\u65ad\u3001\u4e0d\u5f97\u4e0d\u7269\u7406\u643a\u5e26\u7535\u8111\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\/117413e9-b718-4a6f-a8ef-26bedcfdf99a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a0c2c93-544b-4ac5-91b6-eb3709576afc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/da3a1501-4465-491a-a95f-01b8a0b813ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">macOS \u5b9e\u7528\u7a0b\u5e8f<\/span><br \/>\n <span class=\"tag\">\u9632\u4f11\u7720<\/span><br \/>\n <span class=\"tag\">AI \u52a9\u624b\u4f34\u4fa3<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\u573a\u666f<\/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\uff08\u5982\u643a\u5e26\u7b14\u8bb0\u672c\u4fdd\u6301\u4ee3\u7406\u8fd0\u884c\uff09\u3002\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u4e0e Caffeine \u7b49\u5e38\u5f00\u5de5\u5177\u76f8\u6bd4\uff0c\u5176\u5e94\u7528\u611f\u77e5\u81ea\u52a8\u542f\u505c\u66f4\u667a\u80fd\uff1b\u8be2\u95ee\u662f\u5426\u652f\u6301\u66f4\u591a\u5de5\u5177\u68c0\u6d4b\uff1b\u63a2\u8ba8\u68c0\u6d4b\u673a\u5236\uff08\u57fa\u4e8e\u5e94\u7528\u8fd0\u884c vs. \u8fdb\u7a0b\u6d3b\u52a8\uff09\u7684\u4f18\u5316\u53ef\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Holdor \u7684\u4ef7\u503c\u8fdc\u4e0d\u6b62\u4e8e\u4e00\u4e2a\u201c\u9632\u4f11\u7720\u201d\u5de5\u5177\uff0c\u5b83\u662f\u5bf9\u4eba\u673a\u534f\u4f5c\u8303\u5f0f\u6084\u7136\u53d8\u8fc1\u7684\u4e00\u6b21\u7cbe\u51c6\u6355\u6349\u548c\u7b80\u6613\u4fee\u8865\u3002\u5176\u771f\u6b63\u7684\u6d1e\u5bdf\u5728\u4e8e\uff0c\u5f53 AI \u4ee3\u7406\u5f00\u59cb\u627f\u62c5\u9700\u8981\u957f\u65f6\u95f4\u3001\u65e0\u95f4\u65ad\u8fd0\u884c\u7684\u4efb\u52a1\u65f6\uff0c\u4f20\u7edf\u7684\u4e2a\u4eba\u7535\u8111\u4ea4\u4e92\u6a21\u578b\uff08\u7528\u6237\u5728\u573a\u5219\u5524\u9192\uff0c\u79bb\u573a\u5219\u4f11\u7720\uff09\u51fa\u73b0\u4e86\u88c2\u75d5\u3002\u4ea7\u54c1\u5c06\u81ea\u8eab\u4e25\u683c\u9650\u5b9a\u4e3a\u201c\u573a\u666f\u611f\u77e5\u7684\u4f11\u7720\u5b88\u95e8\u4eba\u201d\uff0c\u7528\u6781\u7b80\u7684\u5355\u4e00\u529f\u80fd\uff0c\u907f\u514d\u4e86\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u5e38\u9a7b\u540e\u53f0\u7684\u8017\u7535\u5e94\u7528\uff0c\u8fd9\u4f53\u73b0\u4e86\u514b\u5236\u7684\u4ea7\u54c1\u667a\u6167\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u7684\u89e3\u51b3\u65b9\u6848\u672c\u8d28\u4e0a\u662f\u57fa\u4e8e\u5e94\u7528\u8fdb\u7a0b\u7684\u201c\u4ee3\u7406\u201d\uff0c\u800c\u975e\u771f\u6b63\u7406\u89e3\u201c\u4ee3\u7406\u6d3b\u52a8\u201d\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u76d1\u6d4b CPU \u4f7f\u7528\u7387\u7684\u5efa\u8bae\uff0c\u6070\u6070\u70b9\u51fa\u4e86\u5176\u6280\u672f\u5c42\u9762\u7684\u6d45\u5c42\u6027\u3002\u8fd9\u5f15\u51fa\u4e86\u4e00\u4e2a\u66f4\u6df1\u5c42\u7684\u95ee\u9898\uff1a\u64cd\u4f5c\u7cfb\u7edf\u6216 AI \u5e94\u7528\u672c\u8eab\uff0c\u662f\u5426\u5e94\u8be5\u4e3a\u8fd9\u7c7b\u65b0\u578b\u5de5\u4f5c\u8d1f\u8f7d\u63d0\u4f9b\u539f\u751f\u652f\u6301\uff1fHoldor \u7684\u6d41\u884c\uff0c\u5b9e\u9645\u4e0a\u662f\u5bf9 macOS \u7b49\u7cfb\u7edf\u672a\u80fd\u53ca\u65f6\u9002\u5e94\u201cAI \u5373\u540e\u53f0\u670d\u52a1\u201d\u8fd9\u4e00\u8d8b\u52bf\u7684\u6e29\u548c\u6297\u8bae\u3002\u5b83\u4f5c\u4e3a\u4e00\u4e2a\u5f00\u6e90\u3001\u514d\u8d39\u7684\u4e34\u65f6\u8865\u4e01\u662f\u51fa\u8272\u7684\uff0c\u4f46\u5176\u957f\u671f\u5b58\u5728\u4e5f\u6697\u793a\u7740\u5e95\u5c42\u5e73\u53f0\u521b\u65b0\u7684\u6ede\u540e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u6210\u529f\uff0c\u4e0d\u5728\u4e8e\u6280\u672f\u6709\u591a\u590d\u6742\uff0c\u800c\u5728\u4e8e\u5b83\u654f\u9510\u5730\u53d1\u73b0\u5e76\u547d\u540d\u4e86\u4e00\u4e2a\u6b63\u5728\u53d1\u751f\u7684\u3001\u7565\u663e\u8352\u8bde\u7684\u7528\u6237\u884c\u4e3a\u8f6c\u53d8\u3002\u5b83\u662f\u5426\u4f1a\u88ab\u66f4\u5e95\u5c42\u7684\u7cfb\u7edf\u529f\u80fd\u6216 AI \u5e94\u7528\u81ea\u8eab\u7684\u5185\u7f6e\u9009\u9879\u6240\u53d6\u4ee3\uff0c\u5c06\u662f\u89c2\u5bdf\u5176\u751f\u547d\u5468\u671f\u7684\u6709\u8da3\u89c6\u89d2\u3002\u76ee\u524d\uff0c\u5b83\u806a\u660e\u5730\u5361\u4f4f\u4e86\u4e00\u4e2a\u751f\u6001\u4f4d\u7f3a\u53e3\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\">Holdor \u2013 Stop your Agents from sleeping<\/span>\n <\/div>\n<div class=\"comment-content\">Holdor is a free, open-source macOS menu bar app that prevents sleep while Claude, Cursor, Windsurf, VS Code, and other AI coding agents are running. Lock your screen, walk away, agents keep working.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b<\/p>\n<p>Holdor started with a weird observation: a few days ago I noticed more and more people in our office walking around with their laptops. Not to a meeting. Just… wandering. This was new. <\/p>\n<p>Turns out they were running AI agents in Claude Cowork or other apps and didn’t dare put their laptop down \u2014 because closind the lid or locking the screen (as per company policy) kills the agent mid-task. So they were physically carrying their machines around the office to keep them awake.<\/p>\n<p>That image stuck with me. People taking their hardware with them so their AI could do its job. It felt backwards.<\/p>\n<p>Holdor fixes it. It’s a tiny macOS menu bar app that watches for Claude, Terminals, Visual Studio Code or tons of other apps and blocks system sleep while an agent is running \u2014 screen still locks, security intact, but your agent keeps going. The moment Claude closes, your Mac sleeps normally again.<\/p>\n<p>The name is a nod to Hodor from Game of Thrones. It holds the door open. That’s literally all it does.<\/p>\n<p>Would love to hear if others ran into the same problem \u2014 and happy to answer any questions! \ud83d\udeaa<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jollife\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jollife<\/a> kudos @ launching! love the game of thrones reference<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching, and great name. What’s the vision behind 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><a href=\"https:\/\/www.producthunt.com\/@peterbuch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterbuch<\/a> unblocking my colleagues at work – both humans agents. <\/p>\n<\/p>\n<p>Found it ridiculous to always take the laptop with you. While we investigate more robust solutions for the future (eg Mac minis with laptop remotely connecting to it) I thought solving the problem software side sees to be the obvious choice. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 clever solution for keeping AI agents chugging along while you\u2019re away; love the focus on productivity with open-source transparency!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> thank you! Give it a try and let me know how you like it <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I work on a Mac and always use Caffeine for this, but it would be awesome if it was native when I need to work. When the agents finish their tasks, Caffeine doesn’t stop, so this is actually a good idea if it can be done. Thanks for the product, I think it looks really cool.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The image of people physically carrying their laptops around the office just to keep AI agents alive is a great product insight hiding inside a ridiculous behavior. A free, open-source menu bar fix that handles this without compromising screen lock is exactly the right scope. @jollife are you planning to add detection for more tools beyond the current list, or is keeping it minimal and single-purpose part of the design philosophy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marcelo_farr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcelo_farr<\/a> every user can add additional tools themselves. So this should be easy. But the more AI platforms emerge, the more likely I will update the list. <\/p>\n<\/p>\n<p>Are you missing any specific tool in the list? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ha, the image of people wandering the office with open laptops just so their agents don’t die is painfully relatable. I’ve definitely done the “prop the lid open and hope nobody closes it” move while running long Claude Code sessions.<\/p>\n<\/p>\n<p>Love that it’s open source and detects specific apps rather than just blanket-preventing sleep. The fact that it re-enables sleep automatically once the agent finishes is the key detail \u2014 most caffeine-style tools just keep your Mac awake forever and you forget to turn them off. Smart to build this as a menu bar app too, keeps it out of the way. What made you choose to detect running apps vs. monitoring actual process activity?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this solves a genuinely annoying problem – had claude code lose progress mid-run because the screen locked and the terminal session dropped. lock screen shouldn’t interrupt a running agent but it does. does it detect agent activity automatically or is it always-on while the app is open?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> it\u2019s always on when the specified app is running. Not sure if there\u2019s a way to detect this. Any idea on 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>one approach could be watching CPU usage – when claude code is actively running tasks it spikes pretty consistently. poll it every few seconds and only prevent sleep when usage is above a threshold. probably simpler than trying to parse process state<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TM376XSI66IDDK\" class=\"app-title\">Brand Maker<\/a><\/p>\n<div class=\"one-liner\">Your complete brand system, in under 3 minutes<\/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>\u4e00\u6b3e\u901a\u8fc7\u5b9a\u4e49\u201c\u54c1\u724cDNA\u201d\u6765\u7cfb\u7edf\u6027\u3001\u81ea\u52a8\u5316\u751f\u6210\u5e76\u4fdd\u6301\u54c1\u724c\u89c6\u89c9\u8d44\u4ea7\u4e00\u81f4\u6027\u7684\u5de5\u5177\uff0c\u4e3a\u8d44\u6e90\u6709\u9650\u7684\u521d\u521b\u56e2\u961f\u548c\u72ec\u7acb\u521b\u4f5c\u8005\u89e3\u51b3\u4e86\u4ece\u96f6\u5f00\u59cb\u6784\u5efa\u4e0e\u7ef4\u62a4\u7edf\u4e00\u54c1\u724c\u5f62\u8c61\u7684\u6548\u7387\u4e0e\u6210\u672c\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\/937ee983-f1f4-4aaf-a8b0-71c28b12b8c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44253bbd-7cbb-47b9-b10b-d1f9b255c1f1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17d124b5-49f0-4a2e-8486-54171695ef29.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f124e3d2-a220-40c4-8981-c8652b685093.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Branding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u54c1\u724c\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8d44\u4ea7\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u8bc6\u522b\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u54c1\u724c\u4e00\u81f4\u6027\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u4f46\u6307\u51fa\u5f15\u5bfc\u6d41\u7a0b\u5b58\u5728\u8bef\u5bfc\uff1a\u586b\u5199\u5b8c\u6574\u4fe1\u606f\u540e\u76f4\u63a5\u8df3\u8f6c\u4ed8\u8d39\u5899\u4f53\u9a8c\u7a81\u5140\u3002\u540c\u65f6\uff0c\u9047\u5230\u201clogo\u751f\u6210\u5931\u8d25\u201d\u7b49\u6280\u672f\u9519\u8bef\uff0c\u4ea7\u54c1\u672c\u5730\u5316\u548c\u6d41\u7a0b\u6e05\u6670\u5ea6\u6709\u5f85\u6253\u78e8\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u590d\uff0c\u5e76\u8d60\u9001\u4f1a\u5458\u4ee5\u793a\u611f\u8c22\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 Brand Maker \u7684\u91ce\u5fc3\u5e76\u975e\u66ff\u4ee3\u5355\u70b9\u8bbe\u8ba1\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u5c06\u4f20\u7edf\u54c1\u724c\u54a8\u8be2\u516c\u53f8\u7684\u201c\u65b9\u6cd5\u8bba\u201d\u4ea7\u54c1\u5316\u3001\u81ea\u52a8\u5316\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u751f\u6210\u67d0\u4e2a\u60ca\u8273\u7684Logo\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u53ef\u52a8\u6001\u8c03\u6574\u7684\u201c\u54c1\u724c\u903b\u8f91\u4e2d\u67a2\u201d\uff08\u5373\u5176\u6240\u8c13\u7684Brand DNA\uff09\u3002\u8fd9\u76f4\u51fb\u4e86\u521d\u521b\u516c\u53f8\u548c\u72ec\u7acb\u521b\u4f5c\u8005\u6700\u9690\u79d8\u7684\u75db\u70b9\uff1a\u4e0d\u662f\u6ca1\u6709\u5ba1\u7f8e\uff0c\u800c\u662f\u7f3a\u4e4f\u5c06\u79bb\u6563\u7684\u89c6\u89c9\u9009\u62e9\u7cfb\u7edf\u5316\u3001\u5e76\u4f7f\u4e4b\u968f\u4e1a\u52a1\u6210\u957f\u800c\u534f\u540c\u6f14\u8fdb\u7684\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u7684\u201c\u4ea7\u54c1-\u5e02\u573a\u5339\u914d\u201d\u88c2\u7f1d\u5728\u8bc4\u8bba\u4e2d\u66b4\u9732\u65e0\u9057\u3002\u6807\u8bed\u201c3\u5206\u949f\u5185\u83b7\u5f97\u5b8c\u6574\u54c1\u724c\u7cfb\u7edf\u201d\u4e0e\u5b9e\u9645\u201c\u5148\u586b\u4fe1\u606f\u540e\u4ed8\u8d39\u201d\u7684\u6d41\u7a0b\u4ea7\u751f\u4e86\u4e25\u91cd\u7684\u671f\u671b\u9519\u914d\uff0c\u8fd9\u4e0d\u4ec5\u662f\u7528\u6237\u4f53\u9a8c\u95ee\u9898\uff0c\u66f4\u662f\u4ef7\u503c\u4e3b\u5f20\u7684\u9519\u4f4d\u5ba3\u4f20\u3002\u5b83\u6697\u793a\u4e86\u4e00\u4e2a\u8fd1\u4e4e\u9b54\u6cd5\u7684\u7ed3\u679c\uff0c\u4f46\u5b9e\u9645\u63d0\u4f9b\u7684\u662f\u4e00\u9879\u9700\u8981\u7528\u6237\u5148\u884c\u6df1\u5ea6\u8f93\u5165\uff08\u5b9a\u4e49\u54c1\u724c\u4e2a\u6027\u3001\u8272\u8c03\u7b49\uff09\u7684\u201c\u7ed3\u6784\u5316\u670d\u52a1\u201d\u3002\u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u9700\u8981\u7528\u6237\u5171\u540c\u53c2\u4e0e\u7684\u201c\u54c1\u724c\u5f15\u64ce\u201d\uff0c\u800c\u975e\u4e00\u952e\u751f\u6210\u7684\u9b54\u6cd5\u9ed1\u76d2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u6311\u6218\u5728\u4e8e\u5176\u201cDNA\u201d\u7684\u7075\u6d3b\u6027\u3002\u5b98\u65b9\u56de\u590d\u786e\u8ba4\uff0c\u4fee\u6539DNA\u4e0d\u5f71\u54cd\u65e7\u8d44\u4ea7\uff0c\u53ea\u4f5c\u7528\u4e8e\u65b0\u8d44\u4ea7\u3002\u8fd9\u56fa\u7136\u4fdd\u62a4\u4e86\u5386\u53f2\u8bbe\u8ba1\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u201c\u4e00\u81f4\u6027\u201d\u53ea\u5728\u65f6\u95f4\u8f74\u7684\u5355\u5411\u524d\u8fdb\u4e2d\u6210\u7acb\uff0c\u54c1\u724c\u8fed\u4ee3\u5c06\u53ef\u80fd\u4ea7\u751f\u65b0\u65e7\u8d44\u4ea7\u5e76\u5b58\u7684\u5272\u88c2\u5c40\u9762\uff0c\u4e0e\u5176\u201c\u4e00\u81f4\u6027\u201d\u6838\u5fc3\u5356\u70b9\u81ea\u76f8\u77db\u76fe\u3002\u8fd9\u63ed\u793a\u4e86\u5176\u4f5c\u4e3a\u201c\u7cfb\u7edf\u201d\u7684\u5c40\u9650\u6027\uff1a\u5b83\u64c5\u957f\u4ece\u96f6\u751f\u6210\u4e00\u5957\u89c4\u5219\uff0c\u4f46\u5c1a\u672a\u5b8c\u7f8e\u89e3\u51b3\u54c1\u724c\u52a8\u6001\u6f14\u5316\u4e2d\u7684\u5168\u5c40\u7edf\u4e00\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cBrand Maker \u6784\u601d\u7280\u5229\uff0c\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u4ed8\u8d39\u610f\u613f\u5f3a\u70c8\u7684\u9700\u6c42\u3002\u4f46\u5176\u4ece\u201c\u6709\u8da3\u6982\u5ff5\u201d\u5230\u201c\u53ef\u9760\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u8dc3\u8fc1\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u6d41\u7545\u65e0\u611f\u7684\u7528\u6237\u4f53\u9a8c\u4e0e\u771f\u6b63\u667a\u80fd\u3001\u53ef\u6eaf\u53ca\u7684\u54c1\u724c\u903b\u8f91\u5f15\u64ce\u76f8\u7ed3\u5408\u3002\u76ee\u524d\uff0c\u5b83\u4ecd\u662f\u4e00\u4e2a\u5145\u6ee1\u6f5c\u529b\u4f46\u9700\u7cbe\u7ec6\u6253\u78e8\u7684\u201c\u534a\u6210\u54c1\u201d\uff0c\u5176\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u56e2\u961f\u80fd\u5426\u4ee5\u540c\u6837\u7cfb\u7edf\u6027\u7684\u601d\u7ef4\uff0c\u53bb\u6784\u5efa\u4ea7\u54c1\u672c\u8eab\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\">Brand Maker<\/span>\n <\/div>\n<div class=\"comment-content\">Brand Maker helps you build a complete and consistent brand image\u2014from core brand identity to ready-to-use visual assets, including logos, brand mascots, branded merchandise, posters, and more\u2014without having to start from scratch every time.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">**Brand Maker** is a brand identity system designed for founders, creators, and product teams who want more than just a logo.<\/p>\n<p>Instead of generating isolated visuals, Brand Maker starts with your brand\u2019s fundamentals\u2014name, description, industry, and visual preferences\u2014and turns them into a structured Brand DNA. This DNA becomes the foundation for everything that follows: logo design, mascot style, color systems, and real-world brand assets.<\/p>\n<p>Every asset created in Brand Maker is guided by the same underlying brand logic, ensuring visual consistency across products, platforms, and use cases. As your brand evolves, your identity doesn\u2019t reset\u2014it grows with you.<\/p>\n<p>Brand Maker isn\u2019t about decoration or trends.<\/p>\n<p>It\u2019s about building a brand system you can actually use, scale, and trust over time.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on building and launching! <\/p>\n<\/p>\n<p>After working with a couple of startups already, I think such products are super helpful, as early-stage teams usually don’t have the resources (neither the time nor the budget) to invest in the process professional agencies have for developing the brand identity. <\/p>\n<\/p>\n<p>I’m also someone who pushes startups to focus on building the business and the brand together, not put a pause or postpone the moment when they start investing in brand building. I’m super curious what industry is currently the most common on Brand Maker?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ruxandra_mazilu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruxandra_mazilu<\/a> Thank you for your reply. Currently, the user base on the BrandMaker platform consists primarily of members from the independent developer community and founders of brick-and-mortar businesses. As they typically have limited resources and are often in the early stages of development, they require branding design solutions that are simple, affordable, yet professional\u2014and I believe we are an excellent choice to meet those needs. Should you be interested, I would be happy to offer you a complimentary subscription to our Professional tier.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/p>\n<p>The concept is genuinely compelling. Taking someone from brand identity through logos, mascots, social assets, and mockups in a cohesive flow is a real problem worth solving, and it shows you’ve thought about what founders and creators actually need.<\/p>\n<\/p>\n<p>I do want to share some honest feedback as someone who went through the full experience:<\/p>\n<\/p>\n<p>The copy on the landing page sets a strong expectation<\/p>\n<p>“Your complete brand system in under three minutes” with a form right underneath it naturally leads you to believe something is about to happen. So going through the full form (brand name, description, visual style, industry) and then landing on a pricing screen felt like a bit of a surprise. I don’t think free is owed here at all, but a heads up somewhere before the form, or even a “here’s what you get on each plan” framing upfront would make that moment feel a lot less abrupt. The investment of filling everything out first makes the paywall land harder than it probably needs to.<\/p>\n<\/p>\n<p>The manual brand creation is honestly a standout. Defining personality, tone, color system, logo style, and mascot style gives users real creative ownership, and I appreciated that. Custom color support is a nice touch as well!<\/p>\n<\/p>\n<p>One thing to flag: I hit a “logo failed” error after completing the manual flow, which left me unsure of where I stood. Combined with some copy that felt like it might not be fully localized, the onboarding flow overall could use a bit more clarity and polish to match the ambition of the product.<\/p>\n<\/p>\n<p>The foundation here is strong. Hope this helps! \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itskarelleh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itskarelleh<\/a> Thank you very much for your feedback. We will immediately address and optimize the issues you raised. Our goal is to create a simple and user-friendly brand design product that makes brand design and brand consistency easier than ever. As a token of our appreciation, we would like to gift you a one-month Pro membership; simply provide your registered email address to claim it. Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is interesting timing for me – I just went through the whole process of building a brand system for my product from scratch. It took way longer than the actual product development at some points. The hardest part wasn’t making individual assets look good, it was keeping everything visually consistent as the brand evolved. Do you think your product could help me? For example, if I change one color, will the entire brand palette adjust accordingly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@allurepixel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@allurepixel<\/a> This product is sure to be of great help to you. I know that designing brand assets and maintaining consistency is no easy task; that is why we developed the “Brand DNA” concept\u2014a framework that allows you to design with greater consistency. If you decide to modify your brand’s primary color within the Brand DNA settings, your existing brand assets will remain unaffected, while any newly created assets will automatically adopt the updated color scheme. I hope this proves useful to you; please leave your email address, and I will gift you a one-month Pro membership.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big congrats on the launch! Building brand consistency from scratch as a startup marketer is honestly a full-time job on its own. Can you update Brand DNA later as the company evolves without having to regenerate all your assets?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aya_vlasoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aya_vlasoff<\/a> It is possible to update the Brand DNA; doing so does not affect existing design assets, but any new design assets created subsequently will reference the updated Brand DNA. This is the current design implementation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/LP5ZJ5BJHP5KFP\" class=\"app-title\">Nirixa AI<\/a><\/p>\n<div class=\"one-liner\">AI observability & cost intelligence for LLM apps<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">15<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Nirixa AI\u4e3aAI\u56e2\u961f\u63d0\u4f9b\u8de8\u5e73\u53f0LLM\u8c03\u7528\u53ef\u89c2\u6d4b\u6027\u4e0e\u6210\u672c\u667a\u80fd\uff0c\u89e3\u51b3\u5728\u591a\u6a21\u578b\u670d\u52a1\u4e2d\u6210\u672c\u5f52\u5c5e\u6a21\u7cca\u3001\u63d0\u793a\u8d28\u91cf\u6f02\u79fb\u4e0e\u5e7b\u89c9\u98ce\u9669\u96be\u8ffd\u8e2a\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\/abbfa71e-d1ce-4fa4-9e80-e1591c605709.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/137af4d4-ee03-465b-9fc8-ebaeda64ee85.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\/216442cc-134a-4677-981f-3ab3e1e43a74.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=fwhvBSP_4rw\"><source src=\"https:\/\/www.youtube.com\/watch?v=fwhvBSP_4rw\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">LLM\u6210\u672c\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u5de5\u7a0b\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5e7b\u89c9\u98ce\u9669\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u8fd0\u7ef4\u667a\u80fd\u5316<\/span><br \/>\n <span class=\"tag\">SDK\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\u8ba4\u53ef\u6309\u529f\u80fd\/\u7528\u6237\u7ec6\u5206\u6210\u672c\u7684\u4ef7\u503c\uff0c\u5c24\u5176\u56f0\u6270\u4e8e\u591a\u4f9b\u5e94\u5546\u6210\u672c\u5206\u644a\u96be\u9898\u3002\u5bf9\u5e7b\u89c9\u8bc4\u5206\u6280\u672f\u539f\u7406\u3001OpenRouter\u7b49\u805a\u5408\u5e73\u53f0\u517c\u5bb9\u6027\u63d0\u51fa\u5177\u4f53\u8be2\u95ee\u3002\u521b\u59cb\u4eba\u56de\u5e94\u79ef\u6781\uff0c\u5f3a\u8c03\u4ea7\u54c1\u5b9a\u4f4d\u5728\u586b\u8865\u73b0\u6709\u5de5\u5177\u7a7a\u767d\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 Nirixa AI\u5207\u5165\u7684\u5e76\u975e\u65b0\u9c9c\u8d5b\u9053\uff0c\u800c\u662f\u7cbe\u51c6\u523a\u4e2d\u4e86LLM\u89c4\u6a21\u5316\u5e94\u7528\u4e2d\u6700\u8106\u5f31\u7684\u201c\u8d22\u52a1\u9ed1\u7bb1\u201d\u4e0e\u201c\u8d28\u91cf\u6697\u7901\u201d\u3002\u5f53\u524d\u5e02\u573a\u5de5\u5177\u5448\u73b0\u4e24\u6781\u5206\u5316\uff1a\u4e91\u5382\u5546\u539f\u751f\u76d1\u63a7\u7ed1\u5b9a\u751f\u6001\uff0c\u6cdb\u53ef\u89c2\u6d4b\u5e73\u53f0\u53c8\u7f3a\u4e4fLLM\u8bed\u4e49\u5c42\u7406\u89e3\u3002Nirixa\u4ee5\u8f7b\u91cfSDK\u4e3a\u6954\u5b50\uff0c\u8bd5\u56fe\u6210\u4e3aLLM\u8c03\u7528\u5c42\u7684\u201c\u5206\u5e03\u5f0f\u8d26\u672c\u201d\uff0c\u5176\u771f\u6b63\u91ce\u5fc3\u5728\u4e8e\u5b9a\u4e49LLM\u7ecf\u6d4e\u6027\u4e0e\u53ef\u9760\u6027\u7684\u5ea6\u91cf\u6807\u51c6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u201c\u6210\u672c\u5f52\u56e0\u201d\u4ece\u9879\u76ee\u7ea7\u4e0b\u6c89\u5230\u529f\u80fd\/\u7528\u6237\u7ea7\uff0c\u8fd9\u76f4\u51fb\u4e86AI\u4ea7\u54c1\u7ecf\u7406\u4e0e\u8d22\u52a1\u5b98\u7684\u5171\u540c\u76f2\u533a\u2014\u2014\u5f53GPT-4\u4e0eClaude\u5728\u540c\u4e00\u4e2a\u4ea7\u54c1\u4e2d\u5171\u5b58\u65f6\uff0c\u8c01\u5728\u541e\u566c\u9884\u7b97\uff1f\u66f4\u654f\u9510\u7684\u662f\u5f15\u5165\u201c\u63d0\u793a\u6f02\u79fb\u68c0\u6d4b\u201d\uff0c\u8fd9\u5b9e\u5219\u662f\u5c06\u4f20\u7edf\u8f6f\u4ef6\u7684\u6027\u80fd\u76d1\u63a7\u5347\u7ef4\u81f3\u8bed\u4e49\u7a33\u5b9a\u6027\u76d1\u63a7\uff0c\u9632\u6b62\u6a21\u578b\u66f4\u65b0\u6216\u63d0\u793a\u8bcd\u8fed\u4ee3\u5bfc\u81f4\u7684\u9690\u6027\u8d28\u91cf\u6ed1\u5761\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5c16\u9510\uff1a\u7b2c\u4e00\uff0c\u5e7b\u89c9\u8bc4\u5206\u662f\u5426\u4f9d\u8d56\u4e8c\u6b21LLM\u8c03\u7528\uff1f\u82e5\u5982\u6b64\u5219\u9677\u5165\u201c\u89c2\u6d4b\u5de5\u5177\u81ea\u8eab\u52a0\u5267\u6210\u672c\u201d\u7684\u6096\u8bba\uff1b\u7b2c\u4e8c\uff0c\u5728\u591a\u79df\u6237\u590d\u6742\u573a\u666f\u4e0b\uff0c\u8bed\u4e49\u5dee\u5f02\u5f15\u64ce\u7684\u8bef\u62a5\u53ef\u80fd\u6210\u4e3a\u8b66\u62a5\u75b2\u52b3\u7684\u65b0\u6e90\u5934\uff1b\u7b2c\u4e09\uff0c\u5f53\u4e3b\u6d41\u4e91\u5382\u5546\u5f00\u59cb\u6346\u7ed1\u63d0\u4f9b\u66f4\u6df1\u5ea6\u76d1\u63a7\u65f6\uff0c\u4e2d\u95f4\u5c42\u7684\u751f\u5b58\u7a7a\u95f4\u6216\u88ab\u6324\u538b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u503c\u5f97\u80af\u5b9a\u7684\u662f\uff0c\u56e2\u961f\u4ece\u201c4200\u7f8e\u5143\u8d26\u5355\u6050\u614c\u201d\u8fd9\u4e00\u5177\u4f53\u573a\u666f\u5207\u5165\uff0c\u75285\u5206\u949f\u96c6\u6210\u4f5c\u4e3a\u589e\u957f\u94a9\u5b50\uff0c\u7b56\u7565\u6e05\u6670\u3002\u4f46\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u6210\u672c\u4eea\u8868\u76d8\u201d\u6f14\u8fdb\u4e3a\u201cAI\u8d28\u91cf\u6cbb\u7406\u5e73\u53f0\u201d\u2014\u2014\u5373\u901a\u8fc7\u5386\u53f2\u6570\u636e\u53cd\u54fa\u63d0\u793a\u5de5\u7a0b\u4f18\u5316\uff0c\u751a\u81f3\u5f62\u6210\u8de8\u6a21\u578b\u6027\u80fd\u4e0e\u6210\u672c\u7684\u52a8\u6001\u8def\u7531\u5efa\u8bae\u3002\u82e5\u505c\u7559\u5728\u53ef\u89c6\u5316\u5c42\u9762\uff0c\u5219\u6613\u88ab\u540e\u53d1\u8005\u66ff\u4ee3\u3002\u5f53\u524d\u7248\u672c\u50cf\u662fLLM\u65f6\u4ee3\u7684New Relic\u96cf\u5f62\uff0c\u4f46\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u80fd\u5426\u6c89\u6dc0\u51fa\u884c\u4e1a\u516c\u8ba4\u7684\u201c\u5e7b\u89c9\u98ce\u9669\u7cfb\u6570\u201d\u4e0e\u201c\u63d0\u793a\u7a33\u5b9a\u6027\u6307\u6570\u201d\uff0c\u6210\u4e3aLLM\u5e94\u7528\u7684\u8d28\u91cf\u6807\u51c6\u5236\u5b9a\u8005\u4e4b\u4e00\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\">Nirixa AI<\/span>\n <\/div>\n<div class=\"comment-content\">Nirixa gives AI teams full visibility into every LLM call \u2014 across OpenAI, Anthropic, Gemini, Groq, and more. Track token cost by feature, detect prompt drift, score hallucination risk, and monitor latency in real time. One SDK. One dashboard. Under 5 minutes to set up.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>We are Aravind & Sai, builder of Nirixa (\u0928\u093f\u0930\u0940\u0915\u094d\u0937\u093e \u2014 Sanskrit for <br \/>“to observe”).<\/p>\n<p>I built this after watching a founder friend get a <br \/>$4,200 OpenAI bill with zero idea which feature caused it. <br \/>They had no way to know. That’s the problem Nirixa solves.<\/p>\n<p>What we’ve built:<br \/>\u2192 Token cost breakdown by feature, user & endpoint<br \/>\u2192 Prompt drift detection (alerts when quality shifts)<br \/>\u2192 Hallucination risk scoring per request<br \/>\u2192 Works across OpenAI, Anthropic, Gemini, Groq & more<br \/>\u2192 1 SDK. Under 5 minutes to full visibility.<\/p>\n<p>Launching today with a free tier (100K <br \/>tokens\/month).<\/p>\n<p>Two things I’d love from this community:<br \/>1. Try it \u2192 nirixa.in (free tier)<br \/>2. Tell me what you’d want to see next<\/p>\n<p>Happy to answer any questions below! \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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>cost tracking per feature is the thing I’ve been missing – I know our total Anthropic bill but have no idea which of our 5 products is eating most of the budget. the hallucination risk scoring is interesting too, curious how it works under the hood – is it a separate LLM call or something more lightweight?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 PH! Sai here \u2014 built Nirixa after getting burned by invisible AI costs one too many times.<\/p>\n<p>The core insight: every AI observability tool today is either provider-specific (so it can’t show you cross-provider comparisons) or infra-general (so it doesn’t understand LLM-specific concepts like prompt drift or hallucination risk).<\/p>\n<p>Nirixa fills that gap. It’s a thin SDK layer that intercepts your LLM calls and tracks:<\/p>\n<p>\u2022 Token cost per feature\/endpoint\/user<\/p>\n<p>\u2022 Prompt stability over time (semantic diff engine)<\/p>\n<p>\u2022 Hallucination risk score per request<\/p>\n<p>\u2022 Cross-provider latency benchmarks<\/p>\n<p>We’re live now. Drop your questions below \u2014 especially if you’re skeptical. Those are the conversations I learn the most from. \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I run multiple LLM providers in production (Gemini Flash, GPT-4o, GPT-4o-mini) across different parts of my app and tracking cost per feature has been a nightmare. Right now I’m doing it with spreadsheets and napkin math. The token cost breakdown by feature is exactly what I need. Quick question, does it work with OpenRouter or just direct provider APIs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jarjarmadeit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jarjarmadeit<\/a> Yes! OpenRouter works out of the box. It uses the OpenAI-compatible format so Nirixa picks it up automatically, no extra config. Gemini Flash, GPT-4o, GPT-4o-mini all show up separately in one dashboard. 5 min to set up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/DGTFCFAEAGXBGO\" class=\"app-title\">MyClawSetup<\/a><\/p>\n<div class=\"one-liner\">Deploy your OpenClaw AI assistant in 5 min \u2014 no code needed<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u65e0\u9700\u4ee3\u7801\u30015\u5206\u949f\u5185\u5373\u53ef\u90e8\u7f72\u5f00\u6e90AI\u52a9\u624bOpenClaw\u7684\u7b80\u6613\u5b89\u88c5\u5de5\u5177\uff0c\u4e3a\u4e0d\u64c5\u957f\u6280\u672f\u7684\u666e\u901a\u7528\u6237\u548c\u5c0f\u4f01\u4e1a\u4e3b\u89e3\u51b3\u4e86\u90e8\u7f72\u590d\u6742\u5f00\u6e90AI\u9879\u76ee\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/04e62591-d683-484c-b46f-8ccdcdac28c2.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Mmwk_lP84eA\"><source src=\"https:\/\/www.youtube.com\/watch?v=Mmwk_lP84eA\" 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\/48167ecb-e3c4-4104-aab1-37894262c8a2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/05cef700-7adf-486d-a6b7-ddf4e2d5fada.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/941cfca8-04f3-4a6d-a47d-52910bbb2246.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/346a9bb0-9c12-4966-b779-e0dac4ceb2e0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/682e6327-899a-4fce-9c87-f944e782202d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u52a9\u624b\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6\u5b89\u88c5<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7b80\u5316\u914d\u7f6e<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4ebaAI<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u57fa\u7840\u8bbe\u65bd<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u81ea\u8ff0\u5f00\u53d1\u521d\u8877\u662f\u964d\u4f4e\u5f00\u6e90AI\u52a9\u624b\u7684\u90e8\u7f72\u95e8\u69db\u3002\u4e3b\u8981\u7528\u6237\u5efa\u8bae\u5305\u62ec\u589e\u52a0LLM\u4ee4\u724c\u7528\u91cf\u8ffd\u8e2a\u4eea\u8868\u76d8\u7b49\u7ba1\u7406\u529f\u80fd\uff0c\u521b\u59cb\u4eba\u56de\u5e94\u6b63\u5c06\u5176\u53d1\u5c55\u4e3a\u529f\u80fd\u66f4\u5168\u9762\u7684\u6258\u7ba1\u5e73\u53f0\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n MyClawSetup \u7784\u51c6\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u65e5\u76ca\u51f8\u663e\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u5f00\u6e90AI\u80fd\u529b\u4e0e\u5927\u4f17\u7528\u6237\u4e4b\u95f4\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u4ea4\u4ed8\u96be\u9898\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u4f53\u9a8c\u91cd\u6784\u548c\u6e20\u9053\u521b\u9020\u3002\u5b83\u5c06\u4e00\u4e2a\u539f\u672c\u9762\u5411\u5f00\u53d1\u8005\u3001\u6781\u5ba2\u7684\u5f00\u6e90\u9879\u76eeOpenClaw\uff0c\u901a\u8fc7\u6781\u81f4\u7684\u201c\u65e0\u4ee3\u7801\u201d\u5b89\u88c5\u4f53\u9a8c\uff0c\u5305\u88c5\u6210\u53ef\u4f9b\u5c0f\u4f01\u4e1a\u4e3b\u3001\u81ea\u7531\u804c\u4e1a\u8005\u7b49\u975e\u6280\u672f\u7528\u6237\u76f4\u63a5\u6d88\u8d39\u7684\u4ea7\u54c1\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u201c\u6280\u672f\u6c11\u4e3b\u5316\u201d\u7684\u5c1d\u8bd5\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\u5546\u4e1a\u6a21\u5f0f\u6a21\u7cca\u3002\u4f5c\u4e3a\u5f00\u6e90\u9879\u76ee\u7684\u5b89\u88c5\u5916\u58f3\uff0c\u5176\u957f\u671f\u4ef7\u503c\u6613\u53d7\u4e0a\u6e38\u9879\u76ee\u8fed\u4ee3\u548c\u8bb8\u53ef\u534f\u8bae\u5f71\u54cd\u3002\u5176\u6b21\uff0c\u4ece\u201c\u5b89\u88c5\u5de5\u5177\u201d\u5230\u201c\u6258\u7ba1\u5e73\u53f0\u201d\u7684\u8f6c\u578b\u662f\u5173\u952e\u4e00\u8dc3\uff0c\u4f46\u8fd9\u610f\u5473\u7740\u4ece\u5de5\u5177\u5c42\u8dc3\u5347\u81f3\u670d\u52a1\u5c42\uff0c\u5c06\u76f4\u63a5\u9762\u4e34\u57fa\u7840\u8bbe\u65bd\u6210\u672c\u3001\u7a33\u5b9a\u6027\u3001\u5b89\u5168\u6027\u548c\u6301\u7eed\u529f\u80fd\u5f00\u53d1\u7b49\u66f4\u590d\u6742\u7684\u8003\u9a8c\u3002\u7528\u6237\u5bf9\u7528\u91cf\u4eea\u8868\u76d8\u7684\u9700\u6c42\uff0c\u6070\u6070\u5370\u8bc1\u4e86\u7528\u6237\u9700\u8981\u7684\u4e0d\u4ec5\u662f\u201c\u5b89\u88c5\u201d\uff0c\u66f4\u662f\u201c\u8fd0\u7ef4\u201d\u548c\u201c\u7ba1\u7406\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u201c\u72ec\u72fc\u5f00\u53d1\u201d\u7684\u80cc\u666f\u65e2\u662f\u60c5\u6000\u4eae\u70b9\uff0c\u4e5f\u662f\u98ce\u9669\u70b9\u3002\u9879\u76ee\u80fd\u5426\u6301\u7eed\u54cd\u5e94\u793e\u533a\u9700\u6c42\u3001\u6784\u5efa\u62a4\u57ce\u6cb3\uff0c\u5e76\u627e\u5230\u53ef\u6301\u7eed\u7684\u8425\u6536\u8def\u5f84\uff0c\u5c06\u662f\u51b3\u5b9a\u5176\u662f\u6210\u4e3a\u6619\u82b1\u4e00\u73b0\u7684\u201c\u4fbf\u6377\u811a\u672c\u201d\uff0c\u8fd8\u662f\u6210\u957f\u4e3a\u771f\u6b63\u5e73\u53f0\u7684\u5173\u952e\u3002\u5728AI\u5e94\u7528\u6cdb\u6ee5\u7684\u5f53\u4e0b\uff0c\u5b83\u7684\u542f\u793a\u5728\u4e8e\uff1a\u964d\u4f4e\u5f3a\u5927\u6280\u672f\u7684\u4f7f\u7528\u95e8\u69db\uff0c\u5176\u672c\u8eab\u5c31\u53ef\u80fd\u662f\u4e00\u95e8\u597d\u751f\u610f\uff0c\u4f46\u95e8\u69db\u4e4b\u540e\u7684\u670d\u52a1\uff0c\u624d\u662f\u771f\u6b63\u7684\u6218\u573a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">MyClawSetup<\/span>\n <\/div>\n<div class=\"comment-content\">OpenClaw is the most powerful open-source AI assistant but setting it up feels like learning a new language. Terminal commands. Docker. YAML configs. Server management. For most people, the dream of having their own AI assistant dies right there. MyClawSetup brings that dream back. A simple no-code installer that takes you from zero to a fully working AI assistant in under 5 minutes. No technical skills needed. Just answer a few questions, and your AI assistant is ready to work for you.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’m Samuel, 16 years old, solo founder from Montreal.<\/p>\n<p>A few months ago I discovered OpenClaw and my mind went crazy. An AI assistant that lives on your phone, answers your customers, handles your schedule, drafts your emails \u2014 running 24\/7, fully yours. It felt like having a teammate that never sleeps.<br \/>\nThen I tried to set it up.<\/p>\n<p>Terminal commands. SSH keys. Docker. YAML files. Server configuration. I’m a developer and it still took me way too long. That’s when it clicked if this is painful for me, what about the small business owner running a bakery? The freelance designer juggling 20 clients? The coach who just wants to stop answering the same questions over and over?<\/p>\n<p>These people would benefit the MOST from having their own AI assistant. But they’ll never get one. Not because the technology isn’t there because the setup process was built for engineers, not humans.<\/p>\n<p>That felt deeply wrong to me. So I built MyClawSetup<br \/>\n.<br \/>\nInstead of a terminal, you get a simple wizard. Instead of config files, you answer questions. What should your assistant do? What’s its personality? Which AI model do you want? Click by click, you go from zero to a working AI assistant in under 5 minutes. No coding. No tutorials. No developer needed.<\/p>\n<p>I built this entirely solo \u2014 every pixel, every line of code. I’m not backed by anyone. Just <\/p>\n<p>someone who believes the most powerful technology should be the easiest to use.<br \/>\nI’d love your honest feedback. What’s missing? What would make you actually try this? Every comment here shapes what I build next.<\/p>\n<p>Thank you for being here<br \/>\n\u2014 Samuel<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice! an all in one open claw manager. I could see this blowing up. Is there a way to track token usage for whatever LLM you plug openclaw into? A dashboard for this would be great.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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_molkentin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_molkentin<\/a> <\/p>\n<p>Hey Ryan<\/p>\n<p>For now its just a fully personalisable OpenClaw installer, no code no tech knowledge needed, way more secured and way easier.<\/p>\n<p>I am actively building and transforming it into a hosting platform for OpenClaw. Way easier, simple and functional than the basic naked OpenClaw.<\/p>\n<p>And for sure there will be a dashboard to track token usage but way more than that.<\/p>\n<p>My goal is to expand the power of OpenClaw to non “Tech” people to make their life easier and work better<\/p>\n<p>Let me know if you have more advices or suggestions<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/24QKQQ6EZBQCK7\" class=\"app-title\">FeedReady<\/a><\/p>\n<div class=\"one-liner\">AI flags your image on Social Media? \u2014 fix it in 1 click<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FeedReady\u662f\u4e00\u6b3e\u672c\u5730\u5316\u56fe\u50cf\u9884\u5904\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u4e00\u952e\u6e05\u9664\u5143\u6570\u636e\u548c\u91cd\u65b0\u7f16\u7801\uff0c\u89e3\u51b3\u7528\u6237\u56e0\u5e73\u53f0AI\u8bef\u5224\u5bfc\u81f4\u793e\u4ea4\u5a92\u4f53\u56fe\u7247\u88ab\u9519\u8bef\u6807\u8bb0\u6216\u5904\u7406\u4e0d\u4e00\u81f4\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\/f1b0092c-b5fa-4ff1-a889-93bc0e6315a1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7db24d44-2675-4dff-8391-446aed3f8c04.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a1cc5752-aebb-4f98-b565-20cc32ec4bbe.