Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-04-21<\/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 | 2026-04-21<\/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\/SWCJJYGQH4XRUK\" class=\"app-title\">RankAI<\/a><\/p>\n<div class=\"one-liner\">RankAI autonomously gets you buyers from Google & AI Search<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">398<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>RankAI\u662f\u4e00\u6b3e\u5168\u81ea\u52a8SEO\/GEO\u667a\u80fd\u4f53\uff0c\u901a\u8fc7\u6301\u7eed\u8fed\u4ee3\u7684\u5185\u5bb9\u521b\u5efa\u4e0e\u4f18\u5316\uff0c\u4e3a\u4f01\u4e1a\u5728\u8c37\u6b4c\u548cAI\u641c\u7d22\u4e2d\u7cbe\u51c6\u83b7\u53d6\u9ad8\u610f\u5411\u5ba2\u6237\uff0c\u89e3\u51b3\u4e86\u4f20\u7edfSEO\u670d\u52a1\u4ef7\u683c\u9ad8\u6602\u3001\u6548\u679c\u4e0d\u786e\u5b9a\u4e14\u4f9d\u8d56\u4eba\u5de5\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\/c71e172a-03f9-428d-968d-babc36adb319.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e0eea3ad-e1c3-4d0e-a5c7-fce9bc54d357.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f728f250-c93a-4415-989d-9c308fab46eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e161147b-4027-4670-9f77-34405d38f0f8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1efabd5d-83a9-4312-a4a9-ea7f21f4525e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dd447c63-5370-4f91-9fcb-ef8a29aa6e86.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\/43265621-583c-437e-b8c4-98e07456b9fd.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=oyBMcQLmenM&t=5s\"><source src=\"https:\/\/www.youtube.com\/watch?v=oyBMcQLmenM&t=5s\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Search<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u641c\u7d22\u5f15\u64ce\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">AI\u641c\u7d22\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u83b7\u5ba2\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">B2B\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u9ed1\u5ba2<\/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\u201c\u8fed\u4ee3\u800c\u975e\u516c\u5f0f\u201d\u7684\u7406\u5ff5\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u53d1\u73b0\u957f\u5c3e\u67e5\u8be2\u3001\u907f\u514d\u8c37\u6b4c\u60e9\u7f5a\u3001\u5728\u7ade\u4e89\u6fc0\u70c8\u9886\u57df\u7a81\u56f4\u3001\u591a\u8bed\u8a00\u652f\u6301\u53ca\u4e0e\u73b0\u6709\u5de5\u5177\u5bf9\u6bd4\u3002\u521b\u59cb\u4eba\u8be6\u7ec6\u89e3\u7b54\uff0c\u5f3a\u8c03\u4e86\u4fe1\u606f\u589e\u76ca\u3001\u610f\u56fe\u5339\u914d\u548c\u6301\u7eed\u8fed\u4ee3\u7684\u6838\u5fc3\u4f18\u52bf\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n RankAI\u7684\u5ba3\u79f0\u76f4\u51fb\u5f53\u524dSEO\/GEO\u5e02\u573a\u7684\u4e24\u5927\u75fc\u75be\uff1a\u6545\u5f04\u7384\u865a\u7684\u201c\u79d8\u7c4d\u201d\u53d9\u4e8b\u4e0e\u4f4e\u8d28\u6279\u91cf\u7684AI\u5185\u5bb9\u5de5\u5382\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u7528AI\u505aSEO\u201d\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u611f\u77e5-\u51b3\u7b56-\u6267\u884c-\u4f18\u5316\u201d\u7684\u81ea\u52a8\u5316\u95ed\u73af\uff0c\u8bd5\u56fe\u5c06\u641c\u7d22\u4f18\u5316\u7684\u4e0d\u786e\u5b9a\u6027\u5de5\u7a0b\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u7280\u5229\u5730\u5426\u5b9a\u4e86\u9759\u6001\u7684\u201c\u53d1\u5e03\u5373\u7ed3\u675f\u201d\u6a21\u5f0f\uff0c\u4ee3\u4e4b\u4ee5\u52a8\u6001\u7684\u3001\u57fa\u4e8e\u6570\u636e\u7684\u6301\u7eed\u8fed\u4ee3\u7cfb\u7edf\u3002\u8fd9\u4e0d\u4ec5\u662f\u6548\u7387\u63d0\u5347\uff0c\u66f4\u662f\u65b9\u6cd5\u8bba\u7684\u6839\u672c\u8f6c\u53d8\u3002\u5b83\u628aSEO\u4ece\u4e00\u6b21\u6027\u7684\u5185\u5bb9\u91c7\u8d2d\uff0c\u53d8\u6210\u4e86\u4e00\u4e2a\u9700\u8981\u6301\u7eed\u5582\u517b\u6570\u636e\u548c\u53cd\u9988\u7684\u201c\u751f\u957f\u7cfb\u7edf\u201d\u3002\u521b\u59cb\u4eba\u5f3a\u8c03\u4eceLinkedIn\u3001\u4ee3\u7801\u5e93\u7b49\u975e\u516c\u5f00\u6570\u636e\u6e90\u63d0\u53d6\u201c\u4fe1\u606f\u589e\u76ca\u201d\uff0c\u662f\u8bd5\u56fe\u89c4\u907fAI\u5185\u5bb9\u540c\u8d28\u5316\u3001\u6784\u5efa\u771f\u6b63\u7ade\u4e89\u58c1\u5792\u7684\u5173\u952e\u70b9\uff0c\u4f46\u8fd9\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5ba2\u6237\u81ea\u8eab\u7684\u6570\u636e\u8d28\u91cf\u4e0e\u72ec\u7279\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u201c\u5168\u81ea\u52a8\u201d\u5728\u9ad8\u5ea6\u590d\u6742\u7684SEO\u6218\u573a\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u7b56\u7565\u7684\u5fae\u5999\u8c03\u6574\u4ecd\u9700\u4eba\u7c7b\u667a\u6167\u3002\u5176\u6b21\uff0c\u5f53\u5de5\u5177\u666e\u53ca\uff0c\u6240\u6709\u7ade\u4e89\u8005\u90fd\u91c7\u7528\u76f8\u4f3c\u8fed\u4ee3\u903b\u8f91\u65f6\uff0c\u7ade\u4e89\u5c06\u56de\u5f52\u5230\u5546\u4e1a\u672c\u8d28\uff1a\u4ea7\u54c1\u5dee\u5f02\u6027\u4e0e\u54c1\u724c\u771f\u5b9e\u6027\u3002\u6b63\u5982\u56e2\u961f\u6240\u8a00\uff0c\u5de5\u5177\u53ea\u80fd\u653e\u5927\u73b0\u6709\u4f18\u52bf\uff0c\u800c\u975e\u521b\u9020\u4f18\u52bf\u3002\u6700\u540e\uff0c\u8c37\u6b4c\u4e0eAI\u641c\u7d22\u7684\u89c4\u5219\u672c\u8eab\u662f\u79fb\u52a8\u9776\uff0c\u7b97\u6cd5\u7684\u7a81\u7136\u53d8\u52a8\u53ef\u80fd\u77ac\u95f4\u74e6\u89e3\u5176\u8fed\u4ee3\u57fa\u7840\u3002RankAI\u5f00\u542f\u7684\u201c\u900f\u660e\u81ea\u52a8\u5316\u589e\u957f\u201d\u6d6a\u6f6e\u503c\u5f97\u671f\u5f85\uff0c\u4f46\u5b83\u6700\u7ec8\u68c0\u9a8c\u7684\u662f\u4f01\u4e1a\u80fd\u5426\u5c06\u8fd9\u79cd\u9ad8\u901f\u8fed\u4ee3\u80fd\u529b\uff0c\u5185\u5316\u4e3a\u771f\u6b63\u7684\u5e02\u573a\u6d1e\u5bdf\u4e0e\u5185\u5bb9\u62a4\u57ce\u6cb3\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\">RankAI<\/span>\n <\/div>\n<div class=\"comment-content\">RankAI is the first SEO\/GEO agent that truly works. It handles everything autonomously to drive you millions of visitors from Google & AI Search like ChatGPT. Drop in your website, and RankAI handles the rest: it finds high-intent queries your customers search on Google and ChatGPT, publishes optimized pages, tracks performance, and recreate pages iteratively until they get you visitors.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Boyuan here, founder of RankAI. <\/p>\n<p>My team and I have been heads down building in search for years. What’s happening now is that SEO and AI search are wildly overpriced by people claiming they have some proprietary playbook or that they have \u201ccracked\u201d search, and half the time they deliver meaningless results.<\/p>\n<p>What people do not tell you is that search is not deterministic. There is no formula where you do X, Y, and Z and magically rank on Google & ChatGPT. That is just not how it works. After working with 200+ businesses and going through YC, what we learned is that the real way to win is iteration: find the right opportunities, publish, monitor reuslt, double-down on what works, and keep retrying for what didn’t work.<\/p>\n<p>So we built RankAI to do exactly that. And it’s fully autonomous!<\/p>\n<p>Check us out: <a href=\"https:\/\/rankai.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/rankai.ai\/<\/a><\/p>\n<p>You put in your website, and RankAI will:<br \/>– find the queries your customers already search on Google and AI search,<br \/>– conduct deep research into each sub-topic related to the query<br \/>– create optimized pages to target the query,<br \/>– track how each page performs,<br \/>– and rewrite them until they start working.<\/p>\n<p>So instead of paying for a slow manual agency, or AI generate SEO slop, you get an engine that does everything iteratively to get you result. <\/p>\n<p>A few outcomes:<br \/>An ecommerce skincare brand reached 1.2M search visibility in 3 months.<br \/>A consumer tech company grew search visibility 13x in just 2 months.<br \/>A B2B equipment company doubled organic traffic in 3 months after years of flatlined growth.<\/p>\n<p>The future of organic growth is transparent and autonomous. RankAI is starting this wave.<\/p>\n<p>Would love blunt feedback \u2014 what would make this more useful for you?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> For niche service businesses like “personal branding strategist” or “telecom AI consultant”, how does RankAI discover those long-tail queries people actually search? Does it blend Google Suggest + competitor gaps + your site’s existing traffic patterns?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> Finally someone saying it out loud: search isn\u2019t deterministic. Iteration > fake playbooks. RankAI\u2019s approach makes a ton of sense\u2014excited to see how teams use this at scale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> Congrats on the launch, Boyuan! The iteration-first framing is refreshing \u2014 most GEO tools still sell the “one magic formula” narrative. Curious how RankAI handles agent-driven discovery specifically. With more buyers delegating search to their own AI agents (vs typing into ChatGPT themselves), the optimization target is shifting again. Are you already seeing traffic from agent traffic, or is it still mostly human queries through AI interfaces?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What’s your stance on AI-generated content and Google’s spam policies? How do you avoid getting penalized???<\/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\/@haixin_qu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@haixin_qu<\/a> <br \/>Super important question, and one more people in this space should answer directly.<\/p>\n<p>Google doesn’t penalize AI content. It penalizes <strong>unhelpful content at scale<\/strong> \u2014 which is what most AI SEO tools crank out by templating pages from a keyword list and hitting publish.<\/p>\n<p>RankAI is built around three things that actually matter:<\/p>\n<p><strong>1. Information gain, not rehashing.<\/strong> Most AI content loses because it just recycles what’s already on page one of Google. We pull from content silos Google doesn’t easily access \u2014 LinkedIn, X, code repos, your CRM, internal docs \u2014 and surface insights that aren’t already in the SERP. If your page doesn’t add something new, it doesn’t deserve to rank.<\/p>\n<p><strong>2. Intent matching \u2014 way more important than people realize.<\/strong> Google wants users to get a direct answer, not a 2000-word detour. A huge amount of “SEO advice” online still optimizes for keyword density and word count, when the real game is: does this page answer the exact question the user typed? We’re ruthless about this.<\/p>\n<p><strong>3. Iteration, then more iteration.<\/strong> No first draft is ever good enough. The edge of our agent isn’t “publishing content at scale” \u2014 every AI tool does that now. The edge is <strong>iterating on non-performing content at scale<\/strong>, which no agency and almost no tool actually does. Pages that don’t work get rewritten, repositioned, or killed.<\/p>\n<p>Our clients came through past 3 google core update fine while a lot of pure-AI-content sites got wiped. The difference wasn’t who typed the words, it was the quality of output. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@haixin_qu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@haixin_qu<\/a> <\/p>\n<p>Good answer above, I\u2019d add one thing:<\/p>\n<p>Google doesn\u2019t care if content is AI or not. It cares if users are satisfied.<\/p>\n<p>Most AI content fails because:<\/p>\n<ul>\n<li>\n<p>it looks good but doesn\u2019t actually answer the question fast<\/p>\n<\/li>\n<li>\n<p>it\u2019s generic, so users bounce<\/p>\n<\/li>\n<\/ul>\n<p>What works:<br \/>Give the answer immediately, then expand. Don\u2019t make users dig.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@haixin_qu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@haixin_qu<\/a> <p>My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really impressive autonomous approach, quick question for the team: how does RankAI handle highly competitive niches where even iterative content struggles to break through? <br \/>Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Good one \ud83d\udc40 <\/p>\n<p>Short answer: don’t fight head terms head-on, start from long-tail.<\/p>\n<p>RankAI automatically breaks a competitive keyword into dozens of precise-intent sub-queries, attacks the less saturated ones first to build topical authority, then climbs up. Pages that don’t perform get rewritten iteratively, unlike agencies that write once and forget.<\/p>\n<p>The more competitive the niche, the more the iteration advantage compounds \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Looks like we’re in the same niche… or I mean we’re direct competitors \ud83d\ude01<\/p>\n<p>Just dropped in to say hi and good luck with your launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danshipit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danshipit<\/a> Thanks and good luck with all!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Feels like this could replace a big chunk of what agencies charge for if the quality holds up over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@damian_cole\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@damian_cole<\/a> That\u2019s definitely the goal.<\/p>\n<p>Agencies are great at strategy, but the actual execution and iteration is where things slow down or get inconsistent. Since we can automate that loop reliably, it covers a big chunk of what people are paying for in agency-style search optimization services.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@damian_coleman\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"damian_coleman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@damian_coleman<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very interesting. Excited to try it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@th_calafatidis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@th_calafatidis<\/a> Thank you, Feel free to checkout our product or book a demo.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@th_calafatidis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@th_calafatidis<\/a> Thanks Theodore! Let me know if you have any further questions, feel free to book a demo with us for to discuss custom strategy!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@th_calafatidis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@th_calafatidis<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>geo has been chaotic ever since, and fianlly some poduct that can actually work. grats on the launch and would love to see updated support for claude and openclaw<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stainlu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stainlu<\/a> Hahaha, I have seen too much fight between SEO folks and GEO folks arguing over is GEO just SEO but a better marketing term.<\/p>\n<p>My stance upon that is SEO is still highly relevant and are 70% overlapping with GEO but the 30% is enough (Reddit, TLDR section on blog post, schema, long-tail query …) are enough to make a difference and win on AI search space. SEO is very very very crowded as it is a more traditional industry.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@stainlu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stainlu<\/a> <a href=\"https:\/\/www.producthunt.com\/@boyuan_deng1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> Yeah this is how I think about it too…<\/p>\n<p>Big overlap but GEO is not just about just keywords and backlinks, more about being easy to extract, quote, and trust. Stuff like clear answers, structured content, and showing up across sources AI pulls from.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@stainlu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stainlu<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does this mean that RankAI continuously monitors the performance of generated content and automatically optimizes content that is underperforming or dropping in rankings?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>interesting.. we use SEOBot currently. Why should I switch?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Signed up with my own startup project which was just launched a few days ago, and I read your reply to <a href=\"https:\/\/www.producthunt.com\/@sandra_jirongo\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sandra_jirongo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandra_jirongo<\/a> about new websites, which makes total sense. I loved the fact that prior to signing up the site audit gives actual important information which I didn’t know that I needed, so wel ldone on this<br \/>The Technical SEO analysis sold me to be honest \ud83d\ude42 <\/p>\n<p>Question – how does the app solves the problem of a website being multiple languages? For example, one of my older sites that launched 3 years ago is transalated (using a plugin) in 12 languages. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sandra_jirongo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandra_jirongo<\/a> <a href=\"https:\/\/www.producthunt.com\/@sal_georgiou1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sal_georgiou1<\/a> Thanks for the feedback Sal. And to be direct, we currently do not natively support non-English languages. But for folks that have a plugin that translates their entire site, that plugin would also work along with RankAI. Meaning that all the changes RankAI has implemented and all the new pages RankAI has published will also be translated using your plugin.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool product! How much time does it give content pages before deciding they are performing poorly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yamanbicer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yamanbicer<\/a> <br \/>Thanks Yaman! We evaluate in stages rather than a single cutoff:<\/p>\n<p>1. Indexed: we check within the first 1-2 weeks. If Google hasn’t indexed it by then, it’s a technical issue we fix before judging performance.<\/p>\n<p>2. Ranked (showing up somewhere): usually visible by week 2-4. If a page isn’t ranking for any of its target terms by then, we look at intent match and on-page fixes.<\/p>\n<p>3. Ranked well (top 10-20 or pulling LLM citations): this is the 12-24 week window. If a page still isn’t moving by then, we either rewrite it, merge it with a stronger piece, or kill it and redirect.<\/p>\n<p>We run these checks every 2-4 weeks so nothing sits untouched. The goal is to catch underperformers early without pulling the plug before content has had a fair shot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@yamanbicer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yamanbicer<\/a> Great question, It depends on how poorly it is. Usually it waits two to four weeks to make a decision.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Si la empresa en la que trabajo (productora de eventos) usara RankIA para p\u00f3sicionarse y 10 empresas lo hicieran igualmente con la app, c\u00f3mo resolver\u00edan la ia para diferenciar , o cual posicionar\u00eda “primero”?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@celeste19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@celeste19<\/a> <br \/>Muy buena pregunta. La realidad es que Rankai no es quien decide el ranking, eso lo hacen Google y los motores de IA. Nosotros optimizamos la ejecuci\u00f3n, pero el resultado final depende de qu\u00e9 tan diferenciado sea tu negocio en la vida real.<\/p>\n<p>Si 10 productoras de eventos usaran la misma herramienta, las que ganar\u00edan son las que tienen algo genuino que ofrecer: un nicho espec\u00edfico (bodas de destino vs corporativos vs festivales), casos reales fuertes, ubicaci\u00f3n, testimonios. Rankai amplifica lo que ya existe, no inventa diferenciaci\u00f3n donde no la hay.<\/p>\n<p>Por eso en la fase de onboarding dedicamos tiempo a entender d\u00f3nde est\u00e1 tu ventaja real y construimos la estrategia alrededor de eso, no de keywords gen\u00e9ricas que todos pelean.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does this compare to running Ahrefs plus manually testing prompts in Perplexity and ChatGPT? Curious where the “autonomous” part actually saves time vs being a wrapper around those 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sweepbase\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sweepbase<\/a> <br \/>Ahrefs tells you what to target. Prompt testing tells you where you currently show up. Neither does the actual work, which is where 90% of the time goes: writing content that’s good enough to rank, building the internal linking, getting it indexed, tracking which pages actually pull citations in ChatGPT and Perplexity, and iterating.<\/p>\n<p>The “autonomous” part isn’t replacing those tools. It’s replacing the 15-25 hours a week a founder or in-house marketer spends operating the pipeline. We plug into your stack (including Ahrefs if you already have it), run the loop, and report on what’s moving.<\/p>\n<p>If you want, I can show you a recent client’s before\/after so you can judge whether the time saved is worth it for your situation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>what’s the suggested budget to start trying it out?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@paul_from_dentro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paul_from_dentro<\/a> Really case by case. depending on site size, competition, and how aggressive they want to go on content and GEO.<\/p>\n<p>Happy to take a quick look at your site and send back a more accurate quote. Do you have a URL I can audit? Or we can hop on a 15-min call if that’s easier.<\/p>\n<p>We are def very budget friendly when you compare to traditional 3k – 5k seo agency.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@paul_from_dentro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paul_from_dentro<\/a> If your company makes $200k annual revenue or more, we can help you evaluate, let’s chat: <a href=\"https:\/\/calendly.com\/rankai\/demo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/calendly.com\/rankai\/demo<\/a><\/p>\n<p>If otherwise, I recommend starting with the growth plan to properly try it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Are you guys the reason why I see more SEO\/GEO related content on Reddit right now? Who says SEO is dead, they just changed. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@andy_qin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andy_qin1<\/a> <br \/>Some of it, probably. Reddit has become one of the highest-signal surfaces for GEO because LLMs pull from it heavily, so a lot of what we do for clients now includes Reddit presence as part of the mix.<\/p>\n<p>You’re reading it right. SEO isn’t dead, the surface just expanded. Google is one channel, ChatGPT and Perplexity are another, and Reddit sits weirdly in the middle as both a community and a training source. Most people haven’t caught up to that 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>This is huge! Question on GEO – LLMs like chatgpt like to cite reddit threads in particular, does RankAI help with visibility there?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@david_kang4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_kang4<\/a> Good question! Our self-serve plan currently focuses on other aspects to help you rank in AI search, like:<\/p>\n<p>– Creating content pages targeting long-tail queries<\/p>\n<p>– Adding schemas for AI to digest<\/p>\n<p>– Adding alt tags (since AI is not going to run vision model on every page)<\/p>\n<p>– Structuring content so it’s very digestible by LLMs (FAQ, reasonings…)<\/p>\n<p>For our high-touch plan, our team actually comes in and handles your search optimization end-to-end. We also include Reddit as a part of GEO effort. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>So <a href=\"https:\/\/www.producthunt.com\/@boyuan_deng1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> <a href=\"https:\/\/www.producthunt.com\/@dyllan_liu2\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dyllan_liu2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dyllan_liu2<\/a> this effectively reviews my website identifies onsite optimisation\/content holes and then generates the optimised content for Google\/LLMs? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> <a href=\"https:\/\/www.producthunt.com\/@razzelito\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@razzelito<\/a> <br \/>That’s a good summary for 50% of it. Most of our time in the past two years, working with 200+ businesses, have helped us iterate on the rewrite engine. Which is after knowing that we should target a specific topic for Google NLLM. We create a page, and if it doesn’t rank well, we need to recreate the page in a different angle and iterate based on existing feedback from Google and AI engines. <\/p>\n<p>Ultimately, most of the work is on the iteration side. If you look at top search agencies, historically, the most premium ones always focus on iteration, because no one knows a deterministic way of ranking for a certain topic. Everyone is shooting darts. We just figured out how to shoot more darts and how to make each dart more independent of each other. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 long does it typically take to see the first real results for a brand new site with no existing authority or traffic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alina_anitei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_anitei<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@alina_anitei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_anitei<\/a> Frankly if it’s like truly near 0 traffic and authority, like a brand new sites. The first wave of signal (new rankings, indexations, etc.) will come in ~1 month. For “real results” like very meaningful amount traffic and conversion, that will take 2 – 3 months. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool product! Is this optimized for newly launched websites with a clean slate to work with or more established sites already ranking pretty high in SEO search and just need refinement and a GEO boost?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sandra_jirongo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandra_jirongo<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@sandra_jirongo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandra_jirongo<\/a> Thanks Sandra. To answer you directly, it’s both. But there’s trade offs:<br \/>1. New sites: the results take longer to show. Unfortunately it just takes time for search engines to know you “exist”.<br \/>2. Well-established sites: RankAI will optimize the technical aspects of existing pages to optimize for AI searches, and identify new topic opportunities to create pages for both SEO & GEO. Upside is great but not as high as a brand new site that has never been optimized for search.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Congratulations with the great product and bombastic release. I can imagine how excited you feel today. <\/p>\n<p>Could you give us some of the websites you’ve optimized so we analyze it with Ahrefs? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@visualpharm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@visualpharm<\/a> Thanks for the support! Check out our case studies on <a href=\"https:\/\/rankai.ai\/#case-studies\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/rankai.ai\/#case-studies<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@visualpharm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@visualpharm<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Are you using something like SerpApi for the rankings?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@strzibnyj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@strzibnyj<\/a> We use a mix of sources, including direct integrations like GSC for actual performance, plus our own tracking for AI query coverage. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@strzibnyj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@strzibnyj<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thanks Madalina! Feel free to try our product or book a meeting for a quick demo, always good to learn from user feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thanks for your support.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch ! Is it based on the number of pages published, traffic generated, or a flat monthly fee?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Appreciate it!<\/p>\n<p>Right now it\u2019s a flat monthly fee, with tiers based on how much you want the system to do.<\/p>\n<p>If you want something more customized, feel free to book a demo with us and we can walk through what makes sense for your setup!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> <\/p>\n<p>We\u2019re currently on a monthly subscription model, with different tiers depending on how much you want RankAI to handle for you. However, If you\u2019re looking for something more tailored, happy to walk you through it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ekulianova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ekulianova<\/a> Thanks Ekaterina! Feel free to checkout our product or book a demo, let us know if there’s 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\/@ekulianova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ekulianova<\/a> Thank you, really appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ekulianova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ekulianova<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 makes sense from a growth POV. SEO has always been about iteration, but most teams don\u2019t have the bandwidth to do it consistently. If this can actually automate that loop well, it could unlock a lot of overlooked growth.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alexia_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexia_li<\/a> Exactly, that’s the gap we are solving. Our teams know iteration matters however, it rarely happens consistently. We are just making that loop automatic so the upside actually gets captured.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@alexia_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexia_li<\/a> <a href=\"https:\/\/www.producthunt.com\/@boyuan_deng1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> Even for teams that do iterate, they iterate on long cycles, like monthly audits or random updates. By the time they react, the opportunity is gone.<\/p>\n<p>If this runs continuously, you compress that loop from months to days, which is where the real advantage comes from.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@alexia_li\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"alexia_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexia_li<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting. How are you measuring real buyer intent vs just driving traffic that doesn\u2019t convert?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@becky_gaskell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@becky_gaskell<\/a> <br \/>This is where most SEO tools stop short.<\/p>\n<p>We don’t stop at driving impressions to your key pages. RankAI plugs into your GA4, GSC, and your actual business systems (CRM, revenue data, whatever you use) to close the loop on real conversion, not just traffic.<\/p>\n<p>That means the agent isn’t optimizing for impressions or rankings, it’s optimizing for <strong>pages that actually drive revenue<\/strong>. A page that ranks #1 but brings in tire-kickers gets deprioritized. A page at #8 that converts 10% of its traffic into paying customers gets doubled down on.<\/p>\n<p>Traffic is the vanity metric. Revenue is the one we actually care about.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@becky_gaskell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@becky_gaskell<\/a> We look at what the user is <em>trying to do<\/em> based on the query, not just the keyword.