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\/01f7476d-88a2-4afc-be7f-93feb352de7f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=GBxQhIOKmQM\"><source src=\"https:\/\/www.youtube.com\/watch?v=GBxQhIOKmQM\" 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\">Social Media<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u56fe\u50cf\u9884\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u5143\u6570\u636e\u6e05\u7406<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">AI\u8bef\u5224\u89c4\u907f<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u9690\u79c1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u8be2\u95ee\u5e73\u53f0\u517c\u5bb9\u6027\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u5df2\u9488\u5bf9LinkedIn\u3001Instagram\u548cX\u4f18\u5316\uff0c\u65e8\u5728\u63d0\u5347\u5904\u7406\u4e00\u81f4\u6027\u800c\u975e\u7ed5\u8fc7\u89c4\u5219\u3002\u7528\u6237\u75db\u70b9\u96c6\u4e2d\u4e8e\u521b\u4f5c\u6d41\u7a0b\u56e0AI\u8bef\u5224\u53d7\u963b\uff0c\u671f\u5f85\u5de5\u5177\u80fd\u89e3\u51b3\u8de8\u5e73\u53f0\u5dee\u5f02\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n FeedReady\u5207\u5165\u4e86\u4e00\u4e2a\u5fae\u5c0f\u4f46\u5c16\u9510\u7684\u7f1d\u9699\u5e02\u573a\u2014\u2014\u793e\u4ea4\u5a92\u4f53\u5e73\u53f0\u7684\u201c\u7b97\u6cd5\u9ed1\u7bb1\u201d\u4e0e\u521b\u4f5c\u8005\u63a7\u5236\u6743\u4e4b\u95f4\u7684\u51b2\u7a81\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u4e0a\u7684\u7a81\u7834\uff08\u5143\u6570\u636e\u6e05\u7406\u5df2\u662f\u6210\u719f\u6280\u672f\uff09\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u6355\u6349\u4e86\u5e73\u53f0\u7b97\u6cd5\u4e0d\u900f\u660e\u6240\u884d\u751f\u7684\u201c\u4e00\u81f4\u6027\u7126\u8651\u201d\u3002\u521b\u4f5c\u8005\u4e0a\u4f20\u770b\u4f3c\u76f8\u540c\u7684\u56fe\u7247\uff0c\u5374\u56e0\u9690\u85cf\u7684\u5143\u6570\u636e\u6216\u7f16\u7801\u5dee\u5f02\u906d\u5230\u4e0d\u540c\u5bf9\u5f85\uff0c\u8fd9\u79cd\u4e0d\u53ef\u9884\u6d4b\u6027\u5b9e\u8d28\u4e0a\u6784\u6210\u4e86\u6570\u5b57\u65f6\u4ee3\u7684\u65b0\u5f0f\u201c\u78e8\u635f\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u91c7\u53d6\u4e86\u201c\u9632\u5fa1\u6027\u4f18\u5316\u201d\u5b9a\u4f4d\uff0c\u5f3a\u8c03\u201c\u4e0d\u7ed5\u8fc7\u89c4\u5219\uff0c\u53ea\u6c42\u4e00\u81f4\u201d\uff0c\u8fd9\u65e2\u89c4\u907f\u4e86\u4e0e\u5e73\u53f0\u653f\u7b56\u7684\u6f5c\u5728\u51b2\u7a81\uff0c\u4e5f\u8fce\u5408\u4e86\u521b\u4f5c\u8005\u5e0c\u671b\u5185\u5bb9\u201c\u6309\u9884\u671f\u5448\u73b0\u201d\u7684\u672c\u8d28\u9700\u6c42\u3002\u672c\u5730\u5904\u7406\u3001\u65e0\u4e0a\u4f20\u7684\u8bbe\u5b9a\uff0c\u66f4\u662f\u7cbe\u51c6\u547d\u4e2d\u4e86\u4e13\u4e1a\u7528\u6237\u5bf9\u9690\u79c1\u548c\u539f\u59cb\u6587\u4ef6\u5b89\u5168\u7684\u654f\u611f\u795e\u7ecf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u957f\u671f\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\u3002\u9996\u5148\uff0c\u5b83\u662f\u5bf9\u75c7\u800c\u975e\u6cbb\u672c\u7684\u201c\u521b\u53ef\u8d34\u201d\u65b9\u6848\uff0c\u4e00\u65e6\u4e3b\u6d41\u5e73\u53f0\u4e3b\u52a8\u8c03\u6574\u5176\u56fe\u50cf\u5904\u7406\u903b\u8f91\uff0c\u5de5\u5177\u7684\u6838\u5fc3\u4ef7\u503c\u53ef\u80fd\u88ab\u524a\u5f31\u3002\u5176\u6b21\uff0c\u20b999\u7684\u4e00\u6b21\u6027\u5b9a\u4ef7\u6a21\u5f0f\uff0c\u867d\u6709\u5229\u4e8e\u65e9\u671f\u83b7\u5ba2\uff0c\u4f46\u6697\u793a\u4e86\u5176\u529f\u80fd\u6df1\u5ea6\u548c\u8fed\u4ee3\u7a7a\u95f4\u7684\u6709\u9650\u6027\uff0c\u96be\u4ee5\u652f\u6491\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u7279\u5b9a\u6280\u672f\u8fc7\u6e21\u671f\u7684\u201c\u6b62\u75db\u836f\u201d\uff0c\u5176\u547d\u8fd0\u4e0e\u793e\u4ea4\u5a92\u4f53\u7b97\u6cd5\u7684\u6f14\u53d8\u6df1\u5ea6\u7ed1\u5b9a\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u5355\u70b9\u5de5\u5177\u201d\u6f14\u8fdb\u4e3a\u7406\u89e3\u5e76\u9884\u6d4b\u5404\u5e73\u53f0\u89c6\u89c9\u7b97\u6cd5\u504f\u597d\u7684\u201c\u667a\u80fd\u9002\u914d\u5c42\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\">FeedReady<\/span>\n <\/div>\n<div class=\"comment-content\">Some images get treated differently after upload \u2014 even when they look identical. FeedReady prepares your images for cleaner, more consistent results by removing unnecessary metadata and re-optimizing them locally. No uploads. No storage. Just better control.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on this launch! Getting AI flagged for content I actually create is such a frustrating blocked in a launch workflow. Does this work across all major platforms or are certain ones better supported than others?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aya_vlasoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aya_vlasoff<\/a> Appreciate that! That exact issue is what led me to build this.<\/p>\n<p>From testing, it\u2019s<strong> working well<\/strong> <strong>on<\/strong> platforms like <strong>LinkedIn, Instagram and X <\/strong>where metadata and processing play a role. Each platform is different though, so the goal is to make images more consistently handled; not override anything.<\/p>\n<\/p>\n<p>Would love your feedback if you try it.<\/p>\n<\/p>\n<p>Which platform are you facing this most on? I will test and include that 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I noticed something strange while testing uploads \u2014 the same image could be handled differently after posting.<\/p>\n<\/p>\n<p>That got me curious.<\/p>\n<\/p>\n<p>After digging deeper, I realized that hidden data and encoding differences can influence how platforms process images.<\/p>\n<\/p>\n<p>So I built FeedReady.<\/p>\n<\/p>\n<p>It\u2019s a lightweight tool that prepares your images before upload:<\/p>\n<ul>\n<li>\n<p>Cleans unnecessary metadata<\/p>\n<\/li>\n<li>\n<p>Re-encodes for consistency<\/p>\n<\/li>\n<li>\n<p>Runs fully locally (no uploads, no storage)<\/p>\n<\/li>\n<\/ul>\n<p>This isn\u2019t about bypassing anything \u2014 it\u2019s about giving creators more control over how their content is handled.<\/p>\n<\/p>\n<p>You can try 2 images for free, and early users can unlock full access for \u20b999 (one-time).<\/p>\n<\/p>\n<p>Would genuinely love your feedback \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VFSUQAF3L3W32X\" class=\"app-title\">InSightOS<\/a><\/p>\n<div class=\"one-liner\">AI-native FP&A workspace for forecasting and insights<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>InSightOS\u662f\u4e00\u6b3eAI\u539f\u751f\u7684\u8d22\u52a1\u89c4\u5212\u4e0e\u5206\u6790\u5de5\u4f5c\u7a7a\u95f4\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u5206\u6790\u548c\u53ef\u89e3\u91ca\u7684\u6570\u636e\u6eaf\u6e90\uff0c\u5e2e\u52a9\u8d22\u52a1\u56e2\u961f\u5373\u65f6\u751f\u6210\u9884\u6d4b\u3001\u68c0\u6d4b\u5f02\u5e38\u5e76\u7406\u89e3\u8d22\u52a1\u52a8\u56e0\uff0c\u89e3\u51b3\u4e86\u4ed6\u4eec\u5728\u5206\u6563\u7684\u7535\u5b50\u8868\u683c\u4e2d\u8fdb\u884c\u4f4e\u6548\u3001\u624b\u52a8\u5206\u6790\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\/e43c23db-ff3f-422a-889f-c001fea8390d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/51885161-f83b-4086-b42b-1dad5d82b9b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7a678527-005c-4231-8796-341bf7c36be5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fbfa84ba-1eb8-448f-94a9-76132b920a77.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9e0e45dc-fd4a-41c6-9d2e-82180a7c7699.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Fintech<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">FP&A\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u9884\u6d4b\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5f02\u5e38\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6eaf\u6e90<\/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\">\u4f01\u4e1a\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u667a\u80fd\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>\u8bc4\u8bba\u4e3b\u8981\u4e3a\u521b\u59cb\u56e2\u961f\u53ca\u6210\u5458\u53d1\u5e03\uff0c\u65e8\u5728\u4ecb\u7ecd\u4ea7\u54c1\u521d\u8877\u3001\u6280\u672f\u91cd\u70b9\u5e76\u5f81\u96c6\u53cd\u9988\u3002\u6709\u6548\u53cd\u9988\u6781\u5c11\uff0c\u4ec5\u6709\u4e00\u6761\u5916\u90e8\u8bc4\u8bba\u63a8\u8350\u4e86\u7f51\u7ad9\u5ba1\u8ba1\u5de5\u5177\uff0c\u672a\u6d89\u53ca\u5bf9\u4ea7\u54c1\u529f\u80fd\u3001\u4f53\u9a8c\u7684\u5177\u4f53\u8bc4\u4ef7\u6216\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n InSightOS\u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u987d\u56fa\u7684\u4f01\u4e1a\u75db\u70b9\uff1a\u8d22\u52a1\u56e2\u961f\u6df1\u9677\u4e8e\u6570\u636e\u5b64\u5c9b\u548c\u7e41\u7410\u7684\u624b\u5de5\u5206\u6790\u3002\u5176\u4ef7\u503c\u4e3b\u5f20\u6e05\u6670\u2014\u2014\u7528AI\u539f\u751f\u5de5\u4f5c\u7a7a\u95f4\u53d6\u4ee3\u788e\u7247\u5316\u7684\u7535\u5b50\u8868\u683c\uff0c\u5b9e\u73b0\u5373\u65f6\u6d1e\u5bdf\u3002\u6982\u5ff5\u4e0a\uff0c\u5b83\u8bd5\u56fe\u5c06\u201cChatGPT\u5f0f\u201d\u7684\u4ea4\u4e92\u4f53\u9a8c\u5f15\u5165\u4e25\u8c28\u7684FP&A\u9886\u57df\uff0c\u5f3a\u8c03\u201c\u53ef\u89e3\u91ca\u7684\u6570\u636e\u6eaf\u6e90\u201d\uff0c\u8fd9\u662f\u51fb\u4e2d\u8981\u5bb3\u7684\u5173\u952e\uff0c\u56e0\u4e3a\u8d22\u52a1\u51b3\u7b56\u5fc5\u987b\u5ba1\u8ba1\u8ffd\u8e2a\uff0c\u4e0d\u80fd\u662f\u9ed1\u7bb1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176Product Hunt\u4eae\u76f8\u66b4\u9732\u51fa\u65e9\u671f\u4ea7\u54c1\u7684\u5178\u578b\u72b6\u6001\uff1a\u793e\u533a\u4e92\u52a8\u5b9e\u8d28\u4e0a\u662f\u201c\u56e2\u961f\u72ec\u767d\u201d\uff0c\u7f3a\u4e4f\u771f\u5b9e\u7528\u6237\u7684\u9a8c\u8bc1\u58f0\u97f3\u3002\u9ad8\u8d5e\u8bc4\u8bba\u5168\u90e8\u6765\u81ea\u56e2\u961f\u5185\u90e8\uff0c\u8fd9\u4f7f\u5176\u5ba3\u79f0\u7684\u201c\u89e3\u51b3\u75db\u70b9\u201d\u5c1a\u672a\u7ecf\u8fc7\u5e02\u573a\u6dec\u706b\u3002\u4ea7\u54c1\u9762\u4e34\u7684\u6838\u5fc3\u6311\u6218\u5c06\u4e0d\u4ec5\u5728\u4e8e\u6280\u672f\u5b9e\u73b0\uff0c\u66f4\u5728\u4e8e\u5982\u4f55\u5207\u5165\u4f01\u4e1a\u590d\u6742\u3001\u4fdd\u5b88\u7684\u8d22\u52a1\u5de5\u4f5c\u6d41\u3002\u66ff\u6362Excel\u5e76\u975e\u6613\u4e8b\uff0c\u6d89\u53ca\u6570\u636e\u96c6\u6210\u5b89\u5168\u3001\u5408\u89c4\u6027\u4ee5\u53ca\u7528\u6237\u4e60\u60ef\u7684\u6df1\u5ea6\u53d8\u9769\u3002\u6b64\u5916\uff0c\u4f5c\u4e3aAI\u539f\u751f\u5e94\u7528\uff0c\u5176\u9884\u6d4b\u4e0e\u5f02\u5e38\u68c0\u6d4b\u6a21\u578b\u7684\u51c6\u786e\u6027\u3001\u5bf9\u7279\u5b9a\u884c\u4e1a\u8d22\u52a1\u903b\u8f91\u7684\u6df1\u5ea6\u7406\u89e3\uff0c\u5c06\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u6709\u8da3\u7684\u5de5\u5177\u201d\u5347\u683c\u4e3a\u201c\u5173\u952e\u7cfb\u7edf\u201d\u7684\u8bd5\u91d1\u77f3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\uff0c\u5b83\u5c55\u793a\u4e86\u4e00\u4e2a\u6b63\u786e\u7684\u65b9\u5411\uff0c\u4f46\u771f\u5b9e\u4ef7\u503c\u9700\u5728\u9996\u6279\u5916\u90e8\u5ba2\u6237\u514b\u670d\u90e8\u7f72\u963b\u529b\u3001\u5e76\u8bc1\u5b9e\u5176\u80fd\u771f\u6b63\u63d0\u5347\u51b3\u7b56\u6548\u7387\u4e0e\u51c6\u786e\u6027\u4e4b\u540e\uff0c\u65b9\u80fd\u5b9a\u8bba\u3002\u5728\u62e5\u6324\u7684\u201cAI+\u8d22\u52a1\u201d\u8d5b\u9053\uff0c\u5b83\u9700\u8981\u66f4\u950b\u5229\u7684\u5dee\u5f02\u5316\u4f18\u52bf\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u201cAI\u8f85\u52a9\u7684\u7535\u5b50\u8868\u683c\u5347\u7ea7\u7248\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\">InSightOS<\/span>\n <\/div>\n<div class=\"comment-content\">Finance teams still rely on fragmented spreadsheets to answer critical questions like \u201cWhy did revenue change?\u201d or \u201cWhere will we land this quarter?\u201d InSightOS is an AI-native FP&A workspace that helps teams generate forecasts, detect anomalies, and understand financial drivers instantly. Get grounded insights with explainable data lineage instead of manual spreadsheet analysis.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Eddie, founder of PhrasIQ.<\/p>\n<p>We started building InSightOS after repeatedly seeing finance teams struggle with fragmented spreadsheets and slow manual analysis.<\/p>\n<p>Even simple questions like:<\/p>\n<p>\u2022 Why did revenue change?<br \/>\n\u2022 What\u2019s driving this cost increase?<br \/>\n\u2022 Where will we land this quarter?<\/p>\n<p>can take hours or days to answer.<\/p>\n<p>We thought finance teams deserved better tools.<\/p>\n<p>So we built InSightOS -an AI-native FP&A workspace that helps teams generate forecasts, detect anomalies, and understand financial drivers instantly.<\/p>\n<p>Instead of manually digging through spreadsheets, teams can interact with their financial data through AI-assisted analysis with full explainability and data lineage.<\/p>\n<p>We\u2019re excited to share this with the Product Hunt community and would love your feedback.<\/p>\n<p>A few things we\u2019d love to hear from you:<\/p>\n<p>\u2022 What finance workflows should AI automate next?<br \/>\n\u2022 What tools are you currently using for FP&A?<\/p>\n<p>Thanks for checking it out \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eddie44\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eddie44<\/a> Congrats on the launch!<\/p>\n<p>Took a quick look at your site and ran a small audit, nothing major, but a few quick wins you might like. <br \/>We just launched a free audit tool (FreeSiteAudit.com) today, so sharing your report <a href=\"https:\/\/freesiteaudit.com\/results\/xdPe7_nKRwvaUjmFSIfoVw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">here<\/a>!<\/p>\n<p>Feel free to ignore if not relevant, just thought it could be useful!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excited to see InSightOS live on Product Hunt today \ud83d\ude80<\/p>\n<p>From a technical perspective, one of the problems we kept seeing was how fragmented financial analysis workflows still are. Teams often have data spread across multiple systems, and answering simple questions like \u201cwhat actually drove this change?\u201d requires a lot of manual investigation.<\/p>\n<p>While building InSightOS, we focused heavily on designing systems that can combine structured financial data with AI-driven analysis while keeping insights explainable and traceable.<\/p>\n<p>It\u2019s been a fun and challenging engineering journey working on forecasting workflows, anomaly detection, and AI-assisted financial reasoning.<\/p>\n<p>Huge credit to the engineering, product, and design teams at PhrasIQ who helped bring this together.<br \/>We\u2019re still early and would love to hear feedback from the Product Hunt community.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excited to see InSightOS live on Product Hunt today \ud83d\ude80<\/p>\n<\/p>\n<p>Building something meaningful always takes a team effort, and I\u2019m incredibly proud of the work everyone at PhrasIQ has put into bringing this product to life. From shaping the product vision to refining the experience and making the platform robust, it\u2019s been a rewarding journey.<\/p>\n<\/p>\n<p>InSightOS is our step toward helping finance teams move beyond fragmented spreadsheets and slow analysis, giving them faster, clearer insights into what\u2019s driving their numbers.<\/p>\n<\/p>\n<p>We\u2019re still early and would genuinely love to hear feedback from the Product Hunt community. 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>8<\/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\/UG2ERZUQIJEMOG\" class=\"app-title\">FamZam<\/a><\/p>\n<div class=\"one-liner\">Simple, Ad\/Subscription-free bill splitting<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FamZam\u662f\u4e00\u6b3e\u7b80\u6d01\u3001\u65e0\u5e7f\u544a\u548c\u8ba2\u9605\u8d39\u7684\u8d26\u5355\u5206\u644a\u5e94\u7528\uff0c\u65e8\u5728\u901a\u8fc7\u6781\u901f\u7ed3\u7b97\u529f\u80fd\uff0c\u5728\u670b\u53cb\u6216\u5bb6\u4eba\u95f4\u8fdb\u884c\u65e5\u5e38\u6d88\u8d39\u5206\u644a\u65f6\uff0c\u89e3\u51b3\u4f20\u7edf\u5e94\u7528\u5e7f\u544a\u4fb5\u6270\u3001\u64cd\u4f5c\u7e41\u7410\u590d\u6742\u3001\u9690\u79c1\u62c5\u5fe7\u7b49\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\/6c1590ca-88d1-4de4-8573-fa29a70ca935.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88d99efb-fdce-4f0d-86c7-0081a0d56425.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\/c5cd9275-3fed-4c4f-948b-3bd1014072db.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">iOS<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Fintech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8d26\u5355\u5206\u644a<\/span><br \/>\n <span class=\"tag\">\u503a\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u7c7b\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u65e0\u5e7f\u544a<\/span><br \/>\n <span class=\"tag\">\u65e0\u8ba2\u9605<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u6781\u901f\u7ed3\u7b97<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u91d1\u878d<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\u6570\u91cf\u6781\u5c11\u4e14\u5185\u5bb9\u5355\u8584\u3002\u4e3b\u8981\u4e3a\u793c\u8282\u6027\u795d\u8d3a\uff0c\u4ee5\u53ca\u4e00\u6761\u63d0\u53ca\u8fdb\u884c\u4e86\u5feb\u901f\u5ba1\u8ba1\u5e76\u53d1\u73b0\u4e00\u4e9b\u53ef\u8c03\u6574\u5c0f\u95ee\u9898\u7684\u53cd\u9988\uff0c\u4f46\u672a\u7ed9\u51fa\u5177\u4f53\u95ee\u9898\u7ec6\u8282\uff0c\u6709\u6548\u4fe1\u606f\u4e0d\u8db3\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 FamZam\u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u62e5\u6324\u4f46\u75db\u70b9\u660e\u786e\u7684\u7ec6\u5206\u5e02\u573a\uff1a\u719f\u4eba\u95f4\u7684\u975e\u6b63\u5f0f\u503a\u52a1\u7ba1\u7406\u3002\u5176\u5ba3\u79f0\u7684\u201c\u65e0\u5e7f\u544a\u3001\u65e0\u8ba2\u9605\u3001\u65e0\u6570\u636e\u6536\u96c6\u201d\u4e09\u65e0\u7b56\u7565\uff0c\u76f4\u51fb\u4e86\u5f53\u524d\u8bb8\u591a\u5de5\u5177\u7c7b\u5e94\u7528\u8fc7\u5ea6\u5546\u4e1a\u5316\u3001\u635f\u5bb3\u7528\u6237\u4f53\u9a8c\u7684\u6838\u5fc3\u77db\u76fe\uff0c\u8bd5\u56fe\u4ee5\u201c\u5e72\u51c0\u201d\u4f5c\u4e3a\u6838\u5fc3\u5356\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u6781\u4e3a\u4e25\u5cfb\u3002\u9996\u5148\uff0c\u5546\u4e1a\u6a21\u5f0f\u5b58\u7591\u3002\u5728\u201c\u514d\u8d39\u201d\u6210\u4e3a\u4e3b\u6d41\u9884\u671f\u7684\u5de5\u5177\u9886\u57df\uff0c\u5b8c\u5168\u653e\u5f03\u5e7f\u544a\u548c\u8ba2\u9605\u6536\u5165\uff0c\u610f\u5473\u7740\u56e2\u961f\u8981\u4e48\u6709\u5916\u90e8\u8f93\u8840\u80fd\u529b\uff0c\u8981\u4e48\u5728\u89c4\u5212\u672a\u6765\u66f4\u9690\u853d\u7684\u53d8\u73b0\u8def\u5f84\uff0c\u5176\u957f\u671f\u53ef\u6301\u7eed\u6027\u9700\u8981\u6253\u4e0a\u4e00\u4e2a\u95ee\u53f7\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u58c1\u5792\u8584\u5f31\u3002\u8d26\u5355\u5206\u644a\u7684\u6838\u5fc3\u529f\u80fd\uff08\u8ba1\u7b97\u3001\u63d0\u9192\u3001\u8f6c\u8d26\u96c6\u6210\uff09\u6781\u6613\u88ab\u590d\u5236\uff0c\u7ade\u54c1\uff08\u5982Splitwise\uff09\u5df2\u5efa\u7acb\u5f3a\u5927\u7684\u7f51\u7edc\u6548\u5e94\u548c\u7528\u6237\u4e60\u60ef\u3002\u201c\u6781\u901f\u201d\u4f53\u9a8c\u56fa\u7136\u597d\uff0c\u4f46\u5e76\u975e\u4e0d\u53ef\u903e\u8d8a\u7684\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u53d1\u5e03\u521d\u671f\u7684\u51b7\u6e05\u53cd\u9988\u6765\u770b\uff0c\u4ea7\u54c1\u53ef\u80fd\u5c1a\u672a\u89e6\u53ca\u5e02\u573a\u7206\u53d1\u70b9\uff0c\u6216\u8425\u9500\u58f0\u91cf\u4e25\u91cd\u4e0d\u8db3\u3002\u90a3\u6761\u63d0\u53ca\u201c\u5ba1\u8ba1\u53d1\u73b0\u95ee\u9898\u201d\u7684\u8bc4\u8bba\u867d\u672a\u8be6\u8ff0\uff0c\u5374\u9690\u7ea6\u63ed\u793a\u4e86\u53e6\u4e00\u4e2a\u98ce\u9669\uff1a\u4f5c\u4e3a\u5904\u7406\u91d1\u94b1\u4fe1\u606f\u7684\u5e94\u7528\uff0c\u5b89\u5168\u6027\u4e0e\u7a33\u5b9a\u6027\u662f\u751f\u547d\u7ebf\uff0c\u4efb\u4f55\u7ec6\u5fae\u7684\u6280\u672f\u7455\u75b5\u90fd\u53ef\u80fd\u5bfc\u81f4\u4fe1\u4efb\u5d29\u584c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7efc\u4e0a\uff0cFamZam\u7684\u4ef7\u503c\u4e3b\u5f20\u6e05\u6670\u4e14\u5177\u5438\u5f15\u529b\uff0c\u5207\u4e2d\u4e86\u4e00\u90e8\u5206\u7528\u6237\u5bf9\u7b80\u6d01\u548c\u9690\u79c1\u7684\u5f3a\u70c8\u9700\u6c42\u3002\u4f46\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff1a\u80fd\u5426\u5728\u96f6\u6536\u5165\u6a21\u5f0f\u4e0b\u7ef4\u6301\u9ad8\u8d28\u91cf\u8fd0\u8425\u4e0e\u5f00\u53d1\uff0c\u5e76\u627e\u5230\u6709\u6548\u9014\u5f84\u7a81\u7834\u73b0\u6709\u5e02\u573a\u683c\u5c40\uff0c\u5c06\u201c\u5e72\u51c0\u201d\u8fd9\u4e00\u7279\u6027\u8f6c\u5316\u4e3a\u4e0d\u53ef\u66ff\u4ee3\u7684\u7528\u6237\u7c98\u6027\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u201c\u53eb\u597d\u4e0d\u53eb\u5ea7\u201d\u7684\u7406\u60f3\u4e3b\u4e49\u4ea7\u54c1\uff0c\u5728\u5de8\u5934\u9634\u5f71\u4e0b\u8270\u96be\u6c42\u751f\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\">FamZam<\/span>\n <\/div>\n<div class=\"comment-content\">Most bill splitters are either buried in ads or feel like spreadsheets from 2012. We built FamZam to make debt management invisible. No subscriptions, no data harvesting\u2014just a lightning-fast way to settle up.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/products\/famzam\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"famzam\" target=\"_blank\" rel=\"noopener\">@FamZam<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Just checked out your app, looks great overall.<\/p>\n<p>I did run a quick audit and found a few small things you could tweak. We launched a free audit tool today, so sharing <a href=\"https:\/\/freesiteaudit.com\/results\/0LtMQW8fBWxFoSMfw6Tx8w\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">your report<\/a> in case it helps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/AMTRYUILYBUA4T\" class=\"app-title\">LumiChats<\/a><\/p>\n<div class=\"one-liner\">Open source model. Proprietary agent. One AI workspace.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">7<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LumiChats\u662f\u4e00\u6b3e\u5f00\u6e90\u6a21\u578b\u3001\u79c1\u6709\u5316\u90e8\u7f72\u7684AI\u5de5\u4f5c\u7a7a\u95f4\uff0c\u901a\u8fc7\u6d4f\u89c8\u5668\u6c99\u76d2\u5185\u76f4\u63a5\u8fd0\u884cNode.js\u4ee3\u7801\u7684\u667a\u80fd\u4f53\u6a21\u5f0f\u3001\u6301\u4e45\u5316\u8bb0\u5fc6\u53ca\u6587\u6863\u667a\u80fd\u5206\u6790\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5bf9AI\u5de5\u5177\u6570\u636e\u9690\u79c1\u3001\u900f\u660e\u5ea6\u548c\u53ef\u63a7\u6027\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\/b260b727-8643-42f9-bca1-cbd7f80b2f86.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/432817d3-8048-4755-99c6-a793fbeba88c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2220aebf-7ca5-42a9-99f3-730fe529b58e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2874bb09-363d-4b60-8dbc-60177c43bd52.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eec8b6b8-43f3-4d5c-8bb5-550969a3e40d.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90AI\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6c99\u76d2\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u6301\u4e45\u5316\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u667a\u80fd\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6309\u65e5\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u900f\u660e\u53ef\u4fe1AI<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u8bad\u7ec3\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u8ba1\u7b97<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8d5e\u8d4f\u5176\u5f00\u6e90\u6a21\u578b\u548c\u672c\u5730\u4ee3\u7801\u6267\u884c\u7684\u900f\u660e\u67b6\u6784\uff0c\u8ba4\u4e3a\u771f\u6b63\u89e3\u51b3\u4e86AI\u5de5\u5177\u201c\u9ed1\u7bb1\u201d\u548c\u9690\u79c1\u987e\u8651\u3002\u540c\u65f6\uff0c\u7528\u6237\u8be2\u95ee\u6a21\u578b\u6027\u80fd\u8c03\u4f18\u7684\u6311\u6218\uff0c\u5173\u6ce8\u5176\u6280\u672f\u53ef\u884c\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 LumiChats\u7684\u53d9\u4e8b\u6838\u5fc3\u5e76\u975e\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u4e00\u573a\u9488\u5bf9\u5f53\u524dAI SaaS\u5546\u4e1a\u6a21\u5f0f\u7684\u201c\u4fe1\u4efb\u8d77\u4e49\u201d\u3002\u5b83\u654f\u9510\u5730\u523a\u4e2d\u4e86\u5e02\u573a\u4e24\u5927\u8f6f\u808b\uff1a\u4e00\u662f\u591a\u6570AI\u5de5\u5177\u4f5c\u4e3a\u201cAPI\u5305\u88c5\u5668\u201d\u7684\u5b9e\u8d28\uff0c\u8ba9\u7528\u6237\u4e3a\u9ad8\u6602\u6708\u8d39\u4e70\u5355\u5374\u65e0\u6cd5\u638c\u63a7\u6570\u636e\u4e0e\u6a21\u578b\uff1b\u4e8c\u662f\u667a\u80fd\u4f53\u6267\u884c\u4ee3\u7801\u666e\u904d\u4f9d\u8d56\u4e91\u7aef\u670d\u52a1\u5668\uff0c\u5b58\u5728\u9690\u79c1\u6cc4\u9732\u4e0e\u64cd\u4f5c\u4e0d\u900f\u660e\u7684\u98ce\u9669\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u7528\u6280\u672f\u67b6\u6784\u56de\u5e94\u4e86\u8fd9\u4e9b\u8d28\u7591\uff1a\u5f00\u6e90\u6a21\u578b\u4f9b\u67e5\u9a8c\u3001\u6d4f\u89c8\u5668\u6c99\u76d2\u5185\u6267\u884cNode.js\u4ee3\u7801\u786e\u4fdd\u6570\u636e\u4e0d\u79bb\u7ebf\uff0c\u8fd9\u6784\u5efa\u4e86\u96be\u5f97\u7684\u53ef\u9a8c\u8bc1\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6fc0\u8fdb\u900f\u660e\u7b56\u7565\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5f00\u6e90\u6a21\u578b\u867d\u8d62\u5f97\u4fe1\u4efb\uff0c\u4f46\u6027\u80fd\u4e0e\u5de8\u5934\u5927\u6a21\u578b\u7684\u5dee\u8ddd\u5982\u4f55\u5f25\u8865\uff1f\u672c\u5730\u6267\u884c\u867d\u4fdd\u969c\u9690\u79c1\uff0c\u4f46\u590d\u6742\u4efb\u52a1\u7684\u8ba1\u7b97\u8d44\u6e90\u74f6\u9888\u5982\u4f55\u7a81\u7834\uff1f\u201c\u6bcf\u65e569\u5362\u6bd4\u201d\u7684\u7075\u6d3b\u5b9a\u4ef7\u770b\u4f3c\u5de7\u5999\uff0c\u4f46\u53ef\u80fd\u7b5b\u9009\u6389\u8ffd\u6c42\u7a33\u5b9a\u670d\u52a1\u7684\u4f01\u4e1a\u5ba2\u6237\uff0c\u66f4\u504f\u5411\u4e2a\u4eba\u53ca\u5c0f\u4f17\u6280\u672f\u7231\u597d\u8005\u3002\u4ea7\u54c1\u672c\u8d28\u4e0a\u662f\u5728\u7528\u6781\u5ba2\u7cbe\u795e\u505a\u5e02\u573a\u5207\u5272\uff0c\u5b83\u672a\u5fc5\u80fd\u98a0\u8986\u4e3b\u6d41\uff0c\u5374\u4e3a\u91cd\u89c6\u9690\u79c1\u3001\u6e34\u6c42\u900f\u660e\u7684\u7528\u6237\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7a00\u7f3a\u7684\u201c\u7eaf\u51c0\u201d\u9009\u9879\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u900f\u660e\u7406\u60f3\u201d\u4e0e\u201c\u5b9e\u7528\u6027\u80fd\u201d\u4e4b\u95f4\u627e\u5230\u53ef\u6301\u7eed\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">LumiChats<\/span>\n <\/div>\n<div class=\"comment-content\">Bootstrap team. No VC. We fine-tuned our own AI model and open sourced it. LumiChat is built around it with an agentic mode that writes and executes real Node.js code in a sandboxed browser (no server), persistent memory, Study Mode, and RAG for large documents. Multi-model support. \u20b969\/day. The model is ours, the code is open, and the agent is extensible by anyone.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Let me be honest with you.<br \/>\nMost AI tools you pay for every month are just API wrappers with a pretty UI. You are paying $20\/month for something a developer built in a weekend. You have no idea what model is actually running, no idea if your data is being used, and zero ability to verify any of it.<br \/>\nWe got frustrated by that too. So we did something different.<br \/>\nWe are a bootstrap team with no VC, no lab, no funding. And we trained and open sourced our own model. Not because it was easy. Because it was the only way to genuinely own what we were building and let you verify it for yourself. The code is public. The model is public. Nothing is hidden.<br \/>\nOn top of that, we built the thing we actually wanted to use every day.<br \/>\nAgentic Mode. Most “AI agents” send your code to their servers to run. Ours executes real Node.js directly in your browser, in a sandboxed environment. Your code never leaves your machine. You see every line before it runs. That is not a marketing line, that is the architecture.<br \/>\nPersistent Memory. It remembers your projects, your preferences, your learning style across every session. You are never re-explaining yourself to your own AI.<br \/>\nStudy Mode. Upload any PDF or name any topic. It generates structured lessons and quizzes you can actually learn from. Students have been using this for exam prep and it has become our most loved feature.<br \/>\nDocument Intelligence. Drop in a 200-page PDF, a messy Excel file, a DOCX report. It reads the right parts using semantic search, not brute-force summarization.<br \/>\nWe charge 69 rupees a day, only on the days you actually use it. Not a subscription you forget about.<br \/>\nWe built this to be something you could trust completely because you can see everything. The model. The code. The architecture. All of it.<br \/>\nIf you have ever felt like AI tools are a black box you are just supposed to trust, this one is not. Come poke around. Break it. Fork it. We would love that.<br \/>\nHappy to answer anything about the model training, the WebContainer architecture, or the pricing decisions. AMA.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aditya_kumar_jha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditya_kumar_jha1<\/a> hope everyone will 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Training and open sourcing your own model instead of just wrapping existing APIs is a bold move, and it makes the transparency promise actually credible. The “coffee price” positioning is clever too since it shifts the conversation away from feature comparisons and toward trust. @aditya_kumar_jha1 what was the hardest part of getting the model to perform well enough that you felt confident shipping it at this price point?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/CFO5CNX6GDMMHA\" class=\"app-title\">BottleNote: Daily Motivation App<\/a><\/p>\n<div class=\"one-liner\">Open a new positive note every day, schedule your own<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">7<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4ee5\u201c\u6f02\u6d41\u74f6\u201d\u5f62\u5f0f\u6bcf\u65e5\u63a8\u9001\u4e2a\u6027\u5316\u79ef\u6781\u7bb4\u8a00\u7684\u5e94\u7528\uff0c\u901a\u8fc7\u63d0\u4f9b\u201c\u547d\u4e2d\u611f\u201d\u6781\u5f3a\u7684\u6b63\u5411\u4fe1\u606f\uff0c\u5728\u7528\u6237\u9700\u8981\u60c5\u7eea\u6170\u85c9\u6216\u65e5\u5e38\u6fc0\u52b1\u7684\u573a\u666f\u4e0b\uff0c\u7f13\u89e3\u73b0\u4ee3\u4eba\u7684\u60c5\u611f\u758f\u79bb\u4e0e\u5373\u65f6\u6027\u7126\u8651\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\/eaf81068-2d19-42cd-91ba-3044cd1d079d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e1c09c4b-6c02-4d5c-bae4-b22e188c992f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e45c061-b0d0-4d7f-94d2-f22c3384122e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/480a9e92-fabb-44df-9292-a7b3a1849536.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/922ce5e7-80ba-40e0-811d-bf5c4789fa59.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\/8dc163a6-9d69-48bc-9a11-99e9e182045f.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/CYIgr0GG8HE\"><source src=\"https:\/\/youtube.com\/shorts\/CYIgr0GG8HE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Lifestyle<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6bcf\u65e5\u6fc0\u52b1<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5206\u4eab<\/span><br \/>\n <span class=\"tag\">\u672a\u6765\u4fe1\u4ef6<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u7c7b\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6b63\u5411\u5fc3\u7406\u5b66<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u8bbe\u8ba1\u7cbe\u7f8e\u4e0e\u60c5\u611f\u4ef7\u503c\uff0c\u6709\u6f5c\u529b\u5728\u793e\u4ea4\u5a92\u4f53\u4f20\u64ad\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\u5185\u5bb9\u5e93\u7684\u89c4\u6a21\u4e0e\u751f\u6210\u673a\u5236\uff0c\u5373\u9884\u7f6e\u77ed\u8bed\u662f\u5426\u6709\u9650\uff0c\u662f\u5426\u4f1a\u6301\u7eed\u66f4\u65b0\uff0c\u8fd9\u5173\u7cfb\u5230\u4ea7\u54c1\u7684\u957f\u671f\u5438\u5f15\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 BottleNote \u8bd5\u56fe\u5728\u6cdb\u6ee5\u7684\u201c\u540d\u8a00\u8b66\u53e5\u201d\u7c7b\u5e94\u7528\u4e2d\uff0c\u7528\u201c\u6f02\u6d41\u74f6\u201d\u7684\u9690\u55bb\u548c\u201c\u4e3a\u4f60\u4e66\u5199\u201d\u7684\u4e2a\u6027\u5316\u5ba3\u79f0\uff0c\u5207\u5165\u4e00\u4e2a\u66f4\u611f\u6027\u7684\u7ec6\u5206\u5e02\u573a\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u4fe1\u606f\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u8425\u9020\u4e86\u4e00\u79cd\u201c\u88ab\u547d\u8fd0\u7737\u987e\u201d\u7684\u4eea\u5f0f\u611f\u548c\u79c1\u5bc6\u5bf9\u8bdd\u7684\u9519\u89c9\uff0c\u8fd9\u7cbe\u51c6\u51fb\u4e2d\u4e86\u5728\u7b97\u6cd5\u63a8\u8350\u4e0e\u793e\u4ea4\u8868\u6f14\u4e4b\u5916\uff0c\u7528\u6237\u5bf9\u968f\u673a\u6027\u3001\u4e13\u5c5e\u611f\u548c\u795e\u79d8\u60ca\u559c\u7684\u60c5\u611f\u6e34\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6838\u5fc3\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\u3002\u521b\u59cb\u4eba\u63d0\u53ca\u7684\u201c\u5e78\u8fd0\u997c\u5e72\u7eb8\u6761\u201d\u7075\u611f\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5176\u6a21\u5f0f\u7684\u5929\u82b1\u677f\uff1a\u5185\u5bb9\u7684\u65b0\u9c9c\u611f\u4e0e\u201c\u7cbe\u51c6\u611f\u201d\u96be\u4ee5\u6301\u7eed\u3002\u6709\u9650\u7684\u9884\u7f6e\u77ed\u8bed\u5e93\u6781\u6613\u88ab\u6d88\u8017\uff0c\u7528\u6237\u4e00\u65e6\u5bdf\u89c9\u91cd\u590d\u6216\u6cdb\u6cdb\u800c\u8c08\uff0c\u201c\u547d\u4e2d\u611f\u201d\u5c06\u8fc5\u901f\u892a\u8272\u4e3a\u523b\u5947\u3002\u5f53\u524d\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5185\u5bb9\u5e93\u7684\u8d28\u7591\uff0c\u5df2\u76f4\u63a5\u89e6\u53ca\u8fd9\u4e00\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u82e5\u4ec5\u4f9d\u8d56\u4eba\u5de5\u7f16\u8f91\uff0c\u8fd0\u8425\u6210\u672c\u4e0e\u521b\u610f\u74f6\u9888\u5c06\u968f\u4e4b\u800c\u6765\uff1b\u82e5\u5f15\u5165AI\u751f\u6210\uff0c\u5219\u5982\u4f55\u4fdd\u6301\u4fe1\u606f\u7684\u6e29\u5ea6\u4e0e\u72ec\u7279\u6027\uff0c\u907f\u514d\u6ca6\u4e3a\u53e6\u4e00\u79cd\u673a\u68b0\u7684\u566a\u97f3\uff0c\u662f\u66f4\u5927\u7684\u96be\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u201c\u7ed9\u672a\u6765\u81ea\u5df1\u5199\u4fe1\u201d\u7684\u529f\u80fd\u662f\u4eae\u70b9\uff0c\u589e\u52a0\u4e86\u65f6\u95f4\u7ef4\u5ea6\u548c\u7528\u6237\u81ea\u751f\u6210\u5185\u5bb9\uff0c\u4f46\u672c\u8d28\u4e0a\u4ecd\u662f\u201c\u65f6\u95f4\u80f6\u56ca\u201d\u529f\u80fd\u7684\u8f7b\u91cf\u5316\u53d8\u4f53\uff0c\u5e76\u975e\u62a4\u57ce\u6cb3\u3002\u4ea7\u54c1\u80fd\u5426\u4ece\u201c\u4e00\u65f6\u65b0\u5947\u7684\u60c5\u7eea\u73a9\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u53ef\u6301\u7eed\u7684\u60c5\u611f\u4e60\u60ef\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u5185\u5bb9\u751f\u6001\u7684\u6784\u5efa\u80fd\u529b\u2014\u2014\u662f\u8d70\u5411UGC\u793e\u7fa4\uff0c\u662f\u6df1\u8015\u4e2a\u6027\u5316\u7b97\u6cd5\uff0c\u8fd8\u662f\u4e0e\u4e13\u4e1a\u5fc3\u7406\u5185\u5bb9\u673a\u6784\u5408\u4f5c\uff1f\u5176\u53d1\u5c55\u8def\u5f84\u8fdc\u672a\u6e05\u6670\u3002\u5728\u521d\u671f\u51ed\u501f\u6e05\u65b0\u6982\u5ff5\u83b7\u5f97\u5173\u6ce8\u540e\uff0c\u5b83\u5fc5\u987b\u5c3d\u5feb\u56de\u7b54\uff1a\u5f53\u201c\u5f00\u76f2\u76d2\u201d\u7684\u65b0\u9c9c\u611f\u8fc7\u53bb\uff0c\u7528\u6237\u8fd8\u4e3a\u4ec0\u4e48\u7559\u4e0b\uff1f\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\">BottleNote: Daily Motivation App<\/span>\n <\/div>\n<div class=\"comment-content\">A different kind of motivational app, a daily note in a bottle. Not just quotes, but messages that feel like they were meant for you. Also you can send one to your future self and open it when the time comes.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I used to keep those little fortune cookie notes from my favorite sushi place. Didn’t think much of it at first, but on certain days I’d randomly find one in bag and it always brighten my day. So I built an app around this idea. <\/p>\n<p>Let me know what you think, thank you!<\/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\/@kate_kon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_kon<\/a> It looks amazing, thank you for sharing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super cute design. It could see this blowing up on social media.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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_molkentin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_molkentin<\/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>Nice idea, i imagine there is a limited pool of phrases right? or are you generating them constantly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AUCALMG2GVGAPI\" class=\"app-title\">Pioracle<\/a><\/p>\n<div class=\"one-liner\">Your birthday is hiding in \u03c0. Find it.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">7<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Pioracle\u662f\u4e00\u6b3e\u8da3\u5473\u6570\u5b66\u5e94\u7528\uff0c\u901a\u8fc7\u5c06\u7528\u6237\u751f\u65e5\u4e0e\u5706\u5468\u7387\u03c0\u7684\u65e0\u9650\u6570\u5b57\u5e8f\u5217\u5173\u8054\uff0c\u5728\u8282\u65e5\u5a31\u4e50\u6216\u793e\u4ea4\u5206\u4eab\u573a\u666f\u4e0b\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u4e00\u79cd\u65b0\u9896\u3001\u4e2a\u6027\u5316\u7684\u6570\u5b57\u795e\u79d8\u5b66\u4f53\u9a8c\uff0c\u6ee1\u8db3\u4e86\u4eba\u4eec\u5728\u7279\u6b8a\u65e5\u5b50\uff08\u5982\u5706\u5468\u7387\u65e5\uff09\u5bfb\u6c42\u8da3\u5473\u4e92\u52a8\u548c\u8bdd\u9898\u8c08\u8d44\u7684\u9700\u6c42\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\/59b84e52-185a-4c26-ba23-6ac2b3cdea21.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\/4b28fce4-49e6-466c-8050-a7a1bc4f4f5f.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\/3dec6f95-2840-45ad-a910-1a467dbdffa2.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\/9c863644-4ceb-4751-b5db-95ae08d22c17.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\">Free Games<\/span><br \/>\n <span class=\"tag\">Funny Games<\/span><br \/>\n <span class=\"tag\">Games<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8da3\u5473\u6570\u5b66<\/span><br \/>\n <span class=\"tag\">\u5706\u5468\u7387\u65e5<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u795e\u79d8\u5b66<\/span><br \/>\n <span class=\"tag\">\u5a31\u4e50\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5206\u4eab<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8282\u65e5\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">\u6570\u5b66\u827a\u672f<\/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\u81ea\u8ff0\u4ea7\u54c1\u4e3a\u5706\u5468\u7387\u65e5\u5feb\u901f\u6784\u5efa\uff0c\u6838\u5fc3\u903b\u8f91\u5df2\u9a8c\u8bc1\uff0c\u5f3a\u8c03\u5176\u201c\u6570\u5b66\u884d\u751f\u201d\u800c\u975e\u968f\u673a\uff0c\u5e76\u660e\u786e\u63d0\u793a\u5185\u5bb9\u7eaf\u5c5e\u5a31\u4e50\u3002\u7528\u6237\u53cd\u9988\u8ba4\u4e3a\u4ea7\u54c1\u6709\u8da3\u3002\u8bc4\u8bba\u4e2d\u672a\u63d0\u51fa\u5177\u4f53\u95ee\u9898\u6216\u529f\u80fd\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Pioracle\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u7cbe\u5de7\u7684\u201c\u6570\u5b66\u9b54\u672f\u201d\u5305\u88c5\u76d2\u3002\u5b83\u5c06\u4e00\u4e2a\u786e\u51ff\u7684\u6570\u5b66\u4e8b\u5b9e\u2014\u2014\u4efb\u4f55MMDD\u65e5\u671f\u7ec4\u5408\u5fc5\u7136\u51fa\u73b0\u5728\u03c0\u7684\u6709\u9650\u5c0f\u6570\u4f4d\u4e2d\u2014\u2014\u4e0e\u4eba\u4e3a\u7f16\u7e82\u7684\u201c\u547d\u8fd0\u89e3\u8bfb\u201d\u6587\u672c\u76f8\u7ed3\u5408\uff0c\u751f\u6210\u6240\u8c13\u7684\u201cPi Sign\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u5360\u535c\u6216\u79d1\u5b66\u53d1\u73b0\uff0c\u800c\u5728\u4e8e\u5b83\u7cbe\u51c6\u5730\u6355\u6349\u5e76\u4eea\u5f0f\u5316\u4e86\u201c\u5728\u65e0\u9650\u4e0d\u5faa\u73af\u4e2d\u5bfb\u627e\u81ea\u6211\u552f\u4e00\u6027\u201d\u8fd9\u4e00\u666e\u904d\u4eba\u6027\u51b2\u52a8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u5229\u7528\u4e86\u03c0\u7684\u516c\u5171\u8ba4\u77e5\u5ea6\u4e0e\u795e\u79d8\u611f\uff0c\u5c06\u51b0\u51b7\u7684\u65e0\u7406\u6570\u8f6c\u5316\u4e3a\u5145\u6ee1\u53d9\u4e8b\u6f5c\u529b\u7684\u4e2a\u4eba\u5316\u7b26\u53f7\u3002\u5b83\u7684\u201c\u975e\u968f\u673a\u3001\u6570\u5b66\u884d\u751f\u201d\u8bdd\u672f\u662f\u70b9\u775b\u4e4b\u7b14\uff0c\u4e3a\u865a\u6784\u7684\u89e3\u8bfb\u8d4b\u4e88\u4e86\u4ee4\u4eba\u4fe1\u670d\u7684\u7406\u6027\u5916\u58f3\uff0c\u6781\u5927\u5730\u589e\u5f3a\u4e86\u5206\u4eab\u7684\u8da3\u5473\u6027\u548c\u8bdd\u9898\u6027\u3002\u4ece\u8bc4\u8bba\u4e2d\u5f00\u53d1\u8005\u201c\u8bf7\u52ff\u636e\u6b64\u505a\u4eba\u751f\u51b3\u5b9a\u201d\u7684\u514d\u8d23\u58f0\u660e\u53ef\u4ee5\u770b\u51fa\uff0c\u5176\u6838\u5fc3\u8bbe\u8ba1\u54f2\u5b66\u662f\u201c\u4e25\u8083\u7684\u73a9\u7b11\u201d\uff0c\u65e8\u5728\u63d0\u4f9b\u4e00\u79cd\u5b89\u5168\u7684\u3001\u6709\u8c08\u8d44\u7684\u5a31\u4e50\u4f53\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5ea6\u4e0e\u53ef\u6301\u7eed\u6027\u5b58\u7591\u3002\u4f5c\u4e3a\u4e3aPi Day\u6253\u9020\u7684\u8f7b\u91cf\u7ea7\u5e94\u7528\uff0c\u5176\u7528\u6237\u751f\u547d\u5468\u671f\u53ef\u80fd\u6781\u4e3a\u77ed\u6682\uff0c\u590d\u8bbf\u7387\u4f4e\u3002\u5355\u6b21\u67e5\u8be2\u4f53\u9a8c\u540e\uff0c\u9664\u975e\u52a0\u5165\u6301\u7eed\u7684\u53d9\u4e8b\u6269\u5c55\u6216\u793e\u4ea4\u5bf9\u6bd4\u529f\u80fd\uff0c\u5426\u5219\u5f88\u96be\u5f62\u6210\u957f\u671f\u5438\u5f15\u529b\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u6210\u529f\u7684\u8425\u9500\u6848\u4f8b\u6216\u793e\u4ea4\u5a92\u4f53\u73a9\u5177\uff0c\u800c\u975e\u4e00\u4e2a\u5177\u6709\u6301\u4e45\u751f\u547d\u529b\u7684\u4ea7\u54c1\u3002\u5b83\u63ed\u793a\u4e86\u5f53\u4ee3\u5e94\u7528\u751f\u6001\u7684\u4e00\u4e2a\u5207\u9762\uff1a\u4e00\u4e2a\u8db3\u591f\u7b80\u5355\u3001\u65b0\u9896\u7684\u6982\u5ff5\uff0c\u7ed3\u5408\u7279\u5b9a\u6587\u5316\u8282\u70b9\uff08Pi Day\uff09\uff0c\u5373\u4f7f\u529f\u80fd\u6781\u8f7b\uff0c\u4e5f\u80fd\u77ed\u6682\u5730\u6355\u83b7\u516c\u4f17\u6ce8\u610f\u529b\uff0c\u4f46\u5176\u5149\u8292\u5f80\u5f80\u5982\u03c0\u7684\u5c0f\u6570\u70b9\u540e\u6570\u5b57\u4e00\u6837\uff0c\u65e0\u5c3d\u5374\u6613\u88ab\u9057\u5fd8\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\">Pioracle<\/span>\n <\/div>\n<div class=\"comment-content\">Every birthday exists somewhere inside the digits of \u03c0. Pioracle finds yours \u2014 tells you exactly where it first appears, how many times it echoes across the first 100,000 digits, and reveals your Pi Sign: a mathematical destiny reading based on the digit at your position. 