<\/p>\n<p>High buyer intent usually shows up as:<\/p>\n<ul>\n<li>\n<p>\u201cpricing\u201d, \u201ccost\u201d, \u201cquote\u201d<\/p>\n<\/li>\n<li>\n<p>\u201cbest\u201d, \u201ctop\u201d, \u201ccompare\u201d, \u201cvs\u201d<\/p>\n<\/li>\n<li>\n<p>\u201csoftware\u201d, \u201ctool\u201d, \u201cservice\u201d, \u201cagency\u201d<\/p>\n<\/li>\n<li>\n<p>branded searches or \u201calternatives to X\u201d<\/p>\n<\/li>\n<\/ul>\n<p>These signal someone is close to making a decision.<\/p>\n<p>Lower intent tends to be:<\/p>\n<ul>\n<li>\n<p>\u201cwhat is\u201d, \u201chow to\u201d, \u201cguide\u201d<\/p>\n<\/li>\n<li>\n<p>broad informational queries<\/p>\n<\/li>\n<\/ul>\n<p>Those are useful, but usually earlier in the funnel.<\/p>\n<p>So instead of just chasing volume, we prioritize queries where:<\/p>\n<ul>\n<li>\n<p>the intent is commercial<\/p>\n<\/li>\n<li>\n<p>and the page can naturally lead to a next step (demo, signup, etc.)<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@becky_gaskell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@becky_gaskell<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 RankAI work for brand new websites with zero domain authority, or is it better suited for sites that already have some traction?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sai_tharun_kakirala\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sai_tharun_kakirala<\/a> <br \/>Great question, and the honest answer is: yes, RankAI works for brand new sites. We’ve actually helped a lot of 0-DA sites go from 0 \u2192 1K \u2192 10K \u2192 1M in search visibility.<\/p>\n<p>But there’s a catch worth being upfront about: it takes longer on a new domain, and SEO shouldn’t be your only channel in the early days. Google needs time to trust a new site regardless of how good your content is, so while RankAI is compounding in the background, you still want paid, social, or community driving traffic in parallel.<\/p>\n<p>Once the flywheel kicks in though, it kicks in hard. That’s when the iteration engine really pays off <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sai_tharun_kakirala\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sai_tharun_kakirala<\/a> <br \/>For 0-authority sites, we don\u2019t try to compete head-on for big keywords.<\/p>\n<p>1. We start with:<\/p>\n<ul>\n<li>\n<p>long-tail, specific, lower competition<\/p>\n<\/li>\n<li>\n<p>often tied to real use cases or niche problems<\/p>\n<\/li>\n<\/ul>\n<p>This is how you get your first traction instead of waiting months for a single big keyword.<\/p>\n<p>2. Instead of random posts, we build tight clusters around one area so Google can quickly understand what your site is about.<\/p>\n<p>3. Once a few pages start getting impressions and clicks, we expand into higher-intent and more competitive queries.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@sai_tharun_kakirala\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sai_tharun_kakirala<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YQF35MRZD2VPJZ\" class=\"app-title\">Twenty 2.0<\/a><\/p>\n<div class=\"one-liner\">Build your Enterprise CRM with an AI-friendly SDK<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">288<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u53ef\u901a\u8fc7\u4ee3\u7801\u548cAI\u5de5\u5177\u6df1\u5ea6\u5b9a\u5236\u3001\u652f\u6301\u79c1\u6709\u5316\u90e8\u7f72\u7684\u5f00\u6e90CRM\u5e73\u53f0\uff0c\u4e3a\u9700\u8981\u9ad8\u5ea6\u5b9a\u5236\u5316\u5ba2\u6237\u5173\u7cfb\u7ba1\u7406\u3001\u5e0c\u671b\u6446\u8131\u4f9b\u5e94\u5546\u9501\u5b9a\u5e76\u6574\u5408AI\u80fd\u529b\u7684\u4f01\u4e1a\u5f00\u53d1\u56e2\u961f\u63d0\u4f9b\u4e86\u89e3\u51b3\u65b9\u6848\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d3868be-746a-41e2-b781-43998ba7bcac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/176bd678-499e-4327-bda3-4492011ebe77.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/059f79ed-8886-446f-a2f1-950e853cb356.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d03c147a-4c7e-4adb-a68e-f8f2f2ae135d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/665ffdb3-793d-49c3-bb1a-9f1e8ee12b9d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19bb6b97-7a2b-4081-b9c1-07a4027b33fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1b2a7d7-f421-4575-ac2d-767f7e7dc166.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">CRM<\/span><br \/>\n <span class=\"tag\">SDK<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90CRM<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">AI\u53cb\u597dSDK<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u9a71\u52a8\u5b9a\u5236<\/span><br \/>\n <span class=\"tag\">\u79c1\u6709\u5316\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u51fd\u6570<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u6570\u636e\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\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\u9ad8\u5ea6\u8ba4\u53ef\u5176\u5f00\u6e90\u3001\u53ef\u6df1\u5ea6\u6784\u5efa\u7684\u613f\u666f\u53ca\u56e2\u961f\u6267\u884c\u529b\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u4ece\u73b0\u6709CRM\uff08\u5982HubSpot\u3001Pipedrive\uff09\u8fc1\u79fb\u7684\u590d\u6742\u6027\u4e0e\u6210\u672c\u3001\u975e\u6280\u672f\u56e2\u961f\u5982\u4f55\u4e0a\u624b\u3001SDK\u7684\u7aef\u5230\u7aef\u7c7b\u578b\u652f\u6301\u3001\u96c6\u6210\u751f\u6001\uff08\u5982Zapier\uff09\u7684\u6210\u719f\u5ea6\uff0c\u4ee5\u53ca\u81ea\u6258\u7ba1\u90e8\u7f72\u7684\u6ce8\u610f\u4e8b\u9879\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 Twenty 2.0\u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u505a\u4e00\u4e2a\u201c\u66f4\u597d\u7684\u5f00\u6e90CRM\u201d\u3002\u5b83\u8bd5\u56fe\u5c06CRM\u4ece\u4e00\u4e2a\u201c\u5e94\u7528\u201d\u964d\u7ef4\u6210\u4e00\u4e2a\u201c\u5e73\u53f0\u201d\u6216\u201c\u57fa\u5ea7\u201d\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201cCRM as Code\u201d\u7684\u7406\u5ff5\u3002\u901a\u8fc7\u5c06\u6570\u636e\u6a21\u578b\u3001\u5de5\u4f5c\u6d41\u3001\u5e03\u5c40\u7b49\u4e00\u5207\u5b9a\u4e49\u4e3a\u4ee3\u7801\u5e76\u7eb3\u5165\u5f00\u53d1\u6d41\u7a0b\uff0c\u5b83\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u4e24\u4e2a\u65f6\u4ee3\u75db\u70b9\uff1a\u4e00\u662f\u4f01\u4e1a\u5bf9\u5173\u952e\u4e1a\u52a1\u6570\u636e\u4e0e\u6d41\u7a0b\u201c\u6240\u6709\u6743\u201d\u548c\u900f\u660e\u5ea6\u7684\u6e34\u6c42\uff0c\u4ee5\u5bf9\u6297SaaS\u65f6\u4ee3\u7684\u4f9b\u5e94\u5546\u9501\u5b9a\uff1b\u4e8c\u662f\u8bd5\u56fe\u5c06AI\u6d6a\u6f6e\uff08\u5c24\u5176\u662fAI\u7f16\u7a0b\u52a9\u624b\uff09\u4ece\u7b80\u5355\u7684\u804a\u5929\u4ea4\u4e92\uff0c\u8f6c\u5316\u4e3a\u53ef\u6df1\u5ea6\u96c6\u6210\u3001\u53ef\u7f16\u7a0b\u7684\u4e1a\u52a1\u667a\u80fd\u4f53\u5f00\u53d1\u5e73\u53f0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u8def\u5f84\u9009\u62e9\u4e5f\u5e26\u6765\u4e86\u6e05\u6670\u7684\u6311\u6218\u4e0e\u98ce\u9669\u3002\u9996\u5148\uff0c\u5b83\u672c\u8d28\u4e0a\u5c06\u76ee\u6807\u7528\u6237\u4ece\u201c\u9500\u552e\u7ecf\u7406\u201d\u8f6c\u5411\u4e86\u201c\u5f00\u53d1\u8005\u201d\uff0c\u8fd9\u867d\u7136\u63d0\u5347\u4e86\u5b9a\u5236\u4e0a\u9650\uff0c\u4f46\u4e5f\u8bbe\u7acb\u4e86\u6781\u9ad8\u7684\u4f7f\u7528\u95e8\u69db\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u975e\u6280\u672f\u56e2\u961f\u4e0a\u624b\u7684\u62c5\u5fe7\u6b63\u662f\u6b64\u70b9\u7684\u4f53\u73b0\u3002\u5176\u6b21\uff0c\u201c\u5e73\u53f0\u5316\u201d\u7684\u6210\u529f\u6781\u5ea6\u4f9d\u8d56\u751f\u6001\u3002\u76ee\u524d\u5176\u201c\u6784\u5efa\u8005\u201d\u751f\u6001\u5c1a\u5728\u840c\u82bd\uff0c\u4e0e\u6210\u719fSaaS CRM\u6d77\u91cf\u5373\u63d2\u5373\u7528\u7684\u96c6\u6210\u751f\u6001\u76f8\u6bd4\uff0c\u77ed\u671f\u5185\u4ecd\u662f\u52a3\u52bf\u3002\u6700\u540e\uff0c\u5176\u201cAI\u53cb\u597d\u201d\u7684\u53d9\u4e8b\u4ecd\u9700\u5177\u4f53\u7528\u4f8b\u652f\u6491\u3002\u867d\u7136\u63d0\u4f9b\u4e86\u81ea\u5b9a\u4e49\u667a\u80fd\u4f53\u548c\u65e0\u670d\u52a1\u5668\u51fd\u6570\u7684\u94a9\u5b50\uff0c\u4f46\u5982\u4f55\u8ba9\u4f01\u4e1a\u9ad8\u6548\u5730\u6784\u5efa\u51fa\u7a33\u5b9a\u3001\u53ef\u9760\u7684AI\u5de5\u4f5c\u6d41\uff0c\u800c\u975e\u53c8\u4e00\u4e2a\u9700\u8981\u91cd\u5ea6\u7ef4\u62a4\u7684\u201c\u73a9\u5177\u201d\uff0c\u662f\u8bc1\u660e\u5176\u4ef7\u503c\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cTwenty 2.0\u662f\u4e00\u6b21\u6781\u5177\u524d\u77bb\u6027\u7684\u8d4c\u6ce8\u3002\u5b83\u8d4c\u7684\u662f\u672a\u6765\u4f01\u4e1a\u7684\u6838\u5fc3\u4e1a\u52a1\u7cfb\u7edf\u5c06\u66f4\u63a5\u8fd1\u201c\u53ef\u7f16\u7a0b\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u5e76\u7531AI\u8f85\u52a9\u7684\u5f00\u53d1\u8005\u4e3b\u5bfc\u6784\u5efa\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u5c06\u91cd\u65b0\u5b9a\u4e49CRM\u7684\u8fb9\u754c\uff1b\u5982\u679c\u5931\u8d25\uff0c\u5219\u53ef\u80fd\u56f0\u5728\u201c\u6781\u5ba2\u73a9\u5177\u201d\u4e0e\u201c\u4f01\u4e1a\u7ea7\u4ea7\u54c1\u201d\u4e4b\u95f4\u7684\u9e3f\u6c9f\u91cc\u3002\u5176\u771f\u6b63\u7684\u5bf9\u624b\u6216\u8bb8\u4e0d\u662fSalesforce\u6216HubSpot\uff0c\u800c\u662fRetool\u3001Appsmith\u8fd9\u7c7b\u4f4e\u4ee3\u7801\u5e73\u53f0\uff0c\u4ee5\u53ca\u4f01\u4e1a\u81ea\u884c\u4ece\u5934\u5f00\u53d1\u7684\u60ef\u6027\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\">Twenty 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Twenty 2.0 turns our open-source CRM into a platform you can build on. Define your data model, custom objects, workflows, layouts, and widgets in code with our new SDK, shipped through your normal dev flow with the AI tools you already use. AI built in, custom agents, serverless functions, and full layout and navigation customization. Self-hostable. Fully yours.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone \ud83d\udc4b<\/p>\n<p>Thomas here, co-founder of Twenty, back with <strong>2.0<\/strong><\/p>\n<p>v1 launched with one pitch: an open-source CRM you actually own. No vendor lock-in, no black boxes.<\/p>\n<\/p>\n<p>The feedback we kept getting: <em>“I don’t just want to tweak my CRM, I want to build on top of it.”<\/em><\/p>\n<p>So that’s what <strong>2.0<\/strong> is.<\/p>\n<p>The core addition is <strong>our new SDK<\/strong> (<em>npx create-twenty-app my-app<\/em>). Data models, custom objects, workflow actions, layouts, widgets, the command menu, all defined in code, living in your repo, shipping through your normal dev flow with<strong> whatever AI coding tools<\/strong> you’re already using.<\/p>\n<p>We also shipped:<br \/>– <strong>AI built in:<\/strong> chat with your data, plus custom agents and serverless functions<br \/>– <strong>Custom layouts<\/strong> & <strong>navigation<\/strong>: record pages, widgets, command menu, navbar<br \/>– <strong>The full toolkit:<\/strong> custom objects, fields, permissions, views, dashboards, workflows.<\/p>\n<p>Twenty is open-source, self-hostable, and now fully yours to extend.<\/p>\n<p>– \ud83d\udce6 Start building today \u2192 <a href=\"https:\/\/www.npmjs.com\/package\/twenty-sdk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.npmjs.com\/package\/twenty-sdk<\/a><\/p>\n<p>Felix, Charles, and I are here all day. Questions and feedback welcome. \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thomas_df\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thomas_df<\/a> What’s one workflow you’ve seen teams customize most with the new tools, and any gotchas for self-hosting setups?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thomas_df\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thomas_df<\/a> For someone running PH launch playbooks + client workshop trackers across teams, how does the SDK handle syncing custom workflows like “Hunter DM replies \u2192 auto-LI post” with Twenty’s core data models? Does it play nice with external APIs\/Zapier, or is everything pure code-driven?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thomas_df\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thomas_df<\/a> Really curious how the AI-friendly SDK handles schema migrations \u2014 is it opinionated about the data model or fully customizable? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Was deciding between making my own light CRM or building on Twenty 6 months ago, for a new thing I’m working on. Honestly, Twenty didn’t have what I needed.<\/p>\n<\/p>\n<p>Oh child, how have I changed my mind since then! The speed you’ve built at the past 6 months has blown my pants off, and I can’t wait to see what’s more to come – really happy I didn’t waste time slopping something together, when you’ve achieved so much!!<\/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\/@jonathan_bredo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonathan_bredo<\/a> Thanks so much Jonathan for your comment! Things are shaping up!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Believed in this vision since day 0, so good to see it ship esp knowing the ton of work behind it!<\/p>\n<p>Most “CRM + AI” offerings are just a chat panel bolted onto closed software. Twenty is the opposite: a primitive you can actually build agents against – in your repo, your stack, your premises, or all of the above.<\/p>\n<p>Go <a href=\"https:\/\/www.producthunt.com\/products\/twenty-crm\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"twenty-crm\" target=\"_blank\" rel=\"noopener\">@Twenty<\/a> team + <a href=\"https:\/\/www.producthunt.com\/@thomas_df\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"thomas_df\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thomas_df<\/a> <a href=\"https:\/\/www.producthunt.com\/@_felx\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"_felx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_felx<\/a> <a href=\"https:\/\/www.producthunt.com\/@cbo_twenty\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"cbo_twenty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cbo_twenty<\/a> \ud83d\udda4\ud83d\udd25<\/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\/@thomas_df\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thomas_df<\/a> <a href=\"https:\/\/www.producthunt.com\/@_felx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_felx<\/a> <a href=\"https:\/\/www.producthunt.com\/@mxcrbn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mxcrbn<\/a> Merci Max! Never-fading support <3 I believe this v2 marks the end of three years of full build-focus mode, hope it lives up to the expectations and make OSS a true alternative \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Merci beaucoup Max \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thomas_df\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thomas_df<\/a> <a href=\"https:\/\/www.producthunt.com\/@_felx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_felx<\/a> <a href=\"https:\/\/www.producthunt.com\/@cbo_twenty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cbo_twenty<\/a> <a href=\"https:\/\/www.producthunt.com\/@mxcrbn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mxcrbn<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been working with Twenty for 1.5 years, before v1 came out. This is love from the first sight.<br \/>I have not seen another team in the CRM domain who ships this much real value while staying this small. Neither I seen a CRM that is <em>as easy to configure,<\/em> <em>or build on top of it,<\/em> as Twenty.<\/p>\n<p>If you ever wanted something from your CRM – Twenty is capable. If not right now, then it’s on the roadmap soon.<\/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>Thank you Mike! We’re glad to have you as a partner (now on a more accessible page!)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mike_babiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mike_babiy<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 twenty team has been shipping like crazy for the last 3 years at least. Love the team and the vision \ud83c\uddeb\ud83c\uddf7\ud83e\udd56. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@stan_girard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stan_girard<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@stan_girard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stan_girard<\/a> \ud83e\uddc0\ud83c\udf77\ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s so nice to finally have an Opensource CRM! Is there a marketplace of 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\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> Coming later this year for sure! First we need developers to start 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>In 2026, I’m a bit ashamed we’re still running Pipedrive and not something custom-built with AI. It’s time to move out of the saas era.<\/p>\n<p>In your experience, what’s the level of effort (in days, story points, whatever) to move a typical setup from Pipedrive to Twenty versus building something from scratch?<\/p>\n<p>By a typical setup, I mean incoming leads from Typeform, enrichment, automated and manual responses, deals, a tracker, and targeted mass mailings, as well as Gmail and Intercom 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\/@visualpharm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@visualpharm<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@visualpharm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@visualpharm<\/a> If I had to put a number on it, I’d think in days, not months, to move a setup like that from Pipedrive to Twenty. Building the same thing cleanly from scratch is a very different project.<\/p>\n<p>quick anwser: hours for the data migration, a few days for the workflow customizations. so would say it’s doable within a week<\/p>\n<p>Eather way, the reason I’d still choose Twenty over building from zero is simple: you don’t spend time rebuilding auth, permissions, objects, views, workflows, email sync, APIs, and all the edge cases around them…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One of the best launch today! Do you think the future CRM is something users configure or something they program?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> Thank you Lakshay! <br \/>As a software engineer, I’m a bit biased. Building with code is more robust if you’re looking for a production-grade application. You get CI\/CD, version control, typing, testing, extensibility, and less vendor lock-in.<br \/>Combined with AI’s ability to write software when properly guided, I’d bet on programming. <\/p>\n<p>In Twenty, you can actually do both: customizations are stored as metadata, and code is converted to metadata too ; except for React components (frontend code) and Logic Functions (backend code), which are stored as code directly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>an open-source CRM with an AI-friendly SDK is the kind of thing I didn’t know I wanted until reading this. is the SDK typed end-to-end or do you generate types from the data model on the fly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 wonder how sales manager with custom built CRMs. Many sales teams in certain industries have trouble adapting to newer technologies. How would this work for onboarding less technical teams?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@calvin_lim_1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@calvin_lim_1<\/a> We think you will always need someone that really understands how the system works (at least for now)… Even if it might be without code.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 homepage looks great but it crashes when scrolling down:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43ad0e44-63fb-4c89-ba48-f5c353df08d3.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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@julien_rioux\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julien_rioux<\/a> \ud83d\ude2e Will investigate, thanks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@damien_henry1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@damien_henry1<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@damien_henry1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@damien_henry1<\/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>Been watching Twenty on GitHub for a while. The self-hosted option is what keeps pulling me back. Quick question: how’s the HubSpot import story these days? Last time I tried, custom field mapping was painful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sweepbase\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sweepbase<\/a> Hi Mihail,<br \/>You can now create apps on top of twenty declaring logic function (code). I’ve been working on connectors to sync Github data and Discord data, with a bit of help of Claude Code and I believe this is quite an easy task nowadays if you have technical background (or a LLM subscription). <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42155c67-8972-467d-bf3f-9d5ac9f6b523.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><\/p>\n<\/p>\n<p>It’s real code so you can use any JS sdk you want (<a href=\"https:\/\/github.com\/HubSpot\/hubspot-api-nodejs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/HubSpot\/hubspot-api-nodejs<\/a> for instance).<\/p>\n<p>If you are looking for a no-code approach, it heavily depends on how much data you have. We now support relations in CSV import feature and bulk upsert too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sweepbase\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sweepbase<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@sweepbase\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sweepbase<\/a> Yes it’s really easy with claude\/codex 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>Hey guys! <\/p>\n<p>You\u2019ve been a total lifesaver. I just started a small software house, and your help with organization has been a game-changer. Everything is running so much smoother now. <\/p>\n<p>Much appreciated! <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pcampina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pcampina<\/a> Thank you Pablo, very happy to hear that, the core team has been focusing on stability over the last months!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@pcampina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pcampina<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@pcampina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pcampina<\/a> thanks so much, means a lot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/F7OWHMX4MFKI3R\" class=\"app-title\">Kimi K2.6<\/a><\/p>\n<div class=\"one-liner\">Open-source SOTA for long-horizon coding and agent swarms<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">282<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Kimi K2.6\u662f\u4e00\u6b3e\u5f00\u6e90\u5927\u6a21\u578b\uff0c\u4e13\u6ce8\u4e8e\u89e3\u51b3\u590d\u6742\u3001\u957f\u5468\u671f\u7684\u7f16\u7a0b\u4efb\u52a1\u548c\u667a\u80fd\u4f53\u96c6\u7fa4\u534f\u540c\u95ee\u9898\uff0c\u4e3a\u5f00\u53d1\u8005\u548c\u4f01\u4e1a\u63d0\u4f9b\u4e86\u5904\u7406\u6570\u5343\u6b21\u5de5\u5177\u8c03\u7528\u3001\u6301\u7eed\u8fd0\u884c\u6570\u5c0f\u65f6\u7684\u9ad8\u96be\u5ea6\u7f16\u7801\u4e0e\u81ea\u52a8\u5316\u573a\u666f\u7684SOTA\u7ea7\u89e3\u51b3\u65b9\u6848\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e3f1a80-a80d-4ebc-994f-64131b2aef5f.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\/76104d8b-202a-443f-9c5c-aec640e5fae4.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0fa004be-47b5-441d-aa0d-567b6021c221.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68506787-9471-4473-83fd-d95c5bfac32c.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b3998444-6ba4-4bc9-b030-839f358a4c0d.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/117f5c8a-a66d-446c-8494-c7b1ea0db774.webp?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\/3a38c359-539c-461b-8848-c6fcd6e85ac3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=scuzhhZpoHs\"><source src=\"https:\/\/www.youtube.com\/watch?v=scuzhhZpoHs\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u957f\u5468\u671f\u7f16\u7801<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u96c6\u7fa4<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u6301\u7eed\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u8c03\u7528<\/span><br \/>\n <span class=\"tag\">SOTA\u6027\u80fd<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53\u6846\u67b6<\/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\u5728\u957f\u5468\u671f\u7f16\u7801\u3001\u591a\u8bed\u8a00\u4efb\u52a1\u6cdb\u5316\u53ca300\u667a\u80fd\u4f53\u96c6\u7fa4\u65b9\u9762\u7684\u7a81\u7834\u6027\u8868\u73b0\uff0c\u8ba4\u4e3a\u5176\u4ee5\u5f00\u6e90\u5f62\u5f0f\u63d0\u4f9b\u4e86\u524d\u6cbf\u80fd\u529b\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u4e0eClaude Opus\u7b49\u95ed\u6e90\u6a21\u578b\u7684\u6027\u80fd\u5bf9\u6bd4\uff1b\u957f\u5468\u671f\u6267\u884c\u7684\u5b9e\u8df5\u53ef\u9760\u6027\uff1b\u591a\u6b65\u9aa4\u5de5\u5177\u94fe\u7684\u9519\u8bef\u6062\u590d\u673a\u5236\uff1b\u4ee5\u53ca\u5185\u5bb9\u8fc7\u6ee4\u653f\u7b56\u7684\u4e25\u683c\u7a0b\u5ea6\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 Kimi K2.6\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u7b80\u5355\u7684\u7248\u672c\u8fed\u4ee3\uff0c\u4e0d\u5982\u8bf4\u662fMoonshot\u5728\u201cAI\u4f5c\u4e3a\u751f\u4ea7\u529b\u5f15\u64ce\u201d\u8fd9\u4e00\u8d5b\u9053\u6295\u4e0b\u7684\u4e00\u9897\u6218\u7565\u6df1\u6c34\u70b8\u5f39\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u53c2\u6570\u91cf\u7684\u5806\u780c\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u5165\u4e86\u5f53\u524dAI\u7f16\u7a0b\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u75db\u70b9\u2014\u2014**\u6301\u4e45\u5316\u3001\u590d\u6742\u72b6\u6001\u7684\u7ef4\u6301\u4e0e\u534f\u540c**\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6a21\u578b\u6807\u699c\u7684\u201c\u6570\u5343\u6b21\u5de5\u5177\u8c03\u7528\u201d\u3001\u201c12\u5c0f\u65f6\u8fde\u7eed\u6267\u884c\u201d\uff0c\u76f4\u6307\u73b0\u6709AI\u7f16\u7801\u52a9\u624b\u5728\u77ed\u4e0a\u4e0b\u6587\u3001\u5355\u4efb\u52a1\u7247\u6bb5\u751f\u6210\u4e4b\u5916\u7684\u7a7a\u767d\u3002\u8fd9\u5e76\u975e\u70ab\u6280\uff0c\u800c\u662f\u8bd5\u56fe\u5c06AI\u4ece\u201c\u4ee3\u7801\u5efa\u8bae\u8005\u201d\u5347\u7ea7\u4e3a\u201c\u7cfb\u7edf\u7ea7\u6267\u884c\u8005\u201d\u7684\u5173\u952e\u4e00\u6b65\uff0c\u5c24\u5176\u9002\u914d\u4e8eDevOps\u6d41\u6c34\u7ebf\u3001\u5927\u578b\u91cd\u6784\u3001\u8de8\u7cfb\u7edf\u96c6\u6210\u7b49\u9700\u8981\u957f\u671f\u89c4\u5212\u548c\u72b6\u6001\u8ddf\u8e2a\u7684\u771f\u5b9e\u5de5\u7a0b\u573a\u666f\u3002\u800c\u201c300\u667a\u80fd\u4f53\u96c6\u7fa4\u201d\u7684\u7f16\u6392\u80fd\u529b\uff0c\u5219\u662f\u5bf9\u5f53\u524d\u201c\u5355\u667a\u80fd\u4f53\u201d\u8303\u5f0f\u7684\u91ce\u5fc3\u62d3\u5c55\uff0c\u8bd5\u56fe\u7528\u53bb\u4e2d\u5fc3\u5316\u3001\u4e13\u4e1a\u5316\u7684\u667a\u80fd\u4f53\u7f51\u7edc\u6765\u653b\u514b\u66f4\u5b8f\u5927\u7684\u9879\u76ee\uff0c\u5176\u60f3\u8c61\u7a7a\u95f4\u5728\u4e8e\u81ea\u52a8\u5316\u56e2\u961f\u534f\u4f5c\u7684\u96cf\u5f62\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u73af\u4e4b\u4e0b\uff0c\u5c16\u9510\u7684\u95ee\u9898\u540c\u6837\u5b58\u5728\u3002\u8bc4\u8bba\u533a\u7684\u7591\u8651\u63ed\u793a\u4e86\u5176\u5546\u4e1a\u5316\u843d\u5730\u7684\u6838\u5fc3\u6311\u6218\uff1a**\u53ef\u9760\u6027\u4e0e\u4fe1\u4efb\u5ea6**\u3002\u957f\u5468\u671f\u6267\u884c\u4e2d\uff0c\u9519\u8bef\u5982\u4f55\u7d2f\u79ef\u4e0e\u6062\u590d\uff1f\u667a\u80fd\u4f53\u96c6\u7fa4\u7684\u901a\u4fe1\u5f00\u9500\u4e0e\u51b3\u7b56\u51b2\u7a81\u5982\u4f55\u89e3\u51b3\uff1f\u5728\u6d89\u53ca\u654f\u611f\u4fe1\u606f\u6216\u8fb9\u7f18\u7528\u4f8b\u65f6\uff0c\u5176\u5f00\u6e90\u5c5e\u6027\u5e26\u6765\u7684\u201c\u5bbd\u677e\u201d\u653f\u7b56\u662f\u4f18\u52bf\u8fd8\u662f\u5408\u89c4\u98ce\u9669\uff1f\u8fd9\u4e9b\u95ee\u9898\u7684\u7b54\u6848\uff0c\u8fdc\u6bd4\u57fa\u51c6\u6d4b\u8bd5\u5206\u6570\u66f4\u91cd\u8981\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cKimi K2.6\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u6b63\u8bd5\u56fe\u5b9a\u4e49\u4e0b\u4e00\u4ee3AI\u7f16\u7a0b\u5de5\u5177\u7684\u5f62\u6001\uff1a\u4e00\u4e2a\u4e0d\u77e5\u75b2\u5026\u3001\u6df1\u5ea6\u4ecb\u5165\u5f00\u53d1\u751f\u547d\u5468\u671f\u5168\u6d41\u7a0b\u7684\u201c\u8d85\u7ea7\u534f\u4f5c\u8005\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u662f\u5426\u5728\u5355\u9879\u8bc4\u6d4b\u4e2d\u8d85\u8d8aClaude\u6216GPT-4\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u771f\u5b9e\u7684\u3001\u6df7\u4e71\u7684\u3001\u5145\u6ee1\u4e0d\u786e\u5b9a\u6027\u7684\u8f6f\u4ef6\u5de5\u7a0b\u73af\u5883\u4e2d\uff0c\u5efa\u7acb\u8d77\u7a33\u5b9a\u3001\u53ef\u4fe1\u3001\u53ef\u9884\u6d4b\u7684\u201c\u6570\u5b57\u52b3\u52a8\u529b\u201d\u5de5\u4f5c\u6d41\u3002\u8fd9\u662f\u4e00\u6761\u66f4\u96be\u4f46\u66f4\u5177\u98a0\u8986\u6027\u7684\u9053\u8def\uff0c\u5176\u5f00\u6e90\u7b56\u7565\u65e2\u662f\u5438\u5f15\u751f\u6001\u5171\u5efa\u7684\u5229\u5668\uff0c\u4e5f\u5c06\u4f7f\u5176\u6bcf\u4e00\u6b65\u5b9e\u8df5\u4e0e\u7f3a\u9677\u90fd\u66b4\u9732\u5728\u793e\u533a\u5ba1\u89c6\u4e4b\u4e0b\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u573a\u8c6a\u8d4c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Kimi K2.6<\/span>\n <\/div>\n<div class=\"comment-content\">Kimi K2.6 is Moonshot\u2019s latest open-source model, built to push coding, long-horizon execution, and agent swarms forward at the same time. It brings stronger end-to-end coding, 300-agent swarm orchestration, and improved reliability for always-on agent frameworks like OpenClaw and Hermes.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been on K2.6-code-preview for a while, and now it\u2019s officially K2.6. It has been kind of wild!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09369361-4cfb-4b1f-a867-6b9d3c7a6c2f.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>The model really shines on long-horizon coding: thousands of tool calls across hours of continuous execution, strong generalization across languages and tasks, plus the ability to generate rich, animated frontends with real motion and 3D elements. The agent swarm upgrades (300 parallel sub-agents) and proactive 24\/7 agent support also feel like a meaningful step up. <\/p>\n<p>As always, Kimi keeps delivering frontier-level models as <a href=\"https:\/\/huggingface.co\/moonshotai\/Kimi-K2.6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">open source<\/a>. Respect\ud83e\udee1\ud83e\udee1<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Whats long horizon coding? What do you use it for? 1000 of calls? I do max 100 calls on PR. How well does it compare to opus 4.7? I heard the previous Kimi was almost as good as opus 4.6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b <\/p>\n<p><strong>Kimi K2.6<\/strong> is our latest open-source model, built for long-horizon coding and agents – 4,000+ tool calls, over 12 hours of continuous execution, with generalization across languages (Rust, Go, Python) and tasks (frontend, devops, perf optimization).<\/p>\n<p><strong>Open-source SOTA<\/strong> on HLE w\/ tools (54.0), SWE-Bench Pro (58.6), SWE-bench Multilingual (76.7), BrowseComp (83.2), Toolathlon (50.0), Charxiv w\/ python(86.7), Math Vision w\/ python (93.2)<\/p>\n<p>Live at <a href=\"http:\/\/kimi.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">kimi.com<\/a>, the app, API, and Kimi Code. Would love your feedback \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@crystal_j\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@crystal_j<\/a> For a non-coder like me scripting PH launch trackers, how does Kimi K2.6 handle multi-step tool chains with error recovery? Like if an API flakes or a prompt needs human tweak mid-flow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>K2.6 offers SOTA-level performance at a fraction of the cost. <\/p>\n<\/p>\n<p>It’s open-weights, it’s fast, and optimized for long-context tasks across the codebase, as well as the day-to-day work needed to support an always-on agent like <a href=\"https:\/\/www.producthunt.com\/products\/clawdbot-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"clawdbot-2\" target=\"_blank\" rel=\"noopener\">@OpenClaw<\/a> and <a href=\"https:\/\/www.producthunt.com\/products\/kiloclaw\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"kiloclaw\" target=\"_blank\" rel=\"noopener\">@KiloClaw<\/a>. <\/p>\n<\/p>\n<p>Impressive.