10 signs, each with traits, compatible signs, a sacred number, and an oracle reading written to actually make you feel something. Built for Pi Day.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Built this in a day for Pi Day \u2014 the core idea is that every MMDD combination appears at least once in the first 100,000 digits of \u03c0 (verified this before building, was genuinely relieved).<\/p>\n<p>The “Pi Sign” reading is determined by whichever digit immediately follows your date in \u03c0 \u2014 so it’s not random, it’s mathematically derived from your exact position.<\/p>\n<p>My own birthday appears 13 times. The infinite is, apparently, fond of it.<\/p>\n<p>This is purely for fun \u2014 the oracle readings, traits, and “Pi Sign” are creative fiction written to be entertaining and shareable. Please do not make any life decisions based on what a number in an irrational constant tells you. \u03c0 is not responsible for your choices.<\/p>\n<p>Try yours and drop your sign below \ud83d\udc47<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ohh this was super fun to play with, congrats on building and launching! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/AMYMNZTV5DBY5Y\" class=\"app-title\">GMP-CLI<\/a><\/p>\n<div class=\"one-liner\">A CLI for the Google Marketing Platform, built for AI\/humans<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GMP-CLI\u662f\u4e00\u6b3e\u9762\u5411AI\u667a\u80fd\u4f53\u4e0e\u5f00\u53d1\u8005\u7684\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u5c06Google Marketing Platform\u56db\u5927\u6838\u5fc3\u670d\u52a1\uff08GA4\u3001Search Console\u3001Google Ads\u3001GTM\uff09\u7684\u6570\u636e\u67e5\u8be2\u4e0e\u7ba1\u7406\u96c6\u6210\u4e8e\u7ec8\u7aef\uff0c\u89e3\u51b3\u4e86\u5728\u81ea\u52a8\u5316\u6d41\u7a0b\u548cAI\u5206\u6790\u573a\u666f\u4e2d\u9ad8\u6548\u83b7\u53d6\u3001\u5904\u7406\u8425\u9500\u6570\u636e\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\/55b250d9-ec2c-4bb2-903e-07cfeec5e370.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\/fabf38b5-a357-4c24-83c8-aeeb0c6b70be.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\">\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Google\u8425\u9500\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">API\u5c01\u88c5<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u7ba1\u9053<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u8be5\u5de5\u5177\u586b\u8865\u4e86\u5e02\u573a\u7a7a\u767d\uff0c\u5c24\u5176\u5bf9AI\u4ee3\u7406\u76f4\u63a5\u8bbf\u95eeGMP\u6570\u636e\u3001\u4ee5\u53ca\u8fdb\u884cGTM\u5bb9\u5668\u5ba1\u8ba1\u7b49\u573a\u666f\u8868\u793a\u8d5e\u8d4f\u3002\u5f00\u53d1\u8005\u4e3b\u52a8\u5bfb\u6c42\u53cd\u9988\uff0c\u5e76\u9884\u544a\u4e86\u6f0f\u6597\u62a5\u544a\u7b49\u672a\u6765\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n GMP-CLI\u7684\u4ef7\u503c\u8fdc\u4e0d\u6b62\u4e8e\u201c\u53c8\u4e00\u4e2a\u547d\u4ee4\u884c\u5de5\u5177\u201d\u3002\u5176\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e24\u4e2a\u6b63\u5728\u7206\u53d1\u7684\u8d8b\u52bf\u4ea4\u6c47\u70b9\uff1aAI\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u7684\u666e\u53ca\u4e0e\u8425\u9500\u8fd0\u8425\u7684\u6df1\u5ea6\u5de5\u7a0b\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5728AI\u4ee3\u7406\u65e5\u76ca\u6210\u4e3a\u5206\u6790\u201c\u526f\u9a7e\u9a76\u201d\u7684\u5f53\u4e0b\uff0c\u8ba9Claude\/Gemini\u7b49\u6a21\u578b\u76f4\u63a5\u3001\u7ed3\u6784\u5316\u5730\u64cd\u4f5c\u5173\u952e\u8425\u9500\u6570\u636e\uff0c\u662f\u89e3\u9501\u5176\u771f\u6b63\u5206\u6790\u6f5c\u529b\u7684\u524d\u63d0\u3002\u8be5\u5de5\u5177\u5c06\u5206\u6563\u7684\u3001\u7f51\u9875\u5bfc\u5411\u7684GMP API\u62bd\u8c61\u4e3a\u7edf\u4e00\u7684\u3001\u53ef\u7ba1\u9053\u5316\uff08pipe\uff09\u7684JSON\u6d41\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u4e3aAI\u667a\u80fd\u4f53\u94fa\u8bbe\u6570\u636e\u7ba1\u9053\uff0c\u4f7f\u5176\u4ece\u201c\u65c1\u89c2\u5efa\u8bae\u8005\u201d\u53d8\u4e3a\u201c\u76f4\u63a5\u64cd\u4f5c\u8005\u201d\u3002\u8fd9\u5e76\u975e\u7b80\u5355\u4fbf\u5229\uff0c\u800c\u662f\u80fd\u529b\u8303\u5f0f\u7684\u8f6c\u53d8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u65b9\u9762\uff0c\u5b83\u5c06\u8425\u9500\u6280\u672f\uff08MarTech\uff09\u7684\u7ba1\u63a7\u6743\u4ece\u8425\u9500\u4eba\u5458\u7684\u56fe\u5f62\u754c\u9762\uff0c\u90e8\u5206\u79fb\u4ea4\u7ed9\u4e86\u5de5\u7a0b\u5e08\u7684\u7ec8\u7aef\u548c\u811a\u672c\u3002\u8fd9\u610f\u5473\u7740\u590d\u6742\u7684\u6807\u7b7e\u5ba1\u8ba1\u3001\u6279\u91cf\u62a5\u544a\u751f\u6210\u548c\u8de8\u5e73\u53f0\u6570\u636e\u6821\u9a8c\u53ef\u4ee5\u88ab\u65e0\u7f1d\u5d4c\u5165CI\/CD\u6d41\u7a0b\uff0c\u5b9e\u73b0\u8425\u9500\u57fa\u7840\u8bbe\u65bd\u7684\u201c\u4ee3\u7801\u5316\u201d\u7ba1\u7406\u3002\u8fd9\u5728\u8ffd\u6c42\u5408\u89c4\u3001\u6548\u7387\u4e0e\u81ea\u52a8\u5316\u7684\u4f01\u4e1a\u4e2d\u5177\u5907\u6781\u9ad8\u6f5c\u5728\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u4f5c\u4e3a\u5f00\u6e90CLI\u5de5\u5177\uff0c\u5176\u53d1\u5c55\u9ad8\u5ea6\u4f9d\u8d56\u5f00\u53d1\u8005\u4e2a\u4eba\u7ef4\u62a4\uff1b\u9762\u5bf9Google API\u9891\u7e41\u7684\u53d8\u66f4\u4e0e\u590d\u6742\u6027\uff0c\u957f\u671f\u7a33\u5b9a\u6027\u5b58\u7591\u3002\u6b64\u5916\uff0c\u5176\u771f\u6b63\u7684\u7528\u6237\u95e8\u69db\u5e76\u975e\u5b89\u88c5\u547d\u4ee4\uff0c\u800c\u662f\u5bf9GMP\u751f\u6001\u548c\u547d\u4ee4\u884c\u64cd\u4f5c\u7684\u53cc\u91cd\u7cbe\u901a\uff0c\u8fd9\u6ce8\u5b9a\u5176\u521d\u671f\u7528\u6237\u5c06\u662f\u9ad8\u5ea6\u6280\u672f\u5316\u7684\u8425\u9500\u5f00\u53d1\u8005\u6216AI\u5de5\u7a0b\u8005\uff0c\u800c\u975e\u666e\u901a\u8425\u9500\u4eba\u5458\u3002\u5b83\u66f4\u50cf\u662f\u4e00\u628a\u950b\u5229\u7684\u624b\u672f\u5200\uff0c\u7cbe\u51c6\u800c\u5f3a\u5927\uff0c\u4f46\u7edd\u975e\u9762\u5411\u5927\u4f17\u7684\u745e\u58eb\u519b\u5200\u3002\u5982\u679c\u5b83\u80fd\u56f4\u7ed5\u201cAI\u5c31\u7eea\u201d\u7684\u6570\u636e\u8f93\u51fa\u683c\u5f0f\u548c\u201c\u8fd0\u7ef4\u53cb\u597d\u201d\u7684\u5ba1\u8ba1\u529f\u80fd\u6301\u7eed\u6df1\u5316\uff0c\u6709\u671b\u6210\u4e3a\u8fde\u63a5\u667a\u80fd\u4f53\u4e0e\u8425\u9500\u6280\u672f\u6808\u7684\u5173\u952e\u67a2\u7ebd\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">GMP-CLI<\/span>\n <\/div>\n<div class=\"comment-content\">A CLI for Google Analytics 4, Search Console, Google Ads, and Tag Manager. Run reports, check indexation, audit tags \u2014 all from the terminal. Output as JSON, table, or CSV. Pipe to jq, feed to Claude\/Gemini, or automate with shell scripts. Open source, Apache 2.0.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">As someone who works with AI agents daily, I needed a way to let Claude and Gemini access GMP data directly. So I built a CLI that covers all 4 major Google Marketing Platform APIs:<br \/>\n– Google Analytics 4 \u2014 reports, realtime, metadata, compatibility checks<br \/>\n– Search Console \u2014 search analytics, URL inspection, sitemaps<br \/>\n– Google Ads \u2014 campaigns, keywords, search terms, raw GAQL queries<br \/>\n– GTM \u2014 full container audit (tags, triggers, variables, versions) <\/p>\n<p>Everything outputs as JSON (perfect for AI agents and jq), table, or CSV. Install with npm install -g @lucianfialho\/gmp-cli and you’re ready. <\/p>\n<p> It’s open source (Apache 2.0) and I’m actively building \u2014 next up: funnel reports, custom channel groups, and a unified dashboard mode.<\/p>\n<p>Would love your feedback!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the tool I’ve always needed but for some reason didn’t think of. Thank you. I have no idea how someone hasn’t done this sooner. After GTM heavy week, it’s especially wonderful to see.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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<\/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 \/\/ 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{"id":169,"date":"2026-03-23T11:31:02","date_gmt":"2026-03-23T03:31:02","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/23\/2026-03-22\/"},"modified":"2026-03-23T11:31:02","modified_gmt":"2026-03-23T03:31:02","slug":"2026-03-22","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/23\/2026-03-22\/","title":{"rendered":"PH\u70ed\u699c | 2026-03-22"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-22<\/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 | 2026-03-22<\/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\/SYEC2LW73VTEVD\" class=\"app-title\">Bench for Claude Code<\/a><\/p>\n<div class=\"one-liner\">Store, review, and share your Claude Code sessions<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">359<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3aClaude Code\u8bbe\u8ba1\u7684\u4f1a\u8bdd\u5b58\u50a8\u4e0e\u5ba1\u67e5\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u52a8\u8bb0\u5f55\u3001\u53ef\u89c6\u5316\u5c55\u793a\u548c\u4fbf\u6377\u5206\u4eab\uff0c\u89e3\u51b3\u4e86AI\u7f16\u7801\u52a9\u624b\u64cd\u4f5c\u4e0d\u900f\u660e\u3001\u96be\u4ee5\u8c03\u8bd5\u548c\u534f\u4f5c\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\/40813aef-57c9-49c6-867b-a0e15e3363df.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fdddc121-8323-441b-ba24-97dc4c29b4da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ae5dae5-1524-436c-bd70-4c11e603616e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41fef598-d84d-43a7-9435-693a378a36aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/48c2070a-1874-4d9e-9478-a2333c42f1fc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4b80f3a1-91d5-4428-9a79-f23a62d31cb8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/691b46c8-aae8-47a8-9b12-49486f30ae77.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\/75213c87-c9eb-44c9-9899-3c0c555180dd.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/y2gqYwZs7c8\"><source src=\"https:\/\/youtu.be\/y2gqYwZs7c8\" 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\">Data Visualization<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u8c03\u8bd5\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">Claude\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\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\u4ea7\u54c1\u89e3\u51b3\u4e86AI\u4ee3\u7406\u64cd\u4f5c\u201c\u9ed1\u7bb1\u201d\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8d5e\u8d4f\u5176\u8be6\u7ec6\u7684\u6b65\u9aa4\u8ffd\u8e2a\u548c\u5206\u4eab\u529f\u80fd\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a\u8ffd\u8e2a\u6df1\u5ea6\u4e0e\u7c92\u5ea6\u3001\u6570\u636e\u5b89\u5168\u6027\u3001\u672a\u6765\u662f\u5426\u4f1a\u589e\u52a0\u5206\u6790\u6d1e\u5bdf\uff08\u5982\u6a21\u5f0f\u8bc6\u522b\u3001\u5931\u8d25\u70b9\u5206\u6790\uff09\uff0c\u4ee5\u53ca\u4ea7\u54c1\u5c06\u66f4\u4fa7\u91cd\u4e8e\u8c03\u8bd5\u8fd8\u662f\u534f\u4f5c\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 Bench for Claude Code \u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u6b63\u5728\u5f62\u6210\u7684\u9700\u6c42\u7f1d\u9699\uff1aAI\u7f16\u7801\u4ee3\u7406\u7684\u201c\u53ef\u89c2\u6d4b\u6027\u201d\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u521b\u9020\u4e86\u65b0\u6570\u636e\uff0c\u800c\u5728\u4e8e\u5c06Claude Code\u8fd0\u884c\u65f6\u5df2\u6709\u7684\u3001\u4f46\u6563\u4e71\u6216\u4e0d\u6613\u89e3\u8bfb\u7684\u65e5\u5fd7\u4fe1\u606f\uff0c\u8fdb\u884c\u4e86\u7ed3\u6784\u5316\u3001\u53ef\u89c6\u5316\u548c\u60c5\u5883\u5316\u91cd\u7ec4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0e\u5e95\u5c42AI\u6a21\u578b\u80fd\u529b\u7684\u76f4\u63a5\u7ade\u4e89\uff0c\u8f6c\u800c\u626e\u6f14\u201c\u526f\u9a7e\u9a76\u7684\u4eea\u8868\u76d8\u201d\u89d2\u8272\u3002\u5b83\u89e3\u51b3\u7684\u5e76\u975e\u4ee3\u7801\u751f\u6210\u7684\u597d\u574f\u95ee\u9898\uff0c\u800c\u662f\u201c\u7406\u89e3AI\u4e3a\u4f55\u5982\u6b64\u751f\u6210\u201d\u7684\u8ba4\u77e5\u8d1f\u8377\u95ee\u9898\u3002\u8fd9\u5bf9\u4e8e\u4ece\u4e2a\u4eba\u8c03\u8bd5\u5230\u56e2\u961f\u534f\u4f5c\u7684\u6574\u4e2a\u5de5\u4f5c\u6d41\u81f3\u5173\u91cd\u8981\uff0c\u5c24\u5176\u662f\u5728AI\u4ee3\u7406\u6267\u884c\u590d\u6742\u3001\u591a\u6b65\u9aa4\u4efb\u52a1\u65f6\uff0c\u5176\u201c\u5ba1\u8ba1\u8ffd\u8e2a\u201d\u529f\u80fd\u80fd\u5c06\u6a21\u7cca\u7684\u201c\u5b83\u51fa\u9519\u4e86\u201d\u8f6c\u5316\u4e3a\u5177\u4f53\u7684\u201c\u5b83\u5728\u7b2cX\u6b65\uff0c\u57fa\u4e8eY\u4e0a\u4e0b\u6587\uff0c\u6267\u884c\u4e86Z\u9519\u8bef\u64cd\u4f5c\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u673a\u9047\u5e76\u5b58\u3002\u77ed\u671f\u770b\uff0c\u5b83\u662f\u4e00\u6b3e\u4f18\u79c0\u7684\u8c03\u8bd5\u8f85\u52a9\u5de5\u5177\u3002\u4f46\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u4ece\u201c\u65e5\u5fd7\u8bb0\u5f55\u4eea\u201d\u8fdb\u5316\u4e3a\u201c\u6d1e\u5bdf\u5206\u6790\u5e73\u53f0\u201d\u3002\u7528\u6237\u671f\u5f85\u7684\u201c\u6a21\u5f0f\u8bc6\u522b\u201d\u3001\u201c\u5e38\u89c1\u5931\u8d25\u70b9\u5206\u6790\u201d\u6697\u793a\u4e86\u66f4\u6df1\u5c42\u9700\u6c42\uff1a\u4e0d\u4ec5\u8981\u77e5\u9053\u201c\u53d1\u751f\u4e86\u4ec0\u4e48\u201d\uff0c\u66f4\u5e0c\u671b\u83b7\u5f97\u201c\u5982\u4f55\u4f18\u5316\u63d0\u793a\u201d\u548c\u201c\u5982\u4f55\u9884\u9632\u9519\u8bef\u201d\u7684\u667a\u80fd\u5efa\u8bae\u3002\u6b64\u5916\uff0c\u6570\u636e\u5b89\u5168\u4e0e\u654f\u611f\u4ee3\u7801\u5904\u7406\u662f\u5176\u89c4\u6a21\u5316\uff0c\u7279\u522b\u662f\u8fdb\u519b\u4f01\u4e1a\u5e02\u573a\u5fc5\u987b\u7b51\u7262\u7684\u57fa\u77f3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u7248\u672c\u662f\u89e3\u51b3\u201c\u53ef\u89c1\u6027\u201d\u7684\u4f18\u96c5\u65b9\u6848\uff0c\u4f46\u672a\u6765\u5929\u82b1\u677f\u5728\u4e8e\u80fd\u5426\u63d0\u4f9b\u201c\u53ef\u884c\u52a8\u6027\u201d\u7684\u6d1e\u5bdf\u3002\u5b83\u6293\u4f4f\u4e86AI\u539f\u751f\u5de5\u4f5c\u6d41\u4e2d\u201c\u7406\u89e3\u4e0e\u4fe1\u4efb\u201d\u8fd9\u4e00\u5173\u952e\u73af\u8282\uff0c\u82e5\u80fd\u5728\u667a\u80fd\u5206\u6790\u548c\u5b89\u5168\u5408\u89c4\u4e0a\u6301\u7eed\u6df1\u5316\uff0c\u6709\u671b\u6210\u4e3aAI\u8f85\u52a9\u5f00\u53d1\u6808\u4e2d\u7684\u57fa\u7840\u8bbe\u65bd\u5c42\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\">Bench for Claude Code<\/span>\n <\/div>\n<div class=\"comment-content\">Claude Code just opened a PR. But do you really know what it did? By using Bench you can automatically store every session and easily find out what happened. Spot issues at a glance, dig into every tool call and file change, and share the full context with others through a single link: no further context needed. When things go right, embed the history in your PRs. When things go wrong, send the link to a colleague to ask for help. Free, no limits. One prompt to set up on Mac and Linux.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I\u2019m Manuel, co-founder of Silverstream AI. Since 2018, I\u2019ve been working on AI agents across Google, Meta, and Mila. Now I\u2019m building Bench for Claude Code with a small team.<\/p>\n<p>If you use Claude Code a lot and want to store, review, or share its sessions, this tool is for you. Once connected, Bench automatically records and organizes your sessions, letting you inspect and debug them on your own or share them with your team to improve your workflows.<\/p>\n<p>Getting started is simple:<br \/>\u2022 Go to <a href=\"http:\/\/bench.silverstream.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">bench.silverstream.ai<\/a> and set it up in under a minute on Mac or Linux<br \/>\u2022 Keep using Claude Code as usual<br \/>\u2022 Open Bench when you need to understand or share a session<\/p>\n<p>That\u2019s it.<\/p>\n<p>Bench is completely free. We built it for ourselves and now want as many developers as possible to try it and shape it with us.<\/p>\n<p>We\u2019ll be here all day reading and replying to feedback (without using Claude \ud83d\ude02). Would love to hear what you think!<\/p>\n<p>Btw, support for more agents is coming soon, so stay tuned!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>98<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@manuel_del_verme\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manuel_del_verme<\/a> Many congratulations on the launch, Manuel and team! \ud83d\ude42 <\/p>\n<\/p>\n<p>This brings much-needed visibility into Claude Code sessions, especially for debugging + collaboration for async teams. Do you also plan to add deeper analytics or insights (like patterns across sessions or common failure points) to help developers improve workflows over time? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@manuel_del_verme\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manuel_del_verme<\/a> This is really neat \u2014 feels like something that should\u2019ve existed from day one for Claude Code. The ability to actually <em>see what happened<\/em> and share sessions is huge for debugging and teamwork. Super curious how this evolves once you add more insights over time<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@manuel_del_verme\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manuel_del_verme<\/a> This is super sharp.<\/p>\n<p>You’re solving a real pain \u2014<br \/>AI sessions are powerful, but right now they\u2019re basically <em>black boxes<\/em>.<\/p>\n<p>Bench turning them into something:<br \/>\ud83d\udc49 reviewable<br \/>\ud83d\udc49 shareable<br \/>\ud83d\udc49 improvable<\/p>\n<p>\u2026is a big unlock.<\/p>\n<p>Quick question:<br \/>Do you see this evolving more into a <strong>debugging tool<\/strong> or a <strong>team collaboration layer<\/strong>?<\/p>\n<p>Either way, great direction. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m curious how detailed the tracking is. If I can really see every tool call and file change clearly, I can imagine using this for debugging more than anything else. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aarav_pittman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aarav_pittman<\/a> That’s as detailed as Claude Code allows to get, which is quite a lot \ud83d\ude42 Of course we get everything about tool call and file changes, but also about subagent runs and all the steps that sometimes are even hidden from Claude’s terminal output. And yes, debugging has been our first reason to build bench: as a development tool allowing us to finetune automated task prompts and make them more reliable. <\/p>\n<p>Once the tool was there, we then realized that it also had lots of other uses: being able to also store the whole conversation that led to develop a feature in a certain way, and then being able to share it with colleagues was also very useful, so we had to pick which aspect to focus the most on, for this launch, but yeah, debugging is definetely another great way to use Bench for! \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Claude Code is so capable that we end up trusting it a little too much. But that’s exactly when things get interesting: <\/p>\n<ul>\n<li>\n<p>I’ve had it silently migrate my local DB to an incompatible version while fixing a bug.<\/p>\n<\/li>\n<li>\n<p>Another time, Claude decided the only way it had to fix an issue with a particulary inefficient for loop, was to turn off my audio drivers.<\/p>\n<\/li>\n<\/ul>\n<p>The real problem isn’t that it made mistakes. It’s that I had no way to go back and understand what it did, when, and why, to learn from it and finetune my prompts. Sure, I could just scroll the claude logs, but what if the “failures” weren’t apparent until much later? Or what if the issue was at step 315 out of an hour-long agent run of 500 steps?<\/p>\n<\/p>\n<p>That’s why Bench is a big deal. Not just a logger, but an audit trail that makes agent actions legible: every tool call, file change, conversation, subagent detail, all is there for you for as long as you need it, searchable and shareable. A great way to “share your context” to your colleagues, as well as being what I really needed to learn from my mistakes and improve in terms of prompt writing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How deep does it go when tracking tool calls and file changes across a session?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hamza_afzal_butt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hamza_afzal_butt<\/a> as deep as possible \ud83d\ude42 The whole goal of Bench is to trace as many details as possible on every action performed by the agent, and then to allow you to review spot the details were looking for easily and quickly! The limit is just on what Claude Code allows us to extract, which is quite a lot anyways! In terms of tool calls, we can extract all the details about the command used to launch the tool, and the “origin” of that call, whether it’s the conversation that led the agent there or a subagent run that had a specific goal to reach. <\/p>\n<p>About file changes, it’s basically the same thing: we obviously can show the delta, but also why and when the agent took the decision to apply that specific change.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been using Claude Code quite a bit, and I often lose track of what actually happened in a session. This idea of being able to go back and inspect everything feels really useful for me. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amard_sonal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amard_sonal<\/a> that’s precisely how I am mostly using this product nowadays! It’s always pretty insightful to have a second look at all the commands being launched by Claude Code… you would never imagine how often this guy tries to replace my local supabase setup with its own non-working docker containers! :S Through bench, I can understand how it did it and how to remediate, at the very least \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Being able to attach session history to PRs is a really smart idea. Makes collaboration much easier. <\/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\/@anthony_adams_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthony_adams_<\/a> Thanks! That\u2019s exactly how we\u2019ve been using it internally, so we thought other developers might find it useful too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey folks! I\u2019m Simone, Co-founder and CTO of Silverstream AI.<\/p>\n<\/p>\n<p>Really happy to be launching this today. I\u2019m excited to share it, and very curious to hear your feedback!<\/p>\n<\/p>\n<p>One habit we\u2019ve introduced across the team is linking Bench sessions in PRs whenever Claude Code was involved in creating or debugging a change. It gives reviewers a lot more context on how a bug was found and fixed, instead of just showing the final diff.<\/p>\n<\/p>\n<p>That\u2019s been one of the most useful workflows for us, and I\u2019d recommend it to other teams using Claude Code too.<\/p>\n<\/p>\n<p>I\u2019m also using Bench in a research setting, where session data helps generate detailed methodology reports showing how results were obtained. I\u2019m already finding it useful, and I think there\u2019s a lot more to unlock there!<\/p>\n<\/p>\n<p>Looking forward to your thoughts. I want to make Bench as useful for other devs as it’s been so far for us, and your input really matters!<\/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>Now add observability + failure handling, otherwise it\u2019s just scheduled guessing.<\/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\/@ion_simion_bajinaru\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ion_simion_bajinaru<\/a> That’s exactly what we are here for \ud83d\ude42 Providing observability for your sessions, both scheduled and in real time!<\/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>How granular is the session tracking? Can you trace decisions step-by-step or it is more of a high level overview?<\/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\/@daniel_henry4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_henry4<\/a> the goal of the tool is to allow you to get each specific detail about the whole process: you can follow all actions, subagent calls, and decisions taken during a session, so we try to store data in the most detailed possible way.<\/p>\n<p>Then, of course, this gets quite quickly a lot to manage, especially on longer sessions: imagine having a 200-steps session to troubleshoot, or more, for example! For this reason we are providing a set of tools to also allow you to skim through the steps and highlight the ones you may really care about. Some tools are incredibly simple, such as just grouping steps by type of action, while some other tools are more refined, such as sending warnings on commands that may be potentially concerning. This is the area where we’ll focus the most in the future as well, trying to provide as many details as possible, while allowing session analysis to be as quick as possible!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice.<\/p>\n<p>Most people don\u2019t need logs.<\/p>\n<p>They need to understand why the agent made a bad decision and how to prevent it next time.<\/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\/@ion_simion_bajinaru\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ion_simion_bajinaru<\/a> Exactly. Most people do not <em>like<\/em> logs: they <em>have to<\/em> use them to understand what the agent did, why it went wrong, and what to change so it does better next time. Bench is meant to make that whole process easier on your brain.<\/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>Cograts on the launch. I can see this becoming essential for teams using AI agents regularly, especially when debugging or reviewing 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\/@maali_baali\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maali_baali<\/a> Thank you \ud83d\ude42 Please have a try at it, and share some feedback! Our whole reason for this launch is to learn from all possible use cases and understand how we can make Bench better and more effective!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve tackled similar challenges with code reviews and context sharing, and I love how Bench automates session storage. How do you handle sensitive data in stored sessions to ensure developers aren\u2019t accidentally sharing proprietary code?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Hi there! \ud83d\ude42 <\/p>\n<p>That really is a tough topic, that we will surely iterate on in the future. Right now, we moved in these directions:<\/p>\n<ul>\n<li>\n<p>you own your trace: you are free to delete any tracking code, along with all its related sessions, anytime you deem fit. You can even set expiration dates<\/p>\n<\/li>\n<li>\n<p>we intentionally do not record any tool use OUTPUT, just the inputs, precisely because we want to do this right. And, when we’ll implement this, it will become an opt-in feature for sure<\/p>\n<\/li>\n<li>\n<p>you can define separate tracking codes for different uses: they are configured through simple envfiles, so it’s quite trivial to keep data separated, and e.g. use a disposable tracking code for the activity logs that you may want to eventually delete in the future – or you may even just disable Bench altogether for specific projects if you need to<\/p>\n<\/li>\n<li>\n<p>of course, the sharing functionality is opt-in and completely under your control, so you can share only the sessions that you deem right and stop sharing it whenever you want<\/p>\n<\/li>\n<\/ul>\n<p>It is also worth mentioning that our company, Silverstream, is part of our larger AI Alliance collaboration with CUBE (<a href=\"https:\/\/arxiv.org\/abs\/2603.15798\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/arxiv.org\/abs\/2603.15798<\/a>) and we are in the process of offering an open source version, which will help to completely clear out that doubt if this concerns you too much.<\/p>\n<p>I also encourage you to contact us at <a href=\"mailto:manuel@silverstream.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">manuel@silverstream.ai<\/a> to get further details about the whole process \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love finding Claude Code related products daily on PH. This looks great!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> Thank you so much! \ud83d\ude42 Please do feel free to give Bench a spin and let us know your feedback, we are really eager to find out for new ideas on how to improve it!<\/p>\n<\/p>\n<p>By the way it’s an honor to stumble upon you and your company! I’ve been following you guys for a lot of time, you really have an amazing product that I have been suggesting to my friends for at least the past 10 years! I can only imagine how the competition is getting harsher and harsher, but keep up with the good work! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How granular is the session tracking? Can you trace decisions step-by-step or it is more of a high level overview? <\/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\/@daniel_henry4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_henry4<\/a> We have both! And, personally, that’s what I love about Bench. You can quickly have an overview of what the agent did and which tool it used during the session. Then, you can also open a single step and see what happened in there and what Claude has seen. What are you looking for in your use case?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I’m Omar, Founding Researcher at Silverstream AI.<\/p>\n<p>We originally built Bench as an internal tool to make debugging our own agents less painful, and it’s become something I reach for every day.<\/p>\n<p>My favorite part? The high-level run overview. When an agent run has hundreds of steps, being able to scan the whole thing at a glance and immediately spot where something went wrong is a huge time-saver. From there, I can zoom in all the way down to the model’s reasoning traces at the exact step where things broke, which makes a real difference when you’re trying to understand <em>why<\/em> an agent made a certain decision, not just <em>what<\/em> it did.<\/p>\n<p>As we kept adding features, we realized Bench had become too useful to keep to ourselves, so here we are! \ud83d\ude80<\/p>\n<p>We’re starting with Claude Code, but support for more agents is on the way. Give it a try and let us know what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>Hi everyone! \ud83d\udc4b I\u2019m Giulio, co-founder and COO at Silverstream AI.<\/p>\n<p>It feels like we\u2019re all trying to buy back time these days. There\u2019s always more to do, and never enough hours. That\u2019s why I really think tools like Bench for Claude Code matter.<\/p>\n<p>Agents are getting better fast, which means longer and more complex sessions. Hopefully more reliable too. But even as trust increases, I don\u2019t think we\u2019ll ever fully give up control. We\u2019ll always want the option to see what they\u2019re doing, as long as it doesn\u2019t slow us down.<\/p>\n<p>That\u2019s exactly what we\u2019re building Bench for.<br \/>If you try it out, I\u2019d really appreciate your feedback. It\u2019ll help us shape our product in the right direction.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been thinking about this for a while now. Traditional git style version control is not optimal for the AI coding era. You lose information from your claude code terminal or your AI coding tool of choice. Cool to see this getting productize. Congrats on 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\/@tteer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tteer<\/a> Thank you! \ud83d\ude42 A session link can’t replace PR descriptions completely, but we realized it’s ultra useful to take a peek at the whole conversation that was behind a coding session. We have been collaborating like this, by adding session links in brief PR descriptions, for a while, and can tell it feels like a sensible improvement to our workstyle indeed, not just to dig deeper on reasons for specific coding decisions, but even more naively to learn from how your colleagues write prompts \ud83d\ude42 It’s a really recommended extra addition to any development pipeline!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 looking observability layer to see what’s happening behind the scenes! I think it will surely help teams optimize their processes.<\/p>\n<\/p>\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@anthony_latona\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthony_latona<\/a> Thanks! Indeed, I’ve found Bench incredibly useful to improve my own Claude Code game. Last week Claude started being less… “productive” and taking lots of time to complete trivial tasks on my toy project.<\/p>\n<p>Checking activity in Bench, I spotted the issue: I had given it a wrong file path in the prompt, and with every step, it was searching my whole computer for the file I asked it to change! A trivial context reset and prompt fix speeded it up 10x. Would have never noticed by just scrolling my terminal around for logs!<\/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>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Storing and reviewing sessions sounds like a developer convenience. But what’s actually happening is something more interesting \u2014 you’re creating a layer of reflection between execution and understanding.<\/p>\n<\/p>\n<p>Most tools help you move faster. This one helps you see what you did. That distinction matters more than most people realize, because the gap between building and knowing what you built is where most coordination breaks down.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@julian_francis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julian_francis<\/a> indeed! One of the “weird” use cases for Bench that I’m experimenting with lately, is creating a dedicated tracker for a repository, work on it, and then (after >1 week of repository work) download and synthesize all traces into a complete “methodology” document which helps me reflect on what I did and where I’m at. It helps me with project planning, and seeing obvious design “gaps” in the finished product that my brain couldn’t see while in the development flow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nastassia_k\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nastassia_k<\/a> Thank you \ud83d\ude42 Have you tried Bench yet? What do you think about it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><em>This is useful. I use Claude through Cursor daily and half the time I wish I could go back and review what it actually changed across a session. Being able to store and review sessions would save a lot of second-guessing.<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So basically you can use this to correct your other AI or just Claude … <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/5W3JR3LZO67O6L\" class=\"app-title\">Claude Code Scheduled Tasks <\/a><\/p>\n<div class=\"one-liner\">Schedule recurring tasks locally and in the cloud easily<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">337<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u80fd\u5728\u672c\u5730\u548c\u4e91\u7aef\u8f7b\u677e\u8c03\u5ea6\u3001\u81ea\u52a8\u6267\u884c\u91cd\u590d\u6027\u7f16\u7a0b\u4efb\u52a1\u7684AI\u4ee3\u7406\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u624b\u52a8\u6216\u901a\u8fc7\u590d\u6742\u811a\u672c\uff08\u5982cron\uff09\u7ef4\u62a4\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/887055f1-7ca1-497b-a420-bdc5ab56a5d4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c20e1796-84f5-4fc8-904a-fc8a133b094a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d788129f-788f-48a6-9ed1-2db395365da6.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\/5d67cc5b-0058-4781-8ca0-5267e49c586c.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\/b353e3d1-e7c6-4f05-a358-507316447d95.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/nO4LSg35coA\"><source src=\"https:\/\/youtu.be\/nO4LSg35coA\" 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\">Task Management<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5b9a\u65f6\u4efb\u52a1<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4e0e\u4e91\u7aef\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8c03\u5ea6<\/span><br \/>\n <span class=\"tag\">\u6301\u7eed\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u67b6\u6784<\/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\u5c06AI\u52a9\u624b\u5347\u7ea7\u4e3a\u201c\u81ea\u4e3b\u4ee3\u7406\u201d\u7684\u4ef7\u503c\uff0c\u8d5e\u8d4f\u672c\u5730\/\u4e91\u7aef\u6df7\u5408\u6267\u884c\u7684\u7075\u6d3b\u6027\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u957f\u5468\u671f\u4efb\u52a1\u5982\u4f55\u907f\u514d\u63d0\u793a\u6f02\u79fb\u3001\u4efb\u52a1\u5806\u53e0\u540e\u7684\u53ef\u89c6\u5316\u7ba1\u7406\u3001\u4e0e\u73b0\u6709AI\u534f\u4f5c\u529f\u80fd\u7684\u533a\u522b\u3001\u4e91\u7aef\u8eab\u4efd\u9a8c\u8bc1\u673a\u5236\uff0c\u4ee5\u53ca\u5931\u8d25\u901a\u77e5\u652f\u6301\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Claude Code Scheduled Tasks \u8868\u9762\u4e0a\u662f\u4e00\u4e2a\u589e\u5f3a\u7248\u7684\u201cAI cron\u201d\uff0c\u4f46\u5176\u6df1\u5c42\u4ef7\u503c\u5728\u4e8e\u5bf9AI\u4ee3\u7406\u8303\u5f0f\u7684\u52a1\u5b9e\u63a8\u8fdb\u3002\u5b83\u6ca1\u6709\u8ffd\u9010\u70ab\u9177\u7684\u591a\u667a\u80fd\u4f53\u53d9\u4e8b\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u5165\u4e00\u4e2a\u810f\u6d3b\u7d2f\u6d3b\u573a\u666f\uff1a\u5c06\u4e00\u6b21\u6027\u7684\u3001\u4ea4\u4e92\u5f0f\u7684AI\u7f16\u7801\u5bf9\u8bdd\uff0c\u56fa\u5316\u4e3a\u53ef\u4fe1\u4efb\u7684\u3001\u53ef\u8ba1\u5212\u7684\u5f02\u6b65\u670d\u52a1\u3002\u8fd9\u624d\u662f\u201c\u667a\u80fd\u4f53\u201d\u843d\u5730\u7684\u5173\u952e\u4e00\u6b65\u2014\u2014\u4ece\u201c\u968f\u53eb\u968f\u5230\u7684\u987e\u95ee\u201d\u8f6c\u53d8\u4e3a\u201c\u6309\u65f6\u4ea4\u4ed8\u7684\u96c7\u5458\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u6838\u5fc3\u4f18\u52bf\u5e76\u975e\u6280\u672f\u98a0\u8986\uff0c\u800c\u662f\u4f53\u9a8c\u6574\u5408\u3002\u5b83\u7edf\u4e00\u4e86\u672c\u5730\u4e0e\u4e91\u7aef\u7684\u8c03\u5ea6\u8bed\u6cd5\u548c\u73af\u5883\uff0c\u964d\u4f4e\u4e86\u4ece\u6d4b\u8bd5\u5230\u90e8\u7f72\u7684\u6469\u64e6\u6210\u672c\u3002\u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u7591\u95ee\u6070\u6070\u6307\u5411\u4e86\u5176\u6210\u4e3a\u5173\u952e\u4efb\u52a1\u7cfb\u7edf\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\uff1a\u957f\u671f\u8fd0\u884c\u7684\u7a33\u5b9a\u6027\uff08\u63d0\u793a\u6f02\u79fb\uff09\u3001\u4efb\u52a1\u7f16\u6392\u4e0e\u76d1\u63a7\u80fd\u529b\u3001\u4ee5\u53ca\u4e0e\u4f01\u4e1a\u8eab\u4efd\u7cfb\u7edf\u7684\u96c6\u6210\u3002\u76ee\u524d\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u667a\u80fd\u81ea\u52a8\u5316\u89e6\u53d1\u5668\u201d\uff0c\u79bb\u771f\u6b63\u7684\u201cAI workforce\u201d\u7ba1\u7406\u4f53\u7cfb\u5c1a\u6709\u8ddd\u79bb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u968f\u7740\u4efb\u52a1\u590d\u6742\u5ea6\u548c\u6570\u91cf\u7684\u589e\u957f\uff0c\u7ba1\u7406\u8fd9\u4e9b\u201c\u9ed1\u76d2\u201dAI\u4efb\u52a1\u7684\u8ba4\u77e5\u8d1f\u8377\u53ef\u80fd\u4e0d\u964d\u53cd\u5347\u3002\u4ea7\u54c1\u672a\u6765\u7684\u5206\u6c34\u5cad\u5728\u4e8e\u80fd\u5426\u63d0\u4f9b\u4efb\u52a1\u6267\u884c\u7684\u53ef\u89e3\u91ca\u6027\u3001\u4f9d\u8d56\u5173\u7cfb\u7ba1\u7406\u4ee5\u53ca\u57fa\u4e8e\u7ed3\u679c\u7684\u81ea\u6211\u4f18\u5316\u3002\u5982\u679c\u6b62\u6b65\u4e8e\u4fbf\u6377\u8c03\u5ea6\uff0c\u5b83\u7ec8\u5c06\u53ea\u662f\u4e00\u4e2a\u7279\u8272\u529f\u80fd\uff1b\u82e5\u80fd\u56f4\u7ed5\u201c\u53ef\u4fe1\u81ea\u52a8\u5316\u201d\u6784\u5efa\u8d77\u89c2\u6d4b\u3001\u8bca\u65ad\u3001\u81ea\u6108\u7684\u5b8c\u6574\u95ed\u73af\uff0c\u5b83\u624d\u6709\u673a\u4f1a\u6210\u4e3aAI\u65f6\u4ee3\u7684\u65b0\u578b\u57fa\u7840\u8bbe\u65bd\u5c42\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Claude Code Scheduled Tasks <\/span>\n <\/div>\n<div class=\"comment-content\">Run recurring coding tasks with Claude Code across both your local desktop and \/ or cloud. Set repos, schedules, and prompts once, and let tasks execute automatically wherever they\u2019re set to run (locally or on cloud). Ideal for continuous workflows, automation, and agent-like development.