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> <My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>300-agent swarm orchestration is wild \u2014 curious how reliable the long-horizon execution actually is in practice. Anyone tried it on multi-hour coding sessions 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>How strict is Kimi with sensitive topics? How would you rate it against the big three US models on filter sensitivity toward information security, copyright, interpersonal boundaries, etc.?<\/p>\n<\/p>\n<p>I’m not talking about explicitly dangerous activity, but about legitimate tasks that that trigger the filters occasionally. An example is Claude Code refusing to configure the Microsoft Entra dashboard because it looks like a hacker attack 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<\/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\/UCJCI4OP3XU2IA\" class=\"app-title\">Dageno AI<\/a><\/p>\n<div class=\"one-liner\">Become the most recommended brand across 7+ major LLMs<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">197<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Dageno AI\u662f\u4e00\u6b3e\u4e3a\u521d\u521b\u548c\u589e\u957f\u56e2\u961f\u8bbe\u8ba1\u7684AI\u80fd\u89c1\u5ea6\u7ba1\u7406\u5e73\u53f0\uff0c\u901a\u8fc7\u8ffd\u8e2a\u54c1\u724c\u57287\u4e2a\u4ee5\u4e0a\u4e3b\u6d41\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u771f\u5b9e\u66dd\u5149\u6570\u636e\uff0c\u5206\u6790\u53ef\u89c1\u6027\u5dee\u8ddd\u5e76\u63d0\u4f9b\u53ef\u6267\u884c\u7684\u4f18\u5316\u65b9\u6848\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u5728AI\u4e3b\u5bfc\u7684\u53d1\u73b0\u65f6\u4ee3\u54c1\u724c\u96be\u4ee5\u88ab\u63a8\u8350\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\/af76edf8-35a7-4334-99d0-7b72a2a95fa5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2627fa0e-54e4-4fbb-b4d6-3fabbfea2b74.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0d359d30-a640-489e-975c-e54d88cf2811.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9306e54d-3da9-483f-a309-47966d32caac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e96c6c20-b8cd-4918-971e-ef2d5374522a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a423ad73-7b68-496b-a5ba-02431d2a1469.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8a345b9-d00d-48e0-b28d-93b6a5953863.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\/e29235f7-2357-43aa-9e8f-618fd7e9439d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=R56E_kkPEOY\"><source src=\"https:\/\/www.youtube.com\/watch?v=R56E_kkPEOY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u80fd\u89c1\u5ea6\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">GEO\uff08\u751f\u6210\u5f0f\u5f15\u64ce\u4f18\u5316\uff09<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a71\u52a8\u51b3\u7b56<\/span><br \/>\n <span class=\"tag\">LLM\u5206\u6790<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SEO\u6f14\u8fdb<\/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\u53efAI\u80fd\u89c1\u5ea6\u8ffd\u8e2a\u7684\u5fc5\u8981\u6027\uff0c\u5e76\u8be2\u95ee\u4e86\u5177\u4f53\u7ec6\u8282\uff1a\u4ea7\u54c1\u5982\u4f55\u786e\u4fdd\u63d0\u793a\u8bcd\u751f\u6210\u8d28\u91cf\u3001\u5982\u4f55\u5904\u7406\u957f\u5c3e\u5229\u57fa\u5e02\u573a\u3001\u4ee3\u7406\u5de5\u4f5c\u6d41\u80fd\u5426\u76f4\u63a5\u521b\u4f5c\u5185\u5bb9\u3001\u6570\u636e\u51c6\u786e\u6027\u5982\u4f55\uff0c\u4ee5\u53caGEO\u4e0eSEO\u7684\u672c\u8d28\u533a\u522b\u3002\u521b\u59cb\u4eba\u56de\u590d\u5f3a\u8c03\u4e86\u5176\u4e13\u6709\u6570\u636e\u5c42\u548c\u4ece\u6d1e\u5bdf\u5230\u6267\u884c\u7684\u95ed\u73af\u80fd\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Dageno AI\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u8feb\u5728\u7709\u776b\u7684\u8d5b\u9053\u2014\u2014GEO\uff08\u751f\u6210\u5f0f\u5f15\u64ce\u4f18\u5316\uff09\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u7a7a\u7a74\u6765\u98ce\uff1a\u968f\u7740Perplexity\u3001ChatGPT\u7b49AI\u52a9\u624b\u6210\u4e3a\u65b0\u7684\u201c\u5165\u53e3\u201d\uff0c\u4f20\u7edfSEO\u5de5\u5177\u7684\u5931\u6548\u5df2\u662f\u8fdb\u884c\u65f6\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u9ed1\u7bb1\u201d\u3001\u201c\u6d41\u91cf\u8f6c\u79fb\u4f46\u65e0\u6cd5\u8ffd\u8e2a\u201d\u7684\u56f0\u60d1\uff0c\u6b63\u662f\u5176\u751f\u5b58\u7684\u571f\u58e4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u91ce\u5fc3\uff0c\u5728\u4e8e\u8bd5\u56fe\u6784\u5efaAI\u65f6\u4ee3\u7684\u201c\u65b0\u8c37\u6b4c\u5206\u6790\u201d\u6570\u636e\u5c42\u3002\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u4ec5\u63d0\u4f9b\u4eea\u8868\u76d8\u62a5\u544a\uff08\u8fd9\u662f\u591a\u6570\u7ade\u54c1\u7684\u7ec8\u70b9\uff09\uff0c\u800c\u662f\u901a\u8fc7\u201c\u4ee3\u7406\u5de5\u4f5c\u6d41\u201d\u5c06\u6d1e\u5bdf\u4e0e\u5185\u5bb9\u521b\u5efa\u3001\u5916\u94fe\u5efa\u8bbe\u7b49\u6267\u884c\u73af\u8282\u4e32\u8054\uff0c\u627f\u8bfa\u201c\u95ed\u73af\u201d\u3002\u8fd9\u5f88\u806a\u660e\uff0c\u4e5f\u6781\u5176\u56f0\u96be\u3002\u5176\u6838\u5fc3\u58c1\u5792\u5728\u4e8e\u5ba3\u79f0\u7684\u201c\u4e13\u6709\u6570\u636e\u5c42\u201d\u2014\u2014\u901a\u8fc7\u81ea\u884c\u6536\u96c6\u7684\u771f\u5b9eLLM\u67e5\u8be2\u4e0e\u54cd\u5e94\u6570\u636e\u6765\u5efa\u6a21\uff0c\u800c\u975e\u4f9d\u8d56\u7b2c\u4e09\u65b9API\u6216\u5408\u6210\u6570\u636e\u3002\u5982\u679c\u5c5e\u5b9e\uff0c\u8fd9\u80fd\u63d0\u4f9b\u66f4\u8d34\u8fd1\u7528\u6237\u5b9e\u9645\u4f53\u9a8c\u7684\u80fd\u89c1\u5ea6\u753b\u50cf\uff0c\u4f46\u6570\u636e\u7684\u5168\u9762\u6027\u3001\u5b9e\u65f6\u6027\u53ca\u8de8\u6a21\u578b\u4e00\u81f4\u6027\u5c06\u662f\u6301\u7eed\u7684\u6280\u672f\u4e0e\u6210\u672c\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u98ce\u9669\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u5e02\u573a\u6559\u80b2\u6210\u672c\u9ad8\uff1aGEO\u4ecd\u662f\u4e00\u4e2a\u65b0\u5174\u6982\u5ff5\uff0c\u9700\u8981\u5411\u7528\u6237\u8bc1\u660e\u5176\u72ec\u7acb\u4e8eSEO\u7684\u72ec\u7279\u4ef7\u503c\u3002\u5176\u6b21\uff0cLLM\u672c\u8eab\u5feb\u901f\u8fed\u4ee3\uff0c\u5176\u63a8\u8350\u7b97\u6cd5\u3001\u77e5\u8bc6\u622a\u6b62\u65e5\u671f\u548c\u5546\u4e1a\u5408\u4f5c\uff08\u5982\u5b98\u65b9\u63d2\u4ef6\uff09\u90fd\u53ef\u80fd\u5267\u70c8\u6539\u53d8\u6e38\u620f\u89c4\u5219\uff0c\u4f7f\u76d1\u6d4b\u89c4\u5219\u5931\u6548\u3002\u6700\u540e\uff0c\u201c\u4ee3\u7406\u5de5\u4f5c\u6d41\u201d\u7684\u6267\u884c\u6548\u679c\u5b58\u7591\u3002\u4ece\u201c\u5efa\u8bae\u201d\u5230\u9ad8\u8d28\u91cf\u201c\u6267\u884c\u201d\u7684\u9e3f\u6c9f\u5de8\u5927\uff0c\u81ea\u52a8\u5316\u5185\u5bb9\u80fd\u5426\u771f\u6b63\u63d0\u5347\u54c1\u724c\u6743\u5a01\u6027\u800c\u975e\u5236\u9020SEO\uff08\u6216GEO\uff09\u5783\u573e\uff0c\u662f\u51b3\u5b9a\u5176\u4ea7\u54c1\u662f\u201c\u667a\u80fd\u52a9\u624b\u201d\u8fd8\u662f\u201c\u5671\u5934\u201d\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cDageno AI\u654f\u9510\u5730\u6293\u4f4f\u4e86\u8303\u5f0f\u8f6c\u79fb\u7684\u88c2\u7f1d\u3002\u5b83\u7684\u6210\u8d25\u5c06\u4e0d\u53d6\u51b3\u4e8e\u6982\u5ff5\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u6570\u636e\u5c42\u7684\u201c\u6df1\u5ea6\u201d\u4e0e\u201c\u4fdd\u771f\u5ea6\u201d\uff0c\u4ee5\u53ca\u80fd\u5426\u5c06\u201c\u884c\u52a8\u201d\u73af\u8282\u505a\u5f97\u8db3\u591f\u53ef\u9760\uff0c\u771f\u6b63\u5c06\u98d8\u6e3a\u7684\u201cAI\u80fd\u89c1\u5ea6\u201d\u8f6c\u5316\u4e3a\u53ef\u7a33\u5b9a\u4f18\u5316\u7684\u589e\u957f\u6760\u6746\u3002\u8fd9\u662f\u4e00\u573a\u4e0e\u65f6\u95f4\u548c\u6280\u672f\u53d8\u9769\u7684\u901f\u5ea6\u8d5b\u8dd1\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\">Dageno AI<\/span>\n <\/div>\n<div class=\"comment-content\">Built for startup and growth teams, Dageno AI tracks brand visibility across 7+ major LLMs using real data we collect ourselves. We combine signals from your site, traffic, prompts, social, and mentions to uncover visibility gaps and recommend what to fix \u2014 then turn those insights into action through agent workflows. Free trial, no credit card required.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! \ud83d\udc4b I\u2019m Tim, and we built Dageno AI for startup and growth teams who need to understand one thing clearly:<br \/>When customers ask AI \u201cwho should I use?\u201d \u2014 does your brand show up, and why?<\/p>\n<p>We spent years building the data layer behind AI visibility workflows, so we know how messy this problem is firsthand. Most teams are still relying on classic SEO tools, manual checks, or dashboards that stop at reporting. That is not enough when AI answers are shaping buying decisions.<\/p>\n<p>So we built Dageno AI \u2014 a GEO data and agent platform that helps startup and growth teams win visibility across 7+ major LLMs:<\/p>\n<p><strong>1. Enter your brand<\/strong><br \/>Add your site and let us map the landscape around it.<\/p>\n<p><strong>2. Find competitors and prompts<\/strong><br \/>We generate relevant prompts and benchmark you against the brands your customers are already seeing.<\/p>\n<p><strong>3. Analyze real signals<\/strong><br \/>We combine signals from your site, traffic, prompts, social, and mentions against our proprietary data layer so that you can uncover visibility gaps, understand what changed, and know what to fix next.<\/p>\n<p><strong>4. Turn insights into action<\/strong><br \/>We do not stop at reporting. Our agent workflows help teams execute content, source, and workflow changes so that you can turn visibility into growth.<\/p>\n<p><strong>5. Track performance over time<\/strong><br \/>See how your brand is represented across major LLMs, compare against competitors, and measure progress as you improve.<\/p>\n<p>If you want your brand to be more visible in AI answers, try it out and share your feedback \u2014 we\u2019re building this in public!<\/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\/@tim_dageno_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tim_dageno_ai<\/a> Congrats on the launch, Tim! Does the agent just suggest ideas, or can it actually draft and edit content too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tim_dageno_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tim_dageno_ai<\/a> For niche plays like “personal branding strategist” or “PH launch growth hacker,” how does Dageno surface those long-tail visibility gaps? Does it benchmark against actual competitor prompts customers might ask vs generic ones, and flag content opportunities like “add tennis analytics case study to outrank X”?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tim_dageno_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tim_dageno_ai<\/a> Congrats on the launch, Tim \u2014 going to test this on our brand right now<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a big issue with similar products we’ve used. <\/p>\n<\/p>\n<p>How do you keep prompt generation clean and avoid weird brand mentions?<\/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\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> <br \/>Great point! We crawl and analyze site data first to keep the context accurate, then review competitors one by one to reduce hallucinated brand mentions.<\/p>\n<p>We also use a TOFU \/ MOFU \/ BOFU funnel model to map prompts across the full user journey \u2014 from awareness to comparison to conversion \u2014 so the results reflect real search intent, not artificially narrow prompts \ud83d\udcaa<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89911a04-8b42-4d2d-859c-8e025764159a.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One of the best launches today! Quick question – how are you guys handling user support right now? Asking because I build AI support agents for dev tools and always curious what founders are dealing with at this stage!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@grekenakk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grekenakk<\/a> <br \/>Thanks so much \u2014 really appreciate it!<\/p>\n<p>At the moment, we\u2019re mainly handling support through Slack, which helps us stay close to users and build longer-term relationships<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this built around adding blog and other text context layers? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jacinto_salz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacinto_salz<\/a> <br \/>Great question \u2014 content is definitely part of it, but it\u2019s not the core.<\/p>\n<p>We start from data insights to identify what actually drives visibility, and then use that to guide content strategy (like what topics to write about).<\/p>\n<p>Beyond that, we also help uncover <strong>backlink and social media opportunities<\/strong> \u2014 for example, which backlinks are more likely to be cited, where it\u2019s worth investing effort, and which social platforms or threads are worth engaging in.<\/p>\n<p>In May, we\u2019re also rolling out features to support <strong>one-click publishing to backlink targets<\/strong> and <strong>distribution across social channels<\/strong>, so users can act on those opportunities more easily \ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>GEO is becoming more and more important, I’m very excited to see new tools working on that, 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\/@libin_yao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@libin_yao<\/a> <br \/>Thanks Tina \u2014 really appreciate that!<\/p>\n<p>Totally agree, GEO is becoming increasingly important as more discovery shifts into AI-driven experiences. Still early days, but we\u2019re excited to be building in this space \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>we\u2019ve seen our organic traffic shift so much lately, but our ‘mentions’ in perplexity are basically a black box. classic seo tools just aren’t built for this. having a proprietary data layer to track why an llm picks a competitor over us is the only way to stay relevant in 2026. <a href=\"https:\/\/www.producthunt.com\/products\/agent-powered-geo-by-dageno\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"agent-powered-geo-by-dageno\" target=\"_blank\" rel=\"noopener\">@Dageno AI<\/a> <a href=\"https:\/\/www.producthunt.com\/@tim_dageno_ai\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tim_dageno_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tim_dageno_ai<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> <br \/>Yes, exactly \u2014 it is a bit of a black box today, and the usual approach is just expensive trial-and-error.<\/p>\n<p>Our approach is to start from data itself: using data-driven signals to surface real GEO opportunities, rather than guessing or \u201cfeeding\u201d the system blindly.<\/p>\n<p>Once you have the right signals, the optimization part actually becomes much more straightforward \ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>hi congrats on your launch. May I know more about the base of how the content opportunities being decided? from public forum like reddit that people mention feature need in this product domain where the target product is currently missing? or it’s from other AI generated insight using competitor research.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hwellmake\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hwellmake<\/a> <br \/>Great question \u2014 it\u2019s actually a mix, but our core data comes from <strong>real LLM query\/response behavior at scale<\/strong>, not just scraped forums or synthetic datasets.<\/p>\n<p>We run large-scale parallel analysis on how models actually respond, which helps brands track AI visibility and identify real opportunity gaps. Compared to tools that rely mainly on APIs or proxy layers, we try to stay closer to what users actually see \u2014 so the insights are more reliable.<\/p>\n<p>Reddit is definitely part of the picture. A lot of LLM outputs cite or are influenced by Reddit discussions, so it\u2019s an important surface. We also help identify specific Reddit opportunities \u2014 like relevant subreddits, content angles, and even threads where engagement makes sense.<\/p>\n<p>So it\u2019s less about a single data source, and more about connecting <strong>real AI outputs + ecosystem signals (like Reddit)<\/strong> into actionable insights \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hwellmake\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hwellmake<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 super relevant. As more discovery happens inside LLMs, tracking visibility there feels essential.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ibitekukie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ibitekukie<\/a> <br \/>Thanks Chenyue \u2014 really appreciate that!<\/p>\n<p>Totally agree, as more discovery shifts into LLMs, visibility there becomes something really matters. That\u2019s exactly the gap we\u2019re trying to help with \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ibitekukie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ibitekukie<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting product direction. Turning AI visibility into something measurable <em>and<\/em> actionable is hard \u2014 most tools stop at dashboards.<\/p>\n<p>If you can really close that loop, this is a strong product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@colin_yu_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@colin_yu_123<\/a> <br \/>Thanks Beichuan \u2014 really appreciate that.<\/p>\n<p>Totally agree, a lot of tools stop at dashboards. We\u2019re trying to push further by connecting visibility insights with actual actions \u2014 like what to create, where to distribute, and how to capture those opportunities.<\/p>\n<p>Still a work in progress, but that\u2019s exactly the loop we\u2019re aiming to close \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@colin_yu_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@colin_yu_123<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is super relevant. Feels like we\u2019re still using SEO tools for a world that\u2019s already shifting to AI answers. Curious how accurate the visibility tracking is \u2014 would love to try this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexia_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexia_li<\/a> <br \/>Thanks Alexia \u2014 really appreciate that! On visibility tracking, we try to keep it grounded in real prompts and scenarios rather than synthetic ones, so it reflects how users actually discover things inside LLMs. Would love to get you onboard and hear your 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\/@alexia_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexia_li<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My website, pokecut.com, has been undergoing geo-optimization. This tool looks great and should be effective for my site. I am currently 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\/@anthony_cai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthony_cai<\/a> <br \/>Thanks, Anthony \u2014 really appreciate you choosing us! Looking forward to helping Pokecut(a really smooth AI photo editor & generator) grow even further!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@anthony_cai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthony_cai<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 still trying to understand GEO better. Is it basically the same as SEO, just for AI search, or is there something more to it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ristan_nakko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ristan_nakko<\/a> <br \/>Great question \u2014 GEO is related to SEO, but we approach it a bit differently.<\/p>\n<p>In <a href=\"http:\/\/Dageno.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Dageno.ai<\/a>, we focus on helping users understand <strong>what prompts actually drive visibility<\/strong>, and then turning those insights into actionable growth opportunities.<\/p>\n<p>For example, we help identify where backlink or mention opportunities exist, and then translate that into an execution plan \u2014 what content to create, which platforms to publish on, and where potential partnerships like backlinks or KOL collaborations could make sense \ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@ristan_nakko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ristan_nakko<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Worth a look if you’re seeking a set it and forget it GEO solution for your app, product, or startup! <\/p>\n<\/p>\n<p>Not only does Dageno create the content for you, but it also observes trending topics <em>as they emerge<\/em> so you’re always relevant and on time!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Really appreciate the support and for joining us on this launch! Your perspective on SaaS and growth products has been super insightful! We\u2019re looking forward to building in public, iterating on Dageno AI, and helping move the GEO space toward true standardization \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IP2723MCZU7E6O\" class=\"app-title\">Devaito<\/a><\/p>\n<div class=\"one-liner\">Build, launch, and grow your business on autopilot<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">178<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Devaito\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u5168\u6808\u5546\u4e1a\u81ea\u52a8\u5316\u5e73\u53f0\uff0c\u901a\u8fc7\u5355\u4e00\u63cf\u8ff0\u5373\u53ef\u81ea\u52a8\u751f\u6210\u5e76\u6301\u7eed\u8fd0\u8425\u7f51\u7ad9\u3001\u5546\u5e97\u3001\u79fb\u52a8\u5e94\u7528\u53ca\u8425\u9500\u3001\u9500\u552e\u3001\u5ba2\u670d\u7b49\u6838\u5fc3\u4e1a\u52a1\u6a21\u5757\uff0c\u65e8\u5728\u4e3a\u521d\u521b\u8005\u53ca\u72ec\u7acb\u5f00\u53d1\u8005\u6d88\u9664\u6280\u672f\u95e8\u69db\u4e0e\u5de5\u5177\u96c6\u6210\u8d1f\u62c5\uff0c\u5b9e\u73b0\u201c\u6784\u5efa-\u542f\u52a8-\u589e\u957f\u201d\u7684\u81ea\u52a8\u5316\u95ed\u73af\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/605aee89-6e3c-4192-aaa6-9ba98c1666fb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/970a7b70-6fdf-4222-8161-3598db9f8866.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/36bf618a-8b3d-4120-9f2a-763669cdbeec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/87bcce99-7748-4050-8184-3aab2af58bf4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/34c34246-9fdc-4102-9df8-5ec1808c5467.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a96e7761-6d7a-429b-a3d2-d9459c8c6062.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\/00a24f82-0b9c-49c6-b9ee-f7b776c5629a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/SpmIRq1jKLg?si=HaKbvvmCTS0mZGzw\"><source src=\"https:\/\/youtu.be\/SpmIRq1jKLg?si=HaKbvvmCTS0mZGzw\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">E-Commerce<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5546\u4e1a\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5168\u6808\u65e0\u4ee3\u7801\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u591a\u7aef\u4e00\u4f53\u5316<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u96c6\u6210\u5ba2\u670d\u4e0e\u9500\u552e<\/span><br \/>\n <span class=\"tag\">\u6301\u7eed\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u4e1a\u52a1\u589e\u957f<\/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\u4e00\u4f53\u5316\u201d\u613f\u666f\u5bf9\u72ec\u7acb\u521b\u59cb\u4eba\u7684\u4ef7\u503c\uff0c\u4f46\u666e\u904d\u8d28\u7591\u5176\u5e9e\u5927\u529f\u80fd\u8303\u56f4\u7684\u6267\u884c\u6df1\u5ea6\u4e0e\u8d28\u91cf\u4e00\u81f4\u6027\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5f53\u524d\u54ea\u4e9b\u529f\u80fd\u5df2\u6210\u719f\u53ef\u7528\u3001\u5b9e\u9645\u5ba2\u6237\u957f\u671f\u4f7f\u7528\u6a21\u5f0f\u3001AI\u667a\u80fd\u4f53\u7684\u5b9e\u9645\u4efb\u52a1\u4e0e\u201c\u653e\u624b\u201d\u7a0b\u5ea6\uff0c\u4ee5\u53ca\u5982\u4f55\u771f\u6b63\u89e3\u51b3\u4e1a\u52a1\u5206\u53d1\u96be\u9898\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5f3a\u8c03\u5176\u5e95\u5c42\u7cfb\u7edf\u7edf\u4e00\u6027\u975e\u7b80\u5355\u96c6\u6210\uff0c\u65e8\u5728\u6d88\u9664\u201c\u96c6\u6210\u7a0e\u201d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Devaito\u7684\u91ce\u5fc3\u5e76\u975e\u505a\u4e00\u4e2a\u66f4\u597d\u7684\u5efa\u7ad9\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u5546\u4e1a\u521b\u610f\u7684\u201c\u5168\u81ea\u52a8\u6267\u884c\u5c42\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5355\u4e2a\u529f\u80fd\u7684\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u5de5\u5177\u788e\u7247\u5316\u201d\u548c\u201c\u8fd0\u8425\u6301\u7eed\u6027\u201d\u8fd9\u4e24\u4e2a\u521b\u4e1a\u9690\u6027\u6210\u672c\u7684\u7cfb\u7edf\u6027\u89e3\u51b3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u7280\u5229\u5730\u6233\u4e2d\u4e86\u5f53\u524dSaaS\u751f\u6001\u7684\u75db\u70b9\uff1a\u521b\u4e1a\u8005\u75b2\u4e8e\u5728\u5341\u51e0\u4e2a\u72ec\u7acb\u5de5\u5177\u95f4\u7a7f\u68ad\uff0c\u6570\u636e\u5272\u88c2\uff0c\u8fd0\u8425\u52a8\u4f5c\u96be\u4ee5\u6301\u7eed\u3002Devaito\u7528\u201c\u7edf\u4e00\u4e1a\u52a1\u903b\u8f91\u5c42\u201d\u56de\u5e94\u6b64\u95ee\u9898\uff0c\u8ba9\u7f51\u7ad9\u3001\u5546\u5e97\u3001\u5185\u5bb9\u3001\u5ba2\u670d\u6210\u4e3a\u540c\u4e00\u5b9e\u4f53\u7684\u4e0d\u540c\u89c6\u56fe\uff0c\u7406\u8bba\u4e0a\u5b9e\u73b0\u4e86\u6570\u636e\u4e0e\u8fd0\u8425\u6d41\u7684\u539f\u751f\u7edf\u4e00\u3002\u8fd9\u6bd4\u901a\u8fc7API\u62fc\u63a5\u7684\u201c\u5168\u5bb6\u6876\u201d\u65b9\u6848\u66f4\u5177\u6839\u57fa\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u98ce\u9669\u4e5f\u6e90\u4e8e\u6b64\u7b49\u5b8f\u5927\u53d9\u4e8b\u3002\u8bc4\u8bba\u533a\u7684\u8d28\u7591\u975e\u5e38\u7cbe\u51c6\uff1a\u5728\u5982\u6b64\u5bbd\u6cdb\u7684\u529f\u80fd\u9762\u4e0a\uff0c\u80fd\u5426\u4fdd\u8bc1\u6bcf\u4e2a\u6a21\u5757\u7684\u4f53\u9a8c\u6df1\u5ea6\uff1fAI\u667a\u80fd\u4f53\u5904\u7406\u5ba2\u670d\u3001\u5185\u5bb9\u521b\u4f5c\u7b49\u590d\u6742\u4efb\u52a1\u65f6\uff0c\u662f\u771f\u6b63\u5177\u5907\u4e1a\u52a1\u7406\u89e3\uff0c\u8fd8\u662f\u6d41\u4e8e\u8868\u9762\u7684\u81ea\u52a8\u5316\uff1f\u5e73\u53f0\u6697\u793a\u7684\u201c\u81ea\u52a8\u589e\u957f\u201d\u53ef\u80fd\u89e6\u53ca\u5f53\u524dAI\u80fd\u529b\u7684\u8fb9\u754c\u2014\u2014\u5206\u53d1\uff08Distribution\uff09\u662f\u5e02\u573a\u6d1e\u5bdf\u3001\u6e20\u9053\u7b56\u7565\u548c\u8d44\u6e90\u6295\u5165\u7684\u7efc\u5408\u7ed3\u679c\uff0c\u5e76\u975e\u4ec5\u9760\u5185\u5bb9\u81ea\u52a8\u5316\u5c31\u80fd\u653b\u514b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4ebaSymo\u7684\u56de\u5e94\u5c55\u73b0\u4e86\u6e05\u9192\u7684\u8ba4\u77e5\uff1a\u4e0d\u8ffd\u6c42\u5728\u6bcf\u4e2a\u5355\u70b9\u51fb\u8d25\u4e13\u4e1a\u5de5\u5177\uff0c\u800c\u662f\u8d4c\u201c\u7cfb\u7edf\u6574\u4f53\u534f\u8c03\u6027\u201d\u80fd\u521b\u9020\u72ec\u7279\u7c98\u6027\u3002\u5176\u7528\u6237\u753b\u50cf\u5b9a\u4f4d\u6e05\u6670\u2014\u2014\u5438\u5f15\u7684\u662f\u538c\u6076\u5de5\u5177\u62fc\u63a5\u3001\u613f\u610f\u4e3a\u201c\u7701\u5fc3\u201d\u59a5\u534f\u90e8\u5206\u529f\u80fd\u6df1\u5ea6\u7684\u201c\u975e\u5de5\u5177\u601d\u7ef4\u201d\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cDevaito\u662f\u4e00\u6b21\u5927\u80c6\u7684\u8303\u5f0f\u91cd\u6784\u5c1d\u8bd5\u3002\u82e5\u5176AI\u667a\u80fd\u4f53\u80fd\u5728\u6838\u5fc3\u4e1a\u52a1\u573a\u666f\uff08\u5982\u4e0a\u4e0b\u6587\u5ba2\u670d\u3001\u54c1\u724c\u5316\u5185\u5bb9\uff09\u4e2d\u7a33\u5b9a\u4ea4\u4ed8\u53ca\u683c\u7ebf\u4ee5\u4e0a\u7684\u8868\u73b0\uff0c\u5b83\u5c06\u6210\u4e3a\u72ec\u7acb\u521b\u4f5c\u8005\u7684\u5f3a\u5927\u6760\u6746\u3002\u53cd\u4e4b\uff0c\u82e5\u4efb\u4f55\u5173\u952e\u6a21\u5757\u51fa\u73b0\u660e\u663e\u77ed\u677f\uff0c\u6216AI\u8868\u73b0\u5e73\u5eb8\uff0c\u201c\u5168\u800c\u4e0d\u7cbe\u201d\u7684\u6807\u7b7e\u5c06\u4f7f\u5176\u8fc5\u901f\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u8fc7\u5ea6\u627f\u8bfa\u7684\u8425\u9500\u6545\u4e8b\u3002\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u80fd\u5426\u5728\u201c\u81ea\u52a8\u5316\u201d\u4e0e\u201c\u521b\u59cb\u4eba\u63a7\u5236\u611f\u201d\u4e4b\u95f4\u627e\u5230\u90a3\u4e2a\u7cbe\u5999\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Devaito<\/span>\n <\/div>\n<div class=\"comment-content\">Describe your business and Devaito launches the essentials for you: website, store, mobile app, SEO, blog, social media, customer support, and sales automation. Unlike traditional site builders, Devaito doesn\u2019t stop at setup. AI agents keep working behind the scenes to help you attract customers, answer questions, create content, and scale without adding more tools.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b I’m Symo, founder of <strong>Devaito<\/strong>.<\/p>\n<\/p>\n<p>I ran a digital agency for years. Every week, someone walked in with a brilliant idea. They needed a website, a brand, a store, an app, SEO, marketing. I’d quote them weeks of work and thousands of dollars. I’d watch their face drop.<\/p>\n<\/p>\n<p><strong>I didn’t lose clients. I lost believers.<\/strong><\/p>\n<\/p>\n<p>That’s the day Devaito started. Not as a company, as a promise: <em>no one should ever need permission, money, or technical skills to bring their idea to life.<\/em><\/p>\n<p>Today, you describe your idea. AI plans everything, site, store, app, branding, SEO, content, marketing, sales, support. <strong>You review. You approve. AI executes.<\/strong> You stay in control, AI does the work. 24\/7.<\/p>\n<\/p>\n<p>We didn’t build a tool. <strong>We gave every idea the power to become a business.<\/strong><\/p>\n<\/p>\n<p><strong>Dream it. Approve it. Devaito builds and scales it.<\/strong><\/p>\n<\/p>\n<p>If AI could take over ONE part of your business tomorrow, what would you hand over first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>31<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@symo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@symo<\/a> Congrats on the launch. The promise is big (site, store, app, branding, SEO, marketing, sales, support) so the useful question for anyone kicking tires today is: <\/p>\n<p>which of those is production-ready right now, and which is v2?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<blockquote>\n<p>Congrats on the launch, Symo.<\/p>\n<\/p>\n<p>The agency backstory makes sense as the origin, and you saw the gap firsthand. My hesitation with Devaito is the scope. Website, store, app, SEO, blog, social, support, and sales automation is a massive surface area to maintain quality across. Most tools that promise everything end up being the best at one or two things and forgettable at the rest. What does a real customer actually look like 3 months in? Are they still using all of it, or gravitating toward the parts that actually work?<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryanwmcc1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryanwmcc1<\/a> Fair question, the one I’d ask too.<\/p>\n<p>The trap you’re describing is real, and it happens for a specific reason. Most “all-in-one” platforms are really one main product surrounded by add-ons. A site builder plus a mail app plus a CRM plus a support widget, all bolted on. Devaito is not built that way. It is one system that shows different surfaces. The site, the store, the support, the content are not separate products connected by APIs. They are views of the same underlying business logic. That is why improving one improves all. It is also why a single surface cannot quietly degrade without the others catching it.<\/p>\n<p>3 months in, the pattern is simple. People who came looking for a better single tool leave. People who stop thinking in tool categories stay. I am not going to tell you every surface beats a specialist. It does not. What keeps users is that nothing in the stack talks past itself.<\/p>\n<p>That is the whole bet.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really nice! But you say \u201cno one should need permission or money to start\u201d, so how do you balance that with the reality that distribution (not building which is realtively easy based on idea) is the hardest part today??<\/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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> You’re right to push on this, it’s the real question. Removing permission and money was the easy bet. Distribution is the actual wall today, and we knew that if we only solved “build”, we’d just be generating ghost businesses nobody sees. That’s why Devaito doesn’t stop at the site. Content, SEO, social, email, support are part of the same system, not bolted on after. Is it fully solved? No. But it stops being the wall where most people give up. <\/p>\n<\/p>\n<p>Curious about your take though. Where does distribution actually break for most founders you’ve seen? Channels, voice, or consistency?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>hi Symo, congrats for the launch. I find this concept very nice especially the readiness of ios and android app comes along with the web stores. Could you explain more about the payment part, is it also fully integrated with built-in stripe or other alternatives?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hwellmake\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hwellmake<\/a> Thanks, glad the mobile side stood out, that took a while to get right. The app isn’t a separate product, it inherits the branding, tone and content from the site automatically and stays in sync with the store, the marketplace and the POS. Same inventory, same customers, same voice everywhere.<\/p>\n<p>On payments: Stripe and Paypal is integrated by default, other providers supported depending on the region, so users outside Stripe markets aren’t blocked. Checkout, refunds, subscriptions and payouts all live inside the same back-office.<\/p>\n<p>Is there a piece of the stack (Vocal Ecommerce app, POS, marketplace sync) you’d want to dig into more?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the all-in-one approach makes sense for solo founders who don’t want to juggle 10 different tools. we’ve seen clients struggle with connecting their site builder to their email tool to their analytics… having everything work together from day one sounds like it could save months of integration headaches.<\/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\">@piotreksedzik Thanks Piotr, you’re putting words on exactly the pain we kept seeing. The integration tax is the silent killer, it’s spread across 20 small frictions nobody logs, but added up it’s what drains momentum around month 2 or 3. Would love to hear what you’ve seen work (and not) with the clients you mentioned, that kind of ground-level view is always more useful than the product pitch on our side.<\/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>this is interesting – the “AI agents keep working” part caught my attention. most no-code builders dump you after setup, but ongoing automation for content and customer support could be huge. what kind of tasks are the agents actually handling day-to-day? curious how hands-off it really gets after 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\/@piotr_pasierbek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotr_pasierbek<\/a> Good catch, that layer took the longest to get right. Day-to-day, the agents answer customer questions with real context (orders, inventory, returns), write and schedule social posts, publish blog articles in the brand voice, run outbound on leads, and handle follow-ups that usually fall through the cracks. Not background automations, they operate with the business logic in front of them.<\/p>\n<p>Hands-off works for repetitive tasks. For positioning, pricing or strategic calls, agents propose, the founder decides. “Autonomous everything” was tempting but the moment a founder feels out of the loop, trust collapses.<\/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>The real value isn\u2019t launching\u2014it\u2019s continuous execution. If the agents actually perform, this is powerful.<\/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\/@shota_h\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shota_h<\/a> Launching is overrated. The interesting problem starts at day 90, when you’re still shipping content, chasing leads, replying to customers, and the founder has 1\/3 the energy they had at launch. Most tools are built for day 1. We built Devaito for the 89 days after.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Website, store, app, SEO, blog, social, support, and sales automation from one description \u2014 ambitious scope. The question is whether “AI agents keep working behind the scenes” holds up in practice or just sounds good on a landing page. \ud83e\udd14<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@t9p Fair point, it does sound like a lot.<\/p>\n<p>In practice, it\u2019s not one system doing everything perfectly. It\u2019s multiple small agents handling specific, repeatable tasks and keeping things moving in the background.<br \/>\nYou stay in control they just save you from doing the same work over and over.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/VMIKXVY6YAWZD6\" class=\"app-title\">Spectrum<\/a><\/p>\n<div class=\"one-liner\">Bring agents to all the interfaces people already use<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">149<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Spectrum\u662f\u4e00\u4e2a\u5f00\u6e90\u6846\u67b6\uff0c\u901a\u8fc7\u7edf\u4e00API\u5c06AI\u667a\u80fd\u4f53\u63a5\u5165iMessage\u3001Telegram\u3001WhatsApp\u7b49\u65e5\u5e38\u901a\u8baf\u754c\u9762\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u9700\u4e3a\u4e0d\u540c\u5e73\u53f0\u91cd\u590d\u6784\u5efa\u9002\u914d\u5c42\u3001\u786e\u4fdd\u6d88\u606f\u53ef\u9760\u9001\u8fbe\u4e0e\u539f\u751f\u6e32\u67d3\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\/dd6bd916-56fa-4ec5-85a8-ef180b24755f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83fc3418-e5b7-481e-8bcb-ff55bc77f17c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7a54fb18-edba-4233-801d-5ce70fa71eae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94510a09-61f1-4fbb-b669-5aa9a4c111fc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94191687-c2f7-433c-ac39-13806e6efa40.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/576230b2-033b-4b5e-b251-94c0ed0d5eef.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\/7e9da0ff-843c-42a1-8bfc-90c36a503d7f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/nf-M5d81HlE\"><source src=\"https:\/\/youtu.be\/nf-M5d81HlE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Messaging<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">iMessage Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u667a\u80fd\u4f53\u90e8\u7f72\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">\u6d88\u606f\u5e73\u53f0\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u7edf\u4e00API<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u6e32\u67d3<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92\u5c42<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u901a\u8baf<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\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\u9ad8\u5ea6\u8ba4\u53ef\u201c\u5728\u73b0\u6709\u754c\u9762\u5d4c\u5165\u667a\u80fd\u4f53\u201d\u7684\u7406\u5ff5\uff0c\u8ba4\u4e3a\u8fd9\u662f\u5b9e\u73b0AI\u5927\u89c4\u6a21\u91c7\u7528\u7684\u5173\u952e\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u8de8\u5e73\u53f0\u4e0a\u4e0b\u6587\/\u4f1a\u8bdd\u7ba1\u7406\u3001\u5b98\u65b9API\u4f7f\u7528\u60c5\u51b5\u3001\u901a\u9053\u6545\u969c\u65f6\u7684\u540e\u5907\u903b\u8f91\u4e0e\u4eba\u5de5\u4ecb\u5165\u673a\u5236\uff0c\u4ee5\u53ca\u662f\u5426\u652f\u6301SMS\u3002\u5f00\u53d1\u8005\u8d5e\u8d4f\u5176\u6613\u7528\u6027\u4e0e\u7a33\u5b9a\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 Spectrum\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u5236\u9020\u53c8\u4e00\u4e2a\u66f4\u5f3a\u5927\u7684AI\u6a21\u578b\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u667a\u80fd\u4f53\u4e0e\u771f\u5b9e\u4e16\u754c\u4ea4\u4e92\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u57fa\u7840\u8bbe\u65bd\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u662f\u62bd\u8c61\u5e76\u6807\u51c6\u5316\u4e86\u5404\u901a\u8baf\u5e73\u53f0\u7e41\u6742\u7684\u5dee\u5f02\u6027\uff08\u5982\u6e32\u67d3\u903b\u8f91\u3001\u901f\u7387\u9650\u5236\u3001\u4ea4\u4ed8\u53ef\u9760\u6027\uff09\uff0c\u5c06\u5f00\u53d1\u8005\u4ece\u91cd\u590d\u7684\u201c\u7ba1\u9053\u5de5\u7a0b\u201d\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u8ba9\u4ed6\u4eec\u80fd\u4e13\u6ce8\u4e8e\u667a\u80fd\u4f53\u672c\u8eab\u7684\u903b\u8f91\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5207\u4e2d\u4e86\u4e00\u4e2a\u5173\u952e\u8d8b\u52bf\uff1aAI\u667a\u80fd\u4f53\u7684\u7ade\u4e89\u6b63\u4ece\u540e\u53f0\u80fd\u529b\u8f6c\u5411\u524d\u7aef\u4ea4\u4e92\u5c42\u3002\u672a\u6765\u7684\u667a\u80fd\u4f53\u5fc5\u987b\u201c\u751f\u6d3b\u201d\u5728\u7528\u6237\u5df2\u6709\u7684\u6570\u5b57\u4e60\u60ef\u4e2d\uff08\u5982\u7fa4\u804a\u3001\u79c1\u4fe1\uff09\uff0c\u800c\u975e\u5b64\u7acb\u7684\u4eea\u8868\u76d8\u6216\u5e94\u7528\u4e2d\u3002Spectrum\u8bd5\u56fe\u6210\u4e3a\u8fde\u63a5\u667a\u80fd\u4f53\u80fd\u529b\u4e0e\u7528\u6237\u65e5\u5e38\u901a\u8baf\u8868\u9762\u7684\u6807\u51c6\u6865\u6881\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u8bd5\u56fe\u5b9a\u4e49\u4e0b\u4e00\u4ee3\u4eba\u673a\u4ea4\u4e92\u7684\u534f\u8bae\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u6df1\u5ea6\u4f9d\u8d56\u5404\u5927\u5e73\u53f0\u7684\u5b98\u65b9API\u6216\u9006\u5411\u5de5\u7a0b\uff0c\u653f\u7b56\u98ce\u9669\u4e0e\u53ef\u6301\u7eed\u6027\u5b58\u7591\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u8de8\u5e73\u53f0\u4e0a\u4e0b\u6587\u7ba1\u7406\u3001\u6545\u969c\u964d\u7ea7\u7b49\u5177\u4f53\u95ee\u9898\uff0c\u662f\u51b3\u5b9a\u4f01\u4e1a\u7ea7\u5e94\u7528\u53ef\u9760\u6027\u7684\u5173\u952e\uff0c\u6846\u67b6\u9700\u8981\u7ed9\u51fa\u66f4\u6210\u719f\u7684\u89e3\u51b3\u65b9\u6848\u3002\u6700\u540e\uff0c\u5f53\u667a\u80fd\u4f53\u901a\u8fc7Spectrum\u5927\u89c4\u6a21\u6e17\u5165\u793e\u4ea4\u4e0e\u901a\u8baf\u573a\u666f\u65f6\uff0c\u5c06\u4e0d\u53ef\u907f\u514d\u5730\u5f15\u53d1\u5173\u4e8e\u9690\u79c1\u3001\u4fe1\u606f\u8fc7\u8f7d\u4e0e\u793e\u4ea4\u793c\u4eea\u7684\u65b0\u4e00\u8f6e\u4f26\u7406\u8ba8\u8bba\u3002Spectrum\u5728\u6280\u672f\u4e0a\u662f\u201c\u8d4b\u80fd\u8005\u201d\uff0c\u4f46\u5728\u793e\u4f1a\u5c42\u9762\uff0c\u5b83\u53ef\u80fd\u6b63\u5728\u6084\u7136\u91cd\u5851\u4eba\u7c7b\u6c9f\u901a\u7684\u8fb9\u754c\u4e0e\u89c4\u5219\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cSpectrum\u662f\u4e00\u4e2a\u5728\u6b63\u786e\u65f6\u673a\u63d0\u51fa\u7684\u3001\u6781\u5177\u6d1e\u5bdf\u529b\u7684\u57fa\u7840\u8bbe\u65bd\u65b9\u6848\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u5176\u6280\u672f\u7a33\u5065\u6027\uff0c\u66f4\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u5e73\u53f0\u653f\u7b56\u3001\u7528\u6237\u4f53\u9a8c\u4e0e\u793e\u4f1a\u63a5\u53d7\u5ea6\u4e4b\u95f4\uff0c\u627e\u5230\u4e00\u4e2a\u7cbe\u5999\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Spectrum<\/span>\n <\/div>\n<div class=\"comment-content\">Nobody is going to download an app or visit a website to use your agent. Spectrum is an open-source framework that connects your agents to iMessage, Telegram, WhatsApp, and other interfaces people use every day, using one unified API. Your agent sends one message, Spectrum handles the formatting, delivery, and platform-specific logic natively, in under 1 second. Spectrum is free to start. Scale to Pro or Enterprise when you’re ready.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi everyone, Julie here from the Photon team, the team behind Spectrum.<\/p>\n<p>Spectrum started as our own pain. Building agents on iMessage, WhatsApp, and other messaging apps, we kept running into the same thing: the agent part is mostly solved, but the plumbing around it isn’t. Delivery reliability, platform quirks, rate limits, content that renders beautifully on one channel and looks broken on another – that’s where the days go.<\/p>\n<p>We figured anyone putting an agent into a messaging app will hit the same wall, so we pulled that layer out, hardened it, and are open-sourcing it as Spectrum: sub-second latency, adaptive rendering across iMessage, WhatsApp, Telegram, Slack, Discord, Instagram and more, with monitoring and human-in-the-loop built in.<\/p>\n<p>We think the next wave of agents lives in messaging, not dashboards. Would love to hear what you think, especially if you’re building in this space!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@julie_chen5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julie_chen5<\/a> For B2B teams building workshop bots or PH launch responders, how does Spectrum handle fallback logic when one channel flakes? Does human-in-the-loop kick in automatically, or do you get alerted to jump in?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>NO ONE is downloading another app. It’s time to bring your AI agents to the channel that people actually use. Spectrum makes this super easy, allowing you to bring in your agent in less than 30 seconds. Fully open source so that you can run everything on your local machine. We also provide a free cloud-hosted plan for people to get started without any friction <\/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\/@daniel_tian3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_tian3<\/a> Really interesting approach \u2014 bringing agents into existing interfaces rather than forcing users into a new one is the right UX call. Curious how it handles context switching when the same user is across multiple interfaces simultaneously?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_tian3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_tian3<\/a> congrats on shipping \ud83e\udd42 2026 is the year AI stops being a ‘destination’ and starts being a ‘participant.’ If I can skip building the plumbing for Instagram and Discord and just use Spectrum, my dev time just got cut by 70%. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Photon team is cooking.<\/p>\n<p>Earlier this year, <a href=\"https:\/\/www.producthunt.com\/products\/flux-14\" target=\"_blank\" rel=\"noopener\">@Flux<\/a> already hinted at something important: people want agents to show up inside the interfaces they already use. Spectrum takes that idea and turns it into infrastructure.<\/p>\n<p>What makes it interesting is not just the channel coverage, but the <strong>native rendering layer<\/strong> across <strong>iMessage, Telegram, WhatsApp, Slack, Discord, Instagram, and more.<\/strong> One API, but the interaction still looks and behaves like it belongs on each platform. That is a much harder and more important problem than it sounds.<\/p>\n<p>Agent backends are getting crowded fast. The more interesting question now is: who becomes the <strong><em>interaction layer<\/em><\/strong> users actually like? Who builds the bridge between frontier agent capability and the <strong><em>communication surfaces<\/em><\/strong> people already live on?<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/spectrum-5\" target=\"_blank\" rel=\"noopener\">@Spectrum<\/a> has a real shot at becoming that infrastructure.<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Nailed the core idea! The interaction layer is where everything compounds. That\u2019s exactly the layer we\u2019re focused on building. Still early, but we\u2019re going all in on making agents feel native everywhere<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> I think you are right and nailed the core pain points for almost all users: that they are having multiple channels for communication.<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/spectrum\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"spectrum\" target=\"_blank\" rel=\"noopener\">@Spectrum<\/a> by the way, just upvoted.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I often find myself wondering what the world of the future will look like. AI and agents have existed for barely three years, yet their impact on every facet of our society has been extraordinary. They have reshaped how we search, how we code, and even how we understand ourselves as humans. So what will the next five years bring? Will they truly become, as science fiction once imagined, an integral part of our society? Will we work alongside them as real colleagues, relate to them as friends, or even form deeper bonds? And when future generations look at them, will it feel no different from how we look at one another today?<\/p>\n<p>With this belief, we created Spectrum.<\/p>\n<p>Our mission is to make AI a living part of society – <strong>to bring its extraordinary capabilities within reach of every individual<\/strong>. Spectrum enables developers to connect agents to the platforms people already know and use every day: iMessage, WhatsApp, phone calls, Telegram, even hardware devices. We believe this is the first real step toward integrating agents into human society – they must appear where human life already happens.<\/p>\n<p>And there is something undeniably powerful about this moment. For the first time, we feel agents not as distant tools, but as participants – joining group conversations, exchanging messages like friends. This shift opens the door to widespread adoption. My mother, for example, used an agent through iMessage for the very first time – and she\u2019s someone who has never used any other app on her phone.<\/p>\n<p>Agents aren\u2019t built for ordinary people – yet.<br \/>But we believe that together, you and we have the chance to change that.<\/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\/@ryanzhuuuu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryanzhuuuu<\/a> Great job! Let’s democritize agents<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We\u2019ve been using Photon for 3 months. After a brief conversation, Daniel and Ryan got our API key set up in under five minutes. The service is extremely stable.<\/p>\n<p> It\u2019s a young team full of energy, passion, and talent, I’m excited to see see more interesting progress you guys build next!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@miltonheyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@miltonheyan<\/a> Really appreciate this – means a lot!<\/p>\n<\/p>\n<p>Glad the setup was smooth and it\u2019s been stable for you. That\u2019s exactly the experience we\u2019re aiming for. We\u2019re just getting started, a lot more coming soon. Excited to keep building with 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>Supported and this will be a tool that developers love to get. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@charlenechen_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlenechen_123<\/a> we love developers and builders. they are creating the future<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love this framing \u2014 meeting users where they already chat instead of forcing another app install. how do you handle context\/memory across the different platforms? does each interface get its own session or is it unified?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What a launch video!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a interesting offering, and your thesis aligns with one of mine, which is that users don’t want more apps or logins and would prefer to use the tools they already have. Are you able to do SMS messages to and from a phone number?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The interface war is already over\u2014agents need to live inside existing user habits, not new apps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool Julie! Does it use official APIs in every messaging app? Cause if so it’s super useful for many founders here. Wish you all the best on this impressive launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “omni-channel” approach for AI agents! \ud83d\udd25 Bringing intelligence to where people already hang out is the most logical path to mass adoption. Can’t wait to see more frameworks like Spectrum making agents truly “ambient”.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@candyrorae\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@candyrorae<\/a> \u201cambient\u201d is the right word! Agents shouldn\u2019t feel like tools you open, but something that\u2019s just there when you need it. That\u2019s the direction we\u2019re pushing toward with Spectrum. Appreicate the support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/NJ734P2CYWCP6U\" class=\"app-title\">Perplexity Health<\/a><\/p>\n<div class=\"one-liner\">Ask health questions across your records, labs, wearables<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">144<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Perplexity Health\u901a\u8fc7\u8fde\u63a5\u7528\u6237\u7684\u533b\u7597\u8bb0\u5f55\u3001\u5b9e\u9a8c\u5ba4\u7ed3\u679c\u548c\u53ef\u7a7f\u6234\u8bbe\u5907\u6570\u636e\uff0c\u8ba9AI\u80fd\u57fa\u4e8e\u4e2a\u4eba\u771f\u5b9e\u5065\u5eb7\u5386\u53f2\uff08\u800c\u975e\u901a\u7528\u7f51\u7edc\u4fe1\u606f\uff09\u56de\u7b54\u5065\u5eb7\u95ee\u9898\uff0c\u4e3a\u6709\u590d\u6742\u5065\u5eb7\u7ba1\u7406\u9700\u6c42\u7684\u7528\u6237\u63d0\u4f9b\u4e86\u4e2a\u6027\u5316\u3001\u6570\u636e\u878d\u5408\u7684\u6d1e\u5bdf\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\/d0a1b7f2-1f29-4a84-a189-c17076dccd77.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\/a67ab382-2ec3-4ed3-b068-743d5a6d2ccf.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\/3734fd5d-3d99-44c1-879d-0a34c12ec3bb.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\/8bd58308-0bbc-4c20-9f24-320cfee66b2a.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\/0b6c0583-c168-4896-9a6e-65751b404a62.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\/61f03b79-1b75-437e-9273-7ba0be88d771.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/4ee5248d-6294-4782-a197-a4e8a6359861.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=8rMibDIsrz4\"><source src=\"https:\/\/www.youtube.com\/watch?v=8rMibDIsrz4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Wearables<\/span><br \/>\n <span class=\"tag\">Medical<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e2a\u4eba\u5065\u5eb7\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">AI\u5065\u5eb7\u54a8\u8be2<\/span><br \/>\n <span class=\"tag\">\u533b\u7597\u6570\u636e\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u53ef\u7a7f\u6234\u8bbe\u5907\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u5065\u5eb7\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u533b\u7597\u8bb0\u5f55\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u7f8e\u56fd\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u5236\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u7cbe\u51c6\u533b\u7597<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u5176\u591a\u6e90\u6570\u636e\uff08\u5982Apple Health\u3001Fitbit\uff09\u7684\u6574\u5408\u80fd\u529b\uff0c\u8ba4\u4e3a\u8fde\u63a5\u4e00\u5207\u624d\u80fd\u4ea7\u751f\u771f\u6b63\u6d1e\u5bdf\u3002\u6709\u7528\u6237\u8bc1\u5b9e\u5176\u5bf9\u590d\u6742\u75c5\u53f2\u7684\u5206\u6790\u6709\u6548\u4e14\u51c6\u786e\u6027\u9ad8\uff0c\u4f46\u4e5f\u63d0\u9192\u9700\u4fdd\u6301AI\u6000\u7591\u6001\u5ea6\u3002\u897f\u73ed\u7259\u8bed\u7528\u6237\u79f0\u8d5e\u5176\u5feb\u901f\u5206\u6790\u533b\u7597\u7ed3\u679c\u7684\u80fd\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Perplexity Health\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u53c8\u4e00\u4e2a\u201cAI\u5065\u5eb7\u804a\u5929\u673a\u5668\u4eba\u201d\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5185\u6838\uff0c\u5728\u4e8e\u8bd5\u56fe\u7834\u89e3\u6570\u5b57\u5065\u5eb7\u9886\u57df\u957f\u671f\u5b58\u5728\u7684\u201c\u6570\u636e\u5b64\u5c9b\u201d\u96be\u9898\u3002\u4ea7\u54c1\u5c06\u5272\u88c2\u7684\u7535\u5b50\u75c5\u5386\u3001\u5b9e\u9a8c\u5ba4\u62a5\u544a\u548c\u52a8\u6001\u53ef\u7a7f\u6234\u6570\u636e\u5f3a\u884c\u6253\u901a\uff0c\u8ba9AI\u7684\u63a8\u7406\u9996\u6b21\u5efa\u7acb\u5728\u4e2a\u4f53\u8fde\u7eed\u3001\u591a\u7ef4\u7684\u5065\u5eb7\u65f6\u95f4\u7ebf\u4e0a\uff0c\u8fd9\u6807\u5fd7\u7740\u5065\u5eb7AI\u4ece\u63d0\u4f9b\u901a\u7528\u4fe1\u606f\u8fc8\u5411\u63d0\u4f9b\u201c\u4e2a\u4eba\u4e0a\u4e0b\u6587\u201d\u7684\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u73af\u4e0e\u67b7\u9501\u5e76\u5b58\u3002\u6838\u5fc3\u4f18\u52bf\u2014\u2014\u57fa\u4e8e\u771f\u5b9e\u4e2a\u4eba\u5386\u53f2\u2014\u2014\u6070\u6070\u662f\u5176\u6700\u5927\u98ce\u9669\u6e90\u3002\u533b\u7597\u6570\u636e\u7684\u89e3\u8bfb\u6781\u5ea6\u4f9d\u8d56\u8d28\u91cf\u4e0e\u5b8c\u6574\u6027\uff0c\u4efb\u4f55\u7f3a\u5931\u6216\u9519\u8bef\u90fd\u53ef\u80fd\u5bfc\u81f4AI\u751f\u6210\u770b\u4f3c\u5408\u7406\u5b9e\u5219\u5371\u9669\u7684\u201c\u5e7b\u89c9\u201d\u5efa\u8bae\u3002\u8bc4\u8bba\u4e2d\u201c\u6700\u51c6\u786e\u201d\u7684\u611f\u53d7\u4e0e\u201c\u4fdd\u6301AI\u6000\u7591\u201d\u7684\u63d0\u9192\uff0c\u7cbe\u51c6\u63ed\u793a\u4e86\u7528\u6237\u5904\u4e8e\u201c\u4f9d\u8d56\u201d\u4e0e\u201c\u4e0d\u5b89\u201d\u7684\u5178\u578b\u77db\u76fe\u5fc3\u6001\u3002\u4ea7\u54c1\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u201c\u8f85\u52a9\u201d\u5de5\u5177\uff0c\u4f46\u4eba\u6027\u5bf9\u786e\u5b9a\u6027\u7684\u6e34\u671b\u6781\u6613\u5bfc\u81f4\u8fc7\u5ea6\u4f9d\u8d56\u3002\n <\/p>\n<p class=\"ai-content\">\n \u76ee\u524d\uff0c\u5176\u670d\u52a1\u4ec5\u9650\u7f8e\u56fd\u4ed8\u8d39\u7528\u6237\uff0c\u8fd9\u65e2\u662f\u53d7\u5236\u4e8e\u533b\u7597\u6570\u636e\u5408\u89c4\u7684\u590d\u6742\u6027\u5730\u7f18\u58c1\u5792\uff0c\u4e5f\u66b4\u9732\u51fa\u5176\u4f5c\u4e3a\u5546\u4e1a\u4ea7\u54c1\u7684\u672c\u8d28\uff1a\u5b83\u4f18\u5148\u670d\u52a1\u4e8e\u6709\u652f\u4ed8\u80fd\u529b\u3001\u6570\u5b57\u7d20\u517b\u9ad8\u7684\u7fa4\u4f53\uff0c\u800c\u975e\u666e\u60e0\u533b\u7597\u3002\u53ef\u7a7f\u6234\u8bbe\u5907\u6570\u636e\u7684\u6574\u5408\u662f\u4eae\u70b9\uff0c\u4f46\u5982\u4f55\u4ece\u201c\u6b65\u6570\u3001\u5fc3\u7387\u201d\u7b49\u6cdb\u5316\u6307\u6807\uff0c\u6df1\u5ea6\u5173\u8054\u5230\u5177\u6709\u4e34\u5e8a\u610f\u4e49\u7684\u8bca\u65ad\u4e0e\u9884\u8b66\uff0c\u4ecd\u662f\u5f85\u9a8c\u8bc1\u7684\u5de5\u7a0b\u4e0e\u533b\u5b66\u96be\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cPerplexity Health\u63cf\u7ed8\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u672a\u6765\u56fe\u666f\uff1a\u4e00\u4e2a\u771f\u6b63\u7406\u89e3\u201c\u4f60\u201d\u7684AI\u5065\u5eb7\u4f19\u4f34\u3002\u4f46\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5bc6\u7684\u6570\u636e\u805a\u5408\u4e0e\u5448\u73b0\u5f15\u64ce\uff0c\u5176\u533b\u5b66\u8bca\u65ad\u7684\u53ef\u9760\u6027\u4e0e\u8d23\u4efb\u8fb9\u754c\u4f9d\u7136\u6a21\u7cca\u3002\u5b83\u7684\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8eAI\u6a21\u578b\u672c\u8eab\u6709\u591a\u5f3a\u5927\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u6570\u636e\u7ba1\u9053\u6709\u591a\u53ef\u9760\u3001\u4e34\u5e8a\u9a8c\u8bc1\u6709\u591a\u4e25\u8c28\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u6fc0\u53d1\u7528\u6237\u5065\u5eb7\u81ea\u4e3b\u610f\u8bc6\u7684\u540c\u65f6\uff0c\u7262\u7262\u5b88\u4f4f\u201c\u4e0d\u66ff\u4ee3\u533b\u751f\u201d\u7684\u5e95\u7ebf\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\">Perplexity Health<\/span>\n <\/div>\n<div class=\"comment-content\">Perplexity Health connects your medical records, lab results, and wearable data so that AI can answer health questions using your actual history, not generic content written to rank. For Perplexity Pro and Max users in the US.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the wearables integration piece caught my attention – are you pulling from Apple Health, Fitbit, or going broader? we’ve seen so many health apps that only look at one data source when the real insights come from connecting everything together.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Es excelente para poder analizar de manera rapida nuestros resultados medicos<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My father who has a pretty complicated health history has been using this and swears by it. He has tried others and finds Perplexity to be the most accurate. I still caution him to have a bit of AI-skepticism but he feels Perplexity is highly effective.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Me parece genial tener una alternativa de IA de Salud, especialmente a quienes hemos tenido un historial cl\u00ednico de cirug\u00edas nos ayuda mucho.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JCIISXNOMZN6OJ\" class=\"app-title\">LiveDemo<\/a><\/p>\n<div class=\"one-liner\">Open-source Interactive product demos<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">134<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LiveDemo\u662f\u4e00\u6b3e\u5f00\u6e90\u4ea4\u4e92\u5f0f\u4ea7\u54c1\u6f14\u793a\u5de5\u5177\uff0c\u5e2e\u52a9\u521b\u59cb\u4eba\u548c\u5f00\u53d1\u8005\u65e0\u9700\u8425\u9500\u6216\u8bbe\u8ba1\u56e2\u961f\u5373\u53ef\u521b\u5efa\u9ad8\u8f6c\u5316\u7387\u7684\u4ea7\u54c1\u6f14\u793a\uff0c\u89e3\u51b3\u201c\u4f1a\u505a\u4e0d\u4f1a\u79c0\u201d\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\/e0f484f5-18c8-4bf7-9541-06fb0e006ef8.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=TGjKssBcd4E\"><source src=\"https:\/\/www.youtube.com\/watch?v=TGjKssBcd4E\" 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\/ee19335c-06cd-4efd-bf2a-18903eb79006.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\/d921ca16-b16f-4ed3-837e-c11757eeab24.