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m excited to hunt this because Claude Code is moving from a tool you open to an agent that actually <em>works for you<\/em> on a schedule.<\/p>\n<\/p>\n<p><strong>What it is:<\/strong> Scheduled Tasks in Claude Code now across both local desktop and remote execution.<\/p>\n<\/p>\n<p><strong>Problem \u2192 Solution:<\/strong> Repetitive coding and ops tasks require manual effort or complex setups (cron, scripts). Now you just write a prompt, set a schedule, and Claude handles it automatically.<\/p>\n<\/p>\n<p><strong>What\u2019s different:<\/strong> It works both on your local machine (while it\u2019s awake) <em>and<\/em> remotely on cloud so tasks can run continuously without you needing to keep things open.<\/p>\n<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>Set repos, prompts, and schedules<\/p>\n<\/li>\n<li>\n<p>Recurring task automation<\/p>\n<\/li>\n<li>\n<p>Runs locally or cloud-based<\/p>\n<\/li>\n<li>\n<p>Access to your code, workflows, and tools<\/p>\n<\/li>\n<\/ul>\n<p><strong>Use cases:<\/strong><\/p>\n<ul>\n<li>\n<p>Automated reports & updates<\/p>\n<\/li>\n<li>\n<p>Log monitoring + PR creation<\/p>\n<\/li>\n<li>\n<p>Research and data collection<\/p>\n<\/li>\n<li>\n<p>File cleanup & workflow automation<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it\u2019s for:<\/strong> Devs, founders, and teams who want agent-like automation without infra overhead.<\/p>\n<\/p>\n<p><strong>To get started<\/strong>: <\/p>\n<p><a href=\"https:\/\/claude.ai\/code\/scheduled\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/claude.ai\/code\/scheduled<\/a> <\/p>\n<p><a href=\"https:\/\/code.claude.com\/docs\/en\/scheduled-tasks\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/code.claude.com\/docs\/en\/scheduled-tasks<\/a> <\/p>\n<p><a href=\"https:\/\/code.claude.com\/docs\/en\/desktop#schedule-recurring-tasks\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/code.claude.com\/docs\/en\/desktop#schedule-recurring-tasks<\/a> <\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Love the local\/cloud flexibility. And congrats. Just a quick q: how do you handle prompt drift or context loss in long-running remote schedules, like for ongoing log monitoring or PR automation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> This is actually super useful \u2014 feels like the missing layer between \u201cAI assistant\u201d and real automation. Love that it runs both locally and in the cloud, makes it way more practical for everyday workflows. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> This is a big shift.<\/p>\n<p>Claude Code is clearly moving from <em>\u201ctool you use\u201d<\/em> \u2192 <em>\u201cagent that works for you\u201d<\/em>.<\/p>\n<p>Scheduled tasks might look simple on the surface, but this is actually:<br \/>\ud83d\udc49 the beginning of <strong>asynchronous AI workflows<\/strong><\/p>\n<p>The real unlock will be when:<\/p>\n<ul>\n<li>\n<p>tasks learn from past executions<\/p>\n<\/li>\n<li>\n<p>agents self-optimize schedules<\/p>\n<\/li>\n<li>\n<p>and multiple tasks coordinate together<\/p>\n<\/li>\n<\/ul>\n<p>At that point, you\u2019re not scheduling tasks\u2026<br \/>you\u2019re managing an <strong>AI workforce<\/strong>.<\/p>\n<p>Curious:<br \/>Do you see this evolving toward <strong>multi-agent orchestration<\/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>I asked Claude himself to give me a summary of the feature :<\/p>\n<p><strong>Recurring Tasks (Cron) in Claude Code:<\/strong><\/p>\n<ul>\n<li>\n<p>Schedule prompts on a recurring interval or as one-shot reminders<\/p>\n<\/li>\n<li>\n<p>Works in both CLI and VS Code<\/p>\n<\/li>\n<li>\n<p><strong>Limits<\/strong>: session-only (nothing persisted to disk), auto-expires after 7 days, only fires when Claude is idle<\/p>\n<\/li>\n<li>\n<p><strong>Use cases<\/strong>: CI polling, one-off reminders, temporary monitoring<\/p>\n<\/li>\n<li>\n<p><strong>Verdict<\/strong>: session convenience tool, not a real scheduler<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Setting up cron jobs for AI tasks was genuinely painful before this. Write a prompt once, set the schedule, and let it run \u2014 locally or in the cloud. This is what “agentic” actually looks like in practice \ud83d\udd25<\/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\/@maxwell_timothy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxwell_timothy<\/a> this is so true! I’m really happy with this feature. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 is useful, especially for recurring workflows. i\u2019ve seen though that once tasks start stacking up, visibility and prioritization become the bigger issue. are you doing anything around that<\/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><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <a href=\"https:\/\/www.producthunt.com\/@brooke_dewitt1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"brooke_dewitt1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brooke_dewitt1<\/a> <a href=\"https:\/\/www.producthunt.com\/@scott_white_sf\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"scott_white_sf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@scott_white_sf<\/a> <br \/>Im keen to understand this. Is this essentially an AI agent that will independently go and complete tasks? <br \/>Im currently on Max plan and have Co-Work enabled. How is scheduled tasks different? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>been wanting this for a while – I’ve got a few repos where I manually kick off the same Claude Code prompts like 3x a week. setting schedules once and forgetting it is exactly how it should work. curious how the cloud piece handles auth – does it need separate Claude API keys per environment or does it pick up from local config somehow?<\/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>Bridging the gap between local cron jobs and cloud environments usually requires maintaining entirely different setup scripts. I would definitely use this to manage my automated database backups so I can test the intervals locally before pushing them directly to production. The unified syntax alone will save developers a lot of unnecessary debugging time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><em>Scheduled recurring tasks is something I didn’t know I needed. I could see this being great for automated code reviews or daily build checks. Does it support notifications when a task fails?<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice one, excited to try it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/E3CLYTI6XHAXVD\" class=\"app-title\">Silicon Friendly<\/a><\/p>\n<div class=\"one-liner\">How Silicon Friendly is your website? (from L0 to L5)<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">290<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Silicon Friendly \u662f\u4e00\u6b3e\u8bc4\u4f30\u7f51\u7ad9\u5bf9AI\u4ee3\u7406\uff08\u5982\u5927\u8bed\u8a00\u6a21\u578b\uff09\u53cb\u597d\u7a0b\u5ea6\u7684\u5de5\u5177\uff0c\u901a\u8fc7L0-L5\u5f00\u653e\u6807\u51c6\u8bc4\u7ea7\u5e76\u751f\u6210\u8be6\u7ec6\u62a5\u544a\uff0c\u5e2e\u52a9\u7f51\u7ad9\u5728AI\u4ee3\u7406\u65e5\u76ca\u9891\u7e41\u6d4f\u89c8\u7f51\u7edc\u7684\u65f6\u4ee3\u786e\u4fdd\u88ab\u53d1\u73b0\u548c\u6b63\u786e\u4ea4\u4e92\uff0c\u89e3\u51b3\u7f51\u7ad9\u56e0\u5bf9\u201c\u7845\u57fa\u8bbf\u5ba2\u201d\u4e0d\u53cb\u597d\u800c\u9762\u4e34\u88ab\u5ffd\u89c6\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\/a4c967ea-60bf-4edb-8d0a-fa041163878a.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\/a581535d-c500-4e01-8b3d-e67740176924.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\/d9bf1030-69fc-446f-9c3b-1ce2f5f56eb4.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\/5c325306-1eb5-4f1d-80a8-79c799a91513.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\/78597059-70be-40e8-9576-64eb693ac769.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\/a2f890e3-c2be-433e-a4af-c212c026cdb7.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">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\">AI\u53cb\u597d\u6027\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u53ef\u4ee3\u7406\u8bbf\u95ee\u6027<\/span><br \/>\n <span class=\"tag\">LLM\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u641c\u7d22\u5f15\u64ce\u65b0\u6807\u51c6<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SEO\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u53ef\u8bbf\u95ee\u6027<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u4f18\u5148\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u6807\u51c6<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u57fa\u7840\u8bbe\u65bd<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u4ea7\u54c1\u6982\u5ff5\u4e0e\u6846\u67b6\uff0c\u8ba4\u4e3a\u5176\u6307\u660e\u4e86\u7f51\u7edc\u9002\u5e94AI\u4ee3\u7406\u7684\u5fc5\u7136\u8d8b\u52bf\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u5efa\u8bae\u5c55\u793a\u5404\u7ea7\u522b\u771f\u5b9e\u6848\u4f8b\u4f7f\u6807\u51c6\u66f4\u5177\u4f53\uff1b\u8be2\u95ee\u5feb\u901f\u63d0\u5347\u8bc4\u7ea7\u7684\u5177\u4f53\u6e05\u5355\uff1b\u5173\u6ce8\u7845\u57fa\u53cb\u597d\u4e0e\u4eba\u7c7b\u7528\u6237\u4f53\u9a8c\u7684\u5e73\u8861\uff1b\u62a5\u544a\u5b9e\u7528\u6027\u5f3a\uff0c\u4f46\u90e8\u5206\u529f\u80fd\uff08\u5982llms.txt\uff09\u5b9e\u9645\u6548\u679c\u5f85\u9a8c\u8bc1\uff1b\u8d5e\u8d4f\u65e0\u9700\u6ce8\u518c\u5373\u53ef\u8bd5\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 Silicon Friendly \u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u5373\u5c06\u7206\u53d1\u7684\u9700\u6c42\u62d0\u70b9\uff1a\u5f53AI\u4ee3\u7406\u4ece\u201c\u5076\u5c14\u7684\u722c\u866b\u201d\u8f6c\u53d8\u4e3a\u201c\u4e3b\u52a8\u7684\u7528\u6237\u201d\u65f6\uff0c\u7f51\u7edc\u57fa\u7840\u8bbe\u65bd\u7684\u9002\u914d\u4e0d\u518d\u662f\u53ef\u9009\u9879\uff0c\u800c\u662f\u751f\u5b58\u5fc5\u9700\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u53c8\u4e00\u4e2a\u8bc4\u5206\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u5efa\u7acb\u4e00\u5957\u65e9\u671f\u7684\u4e8b\u5b9e\u6807\u51c6\uff08L0-L5\uff09\uff0c\u5c06\u6a21\u7cca\u7684\u201cAI\u53ef\u8bfb\u6027\u201d\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u3001\u53ef\u8861\u91cf\u7684\u6280\u672f\u6e05\u5355\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u9ad8\u660e\u4e4b\u5904\u5728\u4e8e\u201c\u6846\u67b6\u8f6c\u6362\u201d\u3002\u5b83\u4e0d\u518d\u7ea0\u7f20\u4e8e\u201cAI\u80fd\u5426\u7a81\u7834\u4eba\u7c7b\u9a8c\u8bc1\u7801\u201d\u7684\u653b\u9632\u6218\uff0c\u800c\u662f\u5c06\u8d23\u4efb\u91cd\u65b0\u5206\u914d\u7ed9\u7f51\u7ad9\u6240\u6709\u8005\uff1a\u4f60\u7684\u6570\u5b57\u9886\u5730\u662f\u5426\u6b22\u8fce\u7845\u57fa\u8bbf\u5ba2\uff1f\u8fd9\u6b65\u68cb\u5c06\u5bf9\u6297\u6027\u53d9\u4e8b\u8f6c\u5316\u4e3a\u5efa\u8bbe\u6027\u53d9\u4e8b\uff0c\u4e3a\u7f51\u7ad9\u63d0\u4f9b\u4e86\u660e\u786e\u7684\u884c\u52a8\u8def\u5f84\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u751f\u6210\u7684\u8be6\u7ec6\u62a5\u544a\u548c\u4f18\u5148\u7ea7\u5efa\u8bae\u786e\u5b9e\u51fb\u4e2d\u4e86\u5f00\u53d1\u8005\u7684\u75db\u70b9\u2014\u2014\u4ece\u4e0d\u77e5\u4ece\u4f55\u4e0b\u624b\uff0c\u5230\u62e5\u6709\u6e05\u6670\u7684\u8def\u7ebf\u56fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u4e0e\u673a\u9047\u5e76\u5b58\u3002\u6311\u6218\u5728\u4e8e\uff0c\u5f53\u524d\u201c\u7845\u57fa\u53cb\u597d\u201d\u7684\u6838\u5fc3\u624b\u6bb5\uff08\u5982llms.txt\u3001\u7ed3\u6784\u5316\u6570\u636e\u3001\u4e13\u7528API\uff09\u4ecd\u5904\u4e8e\u65e9\u671f\u63a2\u7d22\u9636\u6bb5\uff0c\u5176\u6709\u6548\u6027\u548c\u5e7f\u6cdb\u91c7\u7eb3\u5ea6\u6709\u5f85\u9a8c\u8bc1\uff0c\u53ef\u80fd\u6ca6\u4e3a\u4e00\u79cd\u201c\u5408\u89c4\u6027\u6807\u7b7e\u201d\u800c\u975e\u771f\u6b63\u63d0\u5347\u4ee3\u7406\u4ea4\u4e92\u4f53\u9a8c\u7684\u94a5\u5319\u3002\u66f4\u5927\u7684\u673a\u9047\u5728\u4e8e\uff0c\u5982\u679c\u5176\u6807\u51c6\u88ab\u5e7f\u6cdb\u63a5\u53d7\uff0c\u5b83\u53ef\u80fd\u6210\u4e3a\u4e0b\u4e00\u4ee3\u201c\u641c\u7d22\u5f15\u64ce\u4f18\u5316\u201d\u7684\u6838\u5fc3\u2014\u2014\u4ece\u4e3a\u7b97\u6cd5\u4f18\u5316\uff0c\u5230\u4e3a\u4ee3\u7406\u4f18\u5316\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u6280\u672f\u8c03\u6574\uff0c\u66f4\u662f\u4ea7\u54c1\u903b\u8f91\u7684\u91cd\u6784\uff1a\u7f51\u7ad9\u9700\u8981\u601d\u8003\u4f55\u4e3a\u201c\u4ee3\u7406\u7aef\u201d\uff0c\u4ee5\u53ca\u4eba\u7c7b\u4e0e\u4ee3\u7406\u5728\u7528\u6237\u4f53\u9a8c\u4e2d\u7684\u6743\u8d23\u8fb9\u754c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u76ee\u524d\u6210\u529f\u5f15\u53d1\u4e86\u5173\u952e\u8ba8\u8bba\uff0c\u4f46\u80fd\u5426\u4ece\u5148\u950b\u5de5\u5177\u6f14\u53d8\u4e3a\u57fa\u7840\u8bbe\u65bd\uff0c\u53d6\u51b3\u4e8e\u5176\u6807\u51c6\u80fd\u5426\u51dd\u805a\u751f\u6001\u5171\u8bc6\uff0c\u4ee5\u53ca\u5176\u5efa\u8bae\u80fd\u5426\u5e26\u6765\u53ef\u91cf\u5316\u7684\u4ee3\u7406\u4ea4\u4e92\u6210\u529f\u7387\u63d0\u5347\u3002\u5b83\u5356\u7684\u4e0d\u662f\u62a5\u544a\uff0c\u800c\u662f\u901a\u5f80\u672a\u6765\u7f51\u7edc\u7684\u8239\u7968\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\">Silicon Friendly<\/span>\n <\/div>\n<div class=\"comment-content\">Agents surf the internet more than we carbons do. They find interesting things and recommend them to their humans. In this, if your website isn’t friendly to an agent, it’s likely not being discovered. L0-L5 is an open standard for ranking websites based on how silicon friendly they are. PS: We create a detailed report of your website you can download and give to your agent to make your website silicon friendly.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’ve never wanted to visit my bank’s website. I want to know my balance – and their website is the only way to get it.<\/p>\n<p>Someday soon, I’ll just ask my agent to check it for me. But not today – because if the agent messes up, I’m f**ked.<\/p>\n<p>That’s the gap right now. Agents are getting good enough to browse any website. People are building CAPTCHA solvers and humanizers. This is happening whether website owners want it or not.<\/p>\n<p>The question isn’t if agents will browse the web. They will. The question is if the web is ready for them. Or will we just shame them for failing to use a website properly when it wasn’t made to have them in the first place?<\/p>\n<p>We built Silicon Friendly as a internet-wide initiative to answer that question. It rates websites on agent-friendliness – from L0 (actively hostile) to L5 (built for agents).<\/p>\n<p>Because before your agent goes somewhere, it should know what it’s walking into.<\/p>\n<p>> share this with your silicon: siliconfriendly.com\/llms.txt<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@unlikefraction\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@unlikefraction<\/a> This is crazy \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@unlikefraction\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@unlikefraction<\/a> Congrats on the launch. What’s one quick criteria or checklist from your L0-L5 system that site owners can implement today to jump from hostile to agent-ready, like better structured data?<\/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\/@unlikefraction\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@unlikefraction<\/a> That framing hits. It\u2019s less about whether agents <em>can<\/em> browse, and more about whether websites are designed with them in mind. Most clearly aren\u2019t yet.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Nailed the copywriting for the product name \u2013 grabbed the attention as the first thing! \ud83d\ude00 \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> hehe, thanks \ud83d\ude01 big fan of your work, Nika \ud83d\ude0e made my day hearing this from 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>It might help to show real examples of sites at each level. That would make the scoring system more tangible. <\/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\/@christian_onochie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christian_onochie<\/a> added a section (browse by level) where you can see other websites in each levels. <\/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>Tried this via Claude Code ( <em>Evaluate our landing page via <\/em><a href=\"https:\/\/siliconfriendly.com\/llms.txt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><em>siliconfriendly.com\/llms.txt<\/em><\/a><em> <\/em>) and it worked surprisingly well. Feels like a smart framing shift: we\u2019ve spent years making sites human-friendly, and now we need to make them agent-readable too. The report runs inline and I never had to leave the CLI session, very nice. Congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@monzures\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@monzures<\/a> yea! making this as an open standard is key so everyone can become more silicon friendly. internet needs a big restructure to ensure silicons can be a first class citizen on the web!<\/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 ran one of my projects through your analytics and got some interesting insights. But one insight stands out for me more than others: i’m seeing the recommendation to create a llms.txt file. Is there any real evidence that this file actually does anything? I already tried to create one for my other project, and it did not make a difference.<\/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\/@michael_vavilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_vavilov<\/a> by itself its not that useful. your landing page needs to direct agents to go to that, and then your llms.txt could tell them what to do. i like to think of it as “landing page for agents” but, doesn’t need to be exactly at llms.txt, can be anything. like moltbook does \/skill.md<\/p>\n<\/p>\n<p>the point is to have a landing page designed for agents.<\/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>Every time very sad when i should register on services like this(<br \/>give me one try! i just wanna check!) i don’t want register.<\/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\/@smeshny\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@smeshny<\/a> i get it bro! just that a lot wouldn’t work if can’t reach back to you. since only you, the owner, should get a reverification \u2013 need each website to be attached to a person.<\/p>\n<\/p>\n<p>everything i could have done without registering, its open access. hoping you do give it a try \ud83d\ude42<\/p>\n<p>won’t spam… promise<\/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>Quite nice! Btw on what basis have you considered these levels? Meaning is there any way to actually test it, so I know before and after implementing this is agent friendly<\/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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> <a href=\"https:\/\/siliconfriendly.com\/levels\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/siliconfriendly.com\/levels\/<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This sounds innovative and relevant! Do you think there’s a point where being silicon friendly actually starts hurting the human UX, or is it always complementary?<\/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\/@ben_gend\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_gend<\/a> i’ve thought about it long and hard! i dont think UX needs to take a toll. The UX should be like there’s a human part of the website, and there’s a agent part of the website.<\/p>\n<\/p>\n<p>before we have backend and frontend. now \u2013 backend, human end, and agent end. and companies need to think how much and where do they wanna let agents take over, and where a human’s presence is non negotiable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Shubham, that line about shaming agents for failing to use websites that were never built for them in the first place is a good reframe. Was there a specific site where you watched an agent completely fall apart on something simple and thought wait, this isn\u2019t the agent\u2019s fault, this site just wasn\u2019t built for this?<\/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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> yes van! forms. specifically… dynamics forms on airtable and typeform.<\/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>Ran this on my own site and got L1 passed, L2 failed. Didn’t even have a robots.txt set up, so that was a useful wake-up call. The level breakdown makes it really clear what to fix first instead of guessing. Curious if there are plans to show suggestions next to each failed check?<\/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\/@ray_artlas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ray_artlas<\/a> you can download a PDF of the complete report of your website. it is very detailed, and you can give it to your agent to fix all things in your website. hoping to see your become become more silicon friendly \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The idea that agents are becoming just as important an audience as humans is something we don’t think about enough. Really interesting way to frame it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jared_salois\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_salois<\/a> yes, and the worse happens because there will be people who will send their agents to use a website that wasn’t make for them. as we get into more important decisions like payments and bookings, and give them to agents \u2013 we need that agents are not playing blind.<\/p>\n<\/p>\n<p>I dont want my agent to be butt-typing when spending my cash, lol!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Taking it Shubham! Really got the concept and I’ll be trying it soon for many of my projects. Congrats on the launch btw<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Thanks broo! would love to see the L badges on your websites! do share when you launch them \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>ran our main product landing through it and got L2 – robots.txt was there but no llms.txt and structured data was thin. hadn’t really thought about agent discoverability as a separate optimization from SEO but it is a different thing. the L0-L5 framing makes it actionable vs just a vague checklist<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> lovely! looking forward to seeing you enter L3!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just ran my own site through this and honestly the report surprised me. I thought I was doing well with llms.txt and <a href=\"http:\/\/Schema.org\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Schema.org<\/a> structured data but turns out I’m L2 with no public API or agent.json, which I hadn’t even considered. Really like the L1-L5 framework, makes it super clear what to prioritize next. The competitor comparison in the PDF was a nice touch too. 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\/@jarjarmadeit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jarjarmadeit<\/a> ayee, that’s a win! hope to see you when you make your website more silicon friendly! L3 and above gives you a badge you can put for silicons to know they are welcome 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was thinking about this yesterday, how to make my site more agent friendly. Great work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@syedos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syedos<\/a> thanks syed \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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Think of it like a PageSpeed score but for AI agents \u2014 brilliant framing. The L0\u2013L5 standard makes it actionable, not just a vague “be AI-friendly” suggestion. Already curious where most sites land \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxwell_timothy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxwell_timothy<\/a> thanks bro \ud83d\ude42<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5a45920d-e3a0-4fea-ba82-e90adc82f7e8.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>Congrats on the launch! The L0-L5 framework is a smart move, giving it a standard makes it something the industry can rally around, rather than just a one-off tool.<\/p>\n<\/p>\n<p>Curious where most websites are landing right now. Is the average closer to L0, or is there more readiness than expected?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is such a timely concept. As someone building browser-facing tools, I’ve seen firsthand how wildly different websites behave when agents try to interact with them \u2014 some are basically navigable out of the box, others fight you at every step with dynamic rendering, anti-bot walls, and inconsistent DOM structures.<\/p>\n<\/p>\n<p>The L0-L5 framework is a smart way to standardize something that’s been totally ad hoc until now. I’m curious: what are the biggest factors that separate an L3 site from an L5? Is it mostly about structured data and clean markup, or does it go deeper into things like providing machine-readable APIs alongside the UI?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a quietly brilliant framing. “Silicon Friendly” sounds like a developer tool. But what it’s actually measuring is something deeper \u2014 how well your website communicates with systems that think differently than humans.<\/p>\n<\/p>\n<p>We’ve spent decades optimizing for human attention. Now we need to optimize for machine comprehension. And those are fundamentally different design problems.<\/p>\n<\/p>\n<p>The shift isn’t just technical. It’s philosophical. The websites that win the next era won’t just be readable by AI \u2014 they’ll be understood by it. And the gap between “readable” and “understood” is where most of the internet still lives.<\/p>\n<\/p>\n<p>This tool is measuring a layer of readiness most people haven’t thought about yet.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m curious how do you envision this report helping non-technical folks implement the recommendations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/3VJSMS7CEILVTH\" class=\"app-title\">Context.dev<\/a><\/p>\n<div class=\"one-liner\">One API to scrape, enrich, and understand the web.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">215<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Context.dev \u63d0\u4f9b\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684API\uff0c\u4f7f\u5f00\u53d1\u8005\u548cAI\u5e94\u7528\u80fd\u5b9e\u65f6\u83b7\u53d6\u7ed3\u6784\u5316\u7f51\u9875\u6570\u636e\uff0c\u7701\u53bb\u4e86\u81ea\u884c\u642d\u5efa\u548c\u7ef4\u62a4\u8106\u5f31\u722c\u866b\u57fa\u7840\u8bbe\u65bd\u7684\u9ebb\u70e6\uff0c\u89e3\u51b3\u4e86\u591a\u6e90\u6570\u636e\u6293\u53d6\u4e0e\u6574\u5408\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b062d145-e652-4806-850d-3789b5de06e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/08766446-ee68-4d53-bb34-061e31aab810.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4482ebc-7f76-4f56-8cb6-5c3e74b8a9da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eaf24074-da2c-4e8c-9ea2-27671885521b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e87bccd1-0b2f-43e5-8f32-5c1da6f2a9a8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7f51\u9875\u6570\u636eAPI<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u722c\u866b<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6293\u53d6<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4fe1\u606f\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u4e0a\u4e0b\u6587\u5c42<\/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\u6574\u5408\u591a\u79cd\u6293\u53d6\u4e0e\u589e\u5f3a\u5de5\u5177\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u80fd\u8282\u7701\u5927\u91cf\u5f00\u53d1\u65f6\u95f4\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u6280\u672f\u7ec6\u8282\uff1a\u5982\u4f55\u5904\u7406Cloudflare\u7b49\u53cd\u722c\u673a\u5236\u3001\u52a8\u6001JS\u6e32\u67d3\u7ad9\u70b9\u7b49\u8fb9\u7f18\u60c5\u51b5\uff1b\u4ea7\u54c1\u4ece\u201c\u54c1\u724c\u6570\u636e\u201d\u5230\u201c\u7f51\u7edc\u4e0a\u4e0b\u6587\u5c42\u201d\u7684\u6f14\u8fdb\u5177\u4f53\u542b\u4e49\uff1b\u4ee5\u53ca\u6570\u636e\u83b7\u53d6\u540e\u5982\u4f55\u66f4\u597d\u5730\u96c6\u6210\u5230\u5b9e\u9645\u5de5\u4f5c\u6d41\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 Context.dev \u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u505a\u4e00\u4e2a\u201c\u66f4\u597d\u7684\u722c\u866bAPI\u201d\u3002\u5176\u4eceBrand.dev\u7684\u66f4\u540d\uff0c\u6807\u5fd7\u7740\u6218\u7565\u91cd\u5fc3\u4ece\u5782\u76f4\u7684\u201c\u54c1\u724c\u6570\u636e\u63d0\u53d6\u201d\u8f6c\u5411\u4e86\u6a2a\u5411\u7684\u201c\u7f51\u7edc\u4e0a\u4e0b\u6587\u5c42\u201d\u3002\u8fd9\u4e00\u5b9a\u4f4d\u8bd5\u56fe\u62a2\u5360\u7684\u662fAI\u65f6\u4ee3\u4e00\u4e2a\u5173\u952e\u7684\u57fa\u7840\u8bbe\u65bd\u8282\u70b9\uff1a\u4e3aAI\u667a\u80fd\u4f53\u548c\u5e94\u7528\u7a0b\u5e8f\u63d0\u4f9b\u5b9e\u65f6\u3001\u7ed3\u6784\u5316\u3001\u53ef\u7406\u89e3\u7684\u7f51\u7edc\u4fe1\u606f\u8f93\u5165\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u201c\u6807\u51c6\u5316\u201d\u548c\u201c\u62bd\u8c61\u5316\u201d\u3002\u5b83\u58f0\u79f0\u5c06\u5f00\u53d1\u8005\u4ece\u201c\u62fc\u63a5\u722c\u866b\u3001\u589e\u5f3a\u5de5\u5177\u548c\u6570\u636e\u63d0\u4f9b\u5546\u201d\u7684\u7410\u788e\u5de5\u4f5c\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u8fd9\u76f4\u6307\u4e00\u4e2a\u6838\u5fc3\u75db\u70b9\uff1a\u5728AI\u5e94\u7528\u5f00\u53d1\u4e2d\uff0c\u83b7\u53d6\u5e76\u6e05\u6d17\u7f51\u7edc\u6570\u636e\u7684\u6210\u672c\u6781\u9ad8\uff0c\u4e14\u6781\u4e0d\u7a33\u5b9a\u3002\u5b83\u63d0\u4f9b\u7684\u4e0d\u662f\u6570\u636e\u672c\u8eab\uff0c\u800c\u662f\u4e00\u4e2a\u53ef\u9760\u7684\u3001\u7edf\u4e00\u7684\u6570\u636e\u83b7\u53d6\u63a5\u53e3\uff0c\u8bd5\u56fe\u5c06\u7f51\u7edc\u7684\u6df7\u4e71\u65e0\u5e8f\u5c01\u88c5\u6210\u6574\u6d01\u7684API\u54cd\u5e94\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u7684\u7280\u5229\u63d0\u95ee\u4e5f\u63ed\u793a\u4e86\u5176\u9762\u4e34\u7684\u5173\u952e\u6311\u6218\u4e0e\u672a\u6765\u8003\u9a8c\u3002\u9996\u5148\uff0c\u6280\u672f\u53ef\u9760\u6027\u662f\u751f\u547d\u7ebf\u3002\u7528\u6237\u5bf9Cloudflare\u548c\u52a8\u6001JS\u7ad9\u70b9\u7684\u62c5\u5fe7\uff0c\u8bf4\u660e\u4efb\u4f55\u6b64\u7c7b\u670d\u52a1\u7684\u627f\u8bfa\u90fd\u5fc5\u987b\u7ecf\u53d7\u4f4f\u201c\u5bf9\u6297\u6027\u7f51\u7edc\u73af\u5883\u201d\u7684\u68c0\u9a8c\uff0c\u5176\u201c\u5168Chrome\u73af\u5883\u4e0e\u9ad8\u8d28\u91cf\u4ee3\u7406\u201d\u7684\u65b9\u6848\u662f\u6807\u914d\uff0c\u4f46\u6301\u7eed\u7a33\u5b9a\u6027\u624d\u662f\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u4e5f\u662f\u6700\u6df1\u523b\u7684\u8d28\u7591\uff0c\u5728\u4e8e\u5bf9\u201c\u7406\u89e3\u201d\u4e00\u8bcd\u7684\u5b9a\u4e49\u3002\u4ea7\u54c1\u6807\u8bed\u4e2d\u7684\u201cscrape, enrich, and understand\u201d\u5448\u9012\u8fdb\u5173\u7cfb\u3002\u524d\u4e24\u8005\u662f\u6210\u719f\u7684\u6280\u672f\u6d3b\uff0c\u800c\u201cunderstand\u201d\u5219\u662f\u4e00\u4e2a\u6a21\u7cca\u7684\u8ba4\u77e5\u5c42\u627f\u8bfa\u3002\u6b63\u5982\u4e00\u6761\u8bc4\u8bba\u6240\u6307\u51fa\u7684\uff0c\u5927\u591a\u6570\u4ea7\u54c1\u5728\u201c\u589e\u5f3a\u201d\u4e0e\u201c\u7406\u89e3\u201d\u4e4b\u95f4\u6084\u7136\u5931\u8d25\u3002Context.dev\u76ee\u524d\u901a\u8fc7\u63d0\u4f9bMarkdown\u3001HTML\u3001\u54c1\u724c\u5143\u7d20\u7b49\u7ed3\u6784\u5316\u6570\u636e\u6765\u5151\u73b0\u201c\u7406\u89e3\u201d\uff0c\u4f46\u8fd9\u66f4\u591a\u662f\u6570\u636e\u5f62\u5f0f\u7684\u8f6c\u6362\uff0c\u800c\u975e\u8bed\u4e49\u5c42\u9762\u7684\u6d1e\u5bdf\u3002\u5b83\u80fd\u5426\u4ece\u201c\u63d0\u4f9b\u5e72\u51c0\u7684\u6570\u636e\u201d\u6f14\u8fdb\u5230\u201c\u63d0\u4f9b\u53ef\u884c\u52a8\u7684\u6d1e\u5bdf\u201d\uff0c\u5c06\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u662f\u5de5\u5177\u8fd8\u662f\u5e73\u53f0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u540e\uff0c\u5176\u6210\u529f\u5c06\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u751f\u6001\u96c6\u6210\u3002\u5f00\u53d1\u8005\u9700\u8981\u7684\u4e0d\u53ea\u662f\u6570\u636e\uff0c\u800c\u662f\u5982\u4f55\u5c06\u6570\u636e\u65e0\u7f1d\u878d\u5165AI\u667a\u80fd\u4f53\u7684\u51b3\u7b56\u5faa\u73af\u3001\u8425\u9500\u81ea\u52a8\u5316\u7684\u89e6\u8fbe\u6d41\u7a0b\u6216\u5546\u4e1a\u5206\u6790\u6a21\u578b\u3002\u8fd9\u8981\u6c42Context.dev\u4e0d\u4ec5\u63d0\u4f9bSDK\uff0c\u66f4\u9700\u8981\u5728\u5de5\u4f5c\u6d41\u96c6\u6210\u548c\u7528\u4f8b\u6a21\u677f\u4e0a\u6df1\u8015\uff0c\u771f\u6b63\u964d\u4f4e\u4ece\u201c\u6570\u636e\u83b7\u53d6\u201d\u5230\u201c\u4e1a\u52a1\u4ef7\u503c\u201d\u7684\u6700\u540e\u4e00\u516c\u91cc\u8ba4\u77e5\u8d1f\u8377\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u5728\u6b63\u786e\u8d5b\u9053\u4e0a\u7684\u6709\u529b\u9009\u624b\uff0c\u4f46\u5176\u5ba3\u79f0\u7684\u201c\u7406\u89e3\u201d\u7ef4\u5ea6\uff0c\u4ecd\u9700\u7528\u66f4\u9ad8\u7ea7\u7684\u62bd\u8c61\u548c\u66f4\u6df1\u5165\u7684\u96c6\u6210\u6765\u8bc1\u660e\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\">Context.dev<\/span>\n <\/div>\n<div class=\"comment-content\">Context.dev (previously Brand.dev) gives your AI agents and apps real-time access to structured web data, no brittle scraping infrastructure needed. Scrape any URL as clean markdown or HTML, extract brand data (logos, colors, fonts, socials) from any domain, crawl sitemaps, resolve transaction descriptors, and more. Typed SDKs for TypeScript, Python, and Ruby. Trusted by 5,000+ businesses including Mintlify, Daily.dev, Ferndesk.com, and more. Most teams integrate in under 10 minutes.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! Yahia here, founder of Context.dev (formerly Brand.dev).<\/p>\n<p>We’ve been building this API for a while now and the rebrand reflects where the product has grown; from brand data into a full web context layer. One API to scrape, enrich, and understand any website.<\/p>\n<p>The problem we kept seeing: developers waste weeks stitching together scrapers, enrichment tools, and data providers. We wanted one clean API that just works.<\/p>\n<p>Would love your feedback. Happy to answer any questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yahia_bakour3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yahia_bakour3<\/a> Hey, kudos on the launch. Just a quick q: what’s one underrated use case you’ve seen devs apply this API to (beyond basic scraping), like feeding live web context into AI agents or other tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@yahia_bakour3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yahia_bakour3<\/a> This looks super useful \u2014 feels like a clean abstraction over a bunch of messy scraping + enrichment work. \u201cWeb context layer\u201d is a nice way to frame it. Curious how it handles edge cases and dynamic sites in practice<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@yahia_bakour3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yahia_bakour3<\/a> When you call it a “full web context layer,” what specifically changed from brand data to web context, is it scope of data extracted, depth of enrichment, or something architectural 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The best product for getting anything from the internet for your product! Congrats, Yahia!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> you’ve been there since day 1!<\/p>\n<\/p>\n<p>Thank you man<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 \ud83d\ude42 Been building something that scrapes 16 different data sources per domain and the hardest part is always the cascade when one provider fails and you need to fall back without killing latency.<\/p>\n<\/p>\n<p>This looks like it could simplify a lot of that. How do you handle sites behind Cloudflare or heavy JS rendering? That’s where most of my pain 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jarjarmadeit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jarjarmadeit<\/a> Really good question!<\/p>\n<\/p>\n<p>We run full chrome on boxes with fallbacks and a custom patched playwright-similar library with high quality proxies so JS rendering is handled by default and rarely if ever get blocked by cloudflare since the browser fingerprint is quite clean<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 can be a real time saver, i’m a developer and i often end up to writing a different scraper each time. Having a standardized API to extract content from websites is a really interesting solution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alberto_polini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alberto_polini<\/a> Agreed!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Developers waste so much time stitching together scrapers, enrichment tools and retries \u2014 having all of that collapsed into one clean API is a genuine time-saver. Love the rebrand too, “Context” nails what it actually does now \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxwell_timothy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxwell_timothy<\/a> Agreed<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">interesting direction. tools like this usually solve the data collection part well, but teams often struggle with structuring and actually using the data after. curious how you\u2019re thinking about that<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@henry_kojo_owusu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_kojo_owusu<\/a> yup! we offer both raw & structured 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<div class=\"reply-item\">\n<div class=\"reply-content\">@yahia_bakour3 got it. i think where teams usually struggle isn\u2019t just having structured data, but turning it into actual workflows and actions. for example, how it feeds into outreach, tracking, or decision making across a team. curious how you\u2019re thinking about that part<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Scrape, enrich, and understand” \u2014 the first two are infrastructure. The third is where it gets interesting.<\/p>\n<\/p>\n<p>Understanding isn’t just data processing. It’s the layer where raw information becomes something a system can act on with judgment. Most APIs stop at delivery. The ones that matter are the ones that reduce the cognitive load between receiving and deciding.