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c3359bef-b17e-402a-89a4-967f36d2746b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e6f9915-5a98-40ad-acb9-58c098d462ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ea7\u54c1\u6f14\u793a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u4f53\u9a8c\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u9a71\u52a8\u589e\u957f<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0f\u6f14\u793a<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8f6c\u5316\u7387\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u4e86\u975e\u8bbe\u8ba1\u80cc\u666f\u521b\u4f5c\u8005\u7684\u6f14\u793a\u75db\u70b9\uff0c\u5e76\u8be2\u95ee\u4e86\u5177\u4f53\u5e94\u7528\u573a\u666f\uff08\u5982\u8eab\u4efd\u9a8c\u8bc1\u540e\u6d41\u7a0b\u3001\u5d4c\u5165\u64ad\u5ba2\u9875\u9762\uff09\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u590d\uff0c\u5c55\u73b0\u4e86\u4ea7\u54c1\u5728\u516c\u5f00\u6f14\u793a\u3001\u5d4c\u5165\u652f\u6301\uff08Twitter\/Medium\uff09\u7b49\u65b9\u9762\u7684\u7075\u6d3b\u6027\uff0c\u5e76\u613f\u610f\u6839\u636e\u53cd\u9988\u589e\u52a0\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 LiveDemo\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u88ab\u957f\u671f\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u6280\u672f\u578b\u521b\u9020\u8005\u7684\u201c\u6f14\u793a\u8d1f\u503a\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u5730\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5f55\u5236\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u5c06\u201c\u4ea7\u54c1\u53d9\u4e8b\u201d\u80fd\u529b\u4ea7\u54c1\u5316\u3001\u6c11\u4e3b\u5316\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\uff0c\u5728\u201c\u4ea7\u54c1\u9a71\u52a8\u589e\u957f\u201d\u8303\u5f0f\u4e0b\uff0c\u6f14\u793a\u4e0d\u518d\u662f\u552e\u540e\u7684\u9526\u4e0a\u6dfb\u82b1\uff0c\u800c\u662f\u83b7\u5ba2\u4e0e\u8f6c\u5316\u7684\u6838\u5fc3\u524d\u7ebf\u3002\u7136\u800c\uff0c\u5176\u5f00\u6e90\u7b56\u7565\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u4e00\u65b9\u9762\uff0c\u5b83\u8fc5\u901f\u8d62\u5f97\u4e86\u8ffd\u6c42\u900f\u660e\u3001\u53ef\u63a7\u548c\u4f4e\u6210\u672c\u7684\u6280\u672f\u578b\u521b\u59cb\u4eba\u7684\u597d\u611f\uff0c\u5efa\u7acb\u4e86\u521d\u59cb\u4fe1\u4efb\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u8fd9\u5c06\u5176\u5546\u4e1a\u6a21\u5f0f\u60ac\u7f6e\u8d77\u6765\uff0c\u672a\u6765\u5728\u6258\u7ba1\u670d\u52a1\u3001\u9ad8\u7ea7\u529f\u80fd\u4e0e\u4f01\u4e1a\u652f\u6301\u4e0a\u7684\u53d8\u73b0\u8def\u5f84\u5c06\u9762\u4e34\u4e25\u5cfb\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u9700\u6c42\u5df2\u4ece\u201c\u80fd\u5426\u505a\u6f14\u793a\u201d\u6df1\u5165\u5230\u201c\u5982\u4f55\u5728\u590d\u6742\u3001\u79c1\u6709\u5316\u573a\u666f\u4e2d\u5e94\u7528\u201d\uff0c\u8fd9\u63ed\u793a\u4e86\u5de5\u5177\u5316\u4ea7\u54c1\u5fc5\u7136\u9762\u4e34\u7684\u6311\u6218\uff1a\u4ece\u89e3\u51b3\u201c\u6709\u65e0\u201d\u95ee\u9898\uff0c\u5230\u9002\u5e94\u5ba2\u6237\u5343\u53d8\u4e07\u5316\u7684\u4e1a\u52a1\u6d41\u7a0b\uff0c\u5176\u95f4\u6709\u5de8\u5927\u7684\u5de5\u7a0b\u4e0e\u751f\u6001\u9e3f\u6c9f\u3002\u4e0eArcade\u7b49\u6210\u719f\u4ea7\u54c1\u7684\u5bf9\u6bd4\u95ee\u9898\uff0c\u4e5f\u9884\u793a\u4e86\u5176\u5728\u529f\u80fd\u6df1\u5ea6\u4e0e\u7528\u6237\u4f53\u9a8c\u4e0a\u9762\u4e34\u7684\u6fc0\u70c8\u7ade\u4e89\u3002\u5b83\u7684\u673a\u4f1a\u5728\u4e8e\uff0c\u7262\u7262\u7ed1\u5b9a\u201c\u5f00\u6e90\u201d\u4e0e\u201c\u6781\u7b80\u201d\u7684\u521d\u59cb\u5b9a\u4f4d\uff0c\u670d\u52a1\u4e8e\u65e9\u671f\u521b\u4e1a\u8005\u548c\u72ec\u7acb\u5f00\u53d1\u8005\u8fd9\u4e00\u6838\u5fc3\u57fa\u672c\u76d8\uff0c\u5c06\u4ed6\u4eec\u4ece\u7b28\u91cd\u3001\u6602\u8d35\u6216\u5c01\u95ed\u7684\u89e3\u51b3\u65b9\u6848\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u5148\u6210\u4e3a\u7ec6\u5206\u9886\u57df\u7684\u201c\u6807\u914d\u201d\u3002\u4f46\u82e5\u60f3\u771f\u6b63\u5b9e\u73b0\u201c\u4ea7\u54c1\u4f53\u9a8c\u5e73\u53f0\u201d\u7684\u613f\u666f\uff0c\u5b83\u5fc5\u987b\u5728\u5f00\u653e\u6027\u4e0e\u5546\u4e1a\u5316\u3001\u6613\u7528\u6027\u4e0e\u529f\u80fd\u6027\u4e4b\u95f4\uff0c\u627e\u5230\u90a3\u4e2a\u7cbe\u5999\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">LiveDemo<\/span>\n <\/div>\n<div class=\"comment-content\">Product experience platform for product-led growth<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m George, the maker of LiveDemo AI.<\/p>\n<p>Over the years I’ve shipped a lot of code and watched a lot of great products needlessly fail.<br \/>\nNot because the tech wasn’t good, but because the demo was an afterthought and the sales story never landed.<br \/>\nTalking to fellow founders and developers, the same frustration kept coming up<br \/>\n“I can build it, but I have no idea how to show it.”<\/p>\n<p>That is exactly why I built LiveDemo.ai<br \/>\nA tool that helps founders and developers create demos that actually convert, without needing a marketing team or a professional designer.<br \/>\nYou focus on the product.<br \/>\nLiveDemo handles the story.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gapostolov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gapostolov<\/a> as someone who has zero design skills, the promise of not needing a marketing team is the real hook. usually, making a demo look ‘polished’ takes more time than building the actual feature. awesome<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gapostolov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gapostolov<\/a> Good project!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interactive demos are one of those things I keep meaning to set up properly but never get around to. Static screenshots lose context fast. Does this work for flows behind auth, or is it mostly for public marketing pages?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sweepbase\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sweepbase<\/a> <\/p>\n<p>It could be used for sharing public demo links with prospects,<br \/>But if you have the need for Authenticated demos, behind passwords<br \/>That could be easily included as a feature.<\/p>\n<p>Just let me know what you mean by flows behind auth<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Definitely worth trying if you\u2019re building software products. Just recorded a few demos of my own projects and shared them on socials, curious to see where this goes next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Absolutely nailed one of the issues founders and specially tech founders have and it is to create storytelling demos I have tried in a couple of my projects and it makes a difference compared to how I was doing it before.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>interactive demos as a category feels overdue for an open-source option. how does it compare to something like Arcade or Storylane in terms of capture flow \u2014 is it browser extension based?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tijogaucher\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tijogaucher<\/a> <br \/>Yes, it is similar<br \/>Browser extension, Mac and Windows Apps and a Figma plugin<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Interactive demos are a criminally underused format for technical content creators. I record a finance\/financial modeling podcast (ModeLoop Podcast: <a href=\"https:\/\/open.spotify.com\/show\/0m1oR8AyQv17DVpc5MmirG\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/open.spotify.com\/show\/0m…<\/a>) and every time I interview a practitioner, the hardest part isn’t the conversation \u2014 it’s letting listeners “see” the model they’re describing after the fact. An interactive demo layered alongside an episode could fix that. Does LiveDemo support embedding into longform content like a podcast episode page, or is it mostly SaaS landing-page oriented?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> <br \/>We currently support embedding inside Twitter(X) and Medium posts<br \/>Also embedding with <a href=\"https:\/\/embed.ly\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/embed.ly\/<\/a> platform<\/p>\n<p>I am not aware how Spotify podcasts episode page’s work <br \/>But if they support Iframe for example, yes it would work<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TK7R7BULLAUNHH\" class=\"app-title\">Chronicle<\/a><\/p>\n<div class=\"one-liner\">Build Codex memories from recent screen context.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">132<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Chronicle\u662f\u4e00\u6b3e\u901a\u8fc7\u5b9e\u65f6\u6355\u83b7\u5c4f\u5e55\u5185\u5bb9\u4e3aAI\u52a9\u624bCodex\u63d0\u4f9b\u6301\u7eed\u4e0a\u4e0b\u6587\u7684macOS\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u590d\u6742\u5de5\u4f5c\u6d41\u4e2d\u56e0\u9891\u7e41\u5207\u6362\u4efb\u52a1\u800c\u5bfc\u81f4AI\u5931\u53bb\u4e0a\u4e0b\u6587\u3001\u9700\u8981\u91cd\u590d\u89e3\u91ca\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\/d01743b7-cc51-4287-8fd3-036d2caadb5b.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\/d7f0c33f-d998-489d-becb-72b05a5a414f.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\/9b745530-0b5a-4d1c-b241-340dbb909de0.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\/3af1f014-2fb6-48be-895a-13735277023f.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u52a9\u624b\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u5185\u5bb9\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8c03\u8bd5\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">macOS\u4e13\u5c5e<\/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\u201c\u5c4f\u5e55\u4e0a\u4e0b\u6587\u5373\u8bb0\u5fc6\u201d\u7684\u65b9\u5411\uff0c\u8ba4\u4e3a\u80fd\u6709\u6548\u89e3\u51b3\u5de5\u5177\u56e0\u4e22\u5931\u4e0a\u4e0b\u6587\u800c\u5931\u6548\u7684\u6838\u5fc3\u95ee\u9898\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\u9690\u79c1\u8fb9\u754c\uff08\u6570\u636e\u662f\u5426\u4ec5\u672c\u5730\u5904\u7406\uff09\u548c\u5b9e\u9645\u6548\u679c\u4e0a\u3002\u4e5f\u6709\u7528\u6237\u5bf9Codex\u8fd1\u671f\u7684\u6539\u8fdb\u8868\u793a\u8d5e\u8d4f\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 Chronicle\u770b\u4f3c\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u5c4f\u5e55\u6355\u83b7\u63d2\u4ef6\uff0c\u5b9e\u5219\u89e6\u53ca\u4e86\u5f53\u524dAI\u52a9\u624b\u5e94\u7528\u6700\u6df1\u7684\u201c\u963f\u5580\u7409\u65af\u4e4b\u8e35\u201d\u2014\u2014\u5065\u5fd8\u75c7\u3002\u5b83\u5c06Codex\u4ece\u4e00\u4e2a\u9700\u8981\u4e0d\u65ad\u88ab\u201c\u63d0\u9192\u201d\u7684\u95f4\u6b47\u6027\u806a\u660e\u4f19\u4f34\uff0c\u8bd5\u56fe\u5347\u7ea7\u4e3a\u4e00\u4e2a\u62e5\u6709\u201c\u89c6\u89c9\u5de5\u4f5c\u8bb0\u5fc6\u201d\u7684\u6301\u7eed\u534f\u4f5c\u8005\u3002\u5176\u5ba3\u79f0\u7684\u201c\u672c\u5730\u4f18\u5148\u201d\u662f\u4ea7\u54c1\u8bbe\u8ba1\u7684\u660e\u667a\u4e4b\u4e3e\uff0c\u751a\u81f3\u662f\u751f\u5b58\u524d\u63d0\uff0c\u56e0\u4e3a\u8fd9\u76f4\u63a5\u56de\u5e94\u4e86\u7528\u6237\u5bf9\u5c4f\u5e55\u9690\u79c1\u7684\u7ec8\u6781\u7126\u8651\u3002\u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u6280\u672f\u5b9e\u73b0\u5c42\u9762\uff1a\u5982\u4f55\u4ece\u7eb7\u7e41\u590d\u6742\u7684\u5c4f\u5e55\u50cf\u7d20\u4e2d\uff0c\u7cbe\u51c6\u3001\u7ed3\u6784\u5316\u5730\u63d0\u53d6\u51fa\u4e0e\u5f53\u524d\u4efb\u52a1\u76f8\u5173\u7684\u201c\u4e0a\u4e0b\u6587\u201d\uff0c\u800c\u975e\u5236\u9020\u4e00\u5806\u65e0\u610f\u4e49\u7684\u201c\u6570\u636e\u566a\u97f3\u201d\u3002\u5982\u679c\u5b83\u4ec5\u80fd\u7c97\u7cd9\u5730\u622a\u5c4f\u548cOCR\uff0c\u90a3\u4e48\u5176\u4ef7\u503c\u5c06\u5927\u6253\u6298\u6263\uff1b\u5982\u679c\u5b83\u80fd\u7406\u89e3\u4e0d\u540cIDE\u3001\u8bbe\u8ba1\u5de5\u5177\u3001\u6587\u6863\u7684\u754c\u9762\u8bed\u4e49\uff0c\u81ea\u52a8\u805a\u7126\u4e8e\u4ee3\u7801\u5757\u3001\u9519\u8bef\u4fe1\u606f\u6216\u8bbe\u8ba1\u56fe\u5c42\uff0c\u90a3\u624d\u662f\u9769\u547d\u6027\u7684\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u8fc8\u51fa\u4e86\u6b63\u786e\u4f46\u5145\u6ee1\u4e0d\u786e\u5b9a\u6027\u7684\u4e00\u6b65\u3002\u5b83\u7684\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u201c\u662f\u5426\u8bb0\u5f55\u201d\uff0c\u800c\u53d6\u51b3\u4e8e\u201c\u5982\u4f55\u7406\u89e3\u4e0e\u5173\u8054\u201d\u3002\u5728AI\u80fd\u529b\u4ece\u5355\u6b21\u5bf9\u8bdd\u8f6c\u5411\u6301\u4e45\u5316\u667a\u80fd\u4f53\u7684\u8fdb\u5316\u6d6a\u6f6e\u4e2d\uff0cChronicle\u662f\u4e00\u6b21\u5173\u952e\u7684\u524d\u54e8\u5b9e\u9a8c\uff0c\u4f46\u5176\u6700\u7ec8\u662f\u6210\u4e3a\u6838\u5fc3\u57fa\u7840\u8bbe\u65bd\uff0c\u8fd8\u662f\u53ea\u662f\u4e00\u4e2a\u9690\u79c1\u53cb\u597d\u7684\u5c0f\u4f17\u73a9\u5177\uff0c\u53d6\u51b3\u4e8e\u5176\u80cc\u540e\u5bf9\u201c\u4e0a\u4e0b\u6587\u201d\u7684\u89e3\u6790\u6df1\u5ea6\u4e0e\u667a\u80fd\u7a0b\u5ea6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Chronicle<\/span>\n <\/div>\n<div class=\"comment-content\">Build Codex memories from recent screen context.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Chronicle adds real-time screen context to Codex, so it remembers what you\u2019re working on. No need to repeat yourself. It understands your tools, workflows, and files to debug faster, automate tasks, and continue work seamlessly. Opt-in, local-first, macOS only.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> congrats, love the idea.<\/p>\n<\/p>\n<p>had to double check my wifi for a second, screenshots got that early 2000s vibe \ud83d\ude42<\/p>\n<\/p>\n<p>been using Codex daily and honestly really impressed with how much it has improved lately<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> this is a reply<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>screen context as memory is such an underrated direction. curious what the privacy boundaries look like \u2014 does it stay local or sync somewhere? feels like the kind of feature that lives or dies on that answer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been thinking a lot about this problem, most tools don\u2019t fail because of capability, they fail because they lose context too quickly.<\/p>\n<\/p>\n<p>This feels like a big step in the right direction.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3FTVABPNUXG6NJ\" class=\"app-title\">Cosine Swarm<\/a><\/p>\n<div class=\"one-liner\">Parallel AI agents for long-horizon, complex software tasks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">118<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cosine Swarm\u662f\u4e00\u6b3e\u901a\u8fc7\u5e76\u884cAI\u667a\u80fd\u4f53\uff08\u534f\u8c03\u8005\u3001\u4efb\u52a1\u6240\u6709\u8005\u3001\u5de5\u4f5c\u8005\uff09\u5206\u5c42\u534f\u4f5c\uff0c\u5728\u5355\u4e00\u8fd0\u884c\u65f6\u4e2d\u5904\u7406\u957f\u671f\u3001\u590d\u6742\u8f6f\u4ef6\u5de5\u7a0b\u4efb\u52a1\uff08\u5982\u5927\u89c4\u6a21\u91cd\u6784\u3001\u7cfb\u7edf\u8fc1\u79fb\uff09\u7684AI\u5f00\u53d1\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u9762\u5bf9\u5e9e\u6742\u4efb\u52a1\u65f6\u6548\u7387\u4f4e\u4e0b\u3001\u4e0a\u4e0b\u6587\u7ba1\u7406\u56f0\u96be\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\/f712e8e5-75ef-4fd3-9806-cce8b0a50682.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8838de2d-7ccd-468e-80e6-57fc833b3ab0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/276fd2ab-bb30-4ae0-8139-e11ad78950ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6667fd9-9d93-4db7-9f96-628ef1cd2c83.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\/a74e8f8e-5289-4a2b-9342-e04680e54b5a.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=QDUfUnX724E\"><source src=\"https:\/\/www.youtube.com\/watch?v=QDUfUnX724E\" 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\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8f6f\u4ef6\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5e76\u884c\u4efb\u52a1\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u91cd\u6784<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">CLI\/\u684c\u9762\/\u4e91\u7aef\u4e00\u4f53\u5316<\/span><br \/>\n <span class=\"tag\">\u957f\u671f\u4efb\u52a1\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4ee3\u7801\u52a9\u624b<\/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\u76db\u8d5e\u5176\u201c\u6539\u53d8\u6e38\u620f\u89c4\u5219\u201d\uff0c\u80fd\u663e\u8457\u63d0\u5347\u541e\u5410\u91cf\uff0c\u5b9e\u73b0\u201c\u665a\u4e0a\u5206\u914d\u4efb\u52a1\uff0c\u65e9\u4e0a\u5ba1\u67e5PR\u201d\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\u591a\u667a\u80fd\u4f53\u5e76\u884c\u65f6\u7684\u51b2\u7a81\u5904\u7406\u673a\u5236\uff08\u901a\u8fc7\u6587\u4ef6\u9501\u3001\u5de5\u4f5c\u533a\u9694\u79bb\u9884\u9632\uff09\uff0c\u4ee5\u53ca\u4efb\u52a1\u5931\u8d25\u6216\u8fc7\u4e8e\u590d\u6742\u65f6\u7684\u56de\u9000\u903b\u8f91\uff08\u534f\u8c03\u8005\u62d2\u7edd\u5e76\u884c\uff0c\u8f6c\u4e3a\u4e32\u884c\uff09\u3002\u90e8\u5206\u7528\u6237\u5bf9\u534f\u8c03\u5f00\u9500\u548c\u6545\u969c\u6392\u67e5\u8868\u793a\u62c5\u5fe7\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 Cosine Swarm\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u4ee3\u7801\u8865\u5168\u5de5\u5177\uff0c\u800c\u65e8\u5728\u6784\u5efa\u4e00\u4e2a\u201cAI\u539f\u751f\u201d\u7684\u8f6f\u4ef6\u5de5\u7a0b\u7cfb\u7edf\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u591a\u7ebf\u7a0b\u201dAI\uff0c\u800c\u662f\u5c06\u4eba\u7c7b\u56e2\u961f\u7684\u7ba1\u7406\u8303\u5f0f\u2014\u2014\u5206\u5c42\u3001\u5206\u5de5\u3001\u9694\u79bb\u3001\u5ba1\u67e5\u2014\u2014\u7f16\u7801\u8fdb\u4e86AI\u534f\u4f5c\u6d41\u7a0b\u3002\u8fd9\u76f4\u51fb\u5f53\u524dAI\u7f16\u7a0b\u4ee3\u7406\u7684\u6838\u5fc3\u77ed\u677f\uff1a\u9762\u5bf9\u957f\u671f\u3001\u590d\u6742\u4efb\u52a1\u65f6\uff0c\u5355\u4e00\u667a\u80fd\u4f53\u6781\u6613\u9677\u5165\u201c\u4e0a\u4e0b\u6587\u8150\u70c2\u201d\uff0c\u80e1\u8a00\u4e71\u8bed\u6216\u5931\u53bb\u7126\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u901a\u8fc7\u201c\u534f\u8c03\u8005-\u4efb\u52a1\u6240\u6709\u8005-\u5de5\u4f5c\u8005\u201d\u7684\u4e09\u5c42\u67b6\u6784\uff0c\u5c1d\u8bd5\u5c06\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u7684\u201c\u89c4\u5212\u201d\u4e0e\u201c\u6267\u884c\u201d\u89e3\u8026\uff0c\u8ba9AI\u81ea\u5df1\u7ba1\u7406\u590d\u6742\u6027\u3002\u8fd9\u6bd4\u5355\u7eaf\u5806\u780c\u667a\u80fd\u4f53\u6570\u91cf\u66f4\u4e3a\u6df1\u523b\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u901a\u8fc7\u524d\u7f6e\u89c4\u5212\uff08\u5212\u5206\u4efb\u52a1\u8fb9\u754c\uff09\u3001\u8d44\u6e90\u9501\uff08\u6587\u4ef6\u7ea7\u9694\u79bb\uff09\u6765\u5f7b\u5e95\u907f\u514d\u5408\u5e76\u51b2\u7a81\u7684\u8bbe\u8ba1\uff0c\u662f\u83b7\u5f97\u65e9\u671f\u7528\u6237\u80af\u5b9a\u7684\u5173\u952e\u3002\u8fd9\u907f\u514d\u4e86\u7528\u6237\u4ece\u201c\u8c03\u8bd5\u4ee3\u7801\u201d\u6ca6\u4e3a\u66f4\u75db\u82e6\u7684\u201c\u8c03\u8bd5AI\u4ee3\u7406\u884c\u4e3a\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u665a\u95f4\u4efb\u52a1\uff0c\u6668\u95f4PR\u201d\u662f\u4e00\u79cd\u7406\u60f3\u72b6\u6001\u4e0b\u7684\u7ebf\u6027\u53d9\u4e8b\u3002\u4ea7\u54c1\u7684\u957f\u671f\u8003\u9a8c\u5728\u4e8e\u5176\u201c\u534f\u8c03\u8005\u201d\u7684\u667a\u80fd\u4e0a\u9650\uff1a\u5b83\u80fd\u5426\u771f\u6b63\u7406\u89e3\u201c\u771f\u6b63\u6df7\u4e71\u3001\u73b0\u5b9e\u4e16\u754c\u7684\u4ee3\u7801\u5e93\u201d\u4e2d\u4efb\u52a1\u95f4\u7684\u9690\u6027\u4f9d\u8d56\uff1f\u5f53\u4efb\u52a1\u65e0\u6cd5\u6e05\u6670\u5206\u533a\u65f6\uff0c\u7cfb\u7edf\u56de\u9000\u5230\u4e32\u884c\u6267\u884c\uff0c\u8fd9\u56fa\u7136\u7a33\u59a5\uff0c\u4f46\u4e5f\u53ef\u80fd\u8ba9\u5e76\u884c\u4f18\u52bf\u8361\u7136\u65e0\u5b58\u3002\u672c\u8d28\u4e0a\uff0c\u5b83\u628a\u590d\u6742\u6027\u4ece\u7f16\u7801\u5c42\u9762\u8f6c\u79fb\u5230\u4e86AI\u7cfb\u7edf\u8bbe\u8ba1\u7684\u5c42\u9762\u2014\u2014\u534f\u8c03\u903b\u8f91\u7684\u53ef\u9760\u6027\uff0c\u5c06\u6210\u4e3a\u65b0\u7684\u201c\u6280\u672f\u503a\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cCosine Swarm\u4ee3\u8868\u4e86AI\u7f16\u7a0b\u5de5\u5177\u5411\u201c\u7cfb\u7edf\u5316\u201d\u548c\u201c\u5de5\u7a0b\u5316\u201d\u6f14\u8fdb\u7684\u91cd\u8981\u4e00\u6b65\u3002\u5b83\u4e0d\u518d\u6ee1\u8db3\u4e8e\u505a\u4e00\u540d\u201c\u8d85\u7ea7\u5b9e\u4e60\u751f\u201d\uff0c\u800c\u662f\u8bd5\u56fe\u7ec4\u5efa\u5e76\u7ba1\u7406\u4e00\u652f\u201cAI\u56e2\u961f\u201d\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u5176\u56e2\u961f\u201c\u7ba1\u7406\u80fd\u529b\u201d\uff08\u534f\u8c03\u7b97\u6cd5\uff09\u80fd\u5426\u5339\u914d\u771f\u5b9e\u4e16\u754c\u8f6f\u4ef6\u6df7\u6c8c\u3001\u4ea4\u7ec7\u7684\u672c\u8d28\u3002\u8fd9\u4e0d\u518d\u4ec5\u4ec5\u662fAI\u95ee\u9898\uff0c\u66f4\u662f\u590d\u6742\u7684\u8f6f\u4ef6\u5de5\u7a0b\u95ee\u9898\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Cosine Swarm<\/span>\n <\/div>\n<div class=\"comment-content\">Cosine Swarm is AI software engineering at scale, built for long-horizon work and engineers with taste. By transforming objectives into an organized team of specialized agents \u2013 Orchestrators, Task Owners, and Workers \u2013 it handles complex refactors and system-wide migrations without losing focus. Cosine operates as one runtime across CLI, Desktop, and Cloud. Use Swarm mode for parallel execution for research, implementation, and QA. Return to isolated, human-reviewable PRs.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! <strong>\ud83d\udc4b<\/strong><\/p>\n<p>I\u2019m Yang, co-founder of Cosine (<a href=\"http:\/\/cosine.sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">cosine.sh<\/a>), along with <a href=\"https:\/\/www.producthunt.com\/@alistair_pullen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alistair_pullen<\/a>. We\u2019re excited to introduce Cosine Swarm!<\/p>\n<p>For the past year, we\u2019ve seen AI coding move from simple autocomplete to bounded task agents. At Cosine, we believe that the system surrounding the model intelligence has become increasingly important.<\/p>\n<p>\ud83d\udca1<strong>What is Cosine?<\/strong><\/p>\n<p>Cosine is an AI software engineering agent that works across every surface developers use. Instead of stitching together separate AI tools for the terminal, editor, desktop, and remote execution, Cosine gives you one shared runtime across all of them.<\/p>\n<p>You can start in the CLI, coordinate through the desktop app, and scale tasks in the cloud without changing products or workflows.<\/p>\n<p>\ud83d\udc7e <strong>Unleash the Swarm<\/strong><\/p>\n<p>Cosine Swarm lets a single prompt launch parallel subagents for research, exploration, implementation, QA, and coordination. Each subagent works in its own isolated context, with its own tools and trajectory, so complex work can branch safely, stay reviewable, and move faster without turning into chaos.<\/p>\n<p>Instead of a single-agent thread straining under the weight of multiple tasks, Swarm mode creates a coordinated hierarchy. An Orchestrator breaks down goals, Task Owners manage workstreams, and Workers execute tactical changes in parallel. <\/p>\n<p>Assign complex tasks in the evening and find them completed, tested, and ready for review by the morning.<\/p>\n<p>\ud83d\udda5\ufe0f <strong>Available now across our entire ecosystem<\/strong><\/p>\n<p>I\u2019m incredibly proud of our team for this release. We built Cosine to feel less like a collection of disconnected agent experiences and more like a real system for AI-native software engineering.<\/p>\n<p>Swarm mode is available now across CLI, Desktop, and the Cloud.<\/p>\n<p>We\u2019re looking for feedback from developers and teams working across large codebases, multiple tools, and complex workflows \u2013 especially anyone who wants more control, better collaboration, and a coding agent that scales beyond a single interface.<\/p>\n<p>\ud83c\udf81 Grab 1 month of FREE access to our Hobby tier using the code above. 20M tokens to swarm with.<\/p>\n<p>\u2192 Get started with Cosine: <a href=\"http:\/\/cosine.sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">cosine.sh<\/a><\/p>\n<p>\u2192 Read the docs: <a href=\"http:\/\/cosine.sh\/docs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">cosine.sh\/docs<\/a><\/p>\n<p>I’ll be in the thread all day answering questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alistair_pullen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alistair_pullen<\/a> <a href=\"https:\/\/www.producthunt.com\/@yang_cosine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yang_cosine<\/a> How does it handle token limits or costs when 5+ subagents run overnight on a big codebase refactor?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 cant tell you how nuts this feature is.<\/p>\n<p>Here was my workflow previously:<\/p>\n<ul>\n<li>\n<p>get on the train<\/p>\n<\/li>\n<li>\n<p>start 5 tasks<\/p>\n<\/li>\n<li>\n<p>get to work and debug the code for each and iterate back and forth, taking up most of my time for the day<\/p>\n<\/li>\n<li>\n<p>get the 5 tasks in by EOD<\/p>\n<\/li>\n<\/ul>\n<p>Here’s my workflow now:<\/p>\n<ul>\n<li>\n<p>get on the train<\/p>\n<\/li>\n<li>\n<p>start 5 swarms<\/p>\n<\/li>\n<li>\n<p>get to work, start 5 more<\/p>\n<\/li>\n<li>\n<p>come back to each, find that everything already works (because all the code has already been thoroughly reviewed, QA’ed and iterated on)<\/p>\n<\/li>\n<li>\n<p>keep merging them and starting more throughout the day<\/p>\n<\/li>\n<li>\n<p>get praised for how much work im getting done<\/p>\n<\/li>\n<li>\n<p>profit<\/p>\n<\/li>\n<li>\n<p>EOD ive merged 10-15 features<\/p>\n<\/li>\n<\/ul>\n<p>Its genuinely changing the game, this is what AI coding has been promising to be for so long and it finally is<\/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>Swarm has been pretty fantastic so far. It’s been quite a nice workflow to just hand over a large task, let it work through it, come back later and review what it did.<\/p>\n<\/p>\n<p>I can finally feel my backlog of tasks and experiments start to clear… Well, it’s got a higher throughput at least. Theres always another idea to experiment with<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Such an exciting release. I\u2019ve been loving using Swarm mode. As someone working in ops, it\u2019s been a game changer for my workflow – helping with research, project planning, spreadsheet analysis, reporting, and turning messy information into clear outputs I can actually use. It\u2019s also been great for hobby projects too. I even used it to build an interactive intro-to-coding app! Really excited for more people to try it \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Swarm has expanded my workflow so much. I can start up multiple swarms to tackle seriously big new features, additions or tackle tough bugs. I just have to check out the branch afterwards, give it a quick once over, and it’s done.<\/p>\n<p>If ever a mono-agent is failing you just kick it into swarm mode, trust me<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Swarm is such a game changer. We were able to generate a fully-functional, design system-aligned mobile version of our website with a single swarm and prompt. It even included tests!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is huge. Biggest problem I have with AI coding is context rot. Problem is too big to digest and AI just starts making sh*t up.<\/p>\n<p>Cosine has give the AI the ability to go from coder to Tech Team HR, spinning up a whole org chart to make big problems easy to digest.<\/p>\n<p>Congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the relaunch, Yang.<\/p>\n<\/p>\n<p>The orchestrator\/task owner\/worker hierarchy makes sense on paper. <\/p>\n<\/p>\n<p>It mirrors how real engineering teams divide work. The hard question is whether the coordination overhead between agents stays manageable on genuinely messy, real-world codebases, or whether complex tasks still quietly derail in ways that only surface at review time.<\/p>\n<\/p>\n<p>“Assign tasks in the evening, find PRs ready by morning” is a bold promise. <\/p>\n<\/p>\n<p>What’s the failure mode when it goes wrong? Does Cosine surface a clean explanation of where it got stuck, or do you end up debugging the agent’s decisions as much as the code itself?<\/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\/@ryanwmcc1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryanwmcc1<\/a> Because each agent runs in an independent git worktree, a failed task can be discarded or rolled back without affecting the rest of the codebase.<\/p>\n<p>Crucially, the orchestrator prevents conflicts at the planning stage. If a task is too messy to partition safely, it rejects parallelization and falls back to sequential execution. This ensures you aren’t stuck debugging the agent’s coordination logic at review 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 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\/@albattran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@albattran<\/a> Thanks, Samir! Glad that we’re finally able to talk about Swarm. It genuinely changes the entire flow of my work. I’m getting so much more done by the end of the day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The orchestrator\/task owner\/worker hierarchy is a smart decomposition for parallel agent work. Most multi-agent coding setups I have tried fall apart when two subagents touch the same files. Curious how Cosine handles merge conflicts between parallel workers. Does the orchestrator prevent overlapping file edits upfront, or is there a resolution layer that reconciles after the fact?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@najmuzzaman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@najmuzzaman<\/a> Swarm avoids merge conflicts by preventing overlapping edits in the first place rather than fixing them later. It does this by:<\/p>\n<ul>\n<li>\n<p>Locking files so only one agent can modify them at a time<\/p>\n<\/li>\n<li>\n<p>Partitioning work so agents edit separate files or are sequenced if overlap is needed<\/p>\n<\/li>\n<li>\n<p>Isolating workspaces using separate git worktrees<\/p>\n<\/li>\n<\/ul>\n<p>Because no two agents ever edit the same file simultaneously, conflicts never arise.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly the parallel angle is what scares me. Every time I’ve tried coordinating two agents on the same repo they end up stepping on each other’s files and I spend the saved time resolving merges. Does Swarm coordinate which files each agent can touch, or is it more of a post-hoc merge thing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Orchestrator and Task Owner split is a cleaner hierarchy than I usually see in swarm setups. I am curious how the Orchestrator decides when to fan out versus keep something in a single thread. Is that driven by the task graph it builds up front, or is there a heuristic about codebase scope that triggers parallel branching?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NZ6VLBOIDFBUNB\" class=\"app-title\">PageOn.AI 3.0<\/a><\/p>\n<div class=\"one-liner\">A smarter visual agent for slides, posters & infographics<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">105<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PageOn.AI 3.0\u662f\u4e00\u6b3e\u591a\u683c\u5f0f\u89c6\u89c9\u667a\u80fd\u4f53\uff0c\u901a\u8fc7\u66f4\u667a\u80fd\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\u548c\u70b9\u9009\u804a\u5929\u7f16\u8f91\uff0c\u4e3a\u9500\u552e\u3001\u5c0f\u4f01\u4e1a\u4e3b\u3001\u6559\u80b2\u8005\u7b49\u7528\u6237\uff0c\u5728\u9700\u8981\u5feb\u901f\u4ea7\u51fa\u9ad8\u8d28\u91cf\u5e7b\u706f\u7247\u3001\u6d77\u62a5\u53ca\u4fe1\u606f\u56fe\u7b49\u89c6\u89c9\u6750\u6599\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u201c\u60f3\u6cd5\u51fa\u8272\u4f46\u89c6\u89c9\u5448\u73b0\u8017\u65f6\u8d39\u529b\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/af82c64e-82c0-42e9-8a10-b4d4116d2970.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68ec1b9d-075c-4876-bd65-c0ca28fa965b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8dd151f6-37bb-4877-a519-dd0449ea5103.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\/84610395-310c-4a0e-a34f-0acda8b46720.