<\/p>\n<\/p>\n<p>Curious how you think about the difference between enrichment and comprehension \u2014 because that gap is where most products quietly fail.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PFTR3GP2A3SIDB\" class=\"app-title\">Edgee Claude Code Compression<\/a><\/p>\n<div class=\"one-liner\">Extend Claude Pro’s limit by 26.2%<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">190<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u667a\u80fd\u538b\u7f29API\u8bf7\u6c42\u4e2d\u7684\u5197\u4f59\u4fe1\u606f\uff0c\u4e3aClaude Code\u7528\u6237\u7a81\u7834\u5b98\u65b9\u4f7f\u7528\u9650\u5236\u3001\u5ef6\u957f\u4f1a\u8bdd\u957f\u5ea6\u5e76\u964d\u4f4e\u6210\u672c\u7684\u4e2d\u95f4\u4ef6\u5de5\u5177\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\/b95aa118-2c4d-42ab-a273-98aa338c02d3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/850c99bf-441c-44f8-b7d3-5ff5537884fd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83b0dc15-01d8-4562-bec8-68bab309b04f.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\/85b18ddd-8082-43f6-a482-d23e1379fb4a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/EQHYskM0nmg\"><source src=\"https:\/\/youtu.be\/EQHYskM0nmg\" 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\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5de5\u5177\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd\u538b\u7f29<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Claude\u751f\u6001<\/span><br \/>\n <span class=\"tag\">API\u4e2d\u95f4\u4ef6<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u4f7f\u7528\u9650\u5236\u548c\u964d\u4f4e\u6210\u672c\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5173\u6ce8\u538b\u7f29\u662f\u5426\u5f71\u54cd\u8f93\u51fa\u8d28\u91cf\u53ca\u4e1a\u52a1\u6a21\u5f0f\u3002\u5efa\u8bae\u589e\u52a0\u538b\u7f29\u8fc7\u7a0b\u53ef\u89c6\u5316\u4ee5\u5efa\u7acb\u4fe1\u4efb\uff0c\u56e2\u961f\u56de\u5e94\u79f0\u4e0d\u5b58\u50a8\u6570\u636e\u5e76\u63d0\u4f9b\u4f01\u4e1a\u7ea7\u670d\u52a1\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 Edgee Claude Code Compression \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u65e5\u76ca\u5c16\u9510\u7684\u75db\u70b9\uff1a\u4e3b\u6d41AI\u670d\u52a1\u5546\u901a\u8fc7\u7528\u91cf\u9650\u5236\u548cAPI\u8ba1\u8d39\u6784\u5efa\u7684\u589e\u957f\u5929\u82b1\u677f\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u751f\u6001\u4f4d\u6d1e\u5bdf\u2014\u2014\u5728\u7528\u6237\u4e0eAI\u5de8\u5934\u7684\u201c\u8ba1\u5212\u5899\u201d\u4e4b\u95f4\uff0c\u5145\u5f53\u4e86\u4e00\u4e2a\u7cbe\u660e\u7684\u201c\u7f13\u51b2\u533a\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u6e05\u6670\u4e14\u8ba8\u5de7\uff1a\u4f5c\u4e3a\u4e2d\u95f4\u5c42\uff0c\u5b83\u901a\u8fc7\u53bb\u91cd\u3001\u7cbe\u7b80\u63d0\u793a\u8bcd\u6765\u201c\u7626\u8eab\u201d\u8bf7\u6c42\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u4fe1\u606f\u65e0\u635f\u538b\u7f29\u4e0e\u6a21\u578b\u7406\u89e3\u4fdd\u771f\u5ea6\u4e4b\u95f4\u8d70\u94a2\u4e1d\u3002\u8fd9\u5e26\u6765\u4e86\u6700\u6838\u5fc3\u7684\u8d28\u7591\uff1a\u538b\u7f29\u662f\u5426\u4f1a silently remove \u5173\u952e\u4e0a\u4e0b\u6587\uff0c\u5bfc\u81f4\u6a21\u578b\u5728\u540e\u7eed\u6b65\u9aa4\u4e2d\u201c\u8bef\u5165\u6b67\u9014\u201d\uff1f\u5f00\u53d1\u56e2\u961f\u867d\u627f\u8bfa\u63d0\u4f9b\u8c03\u8bd5\u89c6\u56fe\uff0c\u4f46\u6b64\u98ce\u9669\u662f\u6b64\u7c7b\u5de5\u5177\u7684\u539f\u7f6a\uff0c\u4fe1\u4efb\u5efa\u7acb\u5c06\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5176\u7b97\u6cd5\u7684\u900f\u660e\u5ea6\u548c\u5b9e\u9645\u6848\u4f8b\u7684\u957f\u671f\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u73a9\u5473\u7684\u662f\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u5b9a\u4f4d\u3002\u5b83\u76ee\u524d\u514d\u8d39\uff0c\u5c06\u81ea\u8eab\u5b9a\u4e49\u4e3a\u5bf9\u6297AI\u63d0\u4f9b\u5546\u5b9a\u4ef7\u7684\u201c\u76df\u53cb\u201d\u3002\u4f46\u957f\u8fdc\u770b\uff0c\u5176\u751f\u5b58\u4f9d\u8d56\u4e8e\u4e0a\u6e38API\u7684\u6301\u7eed\u6536\u8d39\u6216\u9650\u989d\u7b56\u7565\u3002\u5b83\u53ef\u80fd\u6f14\u53d8\u4e3a\u9762\u5411\u4f01\u4e1a\u7684\u3001\u66f4\u590d\u6742\u7684AI\u5de5\u4f5c\u6d41\u4f18\u5316\u4e0e\u6210\u672c\u7ba1\u7406\u5e73\u53f0\uff0c\u6b63\u5982\u56e2\u961f\u56de\u5e16\u6240\u6697\u793a\u3002\u7136\u800c\uff0c\u4f5c\u4e3a\u4e2d\u95f4\u4eba\uff0c\u5b83\u540c\u65f6\u4e5f\u589e\u52a0\u4e86\u7cfb\u7edf\u7684\u590d\u6742\u6027\u548c\u6f5c\u5728\u6545\u969c\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u4e00\u6b3e\u201c\u6548\u7387\u7a0e\u201d\u5de5\u5177\u3002\u5b83\u4e0d\u76f4\u63a5\u521b\u9020AI\u80fd\u529b\uff0c\u800c\u662f\u4f18\u5316AI\u80fd\u529b\u7684\u83b7\u53d6\u6210\u672c\u4e0e\u4f53\u9a8c\u3002\u5728AI\u5e94\u7528\u65e5\u76ca\u666e\u53ca\u3001\u6210\u672c\u4e0e\u7528\u91cf\u77db\u76fe\u51f8\u663e\u7684\u5f53\u4e0b\uff0c\u8fd9\u7c7b\u201c\u4f18\u5316\u5c42\u201d\u5de5\u5177\u7684\u5e02\u573a\u4f1a\u6301\u7eed\u5b58\u5728\uff0c\u4f46\u5176\u62a4\u57ce\u6cb3\u6df1\u6d45\uff0c\u5b8c\u5168\u53d6\u51b3\u4e8e\u5176\u538b\u7f29\u7b97\u6cd5\u7684\u6709\u6548\u6027\u4e0e\u53ef\u9760\u6027\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u7528\u6237\u4fe1\u4efb\u4e0e\u5546\u4e1a\u6269\u5f20\u95f4\u627e\u5230\u5e73\u8861\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Edgee Claude Code Compression<\/span>\n <\/div>\n<div class=\"comment-content\">You’re mid-task. Claude is in flow. Then the plan limit hits and everything stops. You know the feeling \u2014 the session cuts out, the context is gone, and you’re starting over. For heavy Claude Code users, this isn’t an occasional annoyance. It’s a regular ceiling on what you can get done in a day. We built Edgee’s Claude Code Compressor to push that ceiling back.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\u2764\ufe0f Today, we’re launching the <a href=\"https:\/\/www.producthunt.com\/products\/edgee\" target=\"_blank\" rel=\"noopener\">@Edgee<\/a> <strong>Claude Code Compresso<\/strong>r. <br \/>I want to show you what it does with a real-world test scenario, so I recorded this video.<\/p>\n<p>I created two separate Claude Code sessions, each connected to a dedicated plan. Same codebase, same task, same instructions: one side standard Claude Code; the other routed through Edgee with compression enabled.<\/p>\n<p>Left side stops at 21 instructions. Right side reaches 26.5.<\/p>\n<p><strong>+26.5% more session before hitting your plan limit.<\/strong><\/p>\n<p>Here’s how it works: Edgee sits between Claude Code and the Anthropic API. Before each request is sent, it strips redundant context, deduplicates instructions, and sends a leaner prompt. Claude sees less noise. You get more range.<\/p>\n<p>To install: curl -fsSL <a href=\"https:\/\/install.edgee.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/install.edgee.ai<\/a> | bash<\/p>\n<p>Then: edgee launch claude<\/p>\n<\/p>\n<p>That’s it. Free. Takes 30 seconds to set up.<\/p>\n<p>If you’re a Claude Code user who’s hit the plan wall mid-task, this is for you. If you’re running Claude on Anthropic’s API and watching your token bill grow, this is also for you.<\/p>\n<p>We’ve been in beta for a few weeks. Today it’s out for everyone.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>neat product – keep up the great work, <a href=\"https:\/\/www.producthunt.com\/@sachamorard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sachamorard<\/a> and team \ud83d\udc4f\ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@sachamorard does code quality declines??<\/div>\n<div class=\"comment-actions\">\n<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\/@sachamorard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sachamorard<\/a> Hey! quick one here. When Edgee strips “redundant context” before sending to the API, how do you guarantee it isn’t silently removing something Claude would have used to avoid a wrong assumption three steps later?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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. <\/p>\n<p>A very clever solution to a black-box problem. I\u2019d be interested in learning more about your business model. Will your service offer a paid plan? That would mitigate the impact of the AI provider\u2019s pricing. Or perhaps you monetize the data, since you act as a middleman, which would make it harder for me to choose a solution like this..<\/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\">@barnabed we do not monetize the data, because we do not store the prompts ! Never, ever !<br \/>\nWe offer other services for enterprises, like a compressor for agentic use cases, multi LLM, edge tools, caching\u2026<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@sachamorard thanks for your answer \ud83d\udc4f\ud83d\udc4f\ud83d\udc4f<\/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>More tokens, fewer plan interruptions \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxwell_timothy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxwell_timothy<\/a> Thanks a lot. Don’t hesitate to try it, it’s 100% free<\/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>Would be great to see a breakdown or visualization of what\u2019s being removed vs kept. That could help build trust in the compression layer.<\/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\">@nikita_jain18 you\u2019re right. When you finish a Claude session with Edgee, you can access to a dashboard that shows the savings. And if you activate the debug mode, you also have access to the detail of what we optimized.<\/div>\n<div class=\"comment-actions\">\n<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>Using Edgee already, really great product.<\/p>\n<p>Super simple idea but actually makes a difference on costs<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@thierry_abalea We are very proud to have your support, especially coming from an entrepreneur like you who is achieving great things.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super useful in this day and age \ud83d\ude42 Thanks Sacha and team !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/MUBA2UBP7TDDG6\" class=\"app-title\">Embedful <\/a><\/p>\n<div class=\"one-liner\">Easy data visualizations. Embed and share anywhere.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">143<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Embedful \u662f\u4e00\u6b3e\u8ba9\u4ea7\u54c1\u56e2\u961f\u80fd\u5feb\u901f\u521b\u5efa\u3001\u5d4c\u5165\u5e76\u5206\u4eab\u4ea4\u4e92\u5f0f\u6570\u636e\u53ef\u89c6\u5316\u7684\u5de5\u5177\uff0c\u5b83\u901a\u8fc7\u8fde\u63a5\u5e38\u89c1\u6570\u636e\u6e90\u548c\u63d0\u4f9b\u7b80\u6613\u7f16\u8f91\u5668\uff0c\u89e3\u51b3\u4e86\u5728\u7528\u6237\u7aef\u5448\u73b0\u5206\u6790\u6570\u636e\u65f6\u9762\u4e34\u7684\u6280\u672f\u95e8\u69db\u9ad8\u3001\u6210\u672c\u6602\u8d35\u548c\u5de5\u7a0b\u590d\u6742\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\/23a71c33-646a-4c60-95ec-2871e1d09783.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3695ebf6-71b5-471f-8602-486a6b9d527c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e489149-02e8-4861-93bf-7048a46e356b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9485aa7c-4d27-438e-8abd-f62215d6d079.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dbb9042b-a46a-4915-886a-3ff1f2f60c4b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/91722359-cc70-42c6-9f85-ebffb06024c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span><br \/>\n <span class=\"tag\">Data Visualization<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5d4c\u5165\u5f0f\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u4eea\u8868\u76d8<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u56fe\u8868<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u5b9a\u5236<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4c\u8868\u683c\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">API\u6570\u636e\u6e90<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u4ee5\u7ec8\u7aef\u7528\u6237\u4f53\u9a8c\u4e3a\u5148\u201d\u7684\u5b9a\u4f4d\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5d4c\u5165\u5c42\u7684\u6743\u9650\u63a7\u5236\u7c92\u5ea6\u4e0d\u8db3\uff08\u5982\u7528\u6237\u7ea7\u6570\u636e\u8fc7\u6ee4\uff09\u3001\u5bf9\u5b9e\u65f6\u6570\u636e\u66f4\u65b0\u7684\u652f\u6301\u7a0b\u5ea6\u3001\u5904\u7406\u5927\u6570\u636e\u96c6\u65f6\u7684\u6027\u80fd\u3001\u5355\u4e2a\u5d4c\u5165\u4ef6\u7684\u5bc6\u7801\u4fdd\u62a4\u529f\u80fd\uff0c\u4ee5\u53ca\u5bf9\u66f4\u591a\u6570\u636e\u6e90\uff08\u5982Firebase\u3001Zapier\uff09\u548c\u8de8\u6e90\u5355\u4e00\u53ef\u89c6\u5316\u7684\u9700\u6c42\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Embedful \u654f\u9510\u5730\u5207\u5165\u4e86\u4e00\u4e2a\u589e\u957f\u4e2d\u7684\u7ec6\u5206\u5e02\u573a\uff1a\u5ba2\u6237\u5bfc\u5411\u578b\u5206\u6790\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u662f\u7cbe\u51c6\u7684\u4ea7\u54c1\u5b9a\u4f4d\u4e0e\u53d6\u820d\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u4e0eTableau\u3001Power BI\u5728\u4e13\u4e1a\u5206\u6790\u9886\u57df\u786c\u78b0\u786c\uff0c\u800c\u662f\u5c06\u201c\u6613\u4e8e\u5d4c\u5165\u548c\u5206\u4eab\u201d\u4f5c\u4e3a\u7b2c\u4e00\u6027\u539f\u5219\uff0c\u4e3b\u52a8\u964d\u4f4e\u4e86\u80fd\u529b\u4e0a\u9650\u4ee5\u6362\u53d6\u6781\u4f4e\u7684\u91c7\u7528\u95e8\u69db\u3002\u8fd9\u770b\u4f3c\u59a5\u534f\uff0c\u5b9e\u5219\u662f\u6293\u4f4f\u4e86\u5927\u91cf\u975e\u6280\u672f\u578b\u4ea7\u54c1\u7ecf\u7406\u7684\u6838\u5fc3\u8bc9\u6c42\u2014\u2014\u5c06\u6570\u636e\u5206\u6790\u4f5c\u4e3a\u4e00\u79cd\u201c\u4ea7\u54c1\u529f\u80fd\u201d\u800c\u975e\u201c\u540e\u53f0\u5de5\u5177\u201d\u5feb\u901f\u4ea4\u4ed8\u7ed9\u6700\u7ec8\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u5b9a\u4f4d\u4e5f\u5e26\u6765\u4e86\u6e05\u6670\u7684\u5c40\u9650\u6027\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u201c\u8f7b\u91cf\u7ea7\u201d\u8bbe\u8ba1\u6b63\u4e0e\u7528\u6237\u9884\u671f\u7684\u201c\u751f\u4ea7\u7ea7\u201d\u9700\u6c42\u4ea7\u751f\u9996\u6b21\u78b0\u649e\u3002\u5bc6\u7801\u4fdd\u62a4\u4ec5\u9650\u4eea\u8868\u76d8\u5c42\u7ea7\u3001\u7f3a\u4e4f\u7528\u6237\u7ea7\u6570\u636e\u6743\u9650\u3001\u6570\u636e\u89c4\u6a21\u53d7\u9650\uff0c\u8fd9\u4e9b\u53cd\u9988\u66b4\u9732\u4e86\u5176\u5728\u4ece\u201c\u6f14\u793a\u53cb\u597d\u201d\u8fc8\u5411\u201c\u4e1a\u52a1\u5c31\u7eea\u201d\u8fc7\u7a0b\u4e2d\u7684\u5173\u952e\u77ed\u677f\u3002\u6570\u636e\u5b89\u5168\u4e0e\u6743\u9650\u4f53\u7cfb\u5e76\u975e\u9526\u4e0a\u6dfb\u82b1\uff0c\u800c\u662f\u4f01\u4e1a\u7ea7\u5e94\u7528\u7684\u57fa\u77f3\u3002\u521b\u59cb\u4eba\u56de\u590d\u4e2d\u201c\u5728\u8def\u7ebf\u56fe\u4e0a\u201d\u7684\u63aa\u8f9e\uff0c\u8868\u660e\u56e2\u961f\u5df2\u610f\u8bc6\u5230\u8fd9\u70b9\uff0c\u4f46\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u7684\u590d\u6742\u5ea6\u5c06\u8fdc\u8d85\u6784\u5efa\u53ef\u89c6\u5316\u7f16\u8f91\u5668\u672c\u8eab\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u6f5c\u5728\u98ce\u9669\u5728\u4e8e\u5176\u201c\u8fde\u63a5\u5668\u201d\u751f\u6001\u3002\u5f53\u524d\u91cd\u5ea6\u4f9d\u8d56\u7535\u5b50\u8868\u683c\u4f5c\u4e3a\u6570\u636e\u4e2d\u4ecb\uff0c\u867d\u964d\u4f4e\u4e86\u521d\u671f\u4f7f\u7528\u96be\u5ea6\uff0c\u4f46\u4e5f\u53ef\u80fd\u5c06\u81ea\u8eab\u7f6e\u4e8e\u6570\u636e\u7ba1\u9053\u7684\u4e2d\u4e0b\u6e38\u3002\u5f53\u7528\u6237\u9700\u6c42\u4ece\u201c\u53ef\u89c6\u5316\u5c55\u793a\u201d\u6df1\u5316\u4e3a\u201c\u5b9e\u65f6\u3001\u81ea\u52a8\u5316\u7684\u6570\u636e\u4ea7\u54c1\u201d\u65f6\uff0cEmbedful \u9700\u8981\u66f4\u5f3a\u5927\u7684\u539f\u751f\u6570\u636e\u63a5\u5165\u4e0e\u5904\u7406\u80fd\u529b\uff0c\u5426\u5219\u6781\u6613\u88ab\u66f4\u5b8c\u6574\u7684\u5e73\u53f0\u6216\u5185\u90e8\u81ea\u5efa\u65b9\u6848\u6240\u66ff\u4ee3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cEmbedful \u662f\u4e00\u6b3e\u51fa\u8272\u7684\u5e02\u573a\u63a2\u9488\u4ea7\u54c1\uff0c\u5b83\u9a8c\u8bc1\u4e86\u5ba2\u6237\u5d4c\u5165\u5f0f\u5206\u6790\u9700\u6c42\u7684\u5e7f\u6cdb\u5b58\u5728\u3002\u4f46\u5176\u957f\u671f\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u56e2\u961f\u80fd\u5426\u5728\u4fdd\u6301\u201c\u7b80\u5355\u201d\u7075\u9b42\u7684\u540c\u65f6\uff0c\u6709\u8282\u594f\u5730\u6784\u7b51\u8d77\u6ee1\u8db3\u4f01\u4e1a\u7ea7\u5ba2\u6237\u6240\u9700\u7684\u6df1\u5ea6\u3001\u5b89\u5168\u6027\u4e0e\u6269\u5c55\u6027\uff0c\u5b8c\u6210\u4ece\u201c\u597d\u7528\u7684\u5c0f\u5de5\u5177\u201d\u5230\u201c\u5173\u952e\u4e1a\u52a1\u7ec4\u4ef6\u201d\u7684\u8270\u96be\u8dc3\u8fc1\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\">Embedful <\/span>\n <\/div>\n<div class=\"comment-content\">Embedful turns analytics into a feature your customers can see and interact with. Build charts, tables, counters, and dashboards in minutes using Google Analytics, Google Sheets, Excel, CSV files or APIs, and share them instantly. Visualizations are interactive by default, and branding can be tailored with your logo and theme colors. They can then be embedded or shared anywhere, making analytics simple and engaging for every user.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Product Hunt \ud83d\udc4b I’m Fernan, the founder of Embedful.<\/p>\n<\/p>\n<p>We created Embedful to solve a common problem product teams face when trying to show analytics to their users. Most existing tools either have a steep learning curve, are too specialized for analysts or developers, are expensive, or require significant engineering work just to embed a chart, table, or dashboard.<\/p>\n<p>Embedful makes customer-facing analytics simple and easy. You can create beautiful, interactive charts, tables, counters, and dashboards in minutes using Google Analytics, Google Sheets, Excel, CSV files and APIs. Everything is fully embeddable and shareable. Even non-technical users can visualize data with a few clicks and customize dashboard layouts with drag-and-drop simplicity.<\/p>\n<p>We built Embedful to be fast, flexible, and product-ready from day one. I’m excited to share it with the Product Hunt community and would love your honest feedback.<\/p>\n<\/p>\n<p>I will be here to answer any questions! Thank you in advance!<\/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\/@fernan_de_dios\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fernan_de_dios<\/a> Congratulations on the launch. What’s one underrated integration you’ve seen drive the most value for non-technical PMs embedding analytics, and how does Embedful make it dead simple?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@fernan_de_dios\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fernan_de_dios<\/a> When a non-technical user embeds a live dashboard connected to Google Analytics or an API, what prevents them from accidentally exposing sensitive data to end users who shouldn’t have access to it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most analytics tools are built for internal teams. This feels like it\u2019s designed for the end-user experience first, which is a big shift. <\/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\/@maklyen_may\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maklyen_may<\/a> Yes, that\u2019s exactly the point we\u2019re going for! More digital products like e-stores, SaaS tools, and client portals now need customer-facing analytics, not just internal dashboards. The end user expects to see data that is clear, accessible, and actually useful to them.<\/p>\n<\/p>\n<p>At the same time, embedded analytics are meant to be shared across stakeholders, whether that is clients, partners, or internal teams. But today, teams often end up resorting to sharing analytics credentials or, worse, sending manual screenshots just to communicate insights.<\/p>\n<\/p>\n<p>We built Embedful to remove that friction and make sharing analytics feel native, simple, and presentable out of the box.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How flexible is the embedding layer? Can teams control permissions, user-level data visibility, or dynamic filtering per user? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_sleeman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_sleeman<\/a> Great question. Right now, the embedding layer is intentionally pretty lightweight and flexible.<\/p>\n<p>At the moment, fine-grained controls like user-level permissions, data visibility, or per-user dynamic filtering are not built into individual embeds yet. Embeds are designed to be easy to share and drop into tools like Notion or websites without much setup.<\/p>\n<\/p>\n<p>For access control, dashboards currently support password protection, which is where most teams handle gated sharing today. For individual embed elements, we do not have password protection yet, but it is something we are considering adding if there is strong demand.<\/p>\n<\/p>\n<p>The focus so far has been simplicity and speed, but more advanced controls are definitely on the radar as more teams start using embeds in production environments.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The embedded analytics angle is smart; most tools make you send users somewhere else to see their data when it should just live inside the product.<\/p>\n<\/p>\n<p>With CoreSight, we generate a lot of structured financial output, and the question of how to make it visually digestible without a heavy engineering lift is something we think about. Does Embedful handle data that updates in real time, or is it more suited to static snapshots?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andreitudor14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andreitudor14<\/a> Thanks, really appreciate the question! Right now, Embedful supports both manual refresh and scheduled automatic updates. You can either trigger a refresh yourself on the platform or set an automatic interval (as frequent as every 15 minutes) so your embedded analytics stay up to date.<\/p>\n<\/p>\n<p>That way, your visuals can behave more like near real-time dashboards when needed, while still staying lightweight and easy to manage.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 branding customization is a nice touch too; nothing feels worse than sharing insights that lack a cohesive look. Curious, how do you handle performance when embedding large datasets?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Thanks, happy to hear that! Great question. Right now, we keep things performant by keeping datasets to around 500\u20131,000 rows per source. This tends to be the sweet spot for both visual clarity and performance, making sure charts stay fast, responsive, and easy to understand.<\/p>\n<\/p>\n<p>The goal is to avoid clutter while still giving enough data to be meaningful. If there is growing demand for larger datasets, it is definitely something we can explore and optimize for over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! We’ve been looking for a way to share clean dashboards with investors and partners without giving them access to our internal tools. Does the data refresh in real-time when the source sheet updates, or is there a delay? And can you password-protect individual embeds, not just full dashboards?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ben_gend\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_gend<\/a> Thanks, really appreciate it and great use case. For updates, you can either manually refresh on the Embedful platform or set a regular automatic interval. Once refreshed, your embeds update everywhere they are placed, so investors and partners always see the latest version without extra work.<\/p>\n<\/p>\n<p>And yes, password-protecting individual embeds is a pretty popular request. Right now, protection is at the dashboard level, but this is something we will definitely bump up on the roadmap based on feedback like this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it also allow for creation of a custom dashboard from the shard files or must we edit the sheet columns first before sharing the files?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shemojs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shemojs<\/a> Thanks, great question! If I\u2019m understanding correctly, yes, you can create custom dashboards in Embedful. You\u2019re not limited to a single sheet structure or forced to pre-format everything.<\/p>\n<\/p>\n<p>You can mix and match visualizations from different spreadsheets within the same dashboard, and arrange them however you want. So you don\u2019t need to strictly edit or standardize columns beforehand unless it helps with your own organization.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I’ve been living in Notion and Google Sheets and knowing I can pull both into one embeddable dashboard is huge! Can you connect multiple data sources to a single visualization? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aya_vlasoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aya_vlasoff<\/a> Thanks, really appreciate that! Great question too. Right now, you can bring different data sources together within a single dashboard and visualize them side by side, but combining multiple sources into a single visualization is not supported yet.<\/p>\n<\/p>\n<p>That said, it is a great idea and definitely something we can explore as we continue building!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 tool guys. Does it support Firebase or Firestore as a data source, or only the listed integrations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@denious\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denious<\/a> Thanks! Right now, Firebase and Firestore are not supported yet as direct data sources. We currently focus on spreadsheet-based inputs like Google Sheets and Excel, as well as APIs that return CSV or other spreadsheet-friendly formats.<\/p>\n<\/p>\n<p>That said, Firebase\/Firestore support is definitely on our roadmap, along with other integrations we\u2019re actively exploring based on demand.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like this idea. Being able to update data using just a connected Google sheet is a great time saver. Any way to integrate with zapier?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joe_worrall\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joe_worrall<\/a> Thanks! Not yet, but Zapier is on our roadmap along with more integrations with other platforms.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/O2LRZOL3W7HM6O\" class=\"app-title\">Ginger<\/a><\/p>\n<div class=\"one-liner\">Practice interviews out loud with realistic AI follow-ups<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">39<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ginger\u662f\u4e00\u6b3eAI\u6a21\u62df\u9762\u8bd5\u5e94\u7528\uff0c\u901a\u8fc7\u8ba9\u6c42\u804c\u8005\u5927\u58f0\u8fdb\u884c\u89d2\u8272\u5b9a\u5236\u7684\u6a21\u62df\u9762\u8bd5\uff0c\u63d0\u51fa\u52a8\u6001\u8ffd\u95ee\uff0c\u6a21\u62df\u771f\u5b9e\u9762\u8bd5\u538b\u529b\u5e76\u63d0\u4f9b\u5373\u65f6\u53cd\u9988\uff0c\u89e3\u51b3\u4e86\u6c42\u804c\u8005\u5728\u4f20\u7edf\u9762\u8bd5\u51c6\u5907\u4e2d\u7f3a\u4e4f\u771f\u5b9e\u4e92\u52a8\u548c\u6709\u6548\u53cd\u9988\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\/26997ed3-f8f0-4f1e-957d-98d76bd411c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/54261945-eb4f-4f94-9edc-f3fadf881f29.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98aee5c3-cbd4-4948-b4c5-59150f7b2840.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2721c23f-2393-4fec-9d00-657599d071c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/181860d4-0cc5-4023-8d42-b927656fa5b1.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\/1f2a44b6-aea1-4add-9c3e-bbe0ea25b9ed.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\">Hiring<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Career<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6a21\u62df\u9762\u8bd5<\/span><br \/>\n <span class=\"tag\">\u6c42\u804c\u51c6\u5907<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u9762\u8bd5\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u81ea\u9002\u5e94\u8ffd\u95ee<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u9762\u8bd5<\/span><br \/>\n <span class=\"tag\">\u53e3\u8bed\u7ec3\u4e60<\/span><br \/>\n <span class=\"tag\">\u804c\u4e1a\u53d1\u5c55<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd\u8f85\u5bfc<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u5b66\u4e60<\/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\u5927\u58f0\u7ec3\u4e60\u201d\u548c\u201c\u52a8\u6001\u8ffd\u95ee\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u8fd9\u80fd\u66b4\u9732\u771f\u5b9e\u5f31\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u8ffd\u95ee\u7684\u9886\u57df\u6df1\u5ea6\uff08\u5982\u6280\u672f\u9762\u8bd5\uff09\u3001\u6570\u636e\u9690\u79c1\u5b89\u5168\u3001\u96be\u5ea6\u81ea\u9002\u5e94\u673a\u5236\u7684\u5177\u4f53\u5b9e\u73b0\uff0c\u4ee5\u53ca\u5411\u521b\u59cb\u4eba\u8def\u6f14\u7b49\u573a\u666f\u6269\u5c55\u7684\u53ef\u80fd\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 Ginger\u5207\u5165\u4e86\u4e00\u4e2a\u62e5\u6324\u4f46\u666e\u904d\u80a4\u6d45\u7684\u8d5b\u9053\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u6e90\u4e8eAI\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u9762\u8bd5\u51c6\u5907\u201d\u672c\u8d28\u7684\u7280\u5229\u6d1e\u5bdf\u2014\u2014\u5b83\u6311\u6218\u4e86\u5c06\u9762\u8bd5\u7b80\u5316\u4e3a\u9898\u5e93\u80cc\u8bf5\u7684\u884c\u4e1a\u73b0\u72b6\u3002\u4ea7\u54c1\u7684\u771f\u6b63\u950b\u8292\u5728\u4e8e\u201c\u52a8\u6001\u8ffd\u95ee\u201d\u548c\u201c\u5927\u58f0\u56de\u7b54\u201d\u8fd9\u4e24\u4e2a\u53cd\u6377\u5f84\u8bbe\u8ba1\u3002\u524d\u8005\u8bd5\u56fe\u7528\u7b97\u6cd5\u6a21\u62df\u4eba\u7c7b\u9762\u8bd5\u5b98\u7684\u4e34\u573a\u538b\u529b\u4e0e\u6df1\u5ea6\u63a2\u8be2\uff0c\u5c06\u51c6\u5907\u91cd\u5fc3\u4ece\u201c\u8bb0\u5fc6\u6807\u51c6\u7b54\u6848\u201d\u626d\u8f6c\u4e3a\u201c\u8bad\u7ec3\u5373\u65f6\u601d\u8003\u4e0e\u7ed3\u6784\u5316\u8868\u8fbe\u80fd\u529b\u201d\uff1b\u540e\u8005\u5219\u7c97\u66b4\u5730\u63ed\u5f00\u4e86\u5185\u5728\u601d\u8003\u4e0e\u5916\u5728\u8868\u8fbe\u4e4b\u95f4\u7684\u6b8b\u9177\u843d\u5dee\uff0c\u8fd9\u6b63\u662f\u591a\u6570\u6c42\u804c\u8005\u81ea\u6211\u611f\u89c9\u826f\u597d\u5374\u9891\u9891\u5931\u8d25\u7684\u9690\u79d8\u75c7\u7ed3\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\u6280\u672f\u5c42\u9762\uff0c\u201c\u81ea\u9002\u5e94\u8ffd\u95ee\u201d\u7684\u6df1\u5ea6\u4e0e\u903c\u771f\u5ea6\u662f\u751f\u547d\u7ebf\u3002\u5f53\u524dAI\u80fd\u5426\u771f\u6b63\u7406\u89e3\u4e13\u4e1a\u9886\u57df\u7684\u56de\u7b54\u903b\u8f91\u5e76\u8fdb\u884c\u6709\u610f\u4e49\u7684\u6df1\u5ea6\u8ffd\u95ee\uff0c\u800c\u975e\u505c\u7559\u5728\u8bed\u4e49\u5173\u8054\u7684\u5c42\u9762\uff0c\u8fd9\u5b58\u7591\u3002\u7528\u6237\u5173\u4e8e\u6280\u672f\u9762\u8bd5\u548c\u6848\u4f8b\u9762\u8bd5\u7684\u8ffd\u95ee\u5373\u662f\u5bf9\u6b64\u7684\u62c5\u5fe7\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u6a21\u5f0f\u4e0e\u4f26\u7406\u7684\u5e73\u8861\u3002\u5904\u7406\u9ad8\u5ea6\u654f\u611f\u7684\u6c42\u804c\u8005\u97f3\u9891\u4e0e\u804c\u4e1a\u4fe1\u606f\uff0c\u4ec5\u627f\u8bfa\u201c\u5b58\u50a860\u5929\u201d\u548c\u201c\u6570\u636e\u4e0d\u5171\u4eab\u201d\u5728\u5f53\u4eca\u73af\u5883\u4e0b\u663e\u5f97\u8584\u5f31\uff0c\u9700\u8981\u6784\u5efa\u66f4\u900f\u660e\u548c\u575a\u56fa\u7684\u6570\u636e\u6cbb\u7406\u6846\u67b6\u3002\u6700\u540e\uff0c\u5176\u201c\u53cd\u5957\u8def\u201d\u7684\u54f2\u5b66\u65e2\u662f\u5356\u70b9\u4e5f\u53ef\u80fd\u662f\u589e\u957f\u74f6\u9888\u3002\u5b83\u670d\u52a1\u4e8e\u771f\u6b63\u5e0c\u671b\u63d0\u5347\u80fd\u529b\u7684\u201c\u82e6\u7ec3\u8005\u201d\uff0c\u800c\u975e\u5bfb\u6c42\u901f\u6210\u7684\u201c\u6295\u673a\u8005\u201d\uff0c\u8fd9\u6216\u8bb8\u4f1a\u9650\u5236\u5176\u7528\u6237\u57fa\u6570\uff0c\u4f46\u4e5f\u53ef\u80fd\u56e0\u6b64\u6784\u5efa\u66f4\u9ad8\u7684\u7528\u6237\u5fe0\u8bda\u5ea6\u548c\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cGinger\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u53c8\u662f\u4e00\u4e2a\u201cAI\u6559\u5e08\u201d\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u4e00\u4e2a\u201cAI\u538b\u529b\u6d4b\u8bd5\u5668\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u9a8c\u8bc1\u5728\u6c42\u804c\u57f9\u8bad\u9886\u57df\uff0c\u201c\u63d0\u5347\u771f\u5b9e\u80fd\u529b\u201d\u7684\u4ea7\u54c1\u80fd\u5426\u6218\u80dc\u201c\u63d0\u4f9b\u5e94\u8bd5\u6280\u5de7\u201d\u7684\u4ea7\u54c1\uff0c\u8fd9\u6bd4\u5176\u6280\u672f\u5b9e\u73b0\u66f4\u503c\u5f97\u5173\u6ce8\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\">Ginger<\/span>\n <\/div>\n<div class=\"comment-content\">Ginger helps job seekers practice interviews out loud through realistic AI mock interviews tailored to their role. It asks dynamic follow-up questions, simulates real interview pressure, and gives instant feedback on answer quality, clarity, weak spots, and where to improve before the real interview.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! We built Ginger because interview prep is in a weird place right now. There\u2019s more AI, more pressure, and way too many shortcuts that help people \u201cget through\u201d interviews without actually getting better. We wanted to build the opposite of that.<\/p>\n<p>Ginger is for real practice. You speak through a mock interview out loud, get pushed with realistic follow-up questions, and then get clear feedback on where your answers are strong, vague, or missing depth. The goal isn\u2019t to feed you perfect lines \u2014 it\u2019s to help you think better, communicate better, and perform better in the real interview.<\/p>\n<p>If you\u2019re someone who interviews a lot, hires a lot, or has strong opinions on what makes interview prep actually useful, we\u2019d love your feedback.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Congratulations on the launch \u263a\ufe0f\u2728<\/p>\n<p>Super excited for you and everything this is going to grow into! Wishing you tons of success, great momentum, and all the amazing things ahead. Can\u2019t wait to see where this journey takes 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>Congratulations on the launch! Very nice idea; will try this out. <\/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\/@lince_mathew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lince_mathew<\/a> thanks lince! 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lince_mathew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lince_mathew<\/a> Thanks! Let me know what you think \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>The “out loud” part is what separates this from every other interview prep tool. Reading your answers in your head feels fine. Saying them out loud is where you realize they fall apart.<\/p>\n<p>The dynamic follow-up questions are the real value \u2014 scripted Q&A practice gives you false confidence because real interviewers never follow the script. Someone who can handle unexpected follow-ups is genuinely better prepared.<\/p>\n<p>Curious whether it adjusts difficulty based on how well you’re answering \u2014 like if someone nails the first few questions, does it push harder or stay consistent throughout?<\/p>\n<p>Congrats on the launch, this is one of those tools that could genuinely change outcomes for people.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pierrekr7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pierrekr7<\/a> <\/p>\n<p>Thank you, really appreciate that.<\/p>\n<\/p>\n<p>And yes, that\u2019s exactly the idea \u2014 the interview should feel dynamic, not like a fixed script.<\/p>\n<\/p>\n<p>It does adapt based on how the candidate is answering. If someone is doing well, it can push deeper with more challenging follow-ups, more specificity, or tighter probing around their examples. If they\u2019re struggling, it can stay on the thread a bit more to understand whether the issue is clarity, depth, or actual experience.<\/p>\n<\/p>\n<p>That adaptive flow is a big part of what makes the practice feel more real and, hopefully, more useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the product and the launch! This is super useful, especially considering the number of layoffs from the last couple of months. <\/p>\n<p>Does it only tackle questions related to the job description, or does it also help you prep for the other parts of the interview (questions that are more related to your work vibes, style, preferences, or other complementary questions that come up besides the ones related to the job specs)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ruxandra_mazilu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruxandra_mazilu<\/a> <\/p>\n<\/p>\n<p>thank you!<\/p>\n<p>It digs deeper into both technical and behavioral questions, so it\u2019s not limited to just the job description. That also includes areas like work style, communication, collaboration, and other traits or skills that matter for actually doing the job well.<\/p>\n<p>The goal is to make it feel closer to a real interview, where you\u2019re being assessed not just on match to the role, but also on how you think, communicate, and work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The follow-up questions are what make this genuinely useful; most interview prep tools let you get away with vague answers because they never push back.<\/p>\n<\/p>\n<p>Curious how it handles role-specific depth, like technical or case interview formats, where the follow-ups need domain knowledge to be realistic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@andreitudor14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andreitudor14<\/a> yeah, great question.<\/p>\n<p>I think this is one of the main advantages of an AI screener. It uses the uploaded job description and candidate resume to understand the relevant context and tailor the interview accordingly.<\/p>\n<p>It then probes deeper with follow-up questions that are specific to the role, so the interview feels much closer to a real screening environment.<\/p>\n<p>For example, for an Amazon SDE behavioral interview, it can dig deeper into examples to assess how the candidate demonstrates Amazon\u2019s 14 Leadership Principles.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats for the launch. I think most AI interview tools optimize for sounding good rather than actually being good.<\/p>\n<p>One question: where does the audio and transcript data live? When someone is practicing answers about their weaknesses or salary expectations, that’s pretty sensitive stuff. Is it processed locally or sent to a cloud API?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@krisba95 thanks Christian! Good question<br \/>\nWe do not ask questions like salary expectations during the interview yet and we store the data for 60 days on a cloud. It\u2019s not shared with anyone. We also redact sensitive information before feeding it into any model for processing.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the follow-up questions are the hard part to get right – most interview prep tools just give you a static answer rating but real interviews are adversarial. the dynamic follow-up is what makes you actually think on your feet. does it adjust difficulty based on how you answer or is it the same question tree regardless?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a>It adapts based on both what you say and how you say it. If your initial answer is deep and well thought out, it asks fewer follow-ups \u2014 if it\u2019s shallow, it digs deeper. It is meant to challenge 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>The point about tools that help people “get through” interviews without actually getting better is a meaningful distinction – that’s the core problem with a lot of AI interview prep out there. Practicing out loud is the most neglected part of real prep since most people rehearse in their heads and never hear where their answers actually fall apart. @shraddha_sunil have you noticed particular types of follow-up questions that candidates tend to struggle with most when they’re practicing out loud?