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/QrAkDuO-dsY\"><source src=\"https:\/\/youtu.be\/QrAkDuO-dsY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6f14\u793a\u6587\u7a3f\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u591a\u683c\u5f0f\u89c6\u89c9\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8bbe\u8ba1\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5e7b\u706f\u7247\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u7d20\u6750\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u56fe\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u529e\u516c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u4f7f\u547d\u4e0e\u8fed\u4ee3\u8bda\u610f\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a1. \u8be2\u95eeAPI\u96c6\u6210\u53ef\u80fd\u6027\uff0c\u4ee5\u7528\u4e8e\u5185\u90e8\u5de5\u5177\u81ea\u52a8\u751f\u6210\u62a5\u544a\uff1b2. \u5173\u5fc3\u5176\u5bf9\u590d\u6742\u3001\u62bd\u8c61\u5e03\u5c40\u6307\u4ee4\u7684\u7406\u89e3\u80fd\u529b\uff1b3. \u63a2\u8ba8\u5176\u5bf9\u91d1\u878d\u5e76\u8d2d\u7b49\u4e13\u4e1a\u9886\u57df\uff08\u5982\u590d\u6742\u8868\u683c\u3001\u811a\u6ce8\uff09\u7684\u652f\u6301\u6df1\u5ea6\u3002\u56e2\u961f\u56de\u5e94\u79ef\u6781\uff0c\u900f\u9732API\u5df2\u5728\u89c4\u5212\u4e2d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n PageOn.AI 3.0\u7684\u8fed\u4ee3\uff0c\u6807\u5fd7\u7740\u5176\u4ece\u5355\u4e00\u7684\u201c\u5e7b\u706f\u7247\u5236\u4f5c\u5de5\u5177\u201d\u5411\u201c\u591a\u683c\u5f0f\u89c6\u89c9\u667a\u80fd\u4f53\u201d\u7684\u6218\u7565\u8f6c\u578b\u3002\u5176\u5ba3\u79f0\u7684\u201c\u91cd\u65b0\u8bbe\u8ba1\u6574\u4e2a\u5927\u8111\u201d\uff0c\u6838\u5fc3\u5728\u4e8e\u4ece\u89c4\u5219\u9a71\u52a8\u8f6c\u5411\u610f\u56fe\u9a71\u52a8\uff0c\u8fd9\u76f4\u6307\u5f53\u524dAIGC\u8bbe\u8ba1\u5de5\u5177\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u751f\u6210\u6613\uff0c\u7cbe\u51c6\u63a7\u5236\u96be\u3002\u65b0\u63a8\u51fa\u7684\u201c\u70b9\u9009\u804a\u5929\u7f16\u8f91\u201d\u529f\u80fd\uff0c\u6b63\u662f\u8bd5\u56fe\u5728\u201c\u5168\u81ea\u52a8\u751f\u6210\u201d\u4e0e\u201c\u5168\u624b\u52a8\u8c03\u6574\u201d\u4e4b\u95f4\uff0c\u5f00\u8f9f\u4e00\u6761\u201c\u4eba\u673a\u534f\u540c\u201d\u7684\u4e2d\u95f4\u8def\u5f84\uff0c\u8ba9AI\u627f\u62c5\u201c\u50cf\u7d20\u642c\u8fd0\u201d\u7684\u91cd\u4f53\u529b\u6d3b\uff0c\u8fd9\u6bd4\u5355\u7eaf\u6bd4\u62fc\u51fa\u56fe\u901f\u5ea6\u66f4\u5177\u5b9e\u7528\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u8003\u9a8c\u5728\u4e8e\u201c\u573a\u666f\u5316\u6df1\u5ea6\u201d\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u5df2\u4e0d\u6ee1\u8db3\u4e8e\u8425\u9500\u6d77\u62a5\u7684\u751f\u6210\uff0c\u800c\u662f\u8ffd\u95ee\u5176\u5728\u91d1\u878d\u3001\u54a8\u8be2\u7b49\u5bf9\u6570\u636e\u4e25\u8c28\u6027\u4e0e\u683c\u5f0f\u89c4\u8303\u6027\u8981\u6c42\u6781\u9ad8\u7684\u4e13\u4e1a\u573a\u666f\u4e0b\u7684\u80fd\u529b\u8fb9\u754c\u3002\u521b\u59cb\u4eba\u5766\u8bda\u5176\u5728\u590d\u6742\u811a\u6ce8\u7b49\u65b9\u9762\u5e76\u975e\u6700\u5f3a\u9879\uff0c\u8fd9\u63ed\u793a\u4e86\u5f53\u524d\u89c6\u89c9AI\u7684\u666e\u904d\u77ed\u677f\uff1a\u5584\u4e8e\u5904\u7406\u98ce\u683c\u4e0e\u53d9\u4e8b\uff0c\u5f31\u4e8e\u7406\u89e3\u4e25\u683c\u3001\u590d\u6742\u7684\u9886\u57df\u7279\u5b9a\u89c4\u5219\u4e0e\u7ed3\u6784\u3002\u8fd9\u4e5f\u6070\u6070\u662f\u5176\u201c\u66f4\u667a\u80fd\u7684\u4e0a\u4e0b\u6587\u611f\u77e5\u201d\u80fd\u5426\u843d\u5730\u7684\u8bd5\u91d1\u77f3\u2014\u2014\u7406\u89e3\u201cGen-Z\u53d7\u4f17\u201d\u7684\u8bed\u5883\u6216\u8bb8\u76f8\u5bf9\u5bb9\u6613\uff0c\u4f46\u7406\u89e3\u201c\u6295\u59d4\u4f1a\u6311\u5254\u7684CEO\u201d\u80cc\u540e\u7684\u4e13\u4e1a\u4e0e\u5408\u89c4\u8981\u6c42\uff0c\u5219\u9700\u8981\u5b8c\u5168\u4e0d\u540c\u7ef4\u5ea6\u7684\u201c\u667a\u80fd\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cPageOn.AI 3.0\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u66ff\u4ee3\u4e13\u4e1a\u8bbe\u8ba1\u5e08\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u77e5\u8bc6\u5de5\u4f5c\u8005\uff08\u5982\u9500\u552e\u3001\u5206\u6790\u5e08\u3001\u6559\u6388\uff09\u7684\u201c\u89c6\u89c9\u526f\u9a7e\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u667a\u80fd\u4f53\u5728\u5782\u76f4\u5de5\u4f5c\u6d41\u4e2d\u7684\u201c\u53ef\u9760\u6027\u201d\u4e0e\u201c\u53ef\u9884\u6d4b\u6027\u201d\uff0c\u80fd\u5426\u5c06\u7528\u6237\u4ece\u7f8e\u5de5\u52b3\u52a8\u4e2d\u89e3\u653e\uff0c\u4ece\u800c\u771f\u6b63\u805a\u7126\u4e8e\u201c\u5f71\u54cd\u201d\u672c\u8eab\u3002\u5176\u63d0\u4f9b\u7684API\u524d\u666f\uff0c\u5219\u6697\u793a\u4e86\u66f4\u6df1\u5c42\u7684\u4ef7\u503c\uff1a\u5c06\u89c6\u89c9\u751f\u6210\u80fd\u529b\u4f5c\u4e3a\u6a21\u5757\u5d4c\u5165\u4f01\u4e1a\u6d41\u7a0b\uff0c\u8fd9\u53ef\u80fd\u624d\u662f\u5176\u89c4\u6a21\u5316\u4e0e\u6784\u5efa\u58c1\u5792\u7684\u5173\u952e\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">PageOn.AI 3.0<\/span>\n <\/div>\n<div class=\"comment-content\">A total visual leap. Smarter agent delivers stunning slides, posters and graphics instantly. No skills needed. Refine what you want, ship what impresses.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! <strong>\ud83d\udc4b <\/strong>I\u2019m Yunfei, the founder of PageOn. <\/p>\n<p>It\u2019s a bit emotional to be back here with our 3.0. We built PageOn on a simple belief: Ideas are everywhere; impact is rare. <strong>Our mission is to bridge that final, painful mile of information delivery.<\/strong> We\u2019ve seen brilliant professionals, growth-drivers, and students struggle\u2014not with their ideas, but with the ‘pixel-pushing’ required to make them shine. <\/p>\n<p>In the earlier versions, let\u2019s be real, our AI had its growing pains. So, we spent the last year listening to your frustrations and<strong> re-engineered the whole brain.<\/strong> <\/p>\n<p> We\u2019ve evolved from a “Slide Maker” into a <strong>Multi-format Visual Agent<\/strong>. <br \/>\ud83c\udfaf <strong>Smarter Context Awareness<\/strong>: The Agent now truly “gets” you. Whether you\u2019re pitching to a picky CEO or launching a campaign to a Gen-Z audience, the tone, layout, and narrative will shift accordingly. <br \/>\ud83c\udfa8 <strong>One Prompt, Any Canvas<\/strong>: It\u2019s no longer just about slides. Our Agent now generates a cohesive set of visuals\u2014from social posters to infographics\u2014instantly, ensuring your message looks stunning across all platforms. <br \/>\u2728 <strong>Point-and-Chat Editing<\/strong>: We\u2019ve minimized manual labor. Just select a specific element, chat with the Agent to modify it, and let the AI handle the “heavy lifting” of redesigning. <\/p>\n<p>Whether you\u2019re a Sales lead needing a last-minute deck, a Small Biz owner creating a week\u2019s worth of social assets, or a Professor visualizing complex data\u2014<strong>PageOn 3.0 was built to take the visual burden off your shoulders<\/strong>. <\/p>\n<p>We are here to see if our Agent\u2019s brain is finally \u201csmart enough\u201d for your real-world workflows. We desperately want your brutal feedback. <\/p>\n<p><strong>What\u2019s the most frustrating visual task on your plate right now?<\/strong> Tell us, and let\u2019s see if our Agent can solve it. <\/p>\n<p><strong>\u26a1 Special Launch Perk<\/strong>: We want you to really push PageOn 3.0 to its limits. Use the code <strong>[M2L-W6D-N5F]<\/strong> to unlock a <strong>free month of Pro access<\/strong>. <em>Heads up: <\/em><strong><em>This is limited to the first 1,000 redemptions and must be activated within 1 month<\/em><\/strong><em>. J<\/em>ump in and see what our AI can do for you! <\/p>\n<p><strong>Let\u2019s bridge that last mile together.<\/strong> \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Will there be an API available soon? I’d love to integrate this agent into our internal tools to auto-generate reports.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eexlkuang_se\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eexlkuang_se<\/a> sure , thanks for suggestion, API is on the way !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eexlkuang_se\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eexlkuang_se<\/a> Hi Samuel, great question! API access is definitely on our roadmap \u2014 we know how valuable it’d be for teams wanting to auto-generate reports at scale. I’ll make sure to keep you posted when it’s ready. Would love to hear more about your use case! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How well does it understand complex layout requests like “make the visual hierarchy more aggressive”?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@feiyou_guo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@feiyou_guo1<\/a> Thanks for asking! Since the currrent architechture is base on xml coding , and it partly depends on the context you have , so the layout understanding and tweaking won’t be that hard. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@feiyou_guo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@feiyou_guo1<\/a> Hi Feiyou! We’ve specifically improved how the agent interprets abstract layout instructions in 3.0 . Best way to see it in action: try it with your free credits and use the chat to refine from there. Curious to hear if it hits the mark! \ud83c\udfaf<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s refreshing to hear a maker admit their AI had growing pains. Re-engineering the whole brain sounds like a massive undertaking. Can you elaborate on what specifically changed in the backend logic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@janicelewis00\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janicelewis00<\/a> Hi Janice! Great question. We mainly re-architected the agent to be far more AI-native \u2014 less rule-driven, more intent-driven. It now understands context and makes decisions dynamically rather than following a rigid workflow. Covers much more ground and handles edge cases way better. Still a lot to improve, but the output quality jump was immediate! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@janicelewis00\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janicelewis00<\/a> Great follow-up, Janice! It was definitely a “re-engineering the plane while flying it” kind of situation. But the results speak for themselves now. If you’re curious about any specific edge cases we solved, feel free to ask! Always happy to nerd out on the backend logic.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>“Ideas are everywhere; impact is rare.” \u2014 Love this mission statement. The tool definitely bridges that gap. Congrats on the 3.0 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\/@candyrorae\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@candyrorae<\/a> Exactly! That mission drives everything we do. We\u2019ve optimized PageOn 3.0 to handle the heavy lifting so you can focus on making that impact happen. Thanks for the 3.0 love! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@candyrorae\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@candyrorae<\/a> Hi Candy, thanks for your love! That mission statement really captures what we’re building \u2014 glad it resonates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 slide-first AI output is interesting to me from an M&A perspective \u2014 the bottleneck on most deals isn’t the raw analysis, it’s how fast you can turn it into an IC deck or one-pager without losing structural integrity. I’ve felt the same pain on the modeling side: reusable templates with the right shape beat starting from scratch every time, which is why I put my project finance and valuation templates on Eloquens (<a href=\"https:\/\/www.eloquens.com\/channel\/samir-asadov-cfa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.eloquens.com\/channel…<\/a>). Does PageOn handle dense financial tables and footnote structures well, or is it more optimized for narrative\/marketing decks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> Hi Samir! Totally feel the M&A pain \u2014 turning raw analysis into a clean IC deck fast is exactly the gap we’re trying to close. Honest answer: PageOn is currently stronger on narrative\/pitch decks, but we do have a dedicated data visualization agent that handles charts and tables well, and supports a wide range of file formats so you can bring your data straight in. Dense footnote structures aren’t our strongest suit yet, but worth a try with your free credits \u2014 genuinely curious how it holds up against your 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<\/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\/DFTJPATIMPR7UN\" class=\"app-title\">Magic Layers by Canva<\/a><\/p>\n<div class=\"one-liner\">Turn any flat image into a fully editable design<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Magic Layers\u80fd\u5c06PNG\/JPG\u7b49\u5e73\u9762\u56fe\u50cf\u5728Canva\u5185\u8f6c\u6362\u4e3a\u53ef\u5206\u5c42\u7f16\u8f91\u7684\u8bbe\u8ba1\uff0c\u89e3\u51b3\u4e86AI\u751f\u6210\u56fe\u50cf\u96be\u4ee5\u76f4\u63a5\u4fee\u6539\u7ec6\u8282\u3001\u9700\u53cd\u590d\u91cd\u5236\u7684\u75db\u70b9\uff0c\u7279\u522b\u9002\u7528\u4e8e\u8425\u9500\u3001\u521b\u4f5c\u8005\u56e2\u961f\u5bf9AI\u89c6\u89c9\u7a3f\u8fdb\u884c\u5feb\u901f\u8fed\u4ee3\u7684\u573a\u666f\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8b1b895a-4674-4176-863f-1e2fe7d33ed8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fb03df03-40cb-44ec-b239-ce6b91f9ade3.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df1c06f1-ed0a-42bb-b04a-b8c9286b2b75.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b335c621-fd2a-40e0-a0a6-7490637e7343.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u56fe\u50cf\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u5177\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u683c\u5f0f\u8f6c\u6362<\/span><br \/>\n <span class=\"tag\">\u56fe\u5c42\u5206\u79bb<\/span><br \/>\n <span class=\"tag\">\u6587\u5b57\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u7d20\u6750<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u5c06AI\u56fe\u50cf\u8f6c\u4e3a\u53ef\u7f16\u8f91\u5c42\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u80fd\u8282\u7701\u5927\u91cf\u65f6\u95f4\u3002\u4f46\u5c16\u9510\u6279\u8bc4\u6307\u51fa\uff0c\u5176\u5bf9\u6241\u5e73\u7269\u4f53\u7684\u5904\u7406\u751f\u6210\u4f4e\u5206\u8fa8\u7387\u4f4d\u56fe\u800c\u975e\u77e2\u91cf\uff0c\u5bfc\u81f4\u6210\u54c1\u8d28\u91cf\u5dee\uff0c\u5b9e\u7528\u6027\u53d7\u9650\u3002\u53e6\u6709\u7528\u6237\u5173\u5fc3\u5176\u4ed8\u8d39\u6a21\u5f0f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Magic Layers\u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u65e5\u76ca\u589e\u957f\u7684\u75db\u70b9\uff1aAI\u56fe\u50cf\u751f\u6210\u5668\u8f93\u51fa\u7684\u201c\u6b7b\u6587\u4ef6\u201d\u4e0e\u5546\u4e1a\u5e94\u7528\u4e2d\u9700\u8981\u201c\u7075\u6d3b\u7f16\u8f91\u201d\u4e4b\u95f4\u7684\u5de8\u5927\u65ad\u5c42\u3002\u5b83\u8bd5\u56fe\u626e\u6f14\u201c\u89e3\u7801\u8005\u201d\u89d2\u8272\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u56fe\u50cf\u5207\u5272\uff0c\u800c\u5728\u4e8e\u8bed\u4e49\u7406\u89e3\u2014\u2014\u5c06\u50cf\u7d20\u5757\u8bc6\u522b\u4e3a\u201c\u6807\u9898\u6587\u672c\u201d\u5e76\u6062\u590d\u4e3a\u53ef\u7f16\u8f91\u6587\u672c\u6846\uff0c\u8fd9\u6807\u5fd7\u7740\u4ece\u56fe\u5f62\u5904\u7406\u5411\u8bbe\u8ba1\u610f\u56fe\u7406\u89e3\u7684\u8303\u5f0f\u8f6c\u53d8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u9677\u5165\u4e00\u4e2a\u5178\u578b\u7684\u201c\u6280\u672f\u6f14\u793a\u201d\u4e0e\u201c\u751f\u4ea7\u5c31\u7eea\u201d\u4e4b\u95f4\u7684\u5c34\u5c2c\u5730\u5e26\u3002\u4ece\u6838\u5fc3\u8d5e\u8a89\u770b\uff0c\u5b83\u89e3\u51b3\u4e86\u201c\u4ece0\u52301\u201d\u7684\u95ee\u9898\uff1a\u8ba9\u4fee\u6539\u6210\u4e3a\u53ef\u80fd\u3002\u4f46\u4ece\u6700\u7280\u5229\u7684\u6279\u8bc4\u770b\uff0c\u5b83\u672a\u80fd\u89e3\u51b3\u201c\u4ece1\u5230100\u201d\u7684\u95ee\u9898\uff1a\u8f93\u51fa\u8d28\u91cf\u65e0\u6cd5\u6ee1\u8db3\u4e13\u4e1a\u751f\u4ea7\u8981\u6c42\u3002\u5c06\u590d\u6742\u6309\u94ae\u8f6c\u6362\u4e3a\u4f4e\u6e05\u4f4d\u56fe\uff0c\u66b4\u9732\u4e86\u5176\u5e95\u5c42\u6280\u672f\uff08\u53ef\u80fd\u662f\u5206\u5272\u4e0e\u91cd\u5efa\uff09\u5728\u77e2\u91cf\u8fd8\u539f\u3001\u6750\u8d28\u4e0e\u590d\u6742\u5f62\u72b6\u5904\u7406\u4e0a\u7684\u5b71\u5f31\u3002\u8fd9\u5bfc\u81f4\u5176\u76ee\u6807\u7528\u6237\uff08\u9ad8\u4ea7\u51fa\u7684\u5185\u5bb9\u56e2\u961f\uff09\u6070\u6070\u6700\u65e0\u6cd5\u63a5\u53d7\u8d28\u91cf\u59a5\u534f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cCanva\u63a8\u51fa\u6b64\u529f\u80fd\uff0c\u662f\u4e00\u6b21\u9632\u5fa1\u6027\u521b\u65b0\u4e0e\u751f\u6001\u5361\u4f4d\u3002\u5b83\u5c06\u7528\u6237\u9501\u5b9a\u5728\u81ea\u8eab\u5e73\u53f0\u5185\u8fdb\u884cAI\u56fe\u50cf\u540e\u671f\u7f16\u8f91\uff0c\u5e76\u5c06\u4f7f\u7528\u91cf\u8ba1\u5165\u201c\u6708\u5ea6AI\u989d\u5ea6\u201d\uff0c\u5de7\u5999\u5730\u5c06\u5916\u90e8AI\u5de5\u5177\u8f6c\u5316\u4e3a\u81ea\u8eab\u7b97\u529b\u6d88\u8017\u7684\u5f15\u6d41\u5165\u53e3\u3002\u4ea7\u54c1\u524d\u666f\u53d6\u51b3\u4e8e\u5176\u56fe\u50cf\u89e3\u91ca\u4e0e\u91cd\u5efa\u8d28\u91cf\u7684\u8fed\u4ee3\u901f\u5ea6\u3002\u82e5\u957f\u671f\u505c\u7559\u5728\u201c\u53ef\u7528\u4f46\u7c97\u7cd9\u201d\u7684\u9636\u6bb5\uff0c\u5b83\u53ea\u80fd\u6210\u4e3a\u4e00\u4e2a\u5076\u5c14\u4f7f\u7528\u7684\u4fbf\u6377\u5de5\u5177\uff0c\u800c\u975e\u5176\u6240\u5ba3\u79f0\u7684\u3001\u80fd\u6539\u53d8\u5de5\u4f5c\u6d41\u7684\u9769\u547d\u6027\u4ea7\u54c1\u3002\u5b83\u63ed\u793a\u4e86\u5f53\u524dAIGC\u5de5\u4f5c\u6d41\u4e2d\u7684\u4e00\u4e2a\u6df1\u5c42\u77db\u76fe\uff1a\u751f\u6210\u6548\u7387\u98d9\u5347\u4e0e\u540e\u671f\u7f16\u8f91\u74f6\u9888\u4e4b\u95f4\u7684\u5931\u8861\uff0c\u800cMagic Layers\u7ed9\u51fa\u4e86\u4e00\u4e2a\u5c1a\u4e0d\u5b8c\u7f8e\u4f46\u65b9\u5411\u6b63\u786e\u7684\u53c2\u8003\u7b54\u6848\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Magic Layers by Canva<\/span>\n <\/div>\n<div class=\"comment-content\">Magic Layers converts any flat PNG or JPG into editable layers inside Canva, live text, movable objects, and intact layout. For marketers, creators, and teams who iterate on AI-generated visuals.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Magic Layers is Canva’s answer to a problem AI tools created for themselves.<\/p>\n<\/p>\n<p>It takes any flat image and converts it into a fully editable, layered design inside Canva, separating text, objects, and layout into components you can actually change.<\/p>\n<\/p>\n<p><strong>The core problem<\/strong>: every AI image generator produces locked files. A JPEG has no layers, no live text, no movable parts. One typo or a slightly off background means starting over.<\/p>\n<\/p>\n<p>What’s different here is the shift from tracing to interpreting. Conventional tools outline pixel regions. Magic Layers identifies that a block of pixels is a headline, not a decorative shape and restores it as a live text box you can type into.<\/p>\n<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>Flat PNG or JPG in, fully layered Canva file out<\/p>\n<\/li>\n<li>\n<p>Text restored as editable text boxes \u2014 fix typos, swap fonts, translate copy<\/p>\n<\/li>\n<li>\n<p>Objects separated as independent movable elements<\/p>\n<\/li>\n<li>\n<p>Compatible with any AI image generator output<\/p>\n<\/li>\n<li>\n<p>Premium feature \u2014 usage counts against your monthly AI allowance<\/p>\n<\/li>\n<\/ul>\n<p>Built for content teams producing visuals at volume, creators iterating across formats, and marketers who can’t afford a rebuild every time a detail changes.<\/p>\n<\/p>\n<p>How much time does your team lose today going back to reprompt or redesign when an AI visual lands at 80%? <\/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>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is pretty much unusable for anything other than some obscure prototyping. I gave it a simple task: First scroll of slack homepage. While it does really well interpreting where the fonts are and doing OCR, any flat objects it buchers hard and creates a low-res version bitmap of it (instead of sharp vector – (look at GET STARTED button background)). Meaning in the end, you can’t use it at all as the final quality is just so bad that you’d have to reposition\/draw everything by hand.<\/p>\n<\/p>\n<p><strong>ORIGINAL:<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83d0ef3d-61bc-4199-b3d5-0cd04a586cfb.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><strong>MAGIC LAYERS:<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5cfba21d-477b-4dde-b8f8-33bb7dc38b64.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<p>ORIGINAL:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76f22599-e953-49e7-9c06-337e972b4c07.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><strong>MAGIC LAYERS <\/strong>(note how it buchers the REQUEST A DEMO button cutting out it’s bottom border)<strong>: <\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d5ee096a-1e4c-43a5-bc34-bd839b780ed1.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yodalr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yodalr<\/a> Immediate follow, trying the products and posting screenshots is badass. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 amazing! Something I’ve really been missing while using Canva for my job as well as my personal life! Will this add on eventually be part of the free or the paid version? 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been using this today within Chat GPT\/Canva and it is a game changer for converting great AI images into fully editable templates\/projects! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\">I\u2019m pretty new to all this, but editing AI-generated images always felt like a pain. Magic Layers looks like it could make things much easier.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Pretty good detection and masking. Inpainting of textured backgrounds is blurry, you’ll need to touch those up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6BJMCYG54ZIUNQ\" class=\"app-title\">Harker 2.0<\/a><\/p>\n<div class=\"one-liner\">Private speech-to-text on your Mac<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5728Mac\u4e0a\u5b8c\u5168\u672c\u5730\u8fd0\u884c\u7684\u79c1\u5bc6\u8bed\u97f3\u8f6c\u6587\u672c\u5de5\u5177\uff0c\u4e3a\u6ce8\u91cd\u9690\u79c1\u7684\u7528\u6237\u5728\u5ba2\u6237\u6c9f\u901a\u3001\u533b\u7597\u8bb0\u5f55\u7b49\u654f\u611f\u573a\u666f\u4e0b\uff0c\u63d0\u4f9b\u4e86\u65e0\u9700\u4e91\u7aef\u4f20\u8f93\u97f3\u9891\u7684\u5b89\u5168\u8f6c\u5f55\u89e3\u51b3\u65b9\u6848\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16c724cf-aef9-4710-8150-a9f51648ccaa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7318339-7fdc-4c34-8dcf-6a68006bc98a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f39eb42c-7599-4a3d-be09-ac380e115efe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c48da32a-ddb6-42f8-84cc-8f7ffcc1492c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23e32371-6676-4b1f-b117-a461d4c75fc6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/99392e49-48d4-4229-8873-1d0d88702b47.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\/aeb1bb34-a5d0-44ac-b529-fa5d0a6c91f5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=NZWjjxzJbUM\"><source src=\"https:\/\/www.youtube.com\/watch?v=NZWjjxzJbUM\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u672c<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5b8c\u5168\u672c\u5730<\/span><br \/>\n <span class=\"tag\">Mac\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u751f\u7269\u8bc6\u522b\u4fdd\u62a4<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u5b8c\u5168\u672c\u5730\u8fd0\u884c\u5e26\u6765\u7684\u9690\u79c1\u4fdd\u62a4\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u6cd5\u5f8b\u3001\u533b\u7597\u7b49\u5408\u89c4\u654f\u611f\u573a\u666f\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u5bf9\u201c\u5b8c\u5168\u672c\u5730\u201d\u6280\u672f\u5b9e\u73b0\u7684\u786e\u8ba4\uff0c\u5e76\u83b7\u5f97\u5f00\u53d1\u8005\u660e\u786e\u7b54\u590d\u3002\u6838\u5fc3\u5efa\u8bae\u5305\u62ec\uff1a\u5f00\u53d1Windows\u548ciOS\u7248\u672c\u3001\u589e\u52a0\u66f4\u591a\u6587\u672c\u540e\u5904\u7406\u529f\u80fd\u3002\u5f00\u53d1\u8005\u4e92\u52a8\u79ef\u6781\uff0c\u660e\u786e\u4e86\u514d\u8d39\u6838\u5fc3\u4e0e\u4ed8\u8d39AI\u670d\u52a1\u7684\u5546\u4e1a\u6a21\u5f0f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Harker 2.0\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u529f\u80fd\u8fed\u4ee3\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u9690\u79c1\u4ef7\u503c\u89c2\u5ba3\u8a00\u3002\u5728AI\u5e94\u7528\u666e\u904d\u201c\u4e91\u5316\u201d\u3001\u6570\u636e\u4e3b\u6743\u6a21\u7cca\u7684\u5f53\u4e0b\uff0c\u5b83\u65d7\u5e1c\u9c9c\u660e\u5730\u5c06\u201c\u5b8c\u5168\u672c\u5730\u8fd0\u884c\u201d\u4f5c\u4e3a\u514d\u8d39\u6838\u5fc3\u529f\u80fd\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u91cd\u65b0\u5b9a\u4e49\u9690\u79c1\u7c7b\u5de5\u5177\u7684\u4fe1\u4efb\u95e8\u69db\u2014\u2014\u901a\u8fc7\u5c06\u6700\u654f\u611f\u7684\u751f\u7269\u8bc6\u522b\u6570\u636e\uff08\u8bed\u97f3\uff09\u7262\u7262\u9501\u6b7b\u5728\u7528\u6237\u8bbe\u5907\u5185\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3a\u6570\u5b57\u65f6\u4ee3\u7684\u201c\u9690\u79c1\u4fdd\u9669\u7bb1\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u5546\u4e1a\u667a\u6167\u5728\u4e8e\u5546\u4e1a\u6a21\u5f0f\u7684\u5206\u5c42\u8bbe\u8ba1\uff1a\u7528\u514d\u8d39\u7684\u3001\u96f6\u6210\u672c\u7684\u672c\u5730\u8f6c\u5f55\u5efa\u7acb\u7edd\u5bf9\u4fe1\u4efb\u548c\u6d41\u91cf\u5165\u53e3\uff0c\u800c\u5c06\u9700\u8981\u6d88\u8017\u7b97\u529b\u7684AI\u6539\u5199\u3001\u603b\u7ed3\u7b49\u589e\u503c\u670d\u52a1\u4f5c\u4e3a\u4ed8\u8d39\u70b9\u3002\u8fd9\u4e0d\u4ec5\u89c4\u907f\u4e86\u672c\u5730AI\u6a21\u578b\u9ad8\u6602\u7684\u6301\u7eed\u8ba1\u7b97\u6210\u672c\uff0c\u66f4\u5de7\u5999\u5730\u5b8c\u6210\u4e86\u7528\u6237\u6559\u80b2\uff1a\u9690\u79c1\u662f\u57fa\u7840\u6743\u5229\uff08\u514d\u8d39\uff09\uff0c\u800c\u751f\u4ea7\u529b\u589e\u5f3a\u662f\u9ad8\u7ea7\u670d\u52a1\uff08\u4ed8\u8d39\uff09\u3002\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u5f8b\u5e08\u3001\u533b\u751f\u3001\u8bb0\u8005\u7b49\u5904\u7406\u654f\u611f\u4fe1\u606f\u7fa4\u4f53\u7684\u521a\u9700\uff0c\u5c06\u5408\u89c4\u6210\u672c\u4ece\u7e41\u7410\u7684\u6570\u636e\u534f\u8bae\u8f6c\u5316\u4e3a\u4e00\u6b21\u6027\u7684\u8f6f\u4ef6\u91c7\u8d2d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u6280\u672f\u5c42\u9762\uff0c\u5b8c\u5168\u672c\u5730\u7684\u8bed\u97f3\u6a21\u578b\u5728\u51c6\u786e\u7387\u3001\u591a\u8bed\u8a00\u652f\u6301\u548c\u54cd\u5e94\u901f\u5ea6\u4e0a\u80fd\u5426\u957f\u671f\u5bf9\u6297\u4e91\u7aef\u5de8\u5934\u7684\u8fed\u4ee3\uff0c\u5b58\u6709\u7591\u95ee\u3002\u5176\u6b21\uff0c\u5e02\u573a\u5c42\u9762\uff0c\u5176\u201c\u9690\u79c1\u4f18\u5148\u201d\u7684\u5b9a\u4f4d\u65e2\u662f\u62a4\u57ce\u6cb3\uff0c\u4e5f\u53ef\u80fd\u6210\u4e3a\u589e\u957f\u5929\u82b1\u677f\uff0c\u666e\u901a\u7528\u6237\u5bf9\u9690\u79c1\u7684\u652f\u4ed8\u610f\u613f\u8fdc\u4f4e\u4e8e\u5bf9\u4fbf\u6377\u6027\u7684\u8ffd\u6c42\u3002\u6700\u540e\uff0c\u751f\u6001\u62d3\u5c55\u81f3Windows\u548c\u79fb\u52a8\u7aef\u7684\u538b\u529b\u5de8\u5927\uff0c\u8fd9\u4e0d\u4ec5\u662f\u5f00\u53d1\u95ee\u9898\uff0c\u66f4\u662f\u5982\u4f55\u5728\u591a\u5e73\u53f0\u4fdd\u6301\u540c\u6837\u65e0\u7f1d\u3001\u5b89\u5168\u7684\u4f53\u9a8c\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cHarker\u7684\u4ef7\u503c\u8fdc\u4e0d\u6b62\u4e8e\u4e00\u4e2a\u201c\u79bb\u7ebf\u7248\u8bed\u97f3\u8f93\u5165\u6cd5\u201d\u3002\u5b83\u662f\u5728\u6570\u636e\u6cc4\u9732\u9891\u53d1\u7684\u65f6\u4ee3\uff0c\u4e00\u4e2a\u9488\u5bf9\u9ad8\u4ef7\u503c\u654f\u611f\u573a\u666f\u7684\u201c\u5408\u89c4\u89e3\u51b3\u65b9\u6848\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u68c0\u9a8c\u5e02\u573a\u5bf9\u201c\u9690\u79c1\u5373\u4ea7\u54c1\u201d\u8fd9\u4e00\u547d\u9898\u7684\u4e70\u5355\u7a0b\u5ea6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Harker 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Harker turns your voice into text without sending a byte of your voice to the cloud. The core is free and runs 100% on your Mac. Upgrade to Premium when you want AI to rewrite, summarize, or translate what you just said.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Private STT in 2026 needs a clear answer to one question: does Harker run the model fully on-device, or is it local recording with cloud transcription? Those are very different privacy stories. Where do you land on this, especially for anyone handling client calls or medical notes. and also, congrats and good luck on the launch \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@keith_hiyamojo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@keith_hiyamojo<\/a> Thanks, and great question! Harker runs the transcription fully on-device. The model is downloaded to your Mac and inference happens locally. Your audio never leaves the machine. No cloud transcription, no network request, nothing. Works in airplane mode \ud83d\ude42<\/p>\n<p>The only time anything touches a server is if you explicitly use a Premium transformation (like rewrite or translate), and even then it’s only the transcribed text that gets sent, not the audio. Your voice, the biometric part, stays on your device no matter what.<\/p>\n<p>For client calls or medical notes, that’s exactly one of the use case I had in mind. Fully local transcription layer, no third-party processor in the chain.<\/p>\n<p>And thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’m Manuele, the maker of Harker. I shipped v1 last June because I was tired of speech-to-text apps that streamed my voice to someone else’s server. <br \/>Harker transcribes 100% locally on your Mac. Nothing leaves your machine unless you explicitly ask for it. Your voice never does.<\/p>\n<p>With v2, I’m doing something that scared me for months: I’m making the entire local transcription engine free. Forever. No trial, no nag, no feature gates on the private core.<\/p>\n<p>Here’s the logic. Local transcription is the thing people need to trust. Trust is built by giving it away. What I charge for is Premium ($5.75\/month): cloud-based AI that takes your transcript and rewrites it, summarizes it, translates it, turns it into an email, a bug report, a Linear issue. That part genuinely costs money to run, and it’s opt-in every single time. Your default stays private. Your voice, your biometric data, never leaves your machine.<\/p>\n<p>A few things I’d love feedback on:<\/p>\n<p>1. Which text transformations would you want in Premium next? I have a shortlist but I’d rather hear yours.<br \/>2. If you’re a v1 user: the migration path. Tell me where it hurts.<\/p>\n<p>Launch-day offer for the PH community: <strong>40%<\/strong> off Premium annual with code <strong>PHLAUNCH40<\/strong>, <em>valid 72 hour.<\/em><\/p>\n<p>I’ll be here answering every comment today. Ask me anything \ud83c\udf99\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Harker has been a great app to use especially with long form typing! I find it to be very accurate and a better deal than others out there.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bigbreakmusic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bigbreakmusic<\/a> Thank you Scott<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using Harker for nearly one year now and have had a great experience so far! I love how easy it is to just talk when prompting AI, instead of writing everything down. Also very happy with how responsive Manuele has been, I’ve shared feedback multiple times and got back great responses!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@milhoornaert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@milhoornaert<\/a> Hey Mil! Great to see you here, thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You had me at \u201cworks in airplane mode\u201d. I\u2019d love to see something like this on iOS.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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_sanna1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthony_sanna1<\/a> working on it \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mnlcpc\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mnlcpc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mnlcpc<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thank you Huisong<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 into this building with voice input \u2014 the moment you route audio through a cloud stt service, you’re adding a data processor to your privacy policy whether you want to or not. <\/p>\n<p>local changes the equation: no dpa, no “what are they doing with this audio,” no explaining to users why their voice ends up on someone else’s server. <\/p>\n<p>the only missing piece for teams is windows \u2014 the compliance problem is platform-agnostic.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@webappski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@webappski<\/a> really well put, that’s exactly why I built it this way. Once audio touches a cloud service, you’ve got a whole new layer of compliance to deal with.<\/p>\n<p>With Harker, your voice never leaves your Mac. That’s the part that matters most . Voice is biometric data, and it stays on your device no matter what. The free version works fully offline, and of course, no account needed. For Premium features, only the transcribed text gets sent for AI transformation, and nothing is stored.<\/p>\n<p>Windows is in the works, should be available relatively soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What I love is Harker is constantly improving and the accuracy gets better with every iteration.<br \/>Also I am thinking faster and able to complete work at a much higher speed than before.<br \/>I’m so grateful this tool exists and if you don’t have it GET IT NOW!<\/p>\n<p>I want the mobile app version please<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch Manuele! This looks great – I hope you are also looking to build a companion mobile app shortly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5C4CCNHUOL2ZJF\" class=\"app-title\">Gauge Sentiment<\/a><\/p>\n<div class=\"one-liner\">How is your brand perceived by AI?<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gauge Sentiment \u662f\u4e00\u6b3e\u901a\u8fc7\u5206\u6790\u4e3b\u6d41AI\u6a21\u578b\u751f\u6210\u5185\u5bb9\u4e2d\u5bf9\u7279\u5b9a\u54c1\u724c\u7684\u63d0\u53ca\uff0c\u91cf\u5316\u5e76\u6eaf\u6e90\u54c1\u724c\u5728AI\u53d9\u4e8b\u4e2d\u7684\u60c5\u611f\u503e\u5411\uff0c\u5e2e\u52a9\u54c1\u724c\u65b9\u5728AI\u6210\u4e3a\u4fe1\u606f\u65b0\u5165\u53e3\u7684\u65f6\u4ee3\uff0c\u7ba1\u7406\u81ea\u8eab\u6570\u5b57\u58f0\u8a89\u5e76\u6d1e\u5bdf\u7ade\u4e89\u6001\u52bf\u7684\u5de5\u5177\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\/6ac72966-1f72-46a1-91a4-8dc6388c72c1.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=WRfAfOWeS7s\"><source src=\"https:\/\/www.youtube.com\/watch?v=WRfAfOWeS7s\" 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\/ce06d6f8-7874-424e-8d56-b0de9f53a37e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e8dd2a9c-0f9b-434b-93b8-4dd0e558a6ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de325eb9-7be5-42d1-bfa7-b391d0a5f8b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u54c1\u724c\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u58f0\u8a89\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5927\u8bed\u8a00\u6a21\u578b\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u8206\u60c5\u6eaf\u6e90<\/span><br \/>\n <span class=\"tag\">B2B SaaS<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u79d1\u6280<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u4e3b\u8981\u96c6\u4e2d\u4e8e\u4e09\u70b9\uff1a\u521b\u59cb\u4eba\u9610\u8ff0\u4e86\u4ea7\u54c1\u6e90\u4e8e\u7528\u6237\u9700\u6c42\uff0c\u6838\u5fc3\u662f\u89e3\u51b3\u201c\u88ab\u5982\u4f55\u8c08\u8bba\u201d\u7684\u95ee\u9898\uff1b\u6709\u7528\u6237\u8be2\u95ee\u53d1\u73b0\u8d1f\u9762\u4fe1\u606f\u540e\u7684\u4fee\u590d\u4f18\u5148\u7ea7\u7b56\u7565\uff1b\u53e6\u6709\u8bc4\u8bba\u5ef6\u4f38\u8ba8\u8bba\u4e86AI\u4f5c\u4e3a\u4fe1\u606f\u63a5\u53e3\u4e0b\u54c1\u724c\u53d9\u4e8b\u7684\u91cd\u8981\u6027\uff0c\u5e76\u5173\u8054\u81f3\u91d1\u878d\u98ce\u9669\u76d1\u6d4b\u9886\u57df\u7684\u6f5c\u5728\u5e94\u7528\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Gauge Sentiment \u5207\u5165\u4e86\u4e00\u4e2a\u654f\u9510\u4e14\u6b63\u5728\u5f62\u6210\u7684\u5e02\u573a\u7f1d\u9699\u2014\u2014AI\u53d9\u4e8b\u5c42\u54c1\u724c\u76d1\u63a7\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u4f20\u7edf\u8206\u60c5\u76d1\u6d4b\u7684\u201c\u662f\u5426\u88ab\u63d0\u53ca\u201d\uff0c\u800c\u5728\u4e8e\u89e3\u6784AI\u6a21\u578b\u4f5c\u4e3a\u201c\u6b21\u7ea7\u4fe1\u6e90\u201d\u4e43\u81f3\u201c\u4e8b\u5b9e\u51fa\u53e3\u201d\u65f6\uff0c\u6240\u6784\u5efa\u7684\u54c1\u724c\u53d9\u4e8b\u903b\u8f91\u3002\u8fd9\u6807\u5fd7\u7740\u54c1\u724c\u6218\u573a\u7684\u8fc1\u79fb\uff1a\u5f53\u7528\u6237\u8d8a\u6765\u8d8a\u4f9d\u8d56AI\u6458\u8981\u548c\u95ee\u7b54\uff0c\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u504f\u89c1\u3001\u7ade\u4e89\u5bf9\u624b\u7684\u690d\u5165\u6027\u4fe1\u606f\u3001\u4e43\u81f3\u8fc7\u65f6\u7684\u8d1f\u9762\u62a5\u9053\uff0c\u90fd\u53ef\u80fd\u88abAI\u5408\u6210\u5e76\u6743\u5a01\u5316\uff0c\u6210\u4e3a\u7528\u6237\u5fc3\u667a\u4e2d\u7684\u201c\u4e8b\u5b9e\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u54c1\u724c\u5b89\u5168\u9632\u7ebf\u524d\u7f6e\u5230\u4e86AI\u7684\u751f\u6210\u73af\u8282\uff0c\u800c\u975e\u4f20\u7edf\u7684\u793e\u4ea4\u5a92\u4f53\u6216\u65b0\u95fb\u6e20\u9053\u3002\u5176\u201c\u6eaf\u6e90\u201d\u529f\u80fd\u5c24\u4e3a\u5173\u952e\uff0c\u8bd5\u56fe\u5c06AI\u751f\u6210\u7684\u8d1f\u9762\u8bba\u65ad\u4e0e\u539f\u59cb\u6570\u636e\uff08\u7ade\u54c1\u7f51\u7ad9\u3001\u793e\u4ea4\u5e16\u5b50\u7b49\uff09\u94fe\u63a5\uff0c\u8fd9\u4e0d\u4ec5\u662f\u4e3a\u54c1\u724c\u63d0\u4f9b\u53cd\u9a73\u4f9d\u636e\uff0c\u66f4\u662f\u5728\u8bd5\u56fe\u7ed8\u5236\u4e00\u5e45\u201c\u6c61\u67d3\u6e90\u201d\u5730\u56fe\uff0c\u63ed\u793a\u7ade\u4e89\u5bf9\u624b\u6216\u8d1f\u9762\u4fe1\u606f\u5982\u4f55\u901a\u8fc7AI\u7684\u8bed\u6599\u5e93\u6e17\u900f\u5e76\u5f71\u54cd\u6700\u7ec8\u8f93\u51fa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e0e\u4ef7\u503c\u4e00\u6837\u7a81\u51fa\u3002\u9996\u5148\uff0c\u6280\u672f\u5c42\u9762\uff0cAI\u6a21\u578b\u7684\u9ed1\u7bb1\u7279\u6027\u4f7f\u5f97\u201c\u60c5\u611f\u5206\u6790\u201d\u672c\u8eab\u53ef\u80fd\u4e0d\u7a33\u5b9a\uff0c\u4e0d\u540c\u6a21\u578b\u3001\u4e0d\u540c\u63d0\u793a\u8bcd\u4f1a\u5bfc\u81f4\u622a\u7136\u4e0d\u540c\u7684\u8f93\u51fa\uff0c\u76d1\u6d4b\u7684\u51c6\u786e\u6027\u4e0e\u4ee3\u8868\u6027\u5b58\u7591\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u903b\u8f91\u4e0a\uff0c\u5f53\u524d\u9700\u6c42\u53ef\u80fd\u96c6\u4e2d\u4e8e\u7126\u8651\u7684\u8425\u9500\u548c\u516c\u5173\u90e8\u95e8\uff0c\u4f46\u4ea7\u54c1\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u91d1\u878d\u98ce\u9669\u56e2\u961f\u5e94\u7528\u573a\u666f\uff0c\u6697\u793a\u4e86\u5176\u5411\u66f4\u5e7f\u4e49\u7684\u201cAI\u4fe1\u6e90\u98ce\u9669\u76d1\u63a7\u201d\u62d3\u5c55\u7684\u53ef\u80fd\u6027\uff0c\u8fd9\u6216\u662f\u66f4\u5927\u7684\u5e02\u573a\u3002\u6700\u540e\uff0c\u4e5f\u662f\u6700\u6839\u672c\u7684\uff1a\u5982\u679cAI\u751f\u6210\u7684\u54c1\u724c\u53d9\u4e8b\u672c\u8eab\u662f\u6d41\u52a8\u4e14\u5343\u4eba\u5343\u9762\u7684\uff0c\u90a3\u4e48\u5b9a\u4e49\u4e00\u4e2a\u7a33\u5b9a\u7684\u201c\u54c1\u724c\u60c5\u611f\u201d\u6307\u6807\u662f\u5426\u8fd8\u6709\u610f\u4e49\uff1f\u8fd9\u6b3e\u4ea7\u54c1\u6216\u8bb8\u6700\u7ec8\u8861\u91cf\u7684\u4e0d\u662f\u54c1\u724c\u672c\u8eab\uff0c\u800c\u662f\u5176\u8bad\u7ec3\u6570\u636e\u5728\u4e3b\u6d41AI\u8bed\u6599\u5e93\u4e2d\u7684\u201c\u6c61\u67d3\u5ea6\u201d\u4e0e\u201c\u8bdd\u8bed\u6743\u201d\u3002\u5b83\u5356\u7684\u4e0d\u662f\u62a5\u544a\uff0c\u662fAI\u65f6\u4ee3\u7684\u8bdd\u8bed\u6743\u8bca\u65ad\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\">Gauge Sentiment<\/span>\n <\/div>\n<div class=\"comment-content\">Gauge now can tell you exactly how AI models talk about your brand. When put in a head-to-head against your competitors, who wins? In what ways are AI models bad-mouthing your brand? Talking up your competitors? Gauge analyzes the results of these questions to tell you the exact positives and negatives surfaced. Beyond that, Gauge can actually trace the source of negativity back to its original destination – whether it be a competitor website, a social post, or something else.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi product hunt! This was truly borne out of the needs from our users.<\/p>\n<p>It’s one thing to know whether or not you’re mentioned in an AI answer. Once you have that, the more important question becomes “how am I talked about?”<\/p>\n<p>We built sentiment to solve this. Gauge runs an analysis across all tracked prompts and answers to find exactly what positives and negatives are being surfaced about you and your brand. <\/p>\n<p>We hope you give it a try and let us know your thoughts!!<\/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\/@caeleanb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@caeleanb<\/a> How do you recommend founders prioritize fixes when negatives pop up in high-volume prompts, like quick content tweaks vs deeper PR plays?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Measuring how a brand is perceived by LLMs is basically a new form of sentiment intelligence \u2014 and I’d argue the financial world needs an equivalent for prediction markets. Polymarket trader behavior is leaking macro signal all the time, and most finance teams still aren’t watching it. That’s actually the problem we’re tackling with PolyMind (<a href=\"https:\/\/polyminds.netlify.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/polyminds.netlify.app\/<\/a>) \u2014 AI-powered alerts on large Polymarket trades as a real-time signal layer. Curious if you’re seeing Gauge Sentiment used by finance or risk teams, or if it’s still mostly marketing today?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<ol>\n<li>\n<p>If AI becomes the interface, then brand narrative inside models is the real battleground.<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/I3JZP5OTZVGECS\" class=\"app-title\">Flow AI<\/a><\/p>\n<div class=\"one-liner\">Turn Linkedin into unlimited leads on auto-pilot<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">98<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Flow AI\u662f\u4e00\u6b3eLinkedIn\u81ea\u52a8\u5316\u9500\u552e\u62d3\u5c55\u5de5\u5177\uff0c\u901a\u8fc7AI\u52a9\u624b\u201cAgent Maya\u201d\u81ea\u52a8\u5bfb\u627e\u6d77\u91cf\u6f5c\u5728\u5ba2\u6237\u3001\u89c4\u6a21\u5316\u53d1\u9001\u4e2a\u6027\u5316\u6d88\u606f\u5e76\u7ba1\u7406\u540e\u7eed\u8ddf\u8fdb\uff0c\u65e8\u5728\u89e3\u51b3\u9500\u552e\u56e2\u961f\u5728LinkedIn\u4e0a\u624b\u52a8\u62d3\u5ba2\u6548\u7387\u4f4e\u4e0b\u3001\u56de\u590d\u7387\u4f4e\u53ca\u6d41\u7a0b\u7e41\u7410\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\/73519147-c055-43f9-be10-a58a7ef07ee2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a823b2ef-eafe-4cf6-a380-b3061c76876c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ead8e4e6-7de9-4fca-b1f4-e6d1d96690b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd17b493-9cb9-41f6-8b73-9c7b12b7a60d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/95d2d9d9-16d1-44d2-9974-ba925508671a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f52ed99e-9b17-43d4-b1e6-ae495a28d201.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/daccf6e1-5996-4866-974c-804834c32e16.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8733cf23-5580-4709-a109-63df1fe85085.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\/1da2df3d-b6de-42c8-a685-01caf1e2fbf3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=ixUKfO4oEGA\"><source src=\"https:\/\/www.youtube.com\/watch?v=ixUKfO4oEGA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Marketing automation<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">LinkedIn\u81ea\u52a8\u5316\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u62d3\u5ba2\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u9500\u552e\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u591a\u8d26\u53f7\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7edf\u4e00\u6536\u4ef6\u7bb1<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u6d41\u7a0b\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">B2B\u9500\u552e<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u5173\u7cfb\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\u4e3b\u8981\u5173\u6ce8\u4e24\u5927\u95ee\u9898\uff1a\u4e00\u662f\u4f7f\u7528\u6b64\u7c7b\u5de5\u5177\u53ef\u80fd\u5bfc\u81f4LinkedIn\u8d26\u53f7\u88ab\u5c01\u7981\u7684\u98ce\u9669\uff0c\u56e2\u961f\u5bf9\u6b64\u8be2\u95ee\u4e86\u4fdd\u969c\u63aa\u65bd\uff1b\u4e8c\u662f\u5bf9AI\u751f\u6210\u6d88\u606f\u7684\u62b5\u89e6\u548c\u8bc6\u522b\u95ee\u9898\uff0c\u62c5\u5fc3\u5f71\u54cd\u6c9f\u901a\u6548\u679c\u3002\u540c\u65f6\uff0c\u7528\u6237\u4e5f\u80af\u5b9a\u4e86\u7edf\u4e00\u6536\u4ef6\u7bb1\u7b49\u56e2\u961f\u534f\u4f5c\u529f\u80fd\u7684\u4ef7\u503c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Flow AI\u4ee3\u8868\u4e86\u5f53\u524dSaaS\u9886\u57df\u4e00\u4e2a\u6e05\u6670\u4f46\u62e5\u6324\u7684\u8d5b\u9053\uff1a\u5c06AI\u201c\u5957\u201d\u5728\u6210\u719f\u793e\u4ea4\u5e73\u53f0\uff08\u6b64\u5904\u662fLinkedIn\uff09\u4e0a\uff0c\u8bd5\u56fe\u5c06\u590d\u6742\u7684\u3001\u5173\u7cfb\u9a71\u52a8\u7684\u9500\u552e\u6d41\u7a0b\u81ea\u52a8\u5316\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u2014\u2014\u6574\u5408\u6f5c\u5728\u5ba2\u6237\u6570\u636e\u5e93\u3001\u591a\u8d26\u53f7\u81ea\u52a8\u89e6\u8fbe\u3001AI\u8f85\u52a9\u64b0\u5199\u3001\u7edf\u4e00\u6536\u4ef6\u7bb1\u2014\u2014\u672c\u8d28\u4e0a\u662f\u5c06\u6570\u4e2a\u72ec\u7acb\u5de5\u5177\uff08\u5982ZoomInfo\u3001Outreach.io\u3001\u90e8\u5206CRM\u529f\u80fd\uff09\u7684\u529f\u80fd\u6253\u5305\uff0c\u5e76\u6346\u7ed1\u5728\u4e00\u4e2a\u201cAI Agent\u201d\u7684\u53d9\u4e8b\u4e0b\u3002\u8fd9\u786e\u5b9e\u51fb\u4e2d\u4e86\u9500\u552e\u56e2\u961f\u201c\u5de5\u5177\u6563\u4e71\u3001\u64cd\u4f5c\u7e41\u7410\u201d\u7684\u75db\u70b9\uff0c\u63d0\u4f9b\u4e86\u64cd\u4f5c\u5c42\u9762\u7684\u4fbf\u5229\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6838\u5fc3\u6311\u6218\u8fdc\u975e\u6280\u672f\u6574\u5408\u6240\u80fd\u89e3\u51b3\u3002\u9996\u5148\uff0c**\u5e73\u53f0\u98ce\u9669\u662f\u8fbe\u6469\u514b\u5229\u65af\u4e4b\u5251**\u3002LinkedIn\u5bf9\u81ea\u52a8\u5316\u5de5\u5177\u5c24\u5176\u662f\u201c\u4e0d\u53d7\u63a7\u201d\u6279\u91cf\u6d88\u606f\u7684\u6253\u51fb\u65e5\u76ca\u4e25\u5389\u3002\u5c3d\u7ba1\u4ea7\u54c1\u5f3a\u8c03\u201c\u4eba\u5de5\u5ba1\u6838\u540e\u53d1\u9001\u201d\uff08Co-pilot\u6a21\u5f0f\uff09\u548c\u201c\u5b89\u5168\u8f6e\u6362\u201d\uff0c\u4f46\u8fd9\u66f4\u50cf\u662f\u4e00\u79cd\u98ce\u9669\u8f6c\u79fb\u548c\u8d23\u4efb\u89c4\u907f\uff0c\u5c06\u5408\u89c4\u538b\u529b\u5b9e\u5219\u8f6c\u5ac1\u7ed9\u4e86\u7528\u6237\u3002\u4e00\u65e6\u5e73\u53f0\u653f\u7b56\u6536\u7d27\u6216\u68c0\u6d4b\u7b97\u6cd5\u5347\u7ea7\uff0c\u5176\u6838\u5fc3\u7684\u201c\u81ea\u52a8\u62d3\u5ba2\u201d\u529f\u80fd\u53ef\u80fd\u77ac\u95f4\u762b\u75ea\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c**\u4ef7\u503c\u4e3b\u5f20\u5b58\u5728\u5185\u5728\u77db\u76fe**\u3002\u5b83\u8bd5\u56fe\u7528\u81ea\u52a8\u5316\u89e3\u51b3\u201c\u4e2a\u6027\u5316\u201d\u548c\u201c\u5efa\u7acb\u5173\u7cfb\u201d\u8fd9\u4e00\u9500\u552e\u672c\u8d28\u95ee\u9898\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u5bf9\u201cAI\u6d88\u606f\u201d\u7684\u53cd\u611f\u548c\u8b66\u60d5\uff0c\u6b63\u662f\u8fd9\u79cd\u77db\u76fe\u7684\u5e02\u573a\u4f53\u73b0\u3002\u5f53\u6240\u6709\u9500\u552e\u90fd\u7528\u7c7b\u4f3c\u7684AI\u5de5\u5177\u751f\u6210\u201c\u5b8c\u7f8e\u201d\u5f00\u573a\u767d\u65f6\uff0c\u4fe1\u606f\u7684\u540c\u8d28\u5316\u5c06\u5bfc\u81f4\u56de\u590d\u7387\u8fdb\u4e00\u6b65\u4e0b\u964d\uff0c\u9677\u5165\u65b0\u4e00\u8f6e\u7684\u519b\u5907\u7ade\u8d5b\u3002\u4ea7\u54c1\u63d0\u4f9b\u7684\u201c\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u5267\u672c\u201d\u53ef\u80fd\u8fc5\u901f\u5931\u6548\uff0c\u53d8\u6210\u5b83\u6700\u521d\u8bd5\u56fe\u89e3\u51b3\u7684\u201c\u8fc7\u65f6\u5267\u672c\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u201c\u81ea\u52a8\u5bfb\u627e\u65e0\u9650\u5ba2\u6237\u201d\uff0c\u800c\u5728\u4e8e\u5176\u4f5c\u4e3a**\u9500\u552e\u56e2\u961f\u7684\u201c\u6548\u7387\u4e2d\u67a2\u201d**\uff0c\u5c06\u5206\u6563\u7684\u6570\u636e\u548c\u52a8\u4f5c\u805a\u5408\uff0c\u5e76\u901a\u8fc7AI\u63d0\u4f9b**\u51b3\u7b56\u8f85\u52a9**\uff08\u5982\u63d0\u793a\u8ddf\u8fdb\u3001\u9ad8\u4eae\u91cd\u70b9\u7ebf\u7d22\uff09\u3002\u5b83\u7684\u957f\u671f\u751f\u5b58\u80fd\u529b\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728LinkedIn\u7684\u89c4\u5219\u7ea2\u7ebf\u5185\uff0c\u4ece\u201c\u7c97\u66b4\u7684\u6d41\u91cf\u8f70\u70b8\u5de5\u5177\u201d\u771f\u6b63\u6f14\u8fdb\u4e3a\u201c\u667a\u80fd\u7684\u9500\u552e\u6d41\u7a0b\u7ba1\u7406\u4e0e\u8d4b\u80fd\u5e73\u53f0\u201d\uff0c\u5e76\u6df1\u5ea6\u89e3\u51b3AI\u6c9f\u901a\u7684\u4fe1\u4efb\u5371\u673a\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u5728\u201c\u5c01\u53f7\u201d\u4e0e\u201c\u6548\u679c\u8870\u51cf\u201d\u53cc\u5203\u5251\u4e0b\u6323\u624e\u7684\u77ed\u671f\u6548\u7387\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Flow AI<\/span>\n <\/div>\n<div class=\"comment-content\">75% OFF with Promo Code (see comments)! Flow AI is the #1 tool to find UNLIMITED ideal buyers, scale multi-sender outreach, and book more meetings on LinkedIn. Search a database of 300M+ contacts and let Agent Maya run outreach across multiple LinkedIn accounts on auto-pilot, co-write your DMs so every reply moves leads to book calls. Plus, you can manage all follow-ups automatically from one inbox. Stop juggling expensive lead databases and separate outreach tools. One tool. More pipeline.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>GET 75% OFF with Promo Code: PRODUCTHUNT26<\/p>\n<p>1. Only available for first 100 signups<br \/>2. Offer ends in 4 days! (April 24th)<\/p>\n<\/p>\n<p>—-<\/p>\n<\/p>\n<p>Hey everyone \ud83d\udc4b<\/p>\n<p>So prospecting has gotten pretty tricky in 2026, right?<\/p>\n<p>\u2192 We’ve got tons of tools<br \/>\u2192 All this automation<br \/>\u2192 AI is literally everywhere<\/p>\n<p>But somehow we still find ourselves stuck trying to find ideal customers, figuring out what to say to them, how to get them to reply, and how to actually fill up our calendar with sales calls.<\/p>\n<p>And to make matters worse:<\/p>\n<p>\u2192 Old outreach playbooks are burned out and no longer work<br \/>\u2192 Founders and teams have zero time to do it manually<br \/>\u2192 Crap reply rates mean no sales calls, which means zero growth<\/p>\n<p>We’ve all been there.<\/p>\n<p>So we built Flow AI – and since our first Product Hunt launch, we’ve been heads-down making it into the one and only platform you NEED to book meetings on LinkedIn.<\/p>\n<p>Here’s how it works:<\/p>\n<p>1. Find your ideal buyers<br \/>Search 300M+ contacts to build targeted lead lists – no Sales Navigator or expensive third-party databases needed.<\/p>\n<p>2. Reach them at scale<br \/>Connect multiple LinkedIn accounts and let Agent Maya manage your outreach on auto-pilot\u2014using a proven campaign. She warms prospects up naturally and builds your network while you sleep.<\/p>\n<p>3. Generate, schedule and send DMs\u2014instantly!<br \/>Maya jumps into co-pilot mode – reads your profile, understands your offer, checks out the prospect, and suggests the perfect reply to move it toward a call. You stay in control and can tweak outputs before sending.<\/p>\n<p>4. Never miss a lead or opportunity<br \/>Every conversation, follow-up, and lead status lives in one inbox and smart CRM. We’ll nudge you on follow-ups, highlight the leads worth focusing on, and make sure nothing slips through the cracks.<\/p>\n<p>All of it follows a proven outreach playbook we’ve refined across hundreds of campaigns.<\/p>\n<p>What’s NEW since our first launch:<\/p>\n<p>\u2192 Lead Finder \u2014 300M+ contact database built in<\/p>\n<p>\u2192 Auto-pilot \u2014 lets Agent Maya run proven campaigns (without any guesswork)<\/p>\n<p>\u2192 Co-pilot \u2014 generate, schedule and send LinkedIn DMs\u2014instantly!<br \/>\u2192 Multi-sender \u2014 run outreach across multiple LinkedIn accounts with safe rotation<br \/>\u2192 Unified Inbox \u2014 teams can manage all conversations from one place<br \/>\u2192 Integrations \u2014 connect your existing GTM stack (HubSpot, Zapier, and more)<\/p>\n<p>And we’ve given a few clients the keys:<\/p>\n<p>“I’ve had over 100 sales calls.” \u2014 Simon Leich, CEO, CS Partners<br \/>“We landed our first 50k enterprise deal within 30 days” – Ashutosh Saitwal, Founder & CEO, KlearStack<\/p>\n<p>We’d love for you to check it out. <\/p>\n<p>Takes 60 seconds to set up.<\/p>\n<p>Welcome to Flow AI. <\/p>\n<p>We’re here to help you build more pipeline.<\/p>\n<p>Can’t wait to hear 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>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\/@iamtomgray\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamtomgray<\/a> hey Tom, your product seems quite interesting but I have one question. LinkedIn is quite notorious for getting the account banned or blocked. If we are using something like your tool, how do we guarantee that it won’t get blocked or flagged as, you know, what activities? What I can believe from my experience is that LinkedIn really hates these bot kinds of applications. Is there any contingency plan for that or any way to avoid getting banned? Let me know. Otherwise this sounds really great and useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@iamtomgray\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamtomgray<\/a> the unified inbox for teams is a game-changer. managing 5+ linkedin accounts for clients across different browser tabs is a nightmare. can we assign specific leads to different team members within the crm?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@priya_kushwaha1 great question! Yes, you absolutely can assign different leads to team members \ud83d\ude42<\/div>\n<div class=\"comment-actions\">\n<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>Watched the video, looks very cool. However, every time someone on Linkedin reaches out to me and it feels AI, I challenge the sender and they subsequent message always falters. Also, I’m not happy when people send me AI generated messages. How is flow handling this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@paul_from_dentro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paul_from_dentro<\/a> It’s a great comment. I actually feel the same. I think we’re all a bit fatigued with the AI slop. That’s why we don’t have messages auto-send. AI acts as a co-pilot, so you can always shape the replies before sending (meaning you’re always in control). It also means you can move 10x the speed. Personally, I found it really useful for ideating on ways to start the conversation and manage replies more meaningfully. I also have a few templates I use that have helped win the reply \/ win the call – we’ve got a playbook on it <a href=\"https:\/\/chooseflow.ai\/outreach-playbook\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/chooseflow.ai\/outreach-playbook<\/a> \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4KD45NJQEHQK7B\" class=\"app-title\">Pioneer<\/a><\/p>\n<div class=\"one-liner\">Fine-tune any LLM in minutes, with one prompt<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Pioneer\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u4efb\u52a1\uff0c\u5168\u81ea\u52a8\u5b8c\u6210\u6570\u636e\u751f\u6210\u3001\u8bad\u7ec3\u3001\u8bc4\u4f30\u548c\u90e8\u7f72\uff0c\u8ba9\u975e\u4e13\u4e1a\u7528\u6237\u5728\u51e0\u5206\u949f\u5185\u5373\u53ef\u5fae\u8c03\u4e13\u7528\u5c0f\u8bed\u8a00\u6a21\u578b\uff0c\u89e3\u51b3\u4f20\u7edf\u6a21\u578b\u5fae\u8c03\u6d41\u7a0b\u590d\u6742\u3001\u8017\u65f6\u6570\u5468\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\/33819d77-7c65-4468-b2fc-f0d66d102b0e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1243bc0a-f3b5-46bd-9bf6-0536768a3e18.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e343310-78f2-45d7-b90c-f83383e25334.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fcf7f666-d3df-4315-b9a0-86aa8bda9927.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\/d99f17ba-7714-41b7-9695-a4fb9ed729ef.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=gf8kGJ3KToQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=gf8kGJ3KToQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6a21\u578b\u5fae\u8c03\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5c0f\u8bed\u8a00\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u673a\u5668\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801AI<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u6301\u7eed\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u5408\u6210\u6570\u636e\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">B2B\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u4ef7\u503c\uff0c\u540c\u65f6\u805a\u7126\u4e8e\u5173\u952e\u95ee\u9898\uff1a1. \u662f\u5426\u652f\u6301\u672c\u5730\u6216\u81ea\u6258\u7ba1\u90e8\u7f72\uff1b2. \u5408\u6210\u6570\u636e\u751f\u6210\u53ef\u80fd\u7ee7\u627f\u57fa\u7840\u6a21\u578b\u7f3a\u9677\uff0c\u5982\u4f55\u786e\u4fdd\u6570\u636e\u591a\u6837\u6027\u4e0e\u8d28\u91cf\uff1b3. \u5728B2B\u5185\u5bb9\u5de5\u4f5c\u6d41\u4e2d\uff0c\u54ea\u4e9b\u57fa\u7840\u6a21\u578b\u548c\u63d0\u793a\u8bcd\u6548\u679c\u6700\u4f73\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 Pioneer\u7684\u6838\u5fc3\u7406\u5ff5\u2014\u2014\u201c\u4e00\u53e5\u63d0\u793a\uff0c\u5fae\u8c03\u6a21\u578b\u201d\u2014\u2014\u770b\u4f3c\u662f\u81ea\u52a8\u5316\u5de5\u5177\u7684\u6548\u7387\u63d0\u5347\uff0c\u5b9e\u5219\u662f\u8bd5\u56fe\u5bf9AI\u751f\u4ea7\u8303\u5f0f\u8fdb\u884c\u4e00\u6b21\u964d\u7ef4\u6253\u51fb\u3002\u5b83\u771f\u6b63\u7684\u91ce\u5fc3\u5e76\u975e\u7b80\u5316\u6d41\u7a0b\uff0c\u800c\u662f\u91cd\u65b0\u5b9a\u4e49\u201c\u6784\u5efa\u8005\u201d\u7684\u8fb9\u754c\uff1a\u5c06\u6a21\u578b\u5b9a\u5236\u80fd\u529b\u4eceML\u5de5\u7a0b\u5e08\u624b\u4e2d\uff0c\u4e0b\u653e\u7ed9\u4efb\u4f55\u80fd\u5199\u63d0\u793a\u8bcd\u7684\u4ea7\u54c1\u7ecf\u7406\u3001\u8fd0\u8425\u6216\u5f00\u53d1\u8005\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u652f\u67f1\u6709\u4e09\uff1a\u5168\u81ea\u52a8\u6d41\u6c34\u7ebf\u3001\u5c0f\u6a21\u578b\u4e13\u4e1a\u5316\u3001\u6a21\u578b\u6301\u7eed\u81ea\u8fdb\u5316\u3002\u6700\u503c\u5f97\u6df1\u7a76\u7684\u662f\u540e\u4e24\u70b9\u3002\u5b83\u62bc\u6ce8\u7684\u662f\u201c\u5c0f\u6a21\u578b\u65f6\u4ee3\u201d\u7684\u7ec6\u5206\u573a\u666f\u7206\u53d1\uff0c\u7528\u5927\u91cf\u5ec9\u4ef7\u3001\u5feb\u901f\u3001\u4e13\u7528\u7684SLM\u66ff\u4ee3\u8c03\u7528\u901a\u7528\u5927\u6a21\u578b\u7684\u6602\u8d35\u4e0e\u8fdf\u949d\uff0c\u8fd9\u5951\u5408\u4e86AI\u5e94\u7528\u4ece\u201c\u901a\u624d\u201d\u8d70\u5411\u201c\u4e13\u624d\u201d\u7684\u4ea7\u4e1a\u8d8b\u52bf\u3002\u800c\u201c\u6301\u7eed\u81ea\u8fdb\u5316\u201d\u6982\u5ff5\u867d\u4eae\u773c\uff0c\u5374\u4e5f\u662f\u6700\u5927\u7684\u6280\u672f\u9ed1\u7bb1\u4e0e\u98ce\u9669\u70b9\uff1a\u81ea\u52a8\u76d1\u63a7\u63a8\u7406\u8f68\u8ff9\u5e76\u91cd\u8bad\u7ec3\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u751f\u4ea7\u73af\u5883\u8fdb\u884c\u95ed\u73af\u5f3a\u5316\u5b66\u4e60\uff0c\u82e5\u65e0\u4e25\u8c28\u7684\u504f\u5dee\u68c0\u6d4b\u4e0e\u7ea0\u6b63\u673a\u5236\uff0c\u6781\u6613\u5bfc\u81f4\u6a21\u578b\u5728\u672a\u77e5\u6570\u636e\u5206\u5e03\u4e0a\u201c\u8dd1\u504f\u201d\u6216\u56fa\u5316\u504f\u89c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u533a\u7684\u5c16\u9510\u63d0\u95ee\u76f4\u6307\u547d\u95e8\uff1a\u5408\u6210\u6570\u636e\u7684\u8d28\u91cf\u662f\u201c\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\u201d\u7684\u73b0\u4ee3\u7248\uff1b\u5c01\u95ed\u7684\u4e91\u6258\u7ba1\u6a21\u5f0f\u53ef\u80fd\u529d\u9000\u6ce8\u91cd\u6570\u636e\u9690\u79c1\u4e0e\u6210\u672c\u63a7\u5236\u7684\u4f01\u4e1a\u7528\u6237\u3002\u8fd9\u610f\u5473\u7740Pioneer\u76ee\u524d\u66f4\u50cf\u662f\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u539f\u578b\u9a8c\u8bc1\u5e73\u53f0\u201d\uff0c\u800c\u975e\u4f01\u4e1a\u7ea7\u89e3\u51b3\u65b9\u6848\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u5728\u4e8e\u81ea\u52a8\u5316\u7a0b\u5ea6\u591a\u9ad8\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u6613\u7528\u6027\u4e0e\u53ef\u63a7\u6027\u3001\u5feb\u901f\u8fed\u4ee3\u4e0e\u751f\u4ea7\u7a33\u5b9a\u6027\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u5e76\u771f\u6b63\u8bc1\u660e\u5176\u81ea\u52a8\u4f18\u5316\u7684\u6a21\u578b\uff0c\u957f\u671f\u6548\u679c\u4f18\u4e8e\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u4eba\u5de5\u5e72\u9884\u6d41\u7a0b\u3002\u5982\u679c\u5b83\u80fd\u653b\u514b\u8fd9\u4e9b\uff0c\u624d\u771f\u6b63\u914d\u5f97\u4e0a\u201cPioneer\u201d\uff08\u5148\u9a71\uff09\u4e4b\u540d\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\">Pioneer<\/span>\n <\/div>\n<div class=\"comment-content\">Fine-tune SLMs in minutes. Describe your task in plain English and our agent handles everything: data generation, training, evals, and deployment. Models deployed on Pioneer also keep improving automatically from live inference data. With Pioneer, anyone who can write a prompt can now build production-grade AI that gets smarter over time.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! Ash here, CEO & co-founder of Pioneer.<\/p>\n<p>Fine-tuning a language model has always been a genuinely hard problem. Collecting data, labeling it, choosing hyperparameters, evaluating your model. It’s a loop that typically takes ML engineers weeks or months of iteration.<\/p>\n<p>Pioneer collapses that entire loop into a single prompt.<\/p>\n<p>Here’s what actually excites me about what we’ve built:<\/p>\n<p>Pioneer handles the full pipeline. Describe your task in plain English and Pioneer generates synthetic training data, selects hyperparameters, fine-tunes the model on cloud GPUs, evaluates it against frontier models, and deploys it. All in under 10 minutes.<\/p>\n<p>Small models are genuinely powerful when specialized. Our benchmarks show fine-tuned SLMs matching or beating GPT-family models on specific tasks, at a fraction of the cost and latency. This matters for agentic systems that need many fast, cheap, specialized models running in parallel.<\/p>\n<p>Deployed models keep improving automatically. This is the part I’m most proud of. Pioneer’s agent continuously monitors inference traces, identifies failure patterns, and retrains, so your model gets better over time without any human intervention.<\/p>\n<p>We built Pioneer because we believe the next era of AI will be built on specialized small models, and we wanted anyone who can write a prompt to be able to build with them.<\/p>\n<p>Watch our launch video: <a href=\"https:\/\/www.youtube.com\/watch?v=gf8kGJ3KToQ\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=gf8kGJ3KToQ<\/a><\/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>hi <a href=\"https:\/\/www.producthunt.com\/@ash_lewis_codes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ash_lewis_codes<\/a> , love the concept of Pioneer and can resonate with the high threshold of SLM fine tuning. Do I understand correctly that the prompt-based fine tuning and continuous fine-tuning refinement through inference can only be supported via cloud hosted models via Pioneer? Is there solution for self-hosted or local inference? thanks and congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ash_lewis_codes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ash_lewis_codes<\/a> For a B2B content workflow, what SLM base model and prompt style have you seen crush GPT benchmarks in early tests?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@ash_lewis_codes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ash_lewis_codes<\/a> hi!<br \/>the synthetic data step is where I’d expect most failure modes to hide.<br \/>if the model generating training data shares the same blind spots as the base model you are fine-tuning, you are reinforcing existing weaknesses instead of patching them.