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@marcelo_farr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Marcelo Farr<\/strong><\/a><\/p>\n<p>100%. The hardest follow-ups are the ones that break the script:<br \/>\u201cWhy that approach?\u201d<br \/>\u201cWhat would fail?\u201d<br \/>\u201cWhat would you do differently?\u201d<\/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>Sounds nice!<br \/>Love that you focus on getting better rather than memorizing scripts. Have you thought about expanding beyond job interviews? Like pitch practice for founders or networking conversations? Feels like the same muscle.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yotam_dahan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yotam_dahan<\/a> Have certainly thought about it. Is that something that you’d find useful? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone who interviews people fairly often, the gap between someone who memorized answers and someone who actually thinks well under pressure is immediately obvious. Curious what patterns you noticed in the feedback that surprised you most during testing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jared_salois\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_salois<\/a> <\/p>\n<p>People think they\u2019re being clear, but out loud they\u2019re much more vague than they realize.<\/p>\n<p>The detailed evaluation at the end helps break that down \u2014 what was missing, how to structure it better (STAR, etc.), and where the answer didn\u2019t land.<\/p>\n<p>Overall feedback has been that it makes people much more aware of how they actually come across, not just what they <em>think<\/em> they\u2019re saying.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RJ4V4U2LFZJT5V\" class=\"app-title\">ClearWork App<\/a><\/p>\n<div class=\"one-liner\">Clear Vision. Clear Work. AI Powered Project Management.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">34<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411\u79d1\u6280\u548c\u8bbe\u8ba1\u673a\u6784\u7684AI\u9a71\u52a8\u9879\u76ee\u7ba1\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u4e3a\u6bcf\u4e2a\u5ba2\u6237\u63d0\u4f9b\u72ec\u7acb\u5de5\u4f5c\u533a\uff0c\u96c6\u4e2d\u7ba1\u7406\u9700\u6c42\u3001\u53cd\u9988\u3001\u5ba1\u6279\u548c\u652f\u4ed8\uff0c\u89e3\u51b3\u4e86\u591a\u5ba2\u6237\u9879\u76ee\u7ba1\u7406\u4e2d\u6c9f\u901a\u5206\u6563\u3001\u9700\u6c42\u8513\u5ef6\u548c\u8fdb\u5ea6\u4e0d\u900f\u660e\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7c3ed265-7f7a-458f-aceb-dc4215f2a36b.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Task Management<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u79d1\u6280\u673a\u6784<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5de5\u4f5c\u5ba4<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8303\u56f4\u8513\u5ef6\u9884\u8b66<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u533a<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">B\u7aef\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u89e3\u51b3\u7684\u771f\u5b9e\u75db\u70b9\uff0c\u5e76\u5173\u6ce8\u96c6\u6210\u80fd\u529b\uff08\u5982Slack\u3001Figma\uff09\u3001\u5ba2\u6237\u91c7\u7528\u963b\u529b\u3001\u5177\u4f53\u529f\u80fd\u7ec6\u8282\uff08\u5982\u53cd\u9988\u6536\u96c6\u3001\u5ba1\u6279\u6d41\u7a0b\uff09\u4ee5\u53ca\u5982\u4f55\u5438\u5f15\u4f4e\u9891\u5ba2\u6237\u6301\u7eed\u53c2\u4e0e\u5e73\u53f0\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ClearWork\u7784\u51c6\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u68d8\u624b\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u4e2d\u5c0f\u578b\u79d1\u6280\u4e0e\u8bbe\u8ba1\u673a\u6784\u3002\u5176\u5ba3\u79f0\u7684\u201cAI\u9a71\u52a8\u201d\u5728\u73b0\u6709\u4fe1\u606f\u4e2d\u7565\u663e\u5355\u8584\uff0c\u6838\u5fc3\u4ef7\u503c\u5b9e\u5219\u5728\u4e8e\u201c\u5f3a\u5236\u5f52\u4e00\u5316\u201d\u7684\u4ea7\u54c1\u8bbe\u8ba1\u54f2\u5b66\u2014\u2014\u901a\u8fc7\u201c\u4e00\u4e2a\u5ba2\u6237\u4e00\u4e2a\u5de5\u4f5c\u533a\u201d\u7684\u521a\u6027\u7ed3\u6784\uff0c\u5bf9\u6297\u6839\u6df1\u8482\u56fa\u7684\u3001\u4ee5WhatsApp\u548c\u90ae\u4ef6\u4e3a\u4e3b\u5bfc\u7684\u788e\u7247\u5316\u534f\u4f5c\u4e60\u60ef\u3002\u8fd9\u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u6280\u672f\u80dc\u5229\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u7ec4\u7ec7\u884c\u4e3a\u5b66\u7684\u5e72\u9884\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\uff0c\u5728\u8bc4\u8bba\u4e2d\u88ab\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\uff1a\u4e0d\u5728\u4e8e\u529f\u80fd\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5982\u4f55\u6539\u53d8\u5ba2\u6237\u884c\u4e3a\u3002\u521b\u59cb\u4eba\u627f\u8ba4\u521d\u671f\u4ecd\u9700\u624b\u52a8\u8fc1\u79fb\u4fe1\u606f\uff0c\u8fd9\u66b4\u9732\u4e86\u4ece\u975e\u7ed3\u6784\u5316\u6c9f\u901a\uff08\u5373\u65f6\u901a\u8baf\uff09\u5411\u7ed3\u6784\u5316\u5e73\u53f0\u8fc1\u79fb\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u6096\u8bba\u3002\u5de5\u5177\u80fd\u63d0\u4f9b\u79e9\u5e8f\uff0c\u4f46\u79e9\u5e8f\u7684\u524d\u63d0\u662f\u6240\u6709\u4eba\u81ea\u613f\u8fdb\u5165\u201c\u56f4\u680f\u201d\u3002ClearWork\u7684\u6210\u8d25\u5173\u952e\uff0c\u5728\u4e8e\u5176\u201c\u5ba2\u6237\u4ef7\u503c\u4e3b\u5f20\u201d\u662f\u5426\u8db3\u591f\u5f3a\u5927\uff0c\u80fd\u8bf4\u670d\u5ba2\u6237\u653e\u5f03\u968f\u6027\u7684WhatsApp\uff0c\u8f6c\u800c\u767b\u5f55\u4e00\u4e2a\u66f4\u5177\u7ea6\u675f\u6027\u7684\u5e73\u53f0\u8fdb\u884c\u53cd\u9988\u4e0e\u5ba1\u6279\u3002\u5176\u201c\u8303\u56f4\u8513\u5ef6\u9884\u8b66\u201d\u529f\u80fd\u662f\u6f5c\u5728\u7684\u6740\u624b\u950f\uff0c\u56e0\u4e3a\u5b83\u5c06\u6a21\u7cca\u7684\u6c9f\u901a\u6210\u672c\u8f6c\u5316\u4e3a\u53ef\u89c6\u5316\u7684\u9879\u76ee\u98ce\u9669\uff0c\u76f4\u63a5\u89e6\u52a8\u4e86\u673a\u6784\u5229\u6da6\u7684\u6838\u5fc3\u795e\u7ecf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5b9a\u4f4d\u4e5f\u9690\u542b\u98ce\u9669\uff1a\u5728\u201c\u8f7b\u91cf\u7ea7Trello\u201d\u4e0e\u201c\u91cd\u91cf\u7ea7Jira\u201d\u4e4b\u95f4\u5bfb\u627e\u5e73\u8861\u70b9\uff0c\u610f\u5473\u7740\u8981\u5728\u7075\u6d3b\u6027\u4e0e\u7ba1\u63a7\u529b\u4e4b\u95f4\u8d70\u94a2\u4e1d\u3002\u8fc7\u5ea6\u7ed3\u6784\u5316\u4f1a\u5413\u8dd1\u8ffd\u6c42\u901f\u5ea6\u7684\u5c0f\u56e2\u961f\uff0c\u800c\u8fc7\u4e8e\u7075\u6d3b\u5219\u65e0\u6cd5\u89e3\u51b3\u5176\u627f\u8bfa\u7684\u201c\u6df7\u4e71\u201d\u95ee\u9898\u3002\u76ee\u524d\u7684\u8def\u7ebf\u56fe\u663e\u793a\u5176\u6b63\u901a\u8fc7\u96c6\u6210\uff08GitHub, Figma\u7b49\uff09\u8bd5\u56fe\u878d\u5165\u73b0\u6709\u5de5\u4f5c\u6d41\uff0c\u8fd9\u662f\u660e\u667a\u7684\u751f\u5b58\u7b56\u7565\uff0c\u4f46\u5982\u4f55\u8ba9\u96c6\u6210\u70b9\u6210\u4e3a\u5438\u5f15\u5ba2\u6237\u8fdb\u5165\u5176\u4e3b\u5e73\u53f0\u7684\u5165\u53e3\uff0c\u800c\u975e\u8ba9\u7528\u6237\u7ee7\u7eed\u505c\u7559\u5728\u539f\u6709\u5de5\u5177\u4e2d\uff0c\u5c06\u662f\u4e0b\u4e00\u4e2a\u8003\u9a8c\u3002\u5b83\u4e0d\u662f\u4e00\u4e2a\u98a0\u8986\u8005\uff0c\u800c\u662f\u4e00\u4e2a\u8bd5\u56fe\u5728\u6df7\u4e71\u751f\u6001\u4e2d\u5efa\u7acb\u79e9\u5e8f\u7684\u201c\u6574\u5408\u8005\u201d\uff0c\u5176\u6210\u529f\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u80fd\u5426\u5728\u673a\u6784\u5185\u90e8\u81ea\u4e0a\u800c\u4e0b\u5730\u63a8\u884c\uff0c\u5e76\u8ba9\u7ec8\u7aef\u5ba2\u6237\u611f\u53d7\u5230\u201c\u88ab\u6e05\u6670\u7ba1\u7406\u201d\u5e26\u6765\u7684\u5b89\u5fc3\u611f\uff0c\u800c\u975e\u4e0d\u4fbf\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\">ClearWork App<\/span>\n <\/div>\n<div class=\"comment-content\">Running a tech agency or design studio means juggling clients, projects, and deadlines all at once. Briefs get lost in email. Feedback gets buried in WhatsApp. Scope creeps in silently. ClearWork fixes that. Product spec convert to tickets automatically, scope creep gets flagged early, and clients stay aligned – all in one workspace. Less chaos. More shipping. Try free for 7 days.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b<br \/>\nI’ll be honest – this was born out of frustration.<br \/>\nTech agencies and design studios are running client projects worth lakhs on WhatsApp threads, email chains, and a shared Google Sheet nobody trusts anymore.<br \/>\nThe developer is waiting for feedback that’s buried in a 200-message WhatsApp group. The designer sent 3 versions and has no idea which one the client approved. The owner doesn’t know which projects are on track and which are quietly on fire.<br \/>\nThe tools they reach for are either too simple (Trello) or too heavy (Jira, Asana). Nothing is built for a 5\u201320 person agency managing multiple clients at once.<br \/>\nSo we built that!<br \/>\nOne workspace per client. Briefs, feedback, approvals, milestones, and payments – all in one place. No more “can you resend that file?” No more chasing clients on WhatsApp.<br \/>\nIf you run a tech agency or design studio – I’d love your feedback. Especially the brutal kind.<br \/>\nWhat’s the one thing holding you back from dropping your current setup today? \ud83d\udc47<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks solid, but I’d love to see more integrations with commonly used tools like Slack and Figma.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> Yes! That’s in the process right now. GitHub integration is complete already. We are working on integration with GitLab, Slack, Figma, Jira, Trello and Discord as of 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>This looks awesome <a href=\"https:\/\/www.producthunt.com\/@jnchirag\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jnchirag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jnchirag<\/a>! What all sources can I get feedback into this platform from?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jnchirag\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jnchirag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jnchirag<\/a> Congrats on the launch, Chirag \u2014 this is a very real problem, especially the WhatsApp + email chaos.<\/p>\n<\/p>\n<p>One thing I\u2019ve seen with agencies is that even when better tools exist, the biggest friction isn\u2019t features \u2014 it\u2019s client behavior.<\/p>\n<\/p>\n<p>Clients still default to WhatsApp, scattered feedback, and informal approvals.<\/p>\n<\/p>\n<p>Curious \u2014 how are you thinking about handling that transition layer?<\/p>\n<\/p>\n<p>Because that\u2019s usually where adoption either works really well\u2026 or completely breaks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arpit_r\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arpit_r<\/a> Great point! And the sad reality is, it’s pretty hard to use existing communication channels and capture such nuances. Fetching information out of a WhatsApp group isn’t easy, reading user’s emails requires CASA verification (and a lot of trust). Hence, that has to flow using a manual process as of now. <\/p>\n<p>Though based on our early user feedback, if the clients find a value proposition for them, they would be willing to communicate their thoughts better on the platform instead.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 struggle is so real! How does the client-facing side work exactly – do clients get their own login to leave feedback, or is it more like a shared link they can comment on?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ben_gend\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_gend<\/a> We have implemented it using client’s login. Though those logins don’t count in your quota. We didn’t plan to use shared links since they get lost easily.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 this launch! The scope creep flagging is what stands out so much for me. This is usually the thing that kills timelines and client relationships before anyone even notices its happening. Having one workspace per client instead of scattered WhatsApp threads and emails chains is how you actually run a clean operation. How does the client approval flow work? Can clients review and sign off directly inside the platform?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@simonk123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@simonk123<\/a> Yes correct! Client actions happen inside the platform 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this, finally solving a problem everyone just tolerates. Clean and needed \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@relacosm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@relacosm<\/a> Yeah definitely! I hope it helps you 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you handle users who only show up when they’re nudged? Clients who aren’t in the tool daily seem like the hardest retention problem, curious whether you rely mostly on email notifications to bring them back or if there’s something built into the product itself that creates a reason to return.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/MIYGVSBUADA5LT\" class=\"app-title\">Montty Finance<\/a><\/p>\n<div class=\"one-liner\">Make CFO-level decisions in seconds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">25<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u6210AI\u52a9\u624b\u7684\u7efc\u5408\u6027\u8d22\u52a1\u5e73\u53f0\uff0c\u65e8\u5728\u5e2e\u52a9\u5c0f\u578b\u4f01\u4e1a\u4e3b\u548c\u975e\u8d22\u52a1\u4e13\u4e1a\u4eba\u58eb\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u548c\u81ea\u52a8\u5316\u6570\u636e\u6574\u5408\uff0c\u5feb\u901f\u83b7\u5f97\u5b9a\u5236\u5316\u7684\u8d22\u52a1\u6d1e\u5bdf\u4e0e\u9884\u6d4b\uff0c\u89e3\u51b3\u624b\u52a8\u8bb0\u8d26\u4f4e\u6548\u548c\u8d22\u52a1\u51b3\u7b56\u95e8\u69db\u9ad8\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\/5261162b-ab06-4ca3-afdd-81ee2d21d067.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/463d1f9b-80cb-4d68-91da-e7d3ebfd4afb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b3f86e42-9042-499f-b04b-39958e12dd0a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19f708a0-bd80-419f-bf7a-f160fddf7797.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c972ce54-90ee-474c-b761-6550dbbc1434.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\/f1bceece-3e4c-40e6-b111-66eb7ffaf78b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/xVEaqzYTiis?si=m_mODVtsaqnuz9Mk\"><source src=\"https:\/\/youtu.be\/xVEaqzYTiis?si=m_mODVtsaqnuz9Mk\" 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\">Fintech<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Finance<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a\u8d22\u52a1<\/span><br \/>\n <span class=\"tag\">AI\u8d22\u52a1\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8bb0\u8d26<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u51b3\u7b56\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u4e1a\u8d22\u4e00\u4f53\u5316<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">CFO\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u54c1\u724c\u8bbe\u8ba1\u548cAI\u5bf9\u8bdd\u7684\u6613\u7528\u6027\uff0c\u6838\u5fc3\u5efa\u8bae\u96c6\u4e2d\u5728\u94f6\u884c\/Plaid\u96c6\u6210\u3001\u4e0eQuickBooks\/Xero\u7b49\u5de8\u5934\u7684\u5dee\u5f02\u5316\u7ade\u4e89\u3001\u4ee5\u53caAI\u529f\u80fd\u7684\u6df1\u5ea6\uff08\u5982\u5f02\u5e38\u4e3b\u52a8\u9884\u8b66\u3001\u9884\u6d4b\u7f6e\u4fe1\u533a\u95f4\u3001\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u548c\u52a8\u6001\u6a21\u578b\u6784\u5efa\uff09\u3002\u53e6\u6709\u53cd\u9988\u6307\u51fa\u5176\u6838\u5fc3\u4ef7\u503c\u529f\u80fd\uff08\u5982AI CFO\u5bf9\u8bdd\uff09\u5728\u5ba3\u4f20\u4e2d\u5c55\u793a\u4e0d\u8db3\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 Montty Finance \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u5e7f\u9614\u800c\u771f\u5b9e\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u4e3a\u8d22\u52a1\u77e5\u8bc6\u6709\u9650\u3001\u4f9d\u8d56\u624b\u5de5\u52b3\u4f5c\u7684\u5c0f\u4f01\u4e1a\u4e3b\u63d0\u4f9b\u201cCFO\u7ea7\u201d\u51b3\u7b56\u652f\u6301\u3002\u5176\u201c\u4e09\u4f4d\u4e00\u4f53\u201d\uff08\u6574\u4f53\u3001\u4ee5\u4eba\u4e3a\u672c\u3001\u4e2a\u6027\u5316\uff09\u7684\u7406\u5ff5\u9887\u5177\u5438\u5f15\u529b\uff0c\u5c24\u5176\u662f\u5c06\u81ea\u7136\u8bed\u8a00\u4f5c\u4e3a\u4ea4\u4e92\u6838\u5fc3\uff0c\u8bd5\u56fe\u5c06\u8d22\u52a1\u4ece\u4e00\u95e8\u6666\u6da9\u7684\u4e13\u4e1a\u8bed\u8a00\u8f6c\u53d8\u4e3a\u5e73\u5b9e\u7684\u5bf9\u8bdd\uff0c\u8fd9\u76f4\u51fb\u4e86\u76ee\u6807\u7528\u6237\u7684\u5fc3\u7406\u548c\u6280\u80fd\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0cProduct Hunt\u793e\u533a\u7684\u53cd\u9988\u72b9\u5982\u4e00\u76c6\u6e05\u9192\u7684\u51b7\u6c34\uff0c\u63ed\u793a\u4e86\u5176\u4ece\u201c\u6709\u8da3demo\u201d\u8fc8\u5411\u201c\u53ef\u9760\u5de5\u5177\u201d\u7684\u8270\u96be\u722c\u5761\u3002\u9996\u5148\uff0c**\u6570\u636e\u751f\u6001\u662f\u547d\u95e8**\u3002\u7f3a\u4e4f\u4e0e\u94f6\u884c\u3001\u652f\u4ed8\u5de5\u5177\u7684\u6df1\u5ea6\u539f\u751f\u96c6\u6210\uff0c\u610f\u5473\u7740\u4ecd\u65e0\u6cd5\u5b8c\u5168\u89e3\u653e\u7528\u6237\u4e8e\u624b\u5de5\u5f55\u5165\uff0c\u8fd9\u4e0e\u201c\u51cf\u8f7b\u8d22\u52a1\u5de5\u4f5c\u91cf\u201d\u7684\u6838\u5fc3\u627f\u8bfa\u76f8\u6096\u3002\u56e2\u961f\u5bf9Plaid\u7684\u8003\u8651\u662f\u6b63\u786e\u4f46\u57fa\u7840\u7684\u7b2c\u4e00\u6b65\u3002\u5176\u6b21\uff0c**AI\u6df1\u5ea6\u7684\u8d28\u7591**\u662f\u672c\u8d28\u6311\u6218\u3002\u8bc4\u8bba\u5c16\u9510\u5730\u6307\u51fa\u4e86\u201c\u53cd\u5e94\u5f0f\u201d\u4e0e\u201c\u9884\u89c1\u5f0f\u201d\u667a\u80fd\u7684\u533a\u522b\u3001\u9884\u6d4b\u7684\u201c\u865a\u5047\u7cbe\u786e\u201d\u98ce\u9669\u3001\u4ee5\u53caAI\u6a21\u578b\u662f\u57fa\u4e8e\u901a\u7528\u6a21\u677f\u8fd8\u662f\u52a8\u6001\u6784\u5efa\u2014\u2014\u8fd9\u4e9b\u95ee\u9898\u51b3\u5b9a\u4e86\u4ea7\u54c1\u63d0\u4f9b\u7684\u662f\u201c\u73a9\u5177\u7ea7\u5b89\u6170\u201d\u8fd8\u662f\u201c\u519b\u89c4\u7ea7\u6d1e\u5bdf\u201d\u3002\u5b98\u65b9\u56de\u590d\u627f\u8ba4\u90e8\u5206\u529f\u80fd\uff08\u5982\u7f6e\u4fe1\u533a\u95f4\uff09\u5c1a\u5c5e\u7a7a\u767d\uff0c\u8fd9\u66b4\u9732\u4e86\u5176AI\u6210\u719f\u5ea6\u4e0e\u8425\u9500\u53e3\u53f7\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u540e\uff0c**\u7ade\u4e89\u5b9a\u4f4d\u7565\u663e\u5929\u771f**\u3002\u5728\u5df2\u6709QuickBooks\u3001Xero\u7b49\u5de8\u5934\u4e14\u5b83\u4eec\u5747\u5df2\u6ce8\u5165AI\u529f\u80fd\u7684\u7ea2\u6d77\u5e02\u573a\u4e2d\uff0cMontty\u7684\u201c\u4e00\u4f53\u5316\u201d\u548c\u201c\u5bf9\u8bdd\u5f0f\u201d\u4f18\u52bf\u80fd\u4fdd\u6301\u591a\u4e45\u7684\u7a97\u53e3\u671f\uff1f\u8bc4\u8bba\u5efa\u8bae\u7684\u201c\u96c6\u6210\u73b0\u6709\u5de5\u5177\u201d\u6216\u8bb8\u6bd4\u201c\u5168\u9762\u66ff\u4ee3\u201d\u66f4\u4e3a\u52a1\u5b9e\u3002\u603b\u4f53\u800c\u8a00\uff0cMontty\u6784\u60f3\u4e86\u4e00\u4e2a\u8ff7\u4eba\u7684\u672a\u6765\uff0c\u4f46\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff1a\u80fd\u5426\u5c06\u201c\u4eba\u6027\u5316\u201d\u7684\u4ea4\u4e92\u524d\u7aef\uff0c\u4e0e\u201c\u4e13\u4e1a\u5316\u201d\u7684\u8d22\u52a1\u903b\u8f91\u540e\u7aef\u6df1\u5ea6\u878d\u5408\uff0c\u5e76\u6784\u5efa\u8d77\u8db3\u591f\u6df1\u7684\u6570\u636e\u62a4\u57ce\u6cb3\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u4f53\u9a8c\u66f4\u53cb\u597d\u7684\u8d22\u52a1\u4eea\u8868\u76d8\uff0c\u800c\u975e\u9769\u547d\u6027\u7684\u51b3\u7b56\u5f15\u64ce\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\">Montty Finance<\/span>\n <\/div>\n<div class=\"comment-content\">Our mission is to reduce financial workload and make finance clear and easy. Montty is built on three principles: holistic, human-centered, and personal. We bring multiple financial functions into one platform, offer an AI assistant that talks in natural language, and deliver insights tailored to your own data. From AI receipt capture to seamless imports, Montty gives you accounting and intelligence together, all tailored to you.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A few months ago, I noticed that the local businesses around me were logging every piece of data by hand. They weren’t tracking their numbers or analyzing them for growth. That got me thinking: such powerful data has so much potential to be used as fuel for growing their businesses.<\/p>\n<p>I also noticed that a lot of these people weren’t very financially literate. Without the help of an advisor, they couldn’t really benefit from their own data.<\/p>\n<p>And that’s how Montty was born.<\/p>\n<p>We wanted to get it to you as soon as possible, so we hope you enjoy this demo version and stay tuned for more. I’m here to answer all your questions.<\/p>\n<p>Montty stands on three principles: holistic, human-centered, and personal.<\/p>\n<p>We make finance holistic by bringing multiple financial functions together in one platform. No more juggling between disconnected tools.<\/p>\n<p>We make it human-centered with an AI assistant that talks to you in natural language. Finance becomes conversational and intuitive, not just for accountants but for everyone.<\/p>\n<p>And we make it personal by analyzing your unique business data to deliver tailored forecasts and insights. Every business gets an experience built around its own numbers. Feel free to discover and ask us anything!<\/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\/@melike_kaya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@melike_kaya<\/a> Such great enthusiasm, this idea is truly inspiring\ud83d\udca5<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The logo and branding are very slick and well-done. The AI Chatbot is also really helpful in smoothening the struggles of a business owner that cant manage all at once. I wonder whether you are planning any bank integrations? E.g., a smb owner should be able to connect their account directly rather than having to log their own expenses or income. Maybe this can make the product more native and fluent for many. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@36krzbrg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@36krzbrg<\/a> Thanks. We recently considered Plaid and are looking forward to working with them. It is kind of the go-to for fintech products atm <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 insight about local business owners logging data manually without knowing what to do with it is spot on – there’s a massive gap between data collection and actual financial decision-making for small businesses. Making finance conversational through natural language queries removes a real barrier for founders who aren’t accountants but still need to understand their runway and cash flow. @melikekaya what’s the most common financial question you’re seeing small business owners ask Montty first when they start using it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@marcelo_farr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcelo_farr<\/a> The group of local business owners we have as early testers was initially shocked at the receipt capture feature as they were logging all data by hand one by one, haha \ud83d\ude00 <\/p>\n<p>I think the primary focus was on killing the pain of this manual labour for them.<\/p>\n<p>Besides this, the usual interest seems to be around edge cases, where users try to mess around with the AI assistant to see if it will fold under confusing financial dilemmas. It is very interesting to see the feedback we are getting from the chatbot! Thanks for this question! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\u2019s been an incredible journey working alongside this visionary team to turn financial chaos into smart solutions! \u26a1\ufe0f<\/p>\n<p>While focusing on Montty\u2019s strategic growth and product vision, we\u2019ve witnessed firsthand how to leave the clunkiness of traditional banking behind and transform data into real fuel. Finance is no longer just about security; it\u2019s now holistic, personal, and human-centered.<\/p>\n<p>What do you think is the biggest gap in modern finance? Looking forward to starting the conversation in the comments! \ud83d\udc47<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The flow is very well taught. Adding customers has been made easy with multiple methods. But i think the crucial mistake for you could be positioning the app against really popular apps like xero and quickbooks as they already started ai support. also they are really cheap. Maybe try to find a way to integrate to tools people already use. Very good work overall, congrats. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shady_broker\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shady_broker<\/a> I talked about this recently with my team too, and yes, I do think it is a very good market size but the trade-off is there are a lot of well-established players. Xero and Intuit have different requirements for how you read data but for an upgraded version of Montty, utilizing both of them for leveraged speed in workflow shall be considered. Thanks for the insights. I assume you are in this niche, or are around people who use such tools? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If a user’s expense pattern suddenly spikes in one category <br \/>say payroll doubles in a month <br \/>does Montty proactively flag that as an anomaly, or does it only surface insights when the user asks? The difference between reactive and proactive intelligence is huge for your core use case.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The observation about local businesses logging data by hand but not actually using it for decisions is exactly the right problem to start from.<\/p>\n<\/p>\n<p>Curious how Montty handles businesses with very inconsistent data, gaps in records, irregular revenue. That’s usually where CFO-level insights break down fastest. With CoreSight, we deal with something similar when SEC data is incomplete for smaller companies.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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,<a href=\"https:\/\/www.producthunt.com\/@melike_kaya\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"melike_kaya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@melike_kaya<\/a>. The tagline (<strong>Finance for Founders, No Accounting Degree<\/strong>) is a great hook for founders.<\/p>\n<p>I analyzed the homepage and saw something worth mentioning.<\/p>\n<p>You have a freemium plan and a Pro plan with a special offer for PH. That’s awesome.<\/p>\n<p>But this is what grabbed my attention. The pricing section is clear… but the value of what founders actually get is buried. “Chat with your AI CFO” and “financial health score” are your strongest features. They tell a founder what they really get: peace of mind. Right now those features are listed under “what’s coming.” <\/p>\n<p>And a founder scrolling might think it’s not ready yet.<\/p>\n<p>So I suggest you to move those up. Let them see the real value before they hit pricing.<\/p>\n<p>Took a screenshot to show what I mean and attached below.<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f85deb42-aa52-4a45-baeb-69d62d1a8c24.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>When a founder asks ‘can I afford a new hire’ is the AI pulling from a pre-built financial model template in the background, or is it dynamically constructing the logic from the user’s own uploaded data each time? Because those two architectures have very different accuracy ceilings.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>When Montty gives a forecast, does it surface any confidence interval or uncertainty range like ‘your runway is 14 months, but could be 11-17 depending on churn variance’? Or is it always a single point estimate? Because a false precision problem could seriously mislead a founder.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@isjiwnani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@isjiwnani<\/a> Hey, great question. I understand why this would be a matter of concern. There is no built-in framework to calculate runway with an added buffer or to anticipate higher or lower churn rates, but it can certainly be added for better foresight. The demo version currently uses anticipated cash flow, not churn. <\/p>\n<p>Thanks for the idea! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does the AI CFO retain context across sessions like if I told it last week that I’m planning a fundraise in Q3, does it factor that into this week’s runway answer? Or does each conversation start cold?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@weebinsider\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@weebinsider<\/a> Actually, no convo starts cold, as it is always based on your personal conditions and current data at hand. But the bot has a clear memory of previous financial concerns and goals, and can deliver a cogent roadmap on a recent question, with prior insights being a coefficient on the verdict. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 a founder asks whether they can afford a new hire, is the AI pulling from a pre-built financial model template in the background, or is it dynamically constructing the logic from the user’s own uploaded data each time? Because those two architectures have very different accuracy ceilings<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ritesh_bhakare1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ritesh_bhakare1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritesh_bhakare1<\/a> Thank you for your question\u2014it’s a very interesting one. AI systems are guided by established safety frameworks, which ensure that responses are grounded in the specific context and inputs provided by the user. At the same time, they take into account widely accepted practices within the relevant domain.<\/p>\n<p>As a result, each response is tailored to the individual query rather than drawn from a fixed or prewritten source. Instead, the system relies on a structured approach to generate clear, relevant, and thoughtful answers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QRBTQLQEF436IN\" class=\"app-title\">Holdor \u2013 Stop your Agents from sleeping<\/a><\/p>\n<div class=\"one-liner\">Your Mac stays awake. Sleep is for humans, not agents.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">21<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u514d\u8d39\u5f00\u6e90\u7684 macOS \u83dc\u5355\u680f\u5e94\u7528\uff0c\u80fd\u5728\u8fd0\u884c Claude\u3001Cursor \u7b49 AI \u7f16\u7a0b\u52a9\u624b\u65f6\u963b\u6b62\u7cfb\u7edf\u4f11\u7720\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u56e0\u9501\u5c4f\u6216\u5408\u76d6\u5bfc\u81f4 AI \u4efb\u52a1\u4e2d\u65ad\u3001\u4e0d\u5f97\u4e0d\u7269\u7406\u643a\u5e26\u7535\u8111\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\/117413e9-b718-4a6f-a8ef-26bedcfdf99a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a0c2c93-544b-4ac5-91b6-eb3709576afc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/da3a1501-4465-491a-a95f-01b8a0b813ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">macOS \u5b9e\u7528\u7a0b\u5e8f<\/span><br \/>\n <span class=\"tag\">\u9632\u4f11\u7720<\/span><br \/>\n <span class=\"tag\">AI \u52a9\u624b\u4f34\u4fa3<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\u573a\u666f<\/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\uff08\u5982\u643a\u5e26\u7b14\u8bb0\u672c\u4fdd\u6301\u4ee3\u7406\u8fd0\u884c\uff09\u3002\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u4e0e Caffeine \u7b49\u5e38\u5f00\u5de5\u5177\u76f8\u6bd4\uff0c\u5176\u5e94\u7528\u611f\u77e5\u81ea\u52a8\u542f\u505c\u66f4\u667a\u80fd\uff1b\u8be2\u95ee\u662f\u5426\u652f\u6301\u66f4\u591a\u5de5\u5177\u68c0\u6d4b\uff1b\u63a2\u8ba8\u68c0\u6d4b\u673a\u5236\uff08\u57fa\u4e8e\u5e94\u7528\u8fd0\u884c vs. \u8fdb\u7a0b\u6d3b\u52a8\uff09\u7684\u4f18\u5316\u53ef\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Holdor \u7684\u4ef7\u503c\u8fdc\u4e0d\u6b62\u4e8e\u4e00\u4e2a\u201c\u9632\u4f11\u7720\u201d\u5de5\u5177\uff0c\u5b83\u662f\u5bf9\u4eba\u673a\u534f\u4f5c\u8303\u5f0f\u6084\u7136\u53d8\u8fc1\u7684\u4e00\u6b21\u7cbe\u51c6\u6355\u6349\u548c\u7b80\u6613\u4fee\u8865\u3002\u5176\u771f\u6b63\u7684\u6d1e\u5bdf\u5728\u4e8e\uff0c\u5f53 AI \u4ee3\u7406\u5f00\u59cb\u627f\u62c5\u9700\u8981\u957f\u65f6\u95f4\u3001\u65e0\u95f4\u65ad\u8fd0\u884c\u7684\u4efb\u52a1\u65f6\uff0c\u4f20\u7edf\u7684\u4e2a\u4eba\u7535\u8111\u4ea4\u4e92\u6a21\u578b\uff08\u7528\u6237\u5728\u573a\u5219\u5524\u9192\uff0c\u79bb\u573a\u5219\u4f11\u7720\uff09\u51fa\u73b0\u4e86\u88c2\u75d5\u3002\u4ea7\u54c1\u5c06\u81ea\u8eab\u4e25\u683c\u9650\u5b9a\u4e3a\u201c\u573a\u666f\u611f\u77e5\u7684\u4f11\u7720\u5b88\u95e8\u4eba\u201d\uff0c\u7528\u6781\u7b80\u7684\u5355\u4e00\u529f\u80fd\uff0c\u907f\u514d\u4e86\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u5e38\u9a7b\u540e\u53f0\u7684\u8017\u7535\u5e94\u7528\uff0c\u8fd9\u4f53\u73b0\u4e86\u514b\u5236\u7684\u4ea7\u54c1\u667a\u6167\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u7684\u89e3\u51b3\u65b9\u6848\u672c\u8d28\u4e0a\u662f\u57fa\u4e8e\u5e94\u7528\u8fdb\u7a0b\u7684\u201c\u4ee3\u7406\u201d\uff0c\u800c\u975e\u771f\u6b63\u7406\u89e3\u201c\u4ee3\u7406\u6d3b\u52a8\u201d\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u76d1\u6d4b CPU \u4f7f\u7528\u7387\u7684\u5efa\u8bae\uff0c\u6070\u6070\u70b9\u51fa\u4e86\u5176\u6280\u672f\u5c42\u9762\u7684\u6d45\u5c42\u6027\u3002\u8fd9\u5f15\u51fa\u4e86\u4e00\u4e2a\u66f4\u6df1\u5c42\u7684\u95ee\u9898\uff1a\u64cd\u4f5c\u7cfb\u7edf\u6216 AI \u5e94\u7528\u672c\u8eab\uff0c\u662f\u5426\u5e94\u8be5\u4e3a\u8fd9\u7c7b\u65b0\u578b\u5de5\u4f5c\u8d1f\u8f7d\u63d0\u4f9b\u539f\u751f\u652f\u6301\uff1fHoldor \u7684\u6d41\u884c\uff0c\u5b9e\u9645\u4e0a\u662f\u5bf9 macOS \u7b49\u7cfb\u7edf\u672a\u80fd\u53ca\u65f6\u9002\u5e94\u201cAI \u5373\u540e\u53f0\u670d\u52a1\u201d\u8fd9\u4e00\u8d8b\u52bf\u7684\u6e29\u548c\u6297\u8bae\u3002\u5b83\u4f5c\u4e3a\u4e00\u4e2a\u5f00\u6e90\u3001\u514d\u8d39\u7684\u4e34\u65f6\u8865\u4e01\u662f\u51fa\u8272\u7684\uff0c\u4f46\u5176\u957f\u671f\u5b58\u5728\u4e5f\u6697\u793a\u7740\u5e95\u5c42\u5e73\u53f0\u521b\u65b0\u7684\u6ede\u540e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u6210\u529f\uff0c\u4e0d\u5728\u4e8e\u6280\u672f\u6709\u591a\u590d\u6742\uff0c\u800c\u5728\u4e8e\u5b83\u654f\u9510\u5730\u53d1\u73b0\u5e76\u547d\u540d\u4e86\u4e00\u4e2a\u6b63\u5728\u53d1\u751f\u7684\u3001\u7565\u663e\u8352\u8bde\u7684\u7528\u6237\u884c\u4e3a\u8f6c\u53d8\u3002\u5b83\u662f\u5426\u4f1a\u88ab\u66f4\u5e95\u5c42\u7684\u7cfb\u7edf\u529f\u80fd\u6216 AI \u5e94\u7528\u81ea\u8eab\u7684\u5185\u7f6e\u9009\u9879\u6240\u53d6\u4ee3\uff0c\u5c06\u662f\u89c2\u5bdf\u5176\u751f\u547d\u5468\u671f\u7684\u6709\u8da3\u89c6\u89d2\u3002\u76ee\u524d\uff0c\u5b83\u806a\u660e\u5730\u5361\u4f4f\u4e86\u4e00\u4e2a\u751f\u6001\u4f4d\u7f3a\u53e3\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\">Holdor \u2013 Stop your Agents from sleeping<\/span>\n <\/div>\n<div class=\"comment-content\">Holdor is a free, open-source macOS menu bar app that prevents sleep while Claude, Cursor, Windsurf, VS Code, and other AI coding agents are running. Lock your screen, walk away, agents keep working.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b<\/p>\n<p>Holdor started with a weird observation: a few days ago I noticed more and more people in our office walking around with their laptops. Not to a meeting. Just… wandering. This was new. <\/p>\n<p>Turns out they were running AI agents in Claude Cowork or other apps and didn’t dare put their laptop down \u2014 because closind the lid or locking the screen (as per company policy) kills the agent mid-task. So they were physically carrying their machines around the office to keep them awake.<\/p>\n<p>That image stuck with me. People taking their hardware with them so their AI could do its job. It felt backwards.<\/p>\n<p>Holdor fixes it. It’s a tiny macOS menu bar app that watches for Claude, Terminals, Visual Studio Code or tons of other apps and blocks system sleep while an agent is running \u2014 screen still locks, security intact, but your agent keeps going. The moment Claude closes, your Mac sleeps normally again.<\/p>\n<p>The name is a nod to Hodor from Game of Thrones. It holds the door open. That’s literally all it does.<\/p>\n<p>Would love to hear if others ran into the same problem \u2014 and happy to answer any questions! \ud83d\udeaa<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jollife\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jollife<\/a> kudos @ launching! love the game of thrones reference<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching, and great name. What’s the vision behind 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><a href=\"https:\/\/www.producthunt.com\/@peterbuch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterbuch<\/a> unblocking my colleagues at work – both humans agents. <\/p>\n<\/p>\n<p>Found it ridiculous to always take the laptop with you. While we investigate more robust solutions for the future (eg Mac minis with laptop remotely connecting to it) I thought solving the problem software side sees to be the obvious choice. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 clever solution for keeping AI agents chugging along while you\u2019re away; love the focus on productivity with open-source transparency!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@trydoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trydoff<\/a> thank you! Give it a try and let me know how you like it <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I work on a Mac and always use Caffeine for this, but it would be awesome if it was native when I need to work. When the agents finish their tasks, Caffeine doesn’t stop, so this is actually a good idea if it can be done. Thanks for the product, I think it looks really cool.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The image of people physically carrying their laptops around the office just to keep AI agents alive is a great product insight hiding inside a ridiculous behavior. A free, open-source menu bar fix that handles this without compromising screen lock is exactly the right scope. @jollife are you planning to add detection for more tools beyond the current list, or is keeping it minimal and single-purpose part of the design philosophy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marcelo_farr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcelo_farr<\/a> every user can add additional tools themselves. So this should be easy. But the more AI platforms emerge, the more likely I will update the list. <\/p>\n<\/p>\n<p>Are you missing any specific tool in the list? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ha, the image of people wandering the office with open laptops just so their agents don’t die is painfully relatable. I’ve definitely done the “prop the lid open and hope nobody closes it” move while running long Claude Code sessions.<\/p>\n<\/p>\n<p>Love that it’s open source and detects specific apps rather than just blanket-preventing sleep. The fact that it re-enables sleep automatically once the agent finishes is the key detail \u2014 most caffeine-style tools just keep your Mac awake forever and you forget to turn them off. Smart to build this as a menu bar app too, keeps it out of the way. What made you choose to detect running apps vs. monitoring actual process activity?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this solves a genuinely annoying problem – had claude code lose progress mid-run because the screen locked and the terminal session dropped. lock screen shouldn’t interrupt a running agent but it does. does it detect agent activity automatically or is it always-on while the app is open?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> it\u2019s always on when the specified app is running. Not sure if there\u2019s a way to detect this. Any idea on 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>one approach could be watching CPU usage – when claude code is actively running tasks it spikes pretty consistently. poll it every few seconds and only prevent sleep when usage is above a threshold. probably simpler than trying to parse process state<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TM376XSI66IDDK\" class=\"app-title\">Brand Maker<\/a><\/p>\n<div class=\"one-liner\">Your complete brand system, in under 3 minutes<\/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>\u4e00\u6b3e\u901a\u8fc7\u5b9a\u4e49\u201c\u54c1\u724cDNA\u201d\u6765\u7cfb\u7edf\u6027\u3001\u81ea\u52a8\u5316\u751f\u6210\u5e76\u4fdd\u6301\u54c1\u724c\u89c6\u89c9\u8d44\u4ea7\u4e00\u81f4\u6027\u7684\u5de5\u5177\uff0c\u4e3a\u8d44\u6e90\u6709\u9650\u7684\u521d\u521b\u56e2\u961f\u548c\u72ec\u7acb\u521b\u4f5c\u8005\u89e3\u51b3\u4e86\u4ece\u96f6\u5f00\u59cb\u6784\u5efa\u4e0e\u7ef4\u62a4\u7edf\u4e00\u54c1\u724c\u5f62\u8c61\u7684\u6548\u7387\u4e0e\u6210\u672c\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\/937ee983-f1f4-4aaf-a8b0-71c28b12b8c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44253bbd-7cbb-47b9-b10b-d1f9b255c1f1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17d124b5-49f0-4a2e-8486-54171695ef29.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f124e3d2-a220-40c4-8981-c8652b685093.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Branding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u54c1\u724c\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8d44\u4ea7\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u8bc6\u522b\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u54c1\u724c\u4e00\u81f4\u6027\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u4f46\u6307\u51fa\u5f15\u5bfc\u6d41\u7a0b\u5b58\u5728\u8bef\u5bfc\uff1a\u586b\u5199\u5b8c\u6574\u4fe1\u606f\u540e\u76f4\u63a5\u8df3\u8f6c\u4ed8\u8d39\u5899\u4f53\u9a8c\u7a81\u5140\u3002\u540c\u65f6\uff0c\u9047\u5230\u201clogo\u751f\u6210\u5931\u8d25\u201d\u7b49\u6280\u672f\u9519\u8bef\uff0c\u4ea7\u54c1\u672c\u5730\u5316\u548c\u6d41\u7a0b\u6e05\u6670\u5ea6\u6709\u5f85\u6253\u78e8\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u590d\uff0c\u5e76\u8d60\u9001\u4f1a\u5458\u4ee5\u793a\u611f\u8c22\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 Brand Maker \u7684\u91ce\u5fc3\u5e76\u975e\u66ff\u4ee3\u5355\u70b9\u8bbe\u8ba1\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u5c06\u4f20\u7edf\u54c1\u724c\u54a8\u8be2\u516c\u53f8\u7684\u201c\u65b9\u6cd5\u8bba\u201d\u4ea7\u54c1\u5316\u3001\u81ea\u52a8\u5316\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u751f\u6210\u67d0\u4e2a\u60ca\u8273\u7684Logo\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u53ef\u52a8\u6001\u8c03\u6574\u7684\u201c\u54c1\u724c\u903b\u8f91\u4e2d\u67a2\u201d\uff08\u5373\u5176\u6240\u8c13\u7684Brand DNA\uff09\u3002\u8fd9\u76f4\u51fb\u4e86\u521d\u521b\u516c\u53f8\u548c\u72ec\u7acb\u521b\u4f5c\u8005\u6700\u9690\u79d8\u7684\u75db\u70b9\uff1a\u4e0d\u662f\u6ca1\u6709\u5ba1\u7f8e\uff0c\u800c\u662f\u7f3a\u4e4f\u5c06\u79bb\u6563\u7684\u89c6\u89c9\u9009\u62e9\u7cfb\u7edf\u5316\u3001\u5e76\u4f7f\u4e4b\u968f\u4e1a\u52a1\u6210\u957f\u800c\u534f\u540c\u6f14\u8fdb\u7684\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u7684\u201c\u4ea7\u54c1-\u5e02\u573a\u5339\u914d\u201d\u88c2\u7f1d\u5728\u8bc4\u8bba\u4e2d\u66b4\u9732\u65e0\u9057\u3002\u6807\u8bed\u201c3\u5206\u949f\u5185\u83b7\u5f97\u5b8c\u6574\u54c1\u724c\u7cfb\u7edf\u201d\u4e0e\u5b9e\u9645\u201c\u5148\u586b\u4fe1\u606f\u540e\u4ed8\u8d39\u201d\u7684\u6d41\u7a0b\u4ea7\u751f\u4e86\u4e25\u91cd\u7684\u671f\u671b\u9519\u914d\uff0c\u8fd9\u4e0d\u4ec5\u662f\u7528\u6237\u4f53\u9a8c\u95ee\u9898\uff0c\u66f4\u662f\u4ef7\u503c\u4e3b\u5f20\u7684\u9519\u4f4d\u5ba3\u4f20\u3002\u5b83\u6697\u793a\u4e86\u4e00\u4e2a\u8fd1\u4e4e\u9b54\u6cd5\u7684\u7ed3\u679c\uff0c\u4f46\u5b9e\u9645\u63d0\u4f9b\u7684\u662f\u4e00\u9879\u9700\u8981\u7528\u6237\u5148\u884c\u6df1\u5ea6\u8f93\u5165\uff08\u5b9a\u4e49\u54c1\u724c\u4e2a\u6027\u3001\u8272\u8c03\u7b49\uff09\u7684\u201c\u7ed3\u6784\u5316\u670d\u52a1\u201d\u3002\u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u9700\u8981\u7528\u6237\u5171\u540c\u53c2\u4e0e\u7684\u201c\u54c1\u724c\u5f15\u64ce\u201d\uff0c\u800c\u975e\u4e00\u952e\u751f\u6210\u7684\u9b54\u6cd5\u9ed1\u76d2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u6311\u6218\u5728\u4e8e\u5176\u201cDNA\u201d\u7684\u7075\u6d3b\u6027\u3002\u5b98\u65b9\u56de\u590d\u786e\u8ba4\uff0c\u4fee\u6539DNA\u4e0d\u5f71\u54cd\u65e7\u8d44\u4ea7\uff0c\u53ea\u4f5c\u7528\u4e8e\u65b0\u8d44\u4ea7\u3002\u8fd9\u56fa\u7136\u4fdd\u62a4\u4e86\u5386\u53f2\u8bbe\u8ba1\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u201c\u4e00\u81f4\u6027\u201d\u53ea\u5728\u65f6\u95f4\u8f74\u7684\u5355\u5411\u524d\u8fdb\u4e2d\u6210\u7acb\uff0c\u54c1\u724c\u8fed\u4ee3\u5c06\u53ef\u80fd\u4ea7\u751f\u65b0\u65e7\u8d44\u4ea7\u5e76\u5b58\u7684\u5272\u88c2\u5c40\u9762\uff0c\u4e0e\u5176\u201c\u4e00\u81f4\u6027\u201d\u6838\u5fc3\u5356\u70b9\u81ea\u76f8\u77db\u76fe\u3002\u8fd9\u63ed\u793a\u4e86\u5176\u4f5c\u4e3a\u201c\u7cfb\u7edf\u201d\u7684\u5c40\u9650\u6027\uff1a\u5b83\u64c5\u957f\u4ece\u96f6\u751f\u6210\u4e00\u5957\u89c4\u5219\uff0c\u4f46\u5c1a\u672a\u5b8c\u7f8e\u89e3\u51b3\u54c1\u724c\u52a8\u6001\u6f14\u5316\u4e2d\u7684\u5168\u5c40\u7edf\u4e00\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cBrand Maker \u6784\u601d\u7280\u5229\uff0c\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u4ed8\u8d39\u610f\u613f\u5f3a\u70c8\u7684\u9700\u6c42\u3002\u4f46\u5176\u4ece\u201c\u6709\u8da3\u6982\u5ff5\u201d\u5230\u201c\u53ef\u9760\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u8dc3\u8fc1\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u6d41\u7545\u65e0\u611f\u7684\u7528\u6237\u4f53\u9a8c\u4e0e\u771f\u6b63\u667a\u80fd\u3001\u53ef\u6eaf\u53ca\u7684\u54c1\u724c\u903b\u8f91\u5f15\u64ce\u76f8\u7ed3\u5408\u3002\u76ee\u524d\uff0c\u5b83\u4ecd\u662f\u4e00\u4e2a\u5145\u6ee1\u6f5c\u529b\u4f46\u9700\u7cbe\u7ec6\u6253\u78e8\u7684\u201c\u534a\u6210\u54c1\u201d\uff0c\u5176\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u56e2\u961f\u80fd\u5426\u4ee5\u540c\u6837\u7cfb\u7edf\u6027\u7684\u601d\u7ef4\uff0c\u53bb\u6784\u5efa\u4ea7\u54c1\u672c\u8eab\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\">Brand Maker<\/span>\n <\/div>\n<div class=\"comment-content\">Brand Maker helps you build a complete and consistent brand image\u2014from core brand identity to ready-to-use visual assets, including logos, brand mascots, branded merchandise, posters, and more\u2014without having to start from scratch every time.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">**Brand Maker** is a brand identity system designed for founders, creators, and product teams who want more than just a logo.<\/p>\n<p>Instead of generating isolated visuals, Brand Maker starts with your brand\u2019s fundamentals\u2014name, description, industry, and visual preferences\u2014and turns them into a structured Brand DNA. This DNA becomes the foundation for everything that follows: logo design, mascot style, color systems, and real-world brand assets.<\/p>\n<p>Every asset created in Brand Maker is guided by the same underlying brand logic, ensuring visual consistency across products, platforms, and use cases. As your brand evolves, your identity doesn\u2019t reset\u2014it grows with you.<\/p>\n<p>Brand Maker isn\u2019t about decoration or trends.<\/p>\n<p>It\u2019s about building a brand system you can actually use, scale, and trust over time.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on building and launching! <\/p>\n<\/p>\n<p>After working with a couple of startups already, I think such products are super helpful, as early-stage teams usually don’t have the resources (neither the time nor the budget) to invest in the process professional agencies have for developing the brand identity. <\/p>\n<\/p>\n<p>I’m also someone who pushes startups to focus on building the business and the brand together, not put a pause or postpone the moment when they start investing in brand building. I’m super curious what industry is currently the most common on Brand Maker?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ruxandra_mazilu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruxandra_mazilu<\/a> Thank you for your reply. Currently, the user base on the BrandMaker platform consists primarily of members from the independent developer community and founders of brick-and-mortar businesses. As they typically have limited resources and are often in the early stages of development, they require branding design solutions that are simple, affordable, yet professional\u2014and I believe we are an excellent choice to meet those needs. Should you be interested, I would be happy to offer you a complimentary subscription to our Professional tier.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/p>\n<p>The concept is genuinely compelling. Taking someone from brand identity through logos, mascots, social assets, and mockups in a cohesive flow is a real problem worth solving, and it shows you’ve thought about what founders and creators actually need.<\/p>\n<\/p>\n<p>I do want to share some honest feedback as someone who went through the full experience:<\/p>\n<\/p>\n<p>The copy on the landing page sets a strong expectation<\/p>\n<p>“Your complete brand system in under three minutes” with a form right underneath it naturally leads you to believe something is about to happen. So going through the full form (brand name, description, visual style, industry) and then landing on a pricing screen felt like a bit of a surprise. I don’t think free is owed here at all, but a heads up somewhere before the form, or even a “here’s what you get on each plan” framing upfront would make that moment feel a lot less abrupt. The investment of filling everything out first makes the paywall land harder than it probably needs to.<\/p>\n<\/p>\n<p>The manual brand creation is honestly a standout. Defining personality, tone, color system, logo style, and mascot style gives users real creative ownership, and I appreciated that. Custom color support is a nice touch as well!<\/p>\n<\/p>\n<p>One thing to flag: I hit a “logo failed” error after completing the manual flow, which left me unsure of where I stood. Combined with some copy that felt like it might not be fully localized, the onboarding flow overall could use a bit more clarity and polish to match the ambition of the product.<\/p>\n<\/p>\n<p>The foundation here is strong. Hope this helps! \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itskarelleh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itskarelleh<\/a> Thank you very much for your feedback. We will immediately address and optimize the issues you raised. Our goal is to create a simple and user-friendly brand design product that makes brand design and brand consistency easier than ever. As a token of our appreciation, we would like to gift you a one-month Pro membership; simply provide your registered email address to claim it. Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is interesting timing for me – I just went through the whole process of building a brand system for my product from scratch. It took way longer than the actual product development at some points. The hardest part wasn’t making individual assets look good, it was keeping everything visually consistent as the brand evolved. Do you think your product could help me? For example, if I change one color, will the entire brand palette adjust accordingly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@allurepixel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@allurepixel<\/a> This product is sure to be of great help to you. I know that designing brand assets and maintaining consistency is no easy task; that is why we developed the “Brand DNA” concept\u2014a framework that allows you to design with greater consistency. If you decide to modify your brand’s primary color within the Brand DNA settings, your existing brand assets will remain unaffected, while any newly created assets will automatically adopt the updated color scheme. I hope this proves useful to you; please leave your email address, and I will gift you a one-month Pro membership.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big congrats on the launch! Building brand consistency from scratch as a startup marketer is honestly a full-time job on its own. Can you update Brand DNA later as the company evolves without having to regenerate all your assets?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aya_vlasoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aya_vlasoff<\/a> It is possible to update the Brand DNA; doing so does not affect existing design assets, but any new design assets created subsequently will reference the updated Brand DNA. This is the current design implementation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/LP5ZJ5BJHP5KFP\" class=\"app-title\">Nirixa AI<\/a><\/p>\n<div class=\"one-liner\">AI observability & cost intelligence for LLM apps<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">15<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Nirixa AI\u4e3aAI\u56e2\u961f\u63d0\u4f9b\u8de8\u5e73\u53f0LLM\u8c03\u7528\u53ef\u89c2\u6d4b\u6027\u4e0e\u6210\u672c\u667a\u80fd\uff0c\u89e3\u51b3\u5728\u591a\u6a21\u578b\u670d\u52a1\u4e2d\u6210\u672c\u5f52\u5c5e\u6a21\u7cca\u3001\u63d0\u793a\u8d28\u91cf\u6f02\u79fb\u4e0e\u5e7b\u89c9\u98ce\u9669\u96be\u8ffd\u8e2a\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\/abbfa71e-d1ce-4fa4-9e80-e1591c605709.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/137af4d4-ee03-465b-9fc8-ebaeda64ee85.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\/216442cc-134a-4677-981f-3ab3e1e43a74.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=fwhvBSP_4rw\"><source src=\"https:\/\/www.youtube.com\/watch?v=fwhvBSP_4rw\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">LLM\u6210\u672c\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u5de5\u7a0b\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5e7b\u89c9\u98ce\u9669\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u8fd0\u7ef4\u667a\u80fd\u5316<\/span><br \/>\n <span class=\"tag\">SDK\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\u8ba4\u53ef\u6309\u529f\u80fd\/\u7528\u6237\u7ec6\u5206\u6210\u672c\u7684\u4ef7\u503c\uff0c\u5c24\u5176\u56f0\u6270\u4e8e\u591a\u4f9b\u5e94\u5546\u6210\u672c\u5206\u644a\u96be\u9898\u3002\u5bf9\u5e7b\u89c9\u8bc4\u5206\u6280\u672f\u539f\u7406\u3001OpenRouter\u7b49\u805a\u5408\u5e73\u53f0\u517c\u5bb9\u6027\u63d0\u51fa\u5177\u4f53\u8be2\u95ee\u3002\u521b\u59cb\u4eba\u56de\u5e94\u79ef\u6781\uff0c\u5f3a\u8c03\u4ea7\u54c1\u5b9a\u4f4d\u5728\u586b\u8865\u73b0\u6709\u5de5\u5177\u7a7a\u767d\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 Nirixa AI\u5207\u5165\u7684\u5e76\u975e\u65b0\u9c9c\u8d5b\u9053\uff0c\u800c\u662f\u7cbe\u51c6\u523a\u4e2d\u4e86LLM\u89c4\u6a21\u5316\u5e94\u7528\u4e2d\u6700\u8106\u5f31\u7684\u201c\u8d22\u52a1\u9ed1\u7bb1\u201d\u4e0e\u201c\u8d28\u91cf\u6697\u7901\u201d\u3002\u5f53\u524d\u5e02\u573a\u5de5\u5177\u5448\u73b0\u4e24\u6781\u5206\u5316\uff1a\u4e91\u5382\u5546\u539f\u751f\u76d1\u63a7\u7ed1\u5b9a\u751f\u6001\uff0c\u6cdb\u53ef\u89c2\u6d4b\u5e73\u53f0\u53c8\u7f3a\u4e4fLLM\u8bed\u4e49\u5c42\u7406\u89e3\u3002Nirixa\u4ee5\u8f7b\u91cfSDK\u4e3a\u6954\u5b50\uff0c\u8bd5\u56fe\u6210\u4e3aLLM\u8c03\u7528\u5c42\u7684\u201c\u5206\u5e03\u5f0f\u8d26\u672c\u201d\uff0c\u5176\u771f\u6b63\u91ce\u5fc3\u5728\u4e8e\u5b9a\u4e49LLM\u7ecf\u6d4e\u6027\u4e0e\u53ef\u9760\u6027\u7684\u5ea6\u91cf\u6807\u51c6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u201c\u6210\u672c\u5f52\u56e0\u201d\u4ece\u9879\u76ee\u7ea7\u4e0b\u6c89\u5230\u529f\u80fd\/\u7528\u6237\u7ea7\uff0c\u8fd9\u76f4\u51fb\u4e86AI\u4ea7\u54c1\u7ecf\u7406\u4e0e\u8d22\u52a1\u5b98\u7684\u5171\u540c\u76f2\u533a\u2014\u2014\u5f53GPT-4\u4e0eClaude\u5728\u540c\u4e00\u4e2a\u4ea7\u54c1\u4e2d\u5171\u5b58\u65f6\uff0c\u8c01\u5728\u541e\u566c\u9884\u7b97\uff1f\u66f4\u654f\u9510\u7684\u662f\u5f15\u5165\u201c\u63d0\u793a\u6f02\u79fb\u68c0\u6d4b\u201d\uff0c\u8fd9\u5b9e\u5219\u662f\u5c06\u4f20\u7edf\u8f6f\u4ef6\u7684\u6027\u80fd\u76d1\u63a7\u5347\u7ef4\u81f3\u8bed\u4e49\u7a33\u5b9a\u6027\u76d1\u63a7\uff0c\u9632\u6b62\u6a21\u578b\u66f4\u65b0\u6216\u63d0\u793a\u8bcd\u8fed\u4ee3\u5bfc\u81f4\u7684\u9690\u6027\u8d28\u91cf\u6ed1\u5761\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5c16\u9510\uff1a\u7b2c\u4e00\uff0c\u5e7b\u89c9\u8bc4\u5206\u662f\u5426\u4f9d\u8d56\u4e8c\u6b21LLM\u8c03\u7528\uff1f\u82e5\u5982\u6b64\u5219\u9677\u5165\u201c\u89c2\u6d4b\u5de5\u5177\u81ea\u8eab\u52a0\u5267\u6210\u672c\u201d\u7684\u6096\u8bba\uff1b\u7b2c\u4e8c\uff0c\u5728\u591a\u79df\u6237\u590d\u6742\u573a\u666f\u4e0b\uff0c\u8bed\u4e49\u5dee\u5f02\u5f15\u64ce\u7684\u8bef\u62a5\u53ef\u80fd\u6210\u4e3a\u8b66\u62a5\u75b2\u52b3\u7684\u65b0\u6e90\u5934\uff1b\u7b2c\u4e09\uff0c\u5f53\u4e3b\u6d41\u4e91\u5382\u5546\u5f00\u59cb\u6346\u7ed1\u63d0\u4f9b\u66f4\u6df1\u5ea6\u76d1\u63a7\u65f6\uff0c\u4e2d\u95f4\u5c42\u7684\u751f\u5b58\u7a7a\u95f4\u6216\u88ab\u6324\u538b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u503c\u5f97\u80af\u5b9a\u7684\u662f\uff0c\u56e2\u961f\u4ece\u201c4200\u7f8e\u5143\u8d26\u5355\u6050\u614c\u201d\u8fd9\u4e00\u5177\u4f53\u573a\u666f\u5207\u5165\uff0c\u75285\u5206\u949f\u96c6\u6210\u4f5c\u4e3a\u589e\u957f\u94a9\u5b50\uff0c\u7b56\u7565\u6e05\u6670\u3002\u4f46\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u6210\u672c\u4eea\u8868\u76d8\u201d\u6f14\u8fdb\u4e3a\u201cAI\u8d28\u91cf\u6cbb\u7406\u5e73\u53f0\u201d\u2014\u2014\u5373\u901a\u8fc7\u5386\u53f2\u6570\u636e\u53cd\u54fa\u63d0\u793a\u5de5\u7a0b\u4f18\u5316\uff0c\u751a\u81f3\u5f62\u6210\u8de8\u6a21\u578b\u6027\u80fd\u4e0e\u6210\u672c\u7684\u52a8\u6001\u8def\u7531\u5efa\u8bae\u3002\u82e5\u505c\u7559\u5728\u53ef\u89c6\u5316\u5c42\u9762\uff0c\u5219\u6613\u88ab\u540e\u53d1\u8005\u66ff\u4ee3\u3002\u5f53\u524d\u7248\u672c\u50cf\u662fLLM\u65f6\u4ee3\u7684New Relic\u96cf\u5f62\uff0c\u4f46\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u80fd\u5426\u6c89\u6dc0\u51fa\u884c\u4e1a\u516c\u8ba4\u7684\u201c\u5e7b\u89c9\u98ce\u9669\u7cfb\u6570\u201d\u4e0e\u201c\u63d0\u793a\u7a33\u5b9a\u6027\u6307\u6570\u201d\uff0c\u6210\u4e3aLLM\u5e94\u7528\u7684\u8d28\u91cf\u6807\u51c6\u5236\u5b9a\u8005\u4e4b\u4e00\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\">Nirixa AI<\/span>\n <\/div>\n<div class=\"comment-content\">Nirixa gives AI teams full visibility into every LLM call \u2014 across OpenAI, Anthropic, Gemini, Groq, and more. Track token cost by feature, detect prompt drift, score hallucination risk, and monitor latency in real time. One SDK. One dashboard. Under 5 minutes to set up.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>We are Aravind & Sai, builder of Nirixa (\u0928\u093f\u0930\u0940\u0915\u094d\u0937\u093e \u2014 Sanskrit for <br \/>“to observe”).<\/p>\n<p>I built this after watching a founder friend get a <br \/>$4,200 OpenAI bill with zero idea which feature caused it. <br \/>They had no way to know. That’s the problem Nirixa solves.<\/p>\n<p>What we’ve built:<br \/>\u2192 Token cost breakdown by feature, user & endpoint<br \/>\u2192 Prompt drift detection (alerts when quality shifts)<br \/>\u2192 Hallucination risk scoring per request<br \/>\u2192 Works across OpenAI, Anthropic, Gemini, Groq & more<br \/>\u2192 1 SDK. Under 5 minutes to full visibility.<\/p>\n<p>Launching today with a free tier (100K <br \/>tokens\/month).<\/p>\n<p>Two things I’d love from this community:<br \/>1. Try it \u2192 nirixa.in (free tier)<br \/>2. Tell me what you’d want to see next<\/p>\n<p>Happy to answer any questions below! \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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>cost tracking per feature is the thing I’ve been missing – I know our total Anthropic bill but have no idea which of our 5 products is eating most of the budget. the hallucination risk scoring is interesting too, curious how it works under the hood – is it a separate LLM call or something more lightweight?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 PH! Sai here \u2014 built Nirixa after getting burned by invisible AI costs one too many times.<\/p>\n<p>The core insight: every AI observability tool today is either provider-specific (so it can’t show you cross-provider comparisons) or infra-general (so it doesn’t understand LLM-specific concepts like prompt drift or hallucination risk).<\/p>\n<p>Nirixa fills that gap. It’s a thin SDK layer that intercepts your LLM calls and tracks:<\/p>\n<p>\u2022 Token cost per feature\/endpoint\/user<\/p>\n<p>\u2022 Prompt stability over time (semantic diff engine)<\/p>\n<p>\u2022 Hallucination risk score per request<\/p>\n<p>\u2022 Cross-provider latency benchmarks<\/p>\n<p>We’re live now. Drop your questions below \u2014 especially if you’re skeptical. Those are the conversations I learn the most from. \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I run multiple LLM providers in production (Gemini Flash, GPT-4o, GPT-4o-mini) across different parts of my app and tracking cost per feature has been a nightmare. Right now I’m doing it with spreadsheets and napkin math. The token cost breakdown by feature is exactly what I need. Quick question, does it work with OpenRouter or just direct provider APIs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jarjarmadeit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jarjarmadeit<\/a> Yes! OpenRouter works out of the box. It uses the OpenAI-compatible format so Nirixa picks it up automatically, no extra config. Gemini Flash, GPT-4o, GPT-4o-mini all show up separately in one dashboard. 5 min to set up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/DGTFCFAEAGXBGO\" class=\"app-title\">MyClawSetup<\/a><\/p>\n<div class=\"one-liner\">Deploy your OpenClaw AI assistant in 5 min \u2014 no code needed<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u65e0\u9700\u4ee3\u7801\u30015\u5206\u949f\u5185\u5373\u53ef\u90e8\u7f72\u5f00\u6e90AI\u52a9\u624bOpenClaw\u7684\u7b80\u6613\u5b89\u88c5\u5de5\u5177\uff0c\u4e3a\u4e0d\u64c5\u957f\u6280\u672f\u7684\u666e\u901a\u7528\u6237\u548c\u5c0f\u4f01\u4e1a\u4e3b\u89e3\u51b3\u4e86\u90e8\u7f72\u590d\u6742\u5f00\u6e90AI\u9879\u76ee\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/04e62591-d683-484c-b46f-8ccdcdac28c2.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Mmwk_lP84eA\"><source src=\"https:\/\/www.youtube.com\/watch?v=Mmwk_lP84eA\" 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\/48167ecb-e3c4-4104-aab1-37894262c8a2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/05cef700-7adf-486d-a6b7-ddf4e2d5fada.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/941cfca8-04f3-4a6d-a47d-52910bbb2246.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/346a9bb0-9c12-4966-b779-e0dac4ceb2e0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/682e6327-899a-4fce-9c87-f944e782202d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u52a9\u624b\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6\u5b89\u88c5<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7b80\u5316\u914d\u7f6e<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4ebaAI<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u57fa\u7840\u8bbe\u65bd<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u81ea\u8ff0\u5f00\u53d1\u521d\u8877\u662f\u964d\u4f4e\u5f00\u6e90AI\u52a9\u624b\u7684\u90e8\u7f72\u95e8\u69db\u3002\u4e3b\u8981\u7528\u6237\u5efa\u8bae\u5305\u62ec\u589e\u52a0LLM\u4ee4\u724c\u7528\u91cf\u8ffd\u8e2a\u4eea\u8868\u76d8\u7b49\u7ba1\u7406\u529f\u80fd\uff0c\u521b\u59cb\u4eba\u56de\u5e94\u6b63\u5c06\u5176\u53d1\u5c55\u4e3a\u529f\u80fd\u66f4\u5168\u9762\u7684\u6258\u7ba1\u5e73\u53f0\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n MyClawSetup \u7784\u51c6\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u65e5\u76ca\u51f8\u663e\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u5f00\u6e90AI\u80fd\u529b\u4e0e\u5927\u4f17\u7528\u6237\u4e4b\u95f4\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u4ea4\u4ed8\u96be\u9898\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u4f53\u9a8c\u91cd\u6784\u548c\u6e20\u9053\u521b\u9020\u3002\u5b83\u5c06\u4e00\u4e2a\u539f\u672c\u9762\u5411\u5f00\u53d1\u8005\u3001\u6781\u5ba2\u7684\u5f00\u6e90\u9879\u76eeOpenClaw\uff0c\u901a\u8fc7\u6781\u81f4\u7684\u201c\u65e0\u4ee3\u7801\u201d\u5b89\u88c5\u4f53\u9a8c\uff0c\u5305\u88c5\u6210\u53ef\u4f9b\u5c0f\u4f01\u4e1a\u4e3b\u3001\u81ea\u7531\u804c\u4e1a\u8005\u7b49\u975e\u6280\u672f\u7528\u6237\u76f4\u63a5\u6d88\u8d39\u7684\u4ea7\u54c1\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u201c\u6280\u672f\u6c11\u4e3b\u5316\u201d\u7684\u5c1d\u8bd5\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\u5546\u4e1a\u6a21\u5f0f\u6a21\u7cca\u3002\u4f5c\u4e3a\u5f00\u6e90\u9879\u76ee\u7684\u5b89\u88c5\u5916\u58f3\uff0c\u5176\u957f\u671f\u4ef7\u503c\u6613\u53d7\u4e0a\u6e38\u9879\u76ee\u8fed\u4ee3\u548c\u8bb8\u53ef\u534f\u8bae\u5f71\u54cd\u3002\u5176\u6b21\uff0c\u4ece\u201c\u5b89\u88c5\u5de5\u5177\u201d\u5230\u201c\u6258\u7ba1\u5e73\u53f0\u201d\u7684\u8f6c\u578b\u662f\u5173\u952e\u4e00\u8dc3\uff0c\u4f46\u8fd9\u610f\u5473\u7740\u4ece\u5de5\u5177\u5c42\u8dc3\u5347\u81f3\u670d\u52a1\u5c42\uff0c\u5c06\u76f4\u63a5\u9762\u4e34\u57fa\u7840\u8bbe\u65bd\u6210\u672c\u3001\u7a33\u5b9a\u6027\u3001\u5b89\u5168\u6027\u548c\u6301\u7eed\u529f\u80fd\u5f00\u53d1\u7b49\u66f4\u590d\u6742\u7684\u8003\u9a8c\u3002\u7528\u6237\u5bf9\u7528\u91cf\u4eea\u8868\u76d8\u7684\u9700\u6c42\uff0c\u6070\u6070\u5370\u8bc1\u4e86\u7528\u6237\u9700\u8981\u7684\u4e0d\u4ec5\u662f\u201c\u5b89\u88c5\u201d\uff0c\u66f4\u662f\u201c\u8fd0\u7ef4\u201d\u548c\u201c\u7ba1\u7406\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u201c\u72ec\u72fc\u5f00\u53d1\u201d\u7684\u80cc\u666f\u65e2\u662f\u60c5\u6000\u4eae\u70b9\uff0c\u4e5f\u662f\u98ce\u9669\u70b9\u3002\u9879\u76ee\u80fd\u5426\u6301\u7eed\u54cd\u5e94\u793e\u533a\u9700\u6c42\u3001\u6784\u5efa\u62a4\u57ce\u6cb3\uff0c\u5e76\u627e\u5230\u53ef\u6301\u7eed\u7684\u8425\u6536\u8def\u5f84\uff0c\u5c06\u662f\u51b3\u5b9a\u5176\u662f\u6210\u4e3a\u6619\u82b1\u4e00\u73b0\u7684\u201c\u4fbf\u6377\u811a\u672c\u201d\uff0c\u8fd8\u662f\u6210\u957f\u4e3a\u771f\u6b63\u5e73\u53f0\u7684\u5173\u952e\u3002\u5728AI\u5e94\u7528\u6cdb\u6ee5\u7684\u5f53\u4e0b\uff0c\u5b83\u7684\u542f\u793a\u5728\u4e8e\uff1a\u964d\u4f4e\u5f3a\u5927\u6280\u672f\u7684\u4f7f\u7528\u95e8\u69db\uff0c\u5176\u672c\u8eab\u5c31\u53ef\u80fd\u662f\u4e00\u95e8\u597d\u751f\u610f\uff0c\u4f46\u95e8\u69db\u4e4b\u540e\u7684\u670d\u52a1\uff0c\u624d\u662f\u771f\u6b63\u7684\u6218\u573a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">MyClawSetup<\/span>\n <\/div>\n<div class=\"comment-content\">OpenClaw is the most powerful open-source AI assistant but setting it up feels like learning a new language. Terminal commands. Docker. YAML configs. Server management. For most people, the dream of having their own AI assistant dies right there. MyClawSetup brings that dream back. A simple no-code installer that takes you from zero to a fully working AI assistant in under 5 minutes. No technical skills needed. Just answer a few questions, and your AI assistant is ready to work for you.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’m Samuel, 16 years old, solo founder from Montreal.<\/p>\n<p>A few months ago I discovered OpenClaw and my mind went crazy. An AI assistant that lives on your phone, answers your customers, handles your schedule, drafts your emails \u2014 running 24\/7, fully yours. It felt like having a teammate that never sleeps.<br \/>\nThen I tried to set it up.<\/p>\n<p>Terminal commands. SSH keys. Docker. YAML files. Server configuration. I’m a developer and it still took me way too long. That’s when it clicked if this is painful for me, what about the small business owner running a bakery? The freelance designer juggling 20 clients? The coach who just wants to stop answering the same questions over and over?<\/p>\n<p>These people would benefit the MOST from having their own AI assistant. But they’ll never get one. Not because the technology isn’t there because the setup process was built for engineers, not humans.<\/p>\n<p>That felt deeply wrong to me. So I built MyClawSetup<br \/>\n.<br \/>\nInstead of a terminal, you get a simple wizard. Instead of config files, you answer questions. What should your assistant do? What’s its personality? Which AI model do you want? Click by click, you go from zero to a working AI assistant in under 5 minutes. No coding. No tutorials. No developer needed.<\/p>\n<p>I built this entirely solo \u2014 every pixel, every line of code. I’m not backed by anyone. Just <\/p>\n<p>someone who believes the most powerful technology should be the easiest to use.<br \/>\nI’d love your honest feedback. What’s missing? What would make you actually try this? Every comment here shapes what I build next.<\/p>\n<p>Thank you for being here<br \/>\n\u2014 Samuel<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice! an all in one open claw manager. I could see this blowing up. Is there a way to track token usage for whatever LLM you plug openclaw into? A dashboard for this would be great.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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_molkentin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_molkentin<\/a> <\/p>\n<p>Hey Ryan<\/p>\n<p>For now its just a fully personalisable OpenClaw installer, no code no tech knowledge needed, way more secured and way easier.<\/p>\n<p>I am actively building and transforming it into a hosting platform for OpenClaw. Way easier, simple and functional than the basic naked OpenClaw.<\/p>\n<p>And for sure there will be a dashboard to track token usage but way more than that.<\/p>\n<p>My goal is to expand the power of OpenClaw to non “Tech” people to make their life easier and work better<\/p>\n<p>Let me know if you have more advices or suggestions<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/24QKQQ6EZBQCK7\" class=\"app-title\">FeedReady<\/a><\/p>\n<div class=\"one-liner\">AI flags your image on Social Media? \u2014 fix it in 1 click<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FeedReady\u662f\u4e00\u6b3e\u672c\u5730\u5316\u56fe\u50cf\u9884\u5904\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u4e00\u952e\u6e05\u9664\u5143\u6570\u636e\u548c\u91cd\u65b0\u7f16\u7801\uff0c\u89e3\u51b3\u7528\u6237\u56e0\u5e73\u53f0AI\u8bef\u5224\u5bfc\u81f4\u793e\u4ea4\u5a92\u4f53\u56fe\u7247\u88ab\u9519\u8bef\u6807\u8bb0\u6216\u5904\u7406\u4e0d\u4e00\u81f4\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\/f1b0092c-b5fa-4ff1-a889-93bc0e6315a1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7db24d44-2675-4dff-8391-446aed3f8c04.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a1cc5752-aebb-4f98-b565-20cc32ec4bbe.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\/01f7476d-88a2-4afc-be7f-93feb352de7f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=GBxQhIOKmQM\"><source src=\"https:\/\/www.youtube.com\/watch?v=GBxQhIOKmQM\" 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\">Social Media<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u56fe\u50cf\u9884\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u5143\u6570\u636e\u6e05\u7406<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">AI\u8bef\u5224\u89c4\u907f<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u9690\u79c1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u8be2\u95ee\u5e73\u53f0\u517c\u5bb9\u6027\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u5df2\u9488\u5bf9LinkedIn\u3001Instagram\u548cX\u4f18\u5316\uff0c\u65e8\u5728\u63d0\u5347\u5904\u7406\u4e00\u81f4\u6027\u800c\u975e\u7ed5\u8fc7\u89c4\u5219\u3002\u7528\u6237\u75db\u70b9\u96c6\u4e2d\u4e8e\u521b\u4f5c\u6d41\u7a0b\u56e0AI\u8bef\u5224\u53d7\u963b\uff0c\u671f\u5f85\u5de5\u5177\u80fd\u89e3\u51b3\u8de8\u5e73\u53f0\u5dee\u5f02\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n FeedReady\u5207\u5165\u4e86\u4e00\u4e2a\u5fae\u5c0f\u4f46\u5c16\u9510\u7684\u7f1d\u9699\u5e02\u573a\u2014\u2014\u793e\u4ea4\u5a92\u4f53\u5e73\u53f0\u7684\u201c\u7b97\u6cd5\u9ed1\u7bb1\u201d\u4e0e\u521b\u4f5c\u8005\u63a7\u5236\u6743\u4e4b\u95f4\u7684\u51b2\u7a81\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u4e0a\u7684\u7a81\u7834\uff08\u5143\u6570\u636e\u6e05\u7406\u5df2\u662f\u6210\u719f\u6280\u672f\uff09\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u6355\u6349\u4e86\u5e73\u53f0\u7b97\u6cd5\u4e0d\u900f\u660e\u6240\u884d\u751f\u7684\u201c\u4e00\u81f4\u6027\u7126\u8651\u201d\u3002\u521b\u4f5c\u8005\u4e0a\u4f20\u770b\u4f3c\u76f8\u540c\u7684\u56fe\u7247\uff0c\u5374\u56e0\u9690\u85cf\u7684\u5143\u6570\u636e\u6216\u7f16\u7801\u5dee\u5f02\u906d\u5230\u4e0d\u540c\u5bf9\u5f85\uff0c\u8fd9\u79cd\u4e0d\u53ef\u9884\u6d4b\u6027\u5b9e\u8d28\u4e0a\u6784\u6210\u4e86\u6570\u5b57\u65f6\u4ee3\u7684\u65b0\u5f0f\u201c\u78e8\u635f\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u91c7\u53d6\u4e86\u201c\u9632\u5fa1\u6027\u4f18\u5316\u201d\u5b9a\u4f4d\uff0c\u5f3a\u8c03\u201c\u4e0d\u7ed5\u8fc7\u89c4\u5219\uff0c\u53ea\u6c42\u4e00\u81f4\u201d\uff0c\u8fd9\u65e2\u89c4\u907f\u4e86\u4e0e\u5e73\u53f0\u653f\u7b56\u7684\u6f5c\u5728\u51b2\u7a81\uff0c\u4e5f\u8fce\u5408\u4e86\u521b\u4f5c\u8005\u5e0c\u671b\u5185\u5bb9\u201c\u6309\u9884\u671f\u5448\u73b0\u201d\u7684\u672c\u8d28\u9700\u6c42\u3002\u672c\u5730\u5904\u7406\u3001\u65e0\u4e0a\u4f20\u7684\u8bbe\u5b9a\uff0c\u66f4\u662f\u7cbe\u51c6\u547d\u4e2d\u4e86\u4e13\u4e1a\u7528\u6237\u5bf9\u9690\u79c1\u548c\u539f\u59cb\u6587\u4ef6\u5b89\u5168\u7684\u654f\u611f\u795e\u7ecf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u957f\u671f\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\u3002\u9996\u5148\uff0c\u5b83\u662f\u5bf9\u75c7\u800c\u975e\u6cbb\u672c\u7684\u201c\u521b\u53ef\u8d34\u201d\u65b9\u6848\uff0c\u4e00\u65e6\u4e3b\u6d41\u5e73\u53f0\u4e3b\u52a8\u8c03\u6574\u5176\u56fe\u50cf\u5904\u7406\u903b\u8f91\uff0c\u5de5\u5177\u7684\u6838\u5fc3\u4ef7\u503c\u53ef\u80fd\u88ab\u524a\u5f31\u3002\u5176\u6b21\uff0c\u20b999\u7684\u4e00\u6b21\u6027\u5b9a\u4ef7\u6a21\u5f0f\uff0c\u867d\u6709\u5229\u4e8e\u65e9\u671f\u83b7\u5ba2\uff0c\u4f46\u6697\u793a\u4e86\u5176\u529f\u80fd\u6df1\u5ea6\u548c\u8fed\u4ee3\u7a7a\u95f4\u7684\u6709\u9650\u6027\uff0c\u96be\u4ee5\u652f\u6491\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u7279\u5b9a\u6280\u672f\u8fc7\u6e21\u671f\u7684\u201c\u6b62\u75db\u836f\u201d\uff0c\u5176\u547d\u8fd0\u4e0e\u793e\u4ea4\u5a92\u4f53\u7b97\u6cd5\u7684\u6f14\u53d8\u6df1\u5ea6\u7ed1\u5b9a\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u5355\u70b9\u5de5\u5177\u201d\u6f14\u8fdb\u4e3a\u7406\u89e3\u5e76\u9884\u6d4b\u5404\u5e73\u53f0\u89c6\u89c9\u7b97\u6cd5\u504f\u597d\u7684\u201c\u667a\u80fd\u9002\u914d\u5c42\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\">FeedReady<\/span>\n <\/div>\n<div class=\"comment-content\">Some images get treated differently after upload \u2014 even when they look identical. FeedReady prepares your images for cleaner, more consistent results by removing unnecessary metadata and re-optimizing them locally. No uploads. No storage. Just better control.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on this launch! Getting AI flagged for content I actually create is such a frustrating blocked in a launch workflow. Does this work across all major platforms or are certain ones better supported than others?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aya_vlasoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aya_vlasoff<\/a> Appreciate that! That exact issue is what led me to build this.<\/p>\n<p>From testing, it\u2019s<strong> working well<\/strong> <strong>on<\/strong> platforms like <strong>LinkedIn, Instagram and X <\/strong>where metadata and processing play a role. Each platform is different though, so the goal is to make images more consistently handled; not override anything.<\/p>\n<\/p>\n<p>Would love your feedback if you try it.<\/p>\n<\/p>\n<p>Which platform are you facing this most on? I will test and include that 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I noticed something strange while testing uploads \u2014 the same image could be handled differently after posting.<\/p>\n<\/p>\n<p>That got me curious.<\/p>\n<\/p>\n<p>After digging deeper, I realized that hidden data and encoding differences can influence how platforms process images.<\/p>\n<\/p>\n<p>So I built FeedReady.<\/p>\n<\/p>\n<p>It\u2019s a lightweight tool that prepares your images before upload:<\/p>\n<ul>\n<li>\n<p>Cleans unnecessary metadata<\/p>\n<\/li>\n<li>\n<p>Re-encodes for consistency<\/p>\n<\/li>\n<li>\n<p>Runs fully locally (no uploads, no storage)<\/p>\n<\/li>\n<\/ul>\n<p>This isn\u2019t about bypassing anything \u2014 it\u2019s about giving creators more control over how their content is handled.<\/p>\n<\/p>\n<p>You can try 2 images for free, and early users can unlock full access for \u20b999 (one-time).<\/p>\n<\/p>\n<p>Would genuinely love your feedback \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VFSUQAF3L3W32X\" class=\"app-title\">InSightOS<\/a><\/p>\n<div class=\"one-liner\">AI-native FP&A workspace for forecasting and insights<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>InSightOS\u662f\u4e00\u6b3eAI\u539f\u751f\u7684\u8d22\u52a1\u89c4\u5212\u4e0e\u5206\u6790\u5de5\u4f5c\u7a7a\u95f4\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u5206\u6790\u548c\u53ef\u89e3\u91ca\u7684\u6570\u636e\u6eaf\u6e90\uff0c\u5e2e\u52a9\u8d22\u52a1\u56e2\u961f\u5373\u65f6\u751f\u6210\u9884\u6d4b\u3001\u68c0\u6d4b\u5f02\u5e38\u5e76\u7406\u89e3\u8d22\u52a1\u52a8\u56e0\uff0c\u89e3\u51b3\u4e86\u4ed6\u4eec\u5728\u5206\u6563\u7684\u7535\u5b50\u8868\u683c\u4e2d\u8fdb\u884c\u4f4e\u6548\u3001\u624b\u52a8\u5206\u6790\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\/e43c23db-ff3f-422a-889f-c001fea8390d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/51885161-f83b-4086-b42b-1dad5d82b9b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7a678527-005c-4231-8796-341bf7c36be5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fbfa84ba-1eb8-448f-94a9-76132b920a77.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9e0e45dc-fd4a-41c6-9d2e-82180a7c7699.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Fintech<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">FP&A\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u9884\u6d4b\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5f02\u5e38\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6eaf\u6e90<\/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\">\u4f01\u4e1a\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u667a\u80fd\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>\u8bc4\u8bba\u4e3b\u8981\u4e3a\u521b\u59cb\u56e2\u961f\u53ca\u6210\u5458\u53d1\u5e03\uff0c\u65e8\u5728\u4ecb\u7ecd\u4ea7\u54c1\u521d\u8877\u3001\u6280\u672f\u91cd\u70b9\u5e76\u5f81\u96c6\u53cd\u9988\u3002\u6709\u6548\u53cd\u9988\u6781\u5c11\uff0c\u4ec5\u6709\u4e00\u6761\u5916\u90e8\u8bc4\u8bba\u63a8\u8350\u4e86\u7f51\u7ad9\u5ba1\u8ba1\u5de5\u5177\uff0c\u672a\u6d89\u53ca\u5bf9\u4ea7\u54c1\u529f\u80fd\u3001\u4f53\u9a8c\u7684\u5177\u4f53\u8bc4\u4ef7\u6216\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n InSightOS\u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u987d\u56fa\u7684\u4f01\u4e1a\u75db\u70b9\uff1a\u8d22\u52a1\u56e2\u961f\u6df1\u9677\u4e8e\u6570\u636e\u5b64\u5c9b\u548c\u7e41\u7410\u7684\u624b\u5de5\u5206\u6790\u3002\u5176\u4ef7\u503c\u4e3b\u5f20\u6e05\u6670\u2014\u2014\u7528AI\u539f\u751f\u5de5\u4f5c\u7a7a\u95f4\u53d6\u4ee3\u788e\u7247\u5316\u7684\u7535\u5b50\u8868\u683c\uff0c\u5b9e\u73b0\u5373\u65f6\u6d1e\u5bdf\u3002\u6982\u5ff5\u4e0a\uff0c\u5b83\u8bd5\u56fe\u5c06\u201cChatGPT\u5f0f\u201d\u7684\u4ea4\u4e92\u4f53\u9a8c\u5f15\u5165\u4e25\u8c28\u7684FP&A\u9886\u57df\uff0c\u5f3a\u8c03\u201c\u53ef\u89e3\u91ca\u7684\u6570\u636e\u6eaf\u6e90\u201d\uff0c\u8fd9\u662f\u51fb\u4e2d\u8981\u5bb3\u7684\u5173\u952e\uff0c\u56e0\u4e3a\u8d22\u52a1\u51b3\u7b56\u5fc5\u987b\u5ba1\u8ba1\u8ffd\u8e2a\uff0c\u4e0d\u80fd\u662f\u9ed1\u7bb1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176Product Hunt\u4eae\u76f8\u66b4\u9732\u51fa\u65e9\u671f\u4ea7\u54c1\u7684\u5178\u578b\u72b6\u6001\uff1a\u793e\u533a\u4e92\u52a8\u5b9e\u8d28\u4e0a\u662f\u201c\u56e2\u961f\u72ec\u767d\u201d\uff0c\u7f3a\u4e4f\u771f\u5b9e\u7528\u6237\u7684\u9a8c\u8bc1\u58f0\u97f3\u3002\u9ad8\u8d5e\u8bc4\u8bba\u5168\u90e8\u6765\u81ea\u56e2\u961f\u5185\u90e8\uff0c\u8fd9\u4f7f\u5176\u5ba3\u79f0\u7684\u201c\u89e3\u51b3\u75db\u70b9\u201d\u5c1a\u672a\u7ecf\u8fc7\u5e02\u573a\u6dec\u706b\u3002\u4ea7\u54c1\u9762\u4e34\u7684\u6838\u5fc3\u6311\u6218\u5c06\u4e0d\u4ec5\u5728\u4e8e\u6280\u672f\u5b9e\u73b0\uff0c\u66f4\u5728\u4e8e\u5982\u4f55\u5207\u5165\u4f01\u4e1a\u590d\u6742\u3001\u4fdd\u5b88\u7684\u8d22\u52a1\u5de5\u4f5c\u6d41\u3002\u66ff\u6362Excel\u5e76\u975e\u6613\u4e8b\uff0c\u6d89\u53ca\u6570\u636e\u96c6\u6210\u5b89\u5168\u3001\u5408\u89c4\u6027\u4ee5\u53ca\u7528\u6237\u4e60\u60ef\u7684\u6df1\u5ea6\u53d8\u9769\u3002\u6b64\u5916\uff0c\u4f5c\u4e3aAI\u539f\u751f\u5e94\u7528\uff0c\u5176\u9884\u6d4b\u4e0e\u5f02\u5e38\u68c0\u6d4b\u6a21\u578b\u7684\u51c6\u786e\u6027\u3001\u5bf9\u7279\u5b9a\u884c\u4e1a\u8d22\u52a1\u903b\u8f91\u7684\u6df1\u5ea6\u7406\u89e3\uff0c\u5c06\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u6709\u8da3\u7684\u5de5\u5177\u201d\u5347\u683c\u4e3a\u201c\u5173\u952e\u7cfb\u7edf\u201d\u7684\u8bd5\u91d1\u77f3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\uff0c\u5b83\u5c55\u793a\u4e86\u4e00\u4e2a\u6b63\u786e\u7684\u65b9\u5411\uff0c\u4f46\u771f\u5b9e\u4ef7\u503c\u9700\u5728\u9996\u6279\u5916\u90e8\u5ba2\u6237\u514b\u670d\u90e8\u7f72\u963b\u529b\u3001\u5e76\u8bc1\u5b9e\u5176\u80fd\u771f\u6b63\u63d0\u5347\u51b3\u7b56\u6548\u7387\u4e0e\u51c6\u786e\u6027\u4e4b\u540e\uff0c\u65b9\u80fd\u5b9a\u8bba\u3002\u5728\u62e5\u6324\u7684\u201cAI+\u8d22\u52a1\u201d\u8d5b\u9053\uff0c\u5b83\u9700\u8981\u66f4\u950b\u5229\u7684\u5dee\u5f02\u5316\u4f18\u52bf\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u201cAI\u8f85\u52a9\u7684\u7535\u5b50\u8868\u683c\u5347\u7ea7\u7248\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\">InSightOS<\/span>\n <\/div>\n<div class=\"comment-content\">Finance teams still rely on fragmented spreadsheets to answer critical questions like \u201cWhy did revenue change?\u201d or \u201cWhere will we land this quarter?\u201d InSightOS is an AI-native FP&A workspace that helps teams generate forecasts, detect anomalies, and understand financial drivers instantly. Get grounded insights with explainable data lineage instead of manual spreadsheet analysis.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Eddie, founder of PhrasIQ.<\/p>\n<p>We started building InSightOS after repeatedly seeing finance teams struggle with fragmented spreadsheets and slow manual analysis.<\/p>\n<p>Even simple questions like:<\/p>\n<p>\u2022 Why did revenue change?<br \/>\n\u2022 What\u2019s driving this cost increase?<br \/>\n\u2022 Where will we land this quarter?<\/p>\n<p>can take hours or days to answer.<\/p>\n<p>We thought finance teams deserved better tools.<\/p>\n<p>So we built InSightOS -an AI-native FP&A workspace that helps teams generate forecasts, detect anomalies, and understand financial drivers instantly.<\/p>\n<p>Instead of manually digging through spreadsheets, teams can interact with their financial data through AI-assisted analysis with full explainability and data lineage.<\/p>\n<p>We\u2019re excited to share this with the Product Hunt community and would love your feedback.<\/p>\n<p>A few things we\u2019d love to hear from you:<\/p>\n<p>\u2022 What finance workflows should AI automate next?<br \/>\n\u2022 What tools are you currently using for FP&A?<\/p>\n<p>Thanks for checking it out \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eddie44\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eddie44<\/a> Congrats on the launch!<\/p>\n<p>Took a quick look at your site and ran a small audit, nothing major, but a few quick wins you might like. <br \/>We just launched a free audit tool (FreeSiteAudit.com) today, so sharing your report <a href=\"https:\/\/freesiteaudit.com\/results\/xdPe7_nKRwvaUjmFSIfoVw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">here<\/a>!<\/p>\n<p>Feel free to ignore if not relevant, just thought it could be useful!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excited to see InSightOS live on Product Hunt today \ud83d\ude80<\/p>\n<p>From a technical perspective, one of the problems we kept seeing was how fragmented financial analysis workflows still are. Teams often have data spread across multiple systems, and answering simple questions like \u201cwhat actually drove this change?\u201d requires a lot of manual investigation.<\/p>\n<p>While building InSightOS, we focused heavily on designing systems that can combine structured financial data with AI-driven analysis while keeping insights explainable and traceable.<\/p>\n<p>It\u2019s been a fun and challenging engineering journey working on forecasting workflows, anomaly detection, and AI-assisted financial reasoning.<\/p>\n<p>Huge credit to the engineering, product, and design teams at PhrasIQ who helped bring this together.<br \/>We\u2019re still early and would love to hear feedback from the Product Hunt community.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excited to see InSightOS live on Product Hunt today \ud83d\ude80<\/p>\n<\/p>\n<p>Building something meaningful always takes a team effort, and I\u2019m incredibly proud of the work everyone at PhrasIQ has put into bringing this product to life. From shaping the product vision to refining the experience and making the platform robust, it\u2019s been a rewarding journey.<\/p>\n<\/p>\n<p>InSightOS is our step toward helping finance teams move beyond fragmented spreadsheets and slow analysis, giving them faster, clearer insights into what\u2019s driving their numbers.<\/p>\n<\/p>\n<p>We\u2019re still early and would genuinely love to hear feedback from the Product Hunt community. 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>8<\/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\/UG2ERZUQIJEMOG\" class=\"app-title\">FamZam<\/a><\/p>\n<div class=\"one-liner\">Simple, Ad\/Subscription-free bill splitting<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FamZam\u662f\u4e00\u6b3e\u7b80\u6d01\u3001\u65e0\u5e7f\u544a\u548c\u8ba2\u9605\u8d39\u7684\u8d26\u5355\u5206\u644a\u5e94\u7528\uff0c\u65e8\u5728\u901a\u8fc7\u6781\u901f\u7ed3\u7b97\u529f\u80fd\uff0c\u5728\u670b\u53cb\u6216\u5bb6\u4eba\u95f4\u8fdb\u884c\u65e5\u5e38\u6d88\u8d39\u5206\u644a\u65f6\uff0c\u89e3\u51b3\u4f20\u7edf\u5e94\u7528\u5e7f\u544a\u4fb5\u6270\u3001\u64cd\u4f5c\u7e41\u7410\u590d\u6742\u3001\u9690\u79c1\u62c5\u5fe7\u7b49\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\/6c1590ca-88d1-4de4-8573-fa29a70ca935.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88d99efb-fdce-4f0d-86c7-0081a0d56425.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\/c5cd9275-3fed-4c4f-948b-3bd1014072db.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">iOS<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Fintech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8d26\u5355\u5206\u644a<\/span><br \/>\n <span class=\"tag\">\u503a\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u7c7b\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u65e0\u5e7f\u544a<\/span><br \/>\n <span class=\"tag\">\u65e0\u8ba2\u9605<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u6781\u901f\u7ed3\u7b97<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u91d1\u878d<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\u6570\u91cf\u6781\u5c11\u4e14\u5185\u5bb9\u5355\u8584\u3002\u4e3b\u8981\u4e3a\u793c\u8282\u6027\u795d\u8d3a\uff0c\u4ee5\u53ca\u4e00\u6761\u63d0\u53ca\u8fdb\u884c\u4e86\u5feb\u901f\u5ba1\u8ba1\u5e76\u53d1\u73b0\u4e00\u4e9b\u53ef\u8c03\u6574\u5c0f\u95ee\u9898\u7684\u53cd\u9988\uff0c\u4f46\u672a\u7ed9\u51fa\u5177\u4f53\u95ee\u9898\u7ec6\u8282\uff0c\u6709\u6548\u4fe1\u606f\u4e0d\u8db3\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 FamZam\u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u62e5\u6324\u4f46\u75db\u70b9\u660e\u786e\u7684\u7ec6\u5206\u5e02\u573a\uff1a\u719f\u4eba\u95f4\u7684\u975e\u6b63\u5f0f\u503a\u52a1\u7ba1\u7406\u3002\u5176\u5ba3\u79f0\u7684\u201c\u65e0\u5e7f\u544a\u3001\u65e0\u8ba2\u9605\u3001\u65e0\u6570\u636e\u6536\u96c6\u201d\u4e09\u65e0\u7b56\u7565\uff0c\u76f4\u51fb\u4e86\u5f53\u524d\u8bb8\u591a\u5de5\u5177\u7c7b\u5e94\u7528\u8fc7\u5ea6\u5546\u4e1a\u5316\u3001\u635f\u5bb3\u7528\u6237\u4f53\u9a8c\u7684\u6838\u5fc3\u77db\u76fe\uff0c\u8bd5\u56fe\u4ee5\u201c\u5e72\u51c0\u201d\u4f5c\u4e3a\u6838\u5fc3\u5356\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u6781\u4e3a\u4e25\u5cfb\u3002\u9996\u5148\uff0c\u5546\u4e1a\u6a21\u5f0f\u5b58\u7591\u3002\u5728\u201c\u514d\u8d39\u201d\u6210\u4e3a\u4e3b\u6d41\u9884\u671f\u7684\u5de5\u5177\u9886\u57df\uff0c\u5b8c\u5168\u653e\u5f03\u5e7f\u544a\u548c\u8ba2\u9605\u6536\u5165\uff0c\u610f\u5473\u7740\u56e2\u961f\u8981\u4e48\u6709\u5916\u90e8\u8f93\u8840\u80fd\u529b\uff0c\u8981\u4e48\u5728\u89c4\u5212\u672a\u6765\u66f4\u9690\u853d\u7684\u53d8\u73b0\u8def\u5f84\uff0c\u5176\u957f\u671f\u53ef\u6301\u7eed\u6027\u9700\u8981\u6253\u4e0a\u4e00\u4e2a\u95ee\u53f7\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u58c1\u5792\u8584\u5f31\u3002\u8d26\u5355\u5206\u644a\u7684\u6838\u5fc3\u529f\u80fd\uff08\u8ba1\u7b97\u3001\u63d0\u9192\u3001\u8f6c\u8d26\u96c6\u6210\uff09\u6781\u6613\u88ab\u590d\u5236\uff0c\u7ade\u54c1\uff08\u5982Splitwise\uff09\u5df2\u5efa\u7acb\u5f3a\u5927\u7684\u7f51\u7edc\u6548\u5e94\u548c\u7528\u6237\u4e60\u60ef\u3002\u201c\u6781\u901f\u201d\u4f53\u9a8c\u56fa\u7136\u597d\uff0c\u4f46\u5e76\u975e\u4e0d\u53ef\u903e\u8d8a\u7684\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u53d1\u5e03\u521d\u671f\u7684\u51b7\u6e05\u53cd\u9988\u6765\u770b\uff0c\u4ea7\u54c1\u53ef\u80fd\u5c1a\u672a\u89e6\u53ca\u5e02\u573a\u7206\u53d1\u70b9\uff0c\u6216\u8425\u9500\u58f0\u91cf\u4e25\u91cd\u4e0d\u8db3\u3002\u90a3\u6761\u63d0\u53ca\u201c\u5ba1\u8ba1\u53d1\u73b0\u95ee\u9898\u201d\u7684\u8bc4\u8bba\u867d\u672a\u8be6\u8ff0\uff0c\u5374\u9690\u7ea6\u63ed\u793a\u4e86\u53e6\u4e00\u4e2a\u98ce\u9669\uff1a\u4f5c\u4e3a\u5904\u7406\u91d1\u94b1\u4fe1\u606f\u7684\u5e94\u7528\uff0c\u5b89\u5168\u6027\u4e0e\u7a33\u5b9a\u6027\u662f\u751f\u547d\u7ebf\uff0c\u4efb\u4f55\u7ec6\u5fae\u7684\u6280\u672f\u7455\u75b5\u90fd\u53ef\u80fd\u5bfc\u81f4\u4fe1\u4efb\u5d29\u584c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7efc\u4e0a\uff0cFamZam\u7684\u4ef7\u503c\u4e3b\u5f20\u6e05\u6670\u4e14\u5177\u5438\u5f15\u529b\uff0c\u5207\u4e2d\u4e86\u4e00\u90e8\u5206\u7528\u6237\u5bf9\u7b80\u6d01\u548c\u9690\u79c1\u7684\u5f3a\u70c8\u9700\u6c42\u3002\u4f46\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff1a\u80fd\u5426\u5728\u96f6\u6536\u5165\u6a21\u5f0f\u4e0b\u7ef4\u6301\u9ad8\u8d28\u91cf\u8fd0\u8425\u4e0e\u5f00\u53d1\uff0c\u5e76\u627e\u5230\u6709\u6548\u9014\u5f84\u7a81\u7834\u73b0\u6709\u5e02\u573a\u683c\u5c40\uff0c\u5c06\u201c\u5e72\u51c0\u201d\u8fd9\u4e00\u7279\u6027\u8f6c\u5316\u4e3a\u4e0d\u53ef\u66ff\u4ee3\u7684\u7528\u6237\u7c98\u6027\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u201c\u53eb\u597d\u4e0d\u53eb\u5ea7\u201d\u7684\u7406\u60f3\u4e3b\u4e49\u4ea7\u54c1\uff0c\u5728\u5de8\u5934\u9634\u5f71\u4e0b\u8270\u96be\u6c42\u751f\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\">FamZam<\/span>\n <\/div>\n<div class=\"comment-content\">Most bill splitters are either buried in ads or feel like spreadsheets from 2012. We built FamZam to make debt management invisible. No subscriptions, no data harvesting\u2014just a lightning-fast way to settle up.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/products\/famzam\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"famzam\" target=\"_blank\" rel=\"noopener\">@FamZam<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Just checked out your app, looks great overall.<\/p>\n<p>I did run a quick audit and found a few small things you could tweak. We launched a free audit tool today, so sharing <a href=\"https:\/\/freesiteaudit.com\/results\/0LtMQW8fBWxFoSMfw6Tx8w\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">your report<\/a> in case it helps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/AMTRYUILYBUA4T\" class=\"app-title\">LumiChats<\/a><\/p>\n<div class=\"one-liner\">Open source model. Proprietary agent. One AI workspace.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">7<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LumiChats\u662f\u4e00\u6b3e\u5f00\u6e90\u6a21\u578b\u3001\u79c1\u6709\u5316\u90e8\u7f72\u7684AI\u5de5\u4f5c\u7a7a\u95f4\uff0c\u901a\u8fc7\u6d4f\u89c8\u5668\u6c99\u76d2\u5185\u76f4\u63a5\u8fd0\u884cNode.js\u4ee3\u7801\u7684\u667a\u80fd\u4f53\u6a21\u5f0f\u3001\u6301\u4e45\u5316\u8bb0\u5fc6\u53ca\u6587\u6863\u667a\u80fd\u5206\u6790\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5bf9AI\u5de5\u5177\u6570\u636e\u9690\u79c1\u3001\u900f\u660e\u5ea6\u548c\u53ef\u63a7\u6027\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\/b260b727-8643-42f9-bca1-cbd7f80b2f86.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/432817d3-8048-4755-99c6-a793fbeba88c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2220aebf-7ca5-42a9-99f3-730fe529b58e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2874bb09-363d-4b60-8dbc-60177c43bd52.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eec8b6b8-43f3-4d5c-8bb5-550969a3e40d.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90AI\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6c99\u76d2\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u6301\u4e45\u5316\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u667a\u80fd\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6309\u65e5\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u900f\u660e\u53ef\u4fe1AI<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u8bad\u7ec3\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u8ba1\u7b97<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8d5e\u8d4f\u5176\u5f00\u6e90\u6a21\u578b\u548c\u672c\u5730\u4ee3\u7801\u6267\u884c\u7684\u900f\u660e\u67b6\u6784\uff0c\u8ba4\u4e3a\u771f\u6b63\u89e3\u51b3\u4e86AI\u5de5\u5177\u201c\u9ed1\u7bb1\u201d\u548c\u9690\u79c1\u987e\u8651\u3002\u540c\u65f6\uff0c\u7528\u6237\u8be2\u95ee\u6a21\u578b\u6027\u80fd\u8c03\u4f18\u7684\u6311\u6218\uff0c\u5173\u6ce8\u5176\u6280\u672f\u53ef\u884c\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 LumiChats\u7684\u53d9\u4e8b\u6838\u5fc3\u5e76\u975e\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u4e00\u573a\u9488\u5bf9\u5f53\u524dAI SaaS\u5546\u4e1a\u6a21\u5f0f\u7684\u201c\u4fe1\u4efb\u8d77\u4e49\u201d\u3002\u5b83\u654f\u9510\u5730\u523a\u4e2d\u4e86\u5e02\u573a\u4e24\u5927\u8f6f\u808b\uff1a\u4e00\u662f\u591a\u6570AI\u5de5\u5177\u4f5c\u4e3a\u201cAPI\u5305\u88c5\u5668\u201d\u7684\u5b9e\u8d28\uff0c\u8ba9\u7528\u6237\u4e3a\u9ad8\u6602\u6708\u8d39\u4e70\u5355\u5374\u65e0\u6cd5\u638c\u63a7\u6570\u636e\u4e0e\u6a21\u578b\uff1b\u4e8c\u662f\u667a\u80fd\u4f53\u6267\u884c\u4ee3\u7801\u666e\u904d\u4f9d\u8d56\u4e91\u7aef\u670d\u52a1\u5668\uff0c\u5b58\u5728\u9690\u79c1\u6cc4\u9732\u4e0e\u64cd\u4f5c\u4e0d\u900f\u660e\u7684\u98ce\u9669\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u7528\u6280\u672f\u67b6\u6784\u56de\u5e94\u4e86\u8fd9\u4e9b\u8d28\u7591\uff1a\u5f00\u6e90\u6a21\u578b\u4f9b\u67e5\u9a8c\u3001\u6d4f\u89c8\u5668\u6c99\u76d2\u5185\u6267\u884cNode.js\u4ee3\u7801\u786e\u4fdd\u6570\u636e\u4e0d\u79bb\u7ebf\uff0c\u8fd9\u6784\u5efa\u4e86\u96be\u5f97\u7684\u53ef\u9a8c\u8bc1\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6fc0\u8fdb\u900f\u660e\u7b56\u7565\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5f00\u6e90\u6a21\u578b\u867d\u8d62\u5f97\u4fe1\u4efb\uff0c\u4f46\u6027\u80fd\u4e0e\u5de8\u5934\u5927\u6a21\u578b\u7684\u5dee\u8ddd\u5982\u4f55\u5f25\u8865\uff1f\u672c\u5730\u6267\u884c\u867d\u4fdd\u969c\u9690\u79c1\uff0c\u4f46\u590d\u6742\u4efb\u52a1\u7684\u8ba1\u7b97\u8d44\u6e90\u74f6\u9888\u5982\u4f55\u7a81\u7834\uff1f\u201c\u6bcf\u65e569\u5362\u6bd4\u201d\u7684\u7075\u6d3b\u5b9a\u4ef7\u770b\u4f3c\u5de7\u5999\uff0c\u4f46\u53ef\u80fd\u7b5b\u9009\u6389\u8ffd\u6c42\u7a33\u5b9a\u670d\u52a1\u7684\u4f01\u4e1a\u5ba2\u6237\uff0c\u66f4\u504f\u5411\u4e2a\u4eba\u53ca\u5c0f\u4f17\u6280\u672f\u7231\u597d\u8005\u3002\u4ea7\u54c1\u672c\u8d28\u4e0a\u662f\u5728\u7528\u6781\u5ba2\u7cbe\u795e\u505a\u5e02\u573a\u5207\u5272\uff0c\u5b83\u672a\u5fc5\u80fd\u98a0\u8986\u4e3b\u6d41\uff0c\u5374\u4e3a\u91cd\u89c6\u9690\u79c1\u3001\u6e34\u6c42\u900f\u660e\u7684\u7528\u6237\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7a00\u7f3a\u7684\u201c\u7eaf\u51c0\u201d\u9009\u9879\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u900f\u660e\u7406\u60f3\u201d\u4e0e\u201c\u5b9e\u7528\u6027\u80fd\u201d\u4e4b\u95f4\u627e\u5230\u53ef\u6301\u7eed\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">LumiChats<\/span>\n <\/div>\n<div class=\"comment-content\">Bootstrap team. No VC. We fine-tuned our own AI model and open sourced it. LumiChat is built around it with an agentic mode that writes and executes real Node.js code in a sandboxed browser (no server), persistent memory, Study Mode, and RAG for large documents. Multi-model support. \u20b969\/day. The model is ours, the code is open, and the agent is extensible by anyone.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Let me be honest with you.<br \/>\nMost AI tools you pay for every month are just API wrappers with a pretty UI. You are paying $20\/month for something a developer built in a weekend. You have no idea what model is actually running, no idea if your data is being used, and zero ability to verify any of it.<br \/>\nWe got frustrated by that too. So we did something different.<br \/>\nWe are a bootstrap team with no VC, no lab, no funding. And we trained and open sourced our own model. Not because it was easy. Because it was the only way to genuinely own what we were building and let you verify it for yourself. The code is public. The model is public. Nothing is hidden.<br \/>\nOn top of that, we built the thing we actually wanted to use every day.<br \/>\nAgentic Mode. Most “AI agents” send your code to their servers to run. Ours executes real Node.js directly in your browser, in a sandboxed environment. Your code never leaves your machine. You see every line before it runs. That is not a marketing line, that is the architecture.<br \/>\nPersistent Memory. It remembers your projects, your preferences, your learning style across every session. You are never re-explaining yourself to your own AI.<br \/>\nStudy Mode. Upload any PDF or name any topic. It generates structured lessons and quizzes you can actually learn from. Students have been using this for exam prep and it has become our most loved feature.<br \/>\nDocument Intelligence. Drop in a 200-page PDF, a messy Excel file, a DOCX report. It reads the right parts using semantic search, not brute-force summarization.<br \/>\nWe charge 69 rupees a day, only on the days you actually use it. Not a subscription you forget about.<br \/>\nWe built this to be something you could trust completely because you can see everything. The model. The code. The architecture. All of it.<br \/>\nIf you have ever felt like AI tools are a black box you are just supposed to trust, this one is not. Come poke around. Break it. Fork it. We would love that.<br \/>\nHappy to answer anything about the model training, the WebContainer architecture, or the pricing decisions. AMA.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aditya_kumar_jha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditya_kumar_jha1<\/a> hope everyone will 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Training and open sourcing your own model instead of just wrapping existing APIs is a bold move, and it makes the transparency promise actually credible. The “coffee price” positioning is clever too since it shifts the conversation away from feature comparisons and toward trust. @aditya_kumar_jha1 what was the hardest part of getting the model to perform well enough that you felt confident shipping it at this price point?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/CFO5CNX6GDMMHA\" class=\"app-title\">BottleNote: Daily Motivation App<\/a><\/p>\n<div class=\"one-liner\">Open a new positive note every day, schedule your own<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">7<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4ee5\u201c\u6f02\u6d41\u74f6\u201d\u5f62\u5f0f\u6bcf\u65e5\u63a8\u9001\u4e2a\u6027\u5316\u79ef\u6781\u7bb4\u8a00\u7684\u5e94\u7528\uff0c\u901a\u8fc7\u63d0\u4f9b\u201c\u547d\u4e2d\u611f\u201d\u6781\u5f3a\u7684\u6b63\u5411\u4fe1\u606f\uff0c\u5728\u7528\u6237\u9700\u8981\u60c5\u7eea\u6170\u85c9\u6216\u65e5\u5e38\u6fc0\u52b1\u7684\u573a\u666f\u4e0b\uff0c\u7f13\u89e3\u73b0\u4ee3\u4eba\u7684\u60c5\u611f\u758f\u79bb\u4e0e\u5373\u65f6\u6027\u7126\u8651\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\/eaf81068-2d19-42cd-91ba-3044cd1d079d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e1c09c4b-6c02-4d5c-bae4-b22e188c992f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e45c061-b0d0-4d7f-94d2-f22c3384122e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/480a9e92-fabb-44df-9292-a7b3a1849536.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/922ce5e7-80ba-40e0-811d-bf5c4789fa59.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\/8dc163a6-9d69-48bc-9a11-99e9e182045f.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/CYIgr0GG8HE\"><source src=\"https:\/\/youtube.com\/shorts\/CYIgr0GG8HE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Lifestyle<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6bcf\u65e5\u6fc0\u52b1<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5206\u4eab<\/span><br \/>\n <span class=\"tag\">\u672a\u6765\u4fe1\u4ef6<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u7c7b\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6b63\u5411\u5fc3\u7406\u5b66<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u8bbe\u8ba1\u7cbe\u7f8e\u4e0e\u60c5\u611f\u4ef7\u503c\uff0c\u6709\u6f5c\u529b\u5728\u793e\u4ea4\u5a92\u4f53\u4f20\u64ad\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\u5185\u5bb9\u5e93\u7684\u89c4\u6a21\u4e0e\u751f\u6210\u673a\u5236\uff0c\u5373\u9884\u7f6e\u77ed\u8bed\u662f\u5426\u6709\u9650\uff0c\u662f\u5426\u4f1a\u6301\u7eed\u66f4\u65b0\uff0c\u8fd9\u5173\u7cfb\u5230\u4ea7\u54c1\u7684\u957f\u671f\u5438\u5f15\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 BottleNote \u8bd5\u56fe\u5728\u6cdb\u6ee5\u7684\u201c\u540d\u8a00\u8b66\u53e5\u201d\u7c7b\u5e94\u7528\u4e2d\uff0c\u7528\u201c\u6f02\u6d41\u74f6\u201d\u7684\u9690\u55bb\u548c\u201c\u4e3a\u4f60\u4e66\u5199\u201d\u7684\u4e2a\u6027\u5316\u5ba3\u79f0\uff0c\u5207\u5165\u4e00\u4e2a\u66f4\u611f\u6027\u7684\u7ec6\u5206\u5e02\u573a\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u4fe1\u606f\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u8425\u9020\u4e86\u4e00\u79cd\u201c\u88ab\u547d\u8fd0\u7737\u987e\u201d\u7684\u4eea\u5f0f\u611f\u548c\u79c1\u5bc6\u5bf9\u8bdd\u7684\u9519\u89c9\uff0c\u8fd9\u7cbe\u51c6\u51fb\u4e2d\u4e86\u5728\u7b97\u6cd5\u63a8\u8350\u4e0e\u793e\u4ea4\u8868\u6f14\u4e4b\u5916\uff0c\u7528\u6237\u5bf9\u968f\u673a\u6027\u3001\u4e13\u5c5e\u611f\u548c\u795e\u79d8\u60ca\u559c\u7684\u60c5\u611f\u6e34\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6838\u5fc3\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\u3002\u521b\u59cb\u4eba\u63d0\u53ca\u7684\u201c\u5e78\u8fd0\u997c\u5e72\u7eb8\u6761\u201d\u7075\u611f\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5176\u6a21\u5f0f\u7684\u5929\u82b1\u677f\uff1a\u5185\u5bb9\u7684\u65b0\u9c9c\u611f\u4e0e\u201c\u7cbe\u51c6\u611f\u201d\u96be\u4ee5\u6301\u7eed\u3002\u6709\u9650\u7684\u9884\u7f6e\u77ed\u8bed\u5e93\u6781\u6613\u88ab\u6d88\u8017\uff0c\u7528\u6237\u4e00\u65e6\u5bdf\u89c9\u91cd\u590d\u6216\u6cdb\u6cdb\u800c\u8c08\uff0c\u201c\u547d\u4e2d\u611f\u201d\u5c06\u8fc5\u901f\u892a\u8272\u4e3a\u523b\u5947\u3002\u5f53\u524d\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5185\u5bb9\u5e93\u7684\u8d28\u7591\uff0c\u5df2\u76f4\u63a5\u89e6\u53ca\u8fd9\u4e00\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u82e5\u4ec5\u4f9d\u8d56\u4eba\u5de5\u7f16\u8f91\uff0c\u8fd0\u8425\u6210\u672c\u4e0e\u521b\u610f\u74f6\u9888\u5c06\u968f\u4e4b\u800c\u6765\uff1b\u82e5\u5f15\u5165AI\u751f\u6210\uff0c\u5219\u5982\u4f55\u4fdd\u6301\u4fe1\u606f\u7684\u6e29\u5ea6\u4e0e\u72ec\u7279\u6027\uff0c\u907f\u514d\u6ca6\u4e3a\u53e6\u4e00\u79cd\u673a\u68b0\u7684\u566a\u97f3\uff0c\u662f\u66f4\u5927\u7684\u96be\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u201c\u7ed9\u672a\u6765\u81ea\u5df1\u5199\u4fe1\u201d\u7684\u529f\u80fd\u662f\u4eae\u70b9\uff0c\u589e\u52a0\u4e86\u65f6\u95f4\u7ef4\u5ea6\u548c\u7528\u6237\u81ea\u751f\u6210\u5185\u5bb9\uff0c\u4f46\u672c\u8d28\u4e0a\u4ecd\u662f\u201c\u65f6\u95f4\u80f6\u56ca\u201d\u529f\u80fd\u7684\u8f7b\u91cf\u5316\u53d8\u4f53\uff0c\u5e76\u975e\u62a4\u57ce\u6cb3\u3002\u4ea7\u54c1\u80fd\u5426\u4ece\u201c\u4e00\u65f6\u65b0\u5947\u7684\u60c5\u7eea\u73a9\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u53ef\u6301\u7eed\u7684\u60c5\u611f\u4e60\u60ef\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u5185\u5bb9\u751f\u6001\u7684\u6784\u5efa\u80fd\u529b\u2014\u2014\u662f\u8d70\u5411UGC\u793e\u7fa4\uff0c\u662f\u6df1\u8015\u4e2a\u6027\u5316\u7b97\u6cd5\uff0c\u8fd8\u662f\u4e0e\u4e13\u4e1a\u5fc3\u7406\u5185\u5bb9\u673a\u6784\u5408\u4f5c\uff1f\u5176\u53d1\u5c55\u8def\u5f84\u8fdc\u672a\u6e05\u6670\u3002\u5728\u521d\u671f\u51ed\u501f\u6e05\u65b0\u6982\u5ff5\u83b7\u5f97\u5173\u6ce8\u540e\uff0c\u5b83\u5fc5\u987b\u5c3d\u5feb\u56de\u7b54\uff1a\u5f53\u201c\u5f00\u76f2\u76d2\u201d\u7684\u65b0\u9c9c\u611f\u8fc7\u53bb\uff0c\u7528\u6237\u8fd8\u4e3a\u4ec0\u4e48\u7559\u4e0b\uff1f\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\">BottleNote: Daily Motivation App<\/span>\n <\/div>\n<div class=\"comment-content\">A different kind of motivational app, a daily note in a bottle. Not just quotes, but messages that feel like they were meant for you. Also you can send one to your future self and open it when the time comes.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I used to keep those little fortune cookie notes from my favorite sushi place. Didn’t think much of it at first, but on certain days I’d randomly find one in bag and it always brighten my day. So I built an app around this idea. <\/p>\n<p>Let me know what you think, thank you!<\/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\/@kate_kon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_kon<\/a> It looks amazing, thank you for sharing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super cute design. It could see this blowing up on social media.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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_molkentin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_molkentin<\/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>Nice idea, i imagine there is a limited pool of phrases right? or are you generating them constantly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AUCALMG2GVGAPI\" class=\"app-title\">Pioracle<\/a><\/p>\n<div class=\"one-liner\">Your birthday is hiding in \u03c0. Find it.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">7<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Pioracle\u662f\u4e00\u6b3e\u8da3\u5473\u6570\u5b66\u5e94\u7528\uff0c\u901a\u8fc7\u5c06\u7528\u6237\u751f\u65e5\u4e0e\u5706\u5468\u7387\u03c0\u7684\u65e0\u9650\u6570\u5b57\u5e8f\u5217\u5173\u8054\uff0c\u5728\u8282\u65e5\u5a31\u4e50\u6216\u793e\u4ea4\u5206\u4eab\u573a\u666f\u4e0b\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u4e00\u79cd\u65b0\u9896\u3001\u4e2a\u6027\u5316\u7684\u6570\u5b57\u795e\u79d8\u5b66\u4f53\u9a8c\uff0c\u6ee1\u8db3\u4e86\u4eba\u4eec\u5728\u7279\u6b8a\u65e5\u5b50\uff08\u5982\u5706\u5468\u7387\u65e5\uff09\u5bfb\u6c42\u8da3\u5473\u4e92\u52a8\u548c\u8bdd\u9898\u8c08\u8d44\u7684\u9700\u6c42\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\/59b84e52-185a-4c26-ba23-6ac2b3cdea21.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\/4b28fce4-49e6-466c-8050-a7a1bc4f4f5f.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\/3dec6f95-2840-45ad-a910-1a467dbdffa2.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\/9c863644-4ceb-4751-b5db-95ae08d22c17.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\">Free Games<\/span><br \/>\n <span class=\"tag\">Funny Games<\/span><br \/>\n <span class=\"tag\">Games<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8da3\u5473\u6570\u5b66<\/span><br \/>\n <span class=\"tag\">\u5706\u5468\u7387\u65e5<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u795e\u79d8\u5b66<\/span><br \/>\n <span class=\"tag\">\u5a31\u4e50\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5206\u4eab<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8282\u65e5\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">\u6570\u5b66\u827a\u672f<\/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\u81ea\u8ff0\u4ea7\u54c1\u4e3a\u5706\u5468\u7387\u65e5\u5feb\u901f\u6784\u5efa\uff0c\u6838\u5fc3\u903b\u8f91\u5df2\u9a8c\u8bc1\uff0c\u5f3a\u8c03\u5176\u201c\u6570\u5b66\u884d\u751f\u201d\u800c\u975e\u968f\u673a\uff0c\u5e76\u660e\u786e\u63d0\u793a\u5185\u5bb9\u7eaf\u5c5e\u5a31\u4e50\u3002\u7528\u6237\u53cd\u9988\u8ba4\u4e3a\u4ea7\u54c1\u6709\u8da3\u3002\u8bc4\u8bba\u4e2d\u672a\u63d0\u51fa\u5177\u4f53\u95ee\u9898\u6216\u529f\u80fd\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Pioracle\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u7cbe\u5de7\u7684\u201c\u6570\u5b66\u9b54\u672f\u201d\u5305\u88c5\u76d2\u3002\u5b83\u5c06\u4e00\u4e2a\u786e\u51ff\u7684\u6570\u5b66\u4e8b\u5b9e\u2014\u2014\u4efb\u4f55MMDD\u65e5\u671f\u7ec4\u5408\u5fc5\u7136\u51fa\u73b0\u5728\u03c0\u7684\u6709\u9650\u5c0f\u6570\u4f4d\u4e2d\u2014\u2014\u4e0e\u4eba\u4e3a\u7f16\u7e82\u7684\u201c\u547d\u8fd0\u89e3\u8bfb\u201d\u6587\u672c\u76f8\u7ed3\u5408\uff0c\u751f\u6210\u6240\u8c13\u7684\u201cPi Sign\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u5360\u535c\u6216\u79d1\u5b66\u53d1\u73b0\uff0c\u800c\u5728\u4e8e\u5b83\u7cbe\u51c6\u5730\u6355\u6349\u5e76\u4eea\u5f0f\u5316\u4e86\u201c\u5728\u65e0\u9650\u4e0d\u5faa\u73af\u4e2d\u5bfb\u627e\u81ea\u6211\u552f\u4e00\u6027\u201d\u8fd9\u4e00\u666e\u904d\u4eba\u6027\u51b2\u52a8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u5229\u7528\u4e86\u03c0\u7684\u516c\u5171\u8ba4\u77e5\u5ea6\u4e0e\u795e\u79d8\u611f\uff0c\u5c06\u51b0\u51b7\u7684\u65e0\u7406\u6570\u8f6c\u5316\u4e3a\u5145\u6ee1\u53d9\u4e8b\u6f5c\u529b\u7684\u4e2a\u4eba\u5316\u7b26\u53f7\u3002\u5b83\u7684\u201c\u975e\u968f\u673a\u3001\u6570\u5b66\u884d\u751f\u201d\u8bdd\u672f\u662f\u70b9\u775b\u4e4b\u7b14\uff0c\u4e3a\u865a\u6784\u7684\u89e3\u8bfb\u8d4b\u4e88\u4e86\u4ee4\u4eba\u4fe1\u670d\u7684\u7406\u6027\u5916\u58f3\uff0c\u6781\u5927\u5730\u589e\u5f3a\u4e86\u5206\u4eab\u7684\u8da3\u5473\u6027\u548c\u8bdd\u9898\u6027\u3002\u4ece\u8bc4\u8bba\u4e2d\u5f00\u53d1\u8005\u201c\u8bf7\u52ff\u636e\u6b64\u505a\u4eba\u751f\u51b3\u5b9a\u201d\u7684\u514d\u8d23\u58f0\u660e\u53ef\u4ee5\u770b\u51fa\uff0c\u5176\u6838\u5fc3\u8bbe\u8ba1\u54f2\u5b66\u662f\u201c\u4e25\u8083\u7684\u73a9\u7b11\u201d\uff0c\u65e8\u5728\u63d0\u4f9b\u4e00\u79cd\u5b89\u5168\u7684\u3001\u6709\u8c08\u8d44\u7684\u5a31\u4e50\u4f53\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5ea6\u4e0e\u53ef\u6301\u7eed\u6027\u5b58\u7591\u3002\u4f5c\u4e3a\u4e3aPi Day\u6253\u9020\u7684\u8f7b\u91cf\u7ea7\u5e94\u7528\uff0c\u5176\u7528\u6237\u751f\u547d\u5468\u671f\u53ef\u80fd\u6781\u4e3a\u77ed\u6682\uff0c\u590d\u8bbf\u7387\u4f4e\u3002\u5355\u6b21\u67e5\u8be2\u4f53\u9a8c\u540e\uff0c\u9664\u975e\u52a0\u5165\u6301\u7eed\u7684\u53d9\u4e8b\u6269\u5c55\u6216\u793e\u4ea4\u5bf9\u6bd4\u529f\u80fd\uff0c\u5426\u5219\u5f88\u96be\u5f62\u6210\u957f\u671f\u5438\u5f15\u529b\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u6210\u529f\u7684\u8425\u9500\u6848\u4f8b\u6216\u793e\u4ea4\u5a92\u4f53\u73a9\u5177\uff0c\u800c\u975e\u4e00\u4e2a\u5177\u6709\u6301\u4e45\u751f\u547d\u529b\u7684\u4ea7\u54c1\u3002\u5b83\u63ed\u793a\u4e86\u5f53\u4ee3\u5e94\u7528\u751f\u6001\u7684\u4e00\u4e2a\u5207\u9762\uff1a\u4e00\u4e2a\u8db3\u591f\u7b80\u5355\u3001\u65b0\u9896\u7684\u6982\u5ff5\uff0c\u7ed3\u5408\u7279\u5b9a\u6587\u5316\u8282\u70b9\uff08Pi Day\uff09\uff0c\u5373\u4f7f\u529f\u80fd\u6781\u8f7b\uff0c\u4e5f\u80fd\u77ed\u6682\u5730\u6355\u83b7\u516c\u4f17\u6ce8\u610f\u529b\uff0c\u4f46\u5176\u5149\u8292\u5f80\u5f80\u5982\u03c0\u7684\u5c0f\u6570\u70b9\u540e\u6570\u5b57\u4e00\u6837\uff0c\u65e0\u5c3d\u5374\u6613\u88ab\u9057\u5fd8\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\">Pioracle<\/span>\n <\/div>\n<div class=\"comment-content\">Every birthday exists somewhere inside the digits of \u03c0. Pioracle finds yours \u2014 tells you exactly where it first appears, how many times it echoes across the first 100,000 digits, and reveals your Pi Sign: a mathematical destiny reading based on the digit at your position. 10 signs, each with traits, compatible signs, a sacred number, and an oracle reading written to actually make you feel something. Built for Pi Day.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Built this in a day for Pi Day \u2014 the core idea is that every MMDD combination appears at least once in the first 100,000 digits of \u03c0 (verified this before building, was genuinely relieved).<\/p>\n<p>The “Pi Sign” reading is determined by whichever digit immediately follows your date in \u03c0 \u2014 so it’s not random, it’s mathematically derived from your exact position.<\/p>\n<p>My own birthday appears 13 times. The infinite is, apparently, fond of it.<\/p>\n<p>This is purely for fun \u2014 the oracle readings, traits, and “Pi Sign” are creative fiction written to be entertaining and shareable. Please do not make any life decisions based on what a number in an irrational constant tells you. \u03c0 is not responsible for your choices.<\/p>\n<p>Try yours and drop your sign below \ud83d\udc47<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ohh this was super fun to play with, congrats on building and launching! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/AMYMNZTV5DBY5Y\" class=\"app-title\">GMP-CLI<\/a><\/p>\n<div class=\"one-liner\">A CLI for the Google Marketing Platform, built for AI\/humans<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GMP-CLI\u662f\u4e00\u6b3e\u9762\u5411AI\u667a\u80fd\u4f53\u4e0e\u5f00\u53d1\u8005\u7684\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u5c06Google Marketing Platform\u56db\u5927\u6838\u5fc3\u670d\u52a1\uff08GA4\u3001Search Console\u3001Google Ads\u3001GTM\uff09\u7684\u6570\u636e\u67e5\u8be2\u4e0e\u7ba1\u7406\u96c6\u6210\u4e8e\u7ec8\u7aef\uff0c\u89e3\u51b3\u4e86\u5728\u81ea\u52a8\u5316\u6d41\u7a0b\u548cAI\u5206\u6790\u573a\u666f\u4e2d\u9ad8\u6548\u83b7\u53d6\u3001\u5904\u7406\u8425\u9500\u6570\u636e\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\/55b250d9-ec2c-4bb2-903e-07cfeec5e370.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\/fabf38b5-a357-4c24-83c8-aeeb0c6b70be.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\">\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Google\u8425\u9500\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">API\u5c01\u88c5<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u7ba1\u9053<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u8be5\u5de5\u5177\u586b\u8865\u4e86\u5e02\u573a\u7a7a\u767d\uff0c\u5c24\u5176\u5bf9AI\u4ee3\u7406\u76f4\u63a5\u8bbf\u95eeGMP\u6570\u636e\u3001\u4ee5\u53ca\u8fdb\u884cGTM\u5bb9\u5668\u5ba1\u8ba1\u7b49\u573a\u666f\u8868\u793a\u8d5e\u8d4f\u3002\u5f00\u53d1\u8005\u4e3b\u52a8\u5bfb\u6c42\u53cd\u9988\uff0c\u5e76\u9884\u544a\u4e86\u6f0f\u6597\u62a5\u544a\u7b49\u672a\u6765\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n GMP-CLI\u7684\u4ef7\u503c\u8fdc\u4e0d\u6b62\u4e8e\u201c\u53c8\u4e00\u4e2a\u547d\u4ee4\u884c\u5de5\u5177\u201d\u3002\u5176\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e24\u4e2a\u6b63\u5728\u7206\u53d1\u7684\u8d8b\u52bf\u4ea4\u6c47\u70b9\uff1aAI\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u7684\u666e\u53ca\u4e0e\u8425\u9500\u8fd0\u8425\u7684\u6df1\u5ea6\u5de5\u7a0b\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5728AI\u4ee3\u7406\u65e5\u76ca\u6210\u4e3a\u5206\u6790\u201c\u526f\u9a7e\u9a76\u201d\u7684\u5f53\u4e0b\uff0c\u8ba9Claude\/Gemini\u7b49\u6a21\u578b\u76f4\u63a5\u3001\u7ed3\u6784\u5316\u5730\u64cd\u4f5c\u5173\u952e\u8425\u9500\u6570\u636e\uff0c\u662f\u89e3\u9501\u5176\u771f\u6b63\u5206\u6790\u6f5c\u529b\u7684\u524d\u63d0\u3002\u8be5\u5de5\u5177\u5c06\u5206\u6563\u7684\u3001\u7f51\u9875\u5bfc\u5411\u7684GMP API\u62bd\u8c61\u4e3a\u7edf\u4e00\u7684\u3001\u53ef\u7ba1\u9053\u5316\uff08pipe\uff09\u7684JSON\u6d41\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u4e3aAI\u667a\u80fd\u4f53\u94fa\u8bbe\u6570\u636e\u7ba1\u9053\uff0c\u4f7f\u5176\u4ece\u201c\u65c1\u89c2\u5efa\u8bae\u8005\u201d\u53d8\u4e3a\u201c\u76f4\u63a5\u64cd\u4f5c\u8005\u201d\u3002\u8fd9\u5e76\u975e\u7b80\u5355\u4fbf\u5229\uff0c\u800c\u662f\u80fd\u529b\u8303\u5f0f\u7684\u8f6c\u53d8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u65b9\u9762\uff0c\u5b83\u5c06\u8425\u9500\u6280\u672f\uff08MarTech\uff09\u7684\u7ba1\u63a7\u6743\u4ece\u8425\u9500\u4eba\u5458\u7684\u56fe\u5f62\u754c\u9762\uff0c\u90e8\u5206\u79fb\u4ea4\u7ed9\u4e86\u5de5\u7a0b\u5e08\u7684\u7ec8\u7aef\u548c\u811a\u672c\u3002\u8fd9\u610f\u5473\u7740\u590d\u6742\u7684\u6807\u7b7e\u5ba1\u8ba1\u3001\u6279\u91cf\u62a5\u544a\u751f\u6210\u548c\u8de8\u5e73\u53f0\u6570\u636e\u6821\u9a8c\u53ef\u4ee5\u88ab\u65e0\u7f1d\u5d4c\u5165CI\/CD\u6d41\u7a0b\uff0c\u5b9e\u73b0\u8425\u9500\u57fa\u7840\u8bbe\u65bd\u7684\u201c\u4ee3\u7801\u5316\u201d\u7ba1\u7406\u3002\u8fd9\u5728\u8ffd\u6c42\u5408\u89c4\u3001\u6548\u7387\u4e0e\u81ea\u52a8\u5316\u7684\u4f01\u4e1a\u4e2d\u5177\u5907\u6781\u9ad8\u6f5c\u5728\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u4f5c\u4e3a\u5f00\u6e90CLI\u5de5\u5177\uff0c\u5176\u53d1\u5c55\u9ad8\u5ea6\u4f9d\u8d56\u5f00\u53d1\u8005\u4e2a\u4eba\u7ef4\u62a4\uff1b\u9762\u5bf9Google API\u9891\u7e41\u7684\u53d8\u66f4\u4e0e\u590d\u6742\u6027\uff0c\u957f\u671f\u7a33\u5b9a\u6027\u5b58\u7591\u3002\u6b64\u5916\uff0c\u5176\u771f\u6b63\u7684\u7528\u6237\u95e8\u69db\u5e76\u975e\u5b89\u88c5\u547d\u4ee4\uff0c\u800c\u662f\u5bf9GMP\u751f\u6001\u548c\u547d\u4ee4\u884c\u64cd\u4f5c\u7684\u53cc\u91cd\u7cbe\u901a\uff0c\u8fd9\u6ce8\u5b9a\u5176\u521d\u671f\u7528\u6237\u5c06\u662f\u9ad8\u5ea6\u6280\u672f\u5316\u7684\u8425\u9500\u5f00\u53d1\u8005\u6216AI\u5de5\u7a0b\u8005\uff0c\u800c\u975e\u666e\u901a\u8425\u9500\u4eba\u5458\u3002\u5b83\u66f4\u50cf\u662f\u4e00\u628a\u950b\u5229\u7684\u624b\u672f\u5200\uff0c\u7cbe\u51c6\u800c\u5f3a\u5927\uff0c\u4f46\u7edd\u975e\u9762\u5411\u5927\u4f17\u7684\u745e\u58eb\u519b\u5200\u3002\u5982\u679c\u5b83\u80fd\u56f4\u7ed5\u201cAI\u5c31\u7eea\u201d\u7684\u6570\u636e\u8f93\u51fa\u683c\u5f0f\u548c\u201c\u8fd0\u7ef4\u53cb\u597d\u201d\u7684\u5ba1\u8ba1\u529f\u80fd\u6301\u7eed\u6df1\u5316\uff0c\u6709\u671b\u6210\u4e3a\u8fde\u63a5\u667a\u80fd\u4f53\u4e0e\u8425\u9500\u6280\u672f\u6808\u7684\u5173\u952e\u67a2\u7ebd\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">GMP-CLI<\/span>\n <\/div>\n<div class=\"comment-content\">A CLI for Google Analytics 4, Search Console, Google Ads, and Tag Manager. Run reports, check indexation, audit tags \u2014 all from the terminal. Output as JSON, table, or CSV. Pipe to jq, feed to Claude\/Gemini, or automate with shell scripts. Open source, Apache 2.0.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">As someone who works with AI agents daily, I needed a way to let Claude and Gemini access GMP data directly. So I built a CLI that covers all 4 major Google Marketing Platform APIs:<br \/>\n– Google Analytics 4 \u2014 reports, realtime, metadata, compatibility checks<br \/>\n– Search Console \u2014 search analytics, URL inspection, sitemaps<br \/>\n– Google Ads \u2014 campaigns, keywords, search terms, raw GAQL queries<br \/>\n– GTM \u2014 full container audit (tags, triggers, variables, versions) <\/p>\n<p>Everything outputs as JSON (perfect for AI agents and jq), table, or CSV. Install with npm install -g @lucianfialho\/gmp-cli and you’re ready. <\/p>\n<p> It’s open source (Apache 2.0) and I’m actively building \u2014 next up: funnel reports, custom channel groups, and a unified dashboard mode.<\/p>\n<p>Would love your feedback!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the tool I’ve always needed but for some reason didn’t think of. Thank you. I have no idea how someone hasn’t done this sooner. After GTM heavy week, it’s especially wonderful to see.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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<\/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 \/\/ 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