<br \/>how does Pioneer handle that? is there a diversity check on the generated dataset? or some way to detect when synthetic coverage is too narrow before trainning starts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/ZRMXN6HIOGRAIJ\" class=\"app-title\">X Island<\/a><\/p>\n<div class=\"one-liner\">Dynamic Island for AI Coding Agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">95<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>X Island \u662f\u4e00\u6b3e\u5c06Mac\u5218\u6d77\u5c4f\u53d8\u4e3aAI\u7f16\u7a0b\u52a9\u624b\u4efb\u52a1\u63a7\u5236\u4e2d\u5fc3\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u540c\u65f6\u8fd0\u884c\u591a\u4e2aAI\u7f16\u7801\u4ee3\u7406\u65f6\uff0c\u56e0\u6743\u9650\u63d0\u793a\u88ab\u5ffd\u7565\u6216\u4f1a\u8bdd\u72b6\u6001\u4e22\u5931\u800c\u5bfc\u81f4\u7684\u6548\u7387\u4e2d\u65ad\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\/9d83183c-5755-4b78-869a-c1ae43c953f3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f3699b5-c7a5-4244-b58d-c15107a9265a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/100fa04c-6032-4bff-9f9f-5e5ad9a3acd0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ca903fb-d5d0-4da5-89a8-29e4a1c13e9a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ae5864e1-bc83-43d9-a1c2-f8421f096f3a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc0c6b1a-4d09-432d-b4f9-0480f09e4bb0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Mac\u4e13\u5c5e\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u52a8\u6001\u5c9b\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u63d0\u793a\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u4efb\u52a1\u76d1\u63a7<\/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\u4e24\u6781\u3002\u6838\u5fc3\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u6743\u9650\u63d0\u793a\u88ab\u5ffd\u7565\u201d\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5e76\u8be2\u95ee\u6280\u672f\u7ec6\u8282\u3002\u4f46\u591a\u540d\u7528\u6237\u5728\u901a\u8fc7Homebrew\u5b89\u88c5\u65f6\u9047\u5230\u4e25\u91cd\u7684\u6821\u9a8c\u548c\u9519\u8bef\uff0c\u5bfc\u81f4\u5b89\u88c5\u5931\u8d25\uff0c\u66b4\u9732\u4e86\u4ea7\u54c1\u5728\u5206\u53d1\u548c\u7248\u672c\u7ba1\u7406\u4e0a\u7684\u660e\u663e\u7f3a\u9677\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 X Island \u7cbe\u51c6\u5730\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u65b0\u5174\u4e14\u5177\u4f53\u7684\u751f\u4ea7\u529b\u75db\u70b9\uff1a\u968f\u7740Claude Code\u3001Gemini CLI\u7b49AI\u7f16\u7801\u4ee3\u7406\u7684\u666e\u53ca\uff0c\u5f00\u53d1\u8005\u4ece\u201c\u5355\u7ebf\u7a0b\u201d\u4f7f\u7528\u8f6c\u5411\u201c\u591a\u4ee3\u7406\u5e76\u884c\u201d\uff0c\u4f20\u7edf\u7684\u7ec8\u7aef\u7a97\u53e3\u7ba1\u7406\u65b9\u5f0f\u5f7b\u5e95\u5931\u6548\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u52a8\u6001\u5c9b\u201dUI\u5671\u5934\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a**\u672c\u5730\u3001\u7edf\u4e00\u7684\u4ee3\u7406\u4f1a\u8bdd\u76d1\u63a7\u4e0e\u7ba1\u7406\u5c42**\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u201cAI\u4ee3\u7406\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u5c06\u6563\u843d\u5728\u5404\u7ec8\u7aef\u3001\u5404\u7a97\u53e3\u7684\u5f02\u6b65\u8fdb\u7a0b\u72b6\u6001\u53ef\u89c6\u5316\u3001\u53ef\u4ea4\u4e92\u5316\uff0c\u5c06\u4eba\u627e\u4fe1\u606f\u7684\u6a21\u5f0f\u9006\u8f6c\u4e3a\u4eba\u88ab\u4fe1\u606f\u4e3b\u52a8\u3001\u65e0\u611f\u5730\u63d0\u793a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u672c\u5730\u4f18\u5148\u3001\u65e0\u8d26\u6237\u201d\u7684\u6781\u5ba2\u5f0f\u7406\u60f3\uff0c\u5728\u73b0\u5b9e\u5206\u53d1\u4e2d\u906d\u9047\u4e86\u6ed1\u94c1\u5362\u3002Homebrew\u5b89\u88c5\u7684\u6821\u9a8c\u548c\u9519\u8bef\u662f\u81f4\u547d\u4f24\uff0c\u76f4\u63a5\u963b\u65ad\u4e86\u76ee\u6807\u7528\u6237\uff08\u7cbe\u901a\u6280\u672f\u7684\u5f00\u53d1\u8005\uff09\u7684\u4f53\u9a8c\u8def\u5f84\uff0c\u66b4\u9732\u51fa\u65e9\u671f\u4ea7\u54c1\u5728\u5de5\u7a0b\u4e25\u8c28\u6027\u4e0a\u7684\u77ed\u677f\u3002\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u6545\u969c\uff0c\u66f4\u662f\u4ea7\u54c1\u4fe1\u4efb\u7684\u5d29\u584c\u3002\u5f00\u53d1\u8005\u793e\u533a\u53ef\u4ee5\u5bb9\u5fcd\u65e9\u671f\u529f\u80fd\u7b80\u964b\uff0c\u4f46\u65e0\u6cd5\u5bb9\u5fcd\u5b89\u88c5\u5931\u8d25\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0c\u5176\u6784\u60f3\u5177\u5907\u524d\u77bb\u6027\u3002\u82e5\u89e3\u51b3\u7a33\u5b9a\u6027\u95ee\u9898\uff0c\u5b83\u53ef\u80fd\u6210\u4e3aAI\u539f\u751f\u5f00\u53d1\u5de5\u4f5c\u6d41\u7684\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u3002\u4f46\u5176\u62a4\u57ce\u6cb3\u5c1a\u6d45\uff0c\u529f\u80fd\u6613\u88ab\u6a21\u4eff\uff0c\u4e14\u4e25\u91cd\u4f9d\u8d56\u4e0a\u6e38AI\u4ee3\u7406\u7684CLI\u8bbe\u8ba1\u3002\u5b83\u5fc5\u987b\u5feb\u901f\u8fed\u4ee3\uff0c\u4ece\u201c\u76d1\u63a7\u201d\u8d70\u5411\u66f4\u6df1\u5ea6\u7684\u201c\u8c03\u5ea6\u201d\u4e0e\u201c\u7f16\u6392\u201d\uff0c\u624d\u80fd\u771f\u6b63\u6784\u7b51\u58c1\u5792\uff0c\u800c\u975e\u4ec5\u4f5c\u4e3a\u4e00\u4e2a\u4f18\u96c5\u7684\u201c\u63d0\u793a\u901a\u77e5\u5668\u201d\u3002\u5f53\u524d\u7248\u672c\u662f\u4e00\u4e2a\u5145\u6ee1\u6d1e\u89c1\u4f46\u4ea4\u4ed8\u7c97\u7cd9\u7684\u201c\u534a\u6210\u54c1\u201d\uff0c\u5176\u6210\u8d25\u5c06\u53d6\u51b3\u4e8e\u56e2\u961f\u80fd\u5426\u4ee5\u6781\u5ba2\u6807\u51c6\u89e3\u51b3\u6781\u5ba2\u9047\u5230\u7684\u95ee\u9898\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">X Island<\/span>\n <\/div>\n<div class=\"comment-content\">xIsland turns the notch into mission control for Claude Code, Codex, and Gemini CLI, etc. Never miss a permission prompt, see every session at a glance, answer questions, approve requests, and jump back to the right terminal panel in one click. Local-first, no cloud, no account.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">If you run Claude Code, Codex, or Gemini CLI, you know the pattern: you spin up ten agent sessions across a handful of terminal windows, context-switch into something else, and forget. One of them hits a permission prompt. Twenty minutes later you come back and it’s still sitting there \u2014 blocked, waiting on a keystroke you never saw.<\/p>\n<p>XIsland is the Dynamic Island for your AI Coding Agents, lives in your Mac’s notch and watches every agent session running on your machine.<\/p>\n<p> \u2014 Question and Permission prompts surface the moment they happen. Approve or deny in one keystroke.<br \/>\n \u2014 One-click jump to the exact terminal tab or pane, across Terminal.app, Ghostty, iTerm, Warp, WezTerm, and Kaku.<br \/>\n \u2014 Live view of what every agent is doing: prompting, thinking, running tools, blocked, done.<br \/>\n \u2014 Local-first. No server, no account, no telemetry. Everything runs over a Unix socket on your Mac.<br \/>\n \u2014 One-click hook install for Claude Code, Codex, Gemini CLI, and OpenCode.<\/p>\n<p>Built because I got tired of Cmd+Tab roulette at 2am waiting on a permission prompt I didn’t know existed. Would love your feedback \u2014 especially from folks running multiple agents in parallel.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bluedusk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bluedusk<\/a> How did you handle edge cases like nested agents or custom tools that might throw unexpected prompts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Warning: <br \/>Checksum of brew install doesn’t match. <\/p>\n<p>Cask reports different checksum: <br \/>5f7a22bb3abf3986e49d84efc2143af937c34efe835a906e29d7e4ffcda069db<\/p>\n<p>SHA-256 checksum of downloaded file: 9fe67225facf50d83c283db495851f1abba076dbfe01c6c53672cbbcee20c092<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I want to install but also hit the same error reported by <a href=\"https:\/\/www.producthunt.com\/@digisome\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"digisome\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@digisome<\/a> <\/p>\n<p>First I tried this brew install as shown here: <a href=\"https:\/\/xisland.app\/docs\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/xisland.app\/docs\/<\/a><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5dcb1f9-efa9-46f0-8d18-49d71956bfce.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<pre><code>brew install --cask xisland\n\u2714\ufe0e JSON API cask.jws.json Downloaded 15.5MB\/ 15.5MB\n\u2714\ufe0e JSON API formula.jws.json Downloaded 32.0MB\/ 32.0MB\nWarning: Cask 'xisland' is unavailable: No Cask with this name exists.\n==> Searching for similarly named casks...\nError: No casks found for xisland.<\/code><\/pre>\n<\/p>\n<p>Then tried the brew install path shown on the landing page:<\/p>\n<pre><code>brew install --cask bluedusk\/xisland\/x-island\n==> Auto-updating Homebrew...\nAdjust how often this is run with `$HOMEBREW_AUTO_UPDATE_SECS` or disable with\n`$HOMEBREW_NO_AUTO_UPDATE=1`. Hide these hints with `$HOMEBREW_NO_ENV_HINTS=1` (see `man brew`).\n==> Tapping bluedusk\/xisland\nCloning into '\/opt\/homebrew\/Library\/Taps\/bluedusk\/homebrew-xisland'...\nremote: Enumerating objects: 40, done.\nremote: Counting objects: 100% (40\/40), done.\nremote: Compressing objects: 100% (20\/20), done.\nremote: Total 40 (delta 9), reused 0 (delta 0), pack-reused 0 (from 0)\nReceiving objects: 100% (40\/40), done.\nResolving deltas: 100% (9\/9), done.\nTapped 1 cask (13 files, 10KB).\n==> Fetching downloads for: bluedusk\/xisland\/x-island\n\u2718 Cask x-island (0.12.0) Verifying 7.7MB\/ 7.7MB\nError: Cask reports different checksum: 5f7a22bb3abf3986e49d84efc2143af937c34efe835a906e29d7e4ffcda069db\n SHA-256 checksum of downloaded file: 9fe67225facf50d83c283db495851f1abba076dbfe01c6c53672cbbcee20c092<\/code><\/pre>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1beae183-3489-42a2-851c-1e60ed477f0f.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<\/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\/OSVML2IHZCDE32\" class=\"app-title\">illumi<\/a><\/p>\n<div class=\"one-liner\">AI visual workspace that takes you from thinking to delivery<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">92<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eAI\u89c6\u89c9\u5de5\u4f5c\u7a7a\u95f4\uff0c\u65e8\u5728\u5e2e\u52a9\u8425\u9500\u3001\u54a8\u8be2\u7b49\u56e2\u961f\u5728\u590d\u6742\u7684\u9879\u76ee\u534f\u4f5c\u4e2d\uff0c\u5c06\u96f6\u6563\u7684\u6784\u601d\u3001\u7b14\u8bb0\u7b49\u6df7\u4e71\u8f93\u5165\uff0c\u7ed3\u6784\u5316\u5730\u68b3\u7406\u5e76\u76f4\u63a5\u8f6c\u5316\u4e3a\u53ef\u53d1\u5e03\u7684\u6210\u679c\uff0c\u89e3\u51b3\u4ece\u6784\u601d\u5230\u4ea4\u4ed8\u8fc7\u7a0b\u4e2d\u601d\u7ef4\u65ad\u5c42\u3001\u5de5\u5177\u5207\u6362\u7e41\u7410\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b08f7e16-7e5d-4a9c-953b-8b0458266ca4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2c8d7d4f-4297-4458-b033-bae5a2ba4f3c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/01a66072-f13d-4664-8003-2985ad5f892a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4d253d71-d980-4070-90ef-e07d3d7b4f91.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e08db4de-6928-4a41-894c-295130f39f51.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a20a158a-54f1-4a15-8e49-bf4e150ce8d9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f75b23cc-9a29-4c05-997d-c66e7d234bb8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b785b36-bf6a-4ca5-958e-cde3943e4023.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\">Remote Work<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u89c9\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u601d\u7ef4\u6574\u7406<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ed3\u6784\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u753b\u5e03<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u4ea4\u4ed8<\/span><br \/>\n <span class=\"tag\">\u5934\u8111\u98ce\u66b4<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u80af\u5b9a\u5176\u89c6\u89c9\u5316AI\u534f\u4f5c\u4ef7\u503c\u3002\u6709\u6548\u5efa\u8bae\u5305\u62ec\uff1a\u4fbf\u7b7e\u529f\u80fd\u9700\u4f18\u5316\uff08\u5982\u8c03\u6574\u5927\u5c0f\u3001\u989c\u8272\u9009\u62e9\u5668\u66f4\u9192\u76ee\uff09\u3002\u521b\u59cb\u4eba\u79ef\u6781\u56de\u590d\uff0c\u63a2\u8ba8\u8bbe\u8ba1\u53d6\u820d\u3002\u7528\u6237\u8be2\u95eeAPI\/Webhook\u96c6\u6210\u8ba1\u5212\uff0c\u56e2\u961f\u786e\u8ba4\u5df2\u6709API\u5e76\u9884\u544a\u5c06\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 illumi\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2aAI\u804a\u5929\u673a\u5668\u4eba\u6216\u7b80\u5355\u7684\u767d\u677f\u5de5\u5177\uff0c\u800c\u8bd5\u56fe\u6210\u4e3a\u8fde\u63a5\u201c\u6df7\u4e71\u601d\u8003\u201d\u4e0e\u201c\u7ed3\u6784\u5316\u8f93\u51fa\u201d\u7684\u4e2d\u95f4\u5c42\u64cd\u4f5c\u7cfb\u7edf\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u6d1e\u5bdf\u662f\uff1a\u5f53\u524dAI\u5de5\u5177\u5e76\u672a\u51cf\u8f7b\u77e5\u8bc6\u5de5\u4f5c\u8005\u7684\u6838\u5fc3\u8ba4\u77e5\u8d1f\u8377\u2014\u2014\u5373\u5728\u4fe1\u606f\u788e\u7247\u5316\u3001\u591a\u65b9\u8f93\u5165\u7684\u573a\u666f\u4e0b\uff0c\u68b3\u7406\u8109\u7edc\u3001\u6784\u5efa\u4e0a\u4e0b\u6587\u672c\u8eab\u4ecd\u662f\u91cd\u8111\u529b\u52b3\u52a8\u3002\u4ea7\u54c1\u901a\u8fc7\u4e00\u4e2a\u53ef\u5171\u4eab\u7684\u89c6\u89c9\u753b\u5e03\uff0c\u5c06\u591a\u79cdAI\u6a21\u578b\u4f5c\u4e3a\u201c\u5904\u7406\u5355\u5143\u201d\u5d4c\u5165\u601d\u8003\u6d41\u7a0b\uff0c\u8ba9\u601d\u7ef4\u8fc7\u7a0b\u5f97\u4ee5\u6301\u7eed\u6c89\u6dc0\u548c\u6f14\u8fdb\uff0c\u6700\u7ec8\u6307\u5411\u4ea4\u4ed8\u7269\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5b83\u5207\u5165\u7684\u662f\u4e00\u4e2a\u9ad8\u5ea6\u4f9d\u8d56\u73b0\u6709\u5de5\u4f5c\u6d41\uff08\u5982Miro + Docs + ChatGPT\u7ec4\u5408\uff09\u7684\u4e13\u4e1a\u9886\u57df\uff0c\u8fc1\u79fb\u6210\u672c\u9ad8\uff0c\u9700\u8bc1\u660e\u5176\u201c\u4e00\u4f53\u5316\u201d\u4ef7\u503c\u8fdc\u8d85\u5de5\u5177\u5207\u6362\u5e26\u6765\u7684\u6469\u64e6\u3002\u5176\u6b21\uff0c\u201c\u4fdd\u6301\u4e0a\u4e0b\u6587\u201d\u8fd9\u4e00\u6838\u5fc3\u5356\u70b9\uff0c\u5728\u590d\u6742\u9879\u76ee\u4e2d\u7684\u6280\u672f\u5b9e\u73b0\u96be\u5ea6\u6781\u9ad8\uff0c\u5982\u4f55\u667a\u80fd\u5730\u5173\u8054\u3001\u63d0\u70bc\u753b\u5e03\u4e0a\u7684\u975e\u7ed3\u6784\u5316\u4fe1\u606f\uff0c\u800c\u975e\u6ca6\u4e3a\u9ad8\u7ea7\u7c98\u8d34\u677f\uff0c\u662f\u5bf9\u5176AI\u80fd\u529b\u7684\u771f\u6b63\u8003\u9a8c\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u65e9\u671f\u7528\u6237\u867d\u8ba4\u53ef\u65b9\u5411\uff0c\u4f46\u53cd\u9988\u4ecd\u96c6\u4e2d\u4e8e\u57fa\u7840\u4ea4\u4e92\uff08\u5982\u4fbf\u7b7e\u989c\u8272\uff09\uff0c\u8fd9\u63d0\u793a\u5176\u5f53\u524d\u4f53\u9a8c\u4e0e\u201c\u65e0\u7f1d\u201d\u613f\u666f\u4ecd\u6709\u8ddd\u79bb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0c\u5176\u201c\u53ef\u79fb\u690d\u7684\u601d\u8003\u5c42\u201d\u6784\u60f3\u9887\u5177\u60f3\u8c61\u529b\uff0c\u65e8\u5728\u6210\u4e3a\u56e2\u961f\u7684\u77e5\u8bc6\u4e2d\u67a2\u3002\u4f46\u6210\u529f\u4e0e\u5426\u53d6\u51b3\u4e8e\u80fd\u5426\u6784\u5efa\u8d77\u771f\u6b63\u7684\u7f51\u7edc\u6548\u5e94\uff1a\u4e0d\u4ec5\u8fde\u63a5\u4eba\u4e0eAI\uff0c\u66f4\u8fde\u63a5\u4e0d\u540c\u89d2\u8272\u3001\u9879\u76ee\u4e0e\u5916\u90e8\u5de5\u5177\uff0c\u5f62\u6210\u751f\u6001\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u670d\u52a1\u4e8e\u7279\u5b9a\u573a\u666f\u7684\u7cbe\u81f4\u5782\u76f4\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">illumi<\/span>\n <\/div>\n<div class=\"comment-content\">illumi is an AI visual workspace for turning complex thinking into publish-ready work. Capture ideas, structure your context, and go from messy input to finished output without losing the thread or juggling tools.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Product Hunt!<\/p>\n<\/p>\n<p>Andrey here, co-founder of illumi. Ling and I have been building toward today for a while, and we’re excited to finally share it.<\/p>\n<\/p>\n<p>The idea came from watching the same patterns repeat across consultants, marketers and founders. After any ideation sessions, someone still had to turn scattered notes and half-finished thinking into a more polished result, and that transition consistently takes the most brainpower. When AI tools arrived, we started asking everyone we talked to the same question: do you actually feel less exhausted, or just differently exhausted? (like brain fry?)<\/p>\n<\/p>\n<p>Before you can generate anything with good quality by AI, you have to structure the chaos: half-formed ideas, sticky notes, workshop recordings, competing frameworks. Most AI tools hand you an answer once you’ve assembled everything yourself; we want to give your thinking somewhere to live while it’s still messy, then carries it through to a finished output.<\/p>\n<\/p>\n<p>illumi is a visual workspace that connects multiple AI models on a shareable canvas, built for those accountable for turning messy group input into clear outcomes. You start with the raw input, explore and structure it on the canvas, keep your context intact as the thinking evolves, and end with a publish-ready deliverable in a single workspace.<\/p>\n<\/p>\n<p>We built it for teams that carry heavy, evolving knowledge across client projects, such as marketers, consultants, PMs. The longer goal is to make that thinking layer portable: a shared memory layer where business and technical teammates draw from the same knowledge base, feeding both their own thinking and their AI tools, and easily share across.<\/p>\n<\/p>\n<p>If you’ve ever lost your train of thought between messy ideation and the final deliverable, try illumi.<\/p>\n<\/p>\n<p>Andrey<\/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\/@andrey_leskov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrey_leskov<\/a> Awesome! Been following you folks from day 1 and seen the growth. Let\u2019s hope everyone would love what you have done as I have.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pretty landing page (illustrations) \ud83d\ude42<\/p>\n<p>Suggestion:<br \/>\u2013 when adding a sticky note, I would welcome the “form” it (resize)<br \/>\u2013 also I didn’t notice where to change its colours (maybe some inspiration from the Figma Jam toolbar could make it more visible)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@busmark_w_nika If you are looking for an expert Email Marketer who can guide through.. mind if I recommend one?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thank you for trying illumi!<\/p>\n<\/p>\n<p>Do you mean you want to resize the sticky notes? We intentionally kept it very simple to hold minimal amount of text. And Notes are designed to hold the real information. They are resizable and support rich text. <\/p>\n<\/p>\n<p>Sticky note colour picker is in the right bottom, collapsed by default:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/032a14a1-52df-41f9-8c65-10989a047425.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>We always have internal debates where to put what toolbar elements, can you share what do you find nice in Figma Jam toolbar?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Have been using it since beta and a big fan of it \ud83d\ude4c It\u2019s great for teams that want to collaborate in a visual way with AI help! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stephen_tung2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stephen_tung2<\/a> Thanks a lot for your warm words! We worked hard to implement some of the feedback you provided to us, and we’re happy to be the tool of your 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>love it! been using it for over a year for my brainstorming process in writing <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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_chepenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_chepenko<\/a> Thanks a lot Dany! When you joined our PoC it was so crappy! I’m proud we could still help you with brainstorming! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 promising! I can see this being useful for product strategy sessions. Our workflow today is usually Miro -> docs -> ChatGPT \/ Claude \u2192 slides or our PM tool, so there\u2019s a fair bit of back-and-forth.<\/p>\n<p>Do you have plans to support more AI models or open up APIs\/webhooks for 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\/@shuk_huay_koh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shuk_huay_koh<\/a> Thanks the the interest! <\/p>\n<\/p>\n<p>We support most of the latest models at the moment and are updating them regularly. APIs are already there so integrations can be done. However, we have not optimised it yet for integration purposes, and webhooks are coming soon.<\/p>\n<\/p>\n<p> Product strategy sessions require multi-angle analysis, and I saw people just squeezing it into ChatGPT. I like your workflow of giving space for brainstorming in Miro, and then moving to AI for detailed analysis. I think we can be useful in such scenario. Do you produce something else besides slides during this workflow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/S4EZASAUIJPUJ6\" class=\"app-title\">RapidNative<\/a><\/p>\n<div class=\"one-liner\">The AI app builder that actually builds the whole app<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>RapidNative v2\u662f\u4e00\u6b3e\u5168\u6808AI\u5e94\u7528\u6784\u5efa\u5de5\u5177\uff0c\u53ef\u5c06\u8349\u56fe\u3001\u63cf\u8ff0\u6216\u8bbe\u8ba1\u6587\u4ef6\u76f4\u63a5\u8f6c\u5316\u4e3a\u5305\u542b\u6570\u636e\u5e93\u3001\u8ba4\u8bc1\u3001\u6587\u4ef6\u5b58\u50a8\u548c\u5b9e\u65f6\u66f4\u65b0\u7684\u5b8c\u6574\u53ef\u8fd0\u884c\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u4ece\u521b\u610f\u5230\u53ef\u90e8\u7f72\u5e94\u7528\u8fc7\u7a0b\u4e2d\u9700\u8981\u72ec\u7acb\u5f00\u53d1\u524d\u540e\u7aef\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\/c6b855f3-f12f-482b-9d8a-18d36324b25e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de85e290-efb4-4ed1-8e71-2b3ba08c5d68.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9bc1df22-50f4-48a9-9fbc-0b8fa633ae54.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/93c418af-2cf7-4d39-8f88-4c422229681c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d85d0728-7a5e-43d6-b075-092c80cf3481.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b536654-1439-46d1-a912-9b898c41f7b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6c72fd8e-712c-4b3f-b248-a418050d350e.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\/162359f7-83a6-4a71-b273-c096844e9918.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/niTm0djh0RI\"><source src=\"https:\/\/youtu.be\/niTm0djh0RI\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e94\u7528\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\/\u4f4e\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u5168\u6808\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u540e\u7aef\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e\u5e93<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668IDE<\/span><br \/>\n <span class=\"tag\">\u4ece\u8bbe\u8ba1\u5230\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u73b0\u4ee3\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\u4ea7\u54c1\u7684\u6838\u5fc3\u7a81\u7834\uff08\u5168\u6808\u751f\u6210\uff09\u53ca\u5176\u5b9e\u7528\u6027\u7ec6\u8282\u3002\u6709\u6548\u95ee\u9898\u5305\u62ec\uff1a\u8bbe\u8ba1\u6a21\u5f0f\u4e2d\u7684\u6a21\u62df\u6570\u636e\u5982\u4f55\u5e2e\u52a9\u975e\u5f00\u53d1\u8005\u8fed\u4ee3\u771f\u5b9e\u7528\u6237\u6d41\u7a0b\uff1b\u4ee5\u53ca\u751f\u6210\u540e\u5982\u4f55\u5904\u7406\u6570\u636e\u5e93\u6a21\u5f0f\u53d8\u66f4\uff08\u5168\u91cf\u91cd\u5efa\u8fd8\u662f\u589e\u91cf\u8fc1\u79fb\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n RapidNative v2\u6240\u6807\u699c\u7684\u201c\u5168\u6808\u751f\u6210\u201d\u786e\u5b9e\u5207\u4e2d\u4e86\u5f53\u524dAI\u8f85\u52a9\u5f00\u53d1\u5de5\u5177\u7684\u666e\u904d\u8f6f\u808b\u2014\u2014\u524d\u7aef\u754c\u9762\u4e0e\u540e\u7aef\u903b\u8f91\u7684\u5272\u88c2\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u201c\u751f\u6210\u201d\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u901a\u8fc7\u9884\u8bbe\u7684\u3001\u4e00\u4f53\u5316\u7684\u67b6\u6784\uff08\u6570\u636e\u5e93\u3001\u8ba4\u8bc1\u3001\u5b58\u50a8\u3001\u5b9e\u65f6\uff09\uff0c\u5c06\u5e94\u7528\u5f00\u53d1\u4ece\u201c\u7ec4\u88c5\u5206\u5e03\u5f0f\u670d\u52a1\u201d\u7684\u590d\u6742\u5de5\u7a0b\uff0c\u7b80\u5316\u4e3a\u201c\u5b9a\u4e49\u4e1a\u52a1\u903b\u8f91\u201d\u7684\u5355\u4e00\u4efb\u52a1\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u6700\u4f73\u5b9e\u8df5\u548c\u67b6\u6784\u51b3\u7b56\u4ea7\u54c1\u5316\uff0c\u7528\u7ea6\u675f\u6027\u6362\u53d6\u901f\u5ea6\u548c\u4e00\u81f4\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6df1\u5c42\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u4e00\u4f53\u5316\u751f\u6210\u201d\u5728\u521d\u671f\u5e26\u6765\u4fbf\u5229\u7684\u540c\u65f6\uff0c\u53ef\u80fd\u6210\u4e3a\u540e\u671f\u5b9a\u5236\u5316\u548c\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u7684\u67b7\u9501\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u6a21\u5f0f\u53d8\u66f4\u201d\u7684\u63d0\u95ee\u76f4\u63a5\u547d\u4e2d\u4e86\u8fd9\u4e00\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u5176\u6b21\uff0c\u5b83\u8bd5\u56fe\u670d\u52a1\u4ece\u201c\u8349\u56fe\u521b\u610f\u8005\u201d\u5230\u201c\u9700\u8981\u53d1\u5e03\u5e94\u7528\u7684\u4ea7\u54c1\u56e2\u961f\u201d\u8fd9\u4e00\u8fc7\u4e8e\u5bbd\u6cdb\u7684\u5ba2\u7fa4\uff0c\u4f46\u8fd9\u4e24\u7c7b\u7528\u6237\u7684\u6838\u5fc3\u8bc9\u6c42\uff08\u5feb\u901f\u53ef\u89c6\u5316\u9a8c\u8bc1 vs. \u7a33\u5b9a\u3001\u53ef\u6269\u5c55\u3001\u53ef\u7ef4\u62a4\u7684\u90e8\u7f72\uff09\u5b58\u5728\u6839\u672c\u77db\u76fe\u3002\u6700\u540e\uff0c\u5176\u201c\u5b8c\u5168\u5728\u6d4f\u89c8\u5668\u4e2d\u8fd0\u884c\u201d\u7684\u5356\u70b9\uff0c\u5728\u5f70\u663e\u4fbf\u6377\u6027\u7684\u540c\u65f6\uff0c\u4e5f\u8ba9\u4eba\u5bf9\u5176\u5904\u7406\u590d\u6742\u9879\u76ee\u65f6\u7684\u6027\u80fd\u8fb9\u754c\u3001\u6570\u636e\u5b89\u5168\u53ca\u4e0e\u6210\u719f\u672c\u5730\u5f00\u53d1\u5de5\u5177\u94fe\u7684\u6574\u5408\u80fd\u529b\u4ea7\u751f\u7591\u95ee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cRapidNative v2\u662f\u4e00\u6b21\u6709\u4ef7\u503c\u7684\u6fc0\u8fdb\u5c1d\u8bd5\uff0c\u5b83\u8bd5\u56fe\u5c06\u5e94\u7528\u5f00\u53d1\u8fdb\u4e00\u6b65\u201c\u538b\u7f29\u201d\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u751f\u6210\u4e00\u4e2a\u201cHello World\u201d\u5168\u6808\u5e94\u7528\uff0c\u800c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u4fdd\u6301\u201c\u5168\u6808\u4e00\u4f53\u201d\u4f18\u52bf\u7684\u524d\u63d0\u4e0b\uff0c\u4f18\u96c5\u5730\u89e3\u51b3\u5e94\u7528\u751f\u547d\u5468\u671f\u4e2d\u5fc5\u7136\u51fa\u73b0\u7684\u201c\u53d8\u5316\u201d\u4e0e\u201c\u590d\u6742\u201d\u95ee\u9898\uff0c\u4ece\u800c\u8de8\u8d8a\u4ece\u201c\u60ca\u8273\u539f\u578b\u201d\u5230\u201c\u53ef\u9760\u4ea7\u54c1\u201d\u7684\u9e3f\u6c9f\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\">RapidNative<\/span>\n <\/div>\n<div class=\"comment-content\">RapidNative v2 turns your idea into a complete, working app. Not just screens. Fullstack. Database, authentication, file storage, and real-time updates, all generated together as one coherent app. Describe it in plain English. Sketch it on a napkin. Upload a Figma file. Paste a PRD. However your idea exists, RapidNative builds the real thing.<\/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>Sanket here \u2014 some of you might remember when we launched RapidNative last year.<\/p>\n<p><strong>200,000+ screens generated.<\/strong> Hundreds of real apps shipped. But I knew we could do better. So we spent the past year rebuilding everything from scratch.<\/p>\n<p><strong>Why we rebuilt it<\/strong><\/p>\n<p>I’ve been building dev tools for a decade \u2014 GeekyAnts, NativeBase, gluestack, BuilderX. Same frustration every time: <em>why is it still so hard to go from idea to working app?<\/em><\/p>\n<p>Every app builder gave you pretty screens. But no real backend. No database. No auth. You still needed a developer to make it actually work.<\/p>\n<p>RapidNative v2 fixes that<\/p>\n<p>You get a full-stack app \u2014 <strong>database, auth, file storage, real-time updates<\/strong> \u2014 all generated together.<\/p>\n<p>My favourite part? <strong>Built entirely in the browser.<\/strong> No downloads. No Xcode. No setup. I’ve been shipping apps from a caravan while travelling. \ud83d\ude04<\/p>\n<p>\ud83d\udcac <strong>Would love your feedback<\/strong><\/p>\n<p>Full mock data in design mode \u2014 as useful as we think it is?<\/p>\n<p>PWA \/ Add to Homescreen \u2014 does skipping the App Store matter to you?<\/p>\n<p>What integrations are next? RevenueCat, Google Maps, and AI SDK are on our list.<\/p>\n<p>Try it free \u2014 no credit card, no demo calls.<\/p>\n<p>I read every single comment.<\/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\/@sanketsahu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sanketsahu<\/a> How does the full mock data in design mode help non-devs iterate faster on real user flows before going live?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 fullstack angle is the interesting bit. Most AI app builders stop at the UI and leave you wiring auth, db, and realtime yourself, which is usually where things actually break. How do you handle schema changes after the first generation, regenerate or incremental migrations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/7NVRSAQYY7VJDW\" class=\"app-title\">YourMemory<\/a><\/p>\n<div class=\"one-liner\">Cut token waste by 84% with self pruning MCP memory<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>YourMemory\u662f\u4e00\u6b3e\u4e3aAI\u667a\u80fd\u4f53\u8bbe\u8ba1\u7684\u672c\u5730\u5316\u8bb0\u5fc6\u7ba1\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u6a21\u62df\u4eba\u7c7b\u9057\u5fd8\u66f2\u7ebf\u7684\u201c\u81ea\u6211\u4fee\u526a\u201d\u673a\u5236\u4e0e\u56fe\u5f15\u64ce\u6280\u672f\uff0c\u5728AI\u7f16\u7a0b\u3001\u5185\u5bb9\u751f\u6210\u7b49\u6301\u7eed\u4ea4\u4e92\u573a\u666f\u4e2d\uff0c\u667a\u80fd\u6e05\u7406\u8fc7\u65f6\u4e0a\u4e0b\u6587\uff0c\u89e3\u51b3\u667a\u80fd\u4f53\u56e0\u8bb0\u5fc6\u6df7\u4e71\u5bfc\u81f4\u7684\u201c\u5065\u5fd8\u201d\u6216\u201c\u4fe1\u606f\u6de4\u585e\u201d\u63a8\u7406\u80fd\u529b\u4e0b\u964d\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a0e412d-93f1-498f-ba5c-37928356e0e9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/80cbc29c-3e52-4ba6-97ef-584d9f117882.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3089b19d-8ada-48f8-ae1f-1e2a10f49ca9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2175c01c-7c45-416e-adf1-abe3af807997.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45500487-c323-4704-b57b-17f931837f7c.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\/d2ae0871-b7ea-4ecc-a27a-03e7180f3f71.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/EUt2PLIPC-U\"><source src=\"https:\/\/youtu.be\/EUt2PLIPC-U\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Storage<\/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\u667a\u80fd\u4f53\u8bb0\u5fc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9057\u5fd8\u66f2\u7ebf\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u56fe\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">Token\u8282\u7701<\/span><br \/>\n <span class=\"tag\">\u63a8\u7406\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u201c\u9648\u65e7\u4e0a\u4e0b\u6587\u6c61\u67d3\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\uff1a\u5982\u4f55\u786e\u4fdd\u4f4e\u9891\u4f46\u5173\u952e\u7684\u8bb0\u5fc6\uff08\u5982\u65e7\u67b6\u6784\u51b3\u7b56\uff09\u4e0d\u88ab\u8bef\u5220\u3002\u5f00\u53d1\u8005\u56de\u590d\u89e3\u91ca\u4e86\u56fe\u5f15\u64ce\u901a\u8fc7\u201c\u94fe\u5f0f\u4fdd\u62a4\u201d\u548c\u91cd\u8981\u6027\u8bc4\u5206\u53cc\u91cd\u673a\u5236\u6765\u4fdd\u7559\u5173\u952e\u8bb0\u5fc6\uff0c\u5e76\u5f3a\u8c03\u4e86\u5728MCP\u5c42\u89e3\u51b3\u6b64\u95ee\u9898\u7684\u4f18\u52bf\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n YourMemory\u5207\u5165\u4e86\u4e00\u4e2a\u65e5\u76ca\u5c16\u9510\u7684\u75db\u70b9\uff1a\u968f\u7740AI\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u5ef6\u957f\uff0c\u5176\u4e0a\u4e0b\u6587\u7a97\u53e3\u6b63\u4ece\u201c\u5b9d\u8d35\u8d44\u6e90\u201d\u6ca6\u4e3a\u201c\u5783\u573e\u5806\u79ef\u573a\u201d\u3002\u4ea7\u54c1\u5c06\u201c\u9057\u5fd8\u201d\u4ece\u4e00\u4e2a\u9700\u8981\u514b\u670d\u7684\u7f3a\u9677\uff0c\u91cd\u65b0\u5b9a\u4e49\u4e3a\u4e00\u79cd\u5fc5\u9700\u7684\u7cfb\u7edf\u529f\u80fd\uff0c\u8fd9\u4e00\u89c6\u89d2\u8f6c\u6362\u9887\u5177\u542f\u53d1\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u768484% Token\u8282\u7701\u548c52%\u7684\u53ec\u56de\u7387\uff0c\u4eae\u70b9\u5728\u4e8e\u201c\u56fe\u5f15\u64ce\u201d\u7684\u5f15\u5165\u3002\u8fd9\u5b9e\u8d28\u4e0a\u662f\u5c06\u8bb0\u5fc6\u4ece\u4f20\u7edf\u7684\u201c\u5411\u91cf\u5feb\u7167\u201d\u5347\u7ea7\u4e3a\u201c\u8bed\u4e49\u7f51\u7edc\u201d\uff0c\u8ba9\u8bb0\u5fc6\u9879\u4e4b\u95f4\u7684\u903b\u8f91\u4e0e\u4f9d\u8d56\u5173\u7cfb\u6210\u4e3a\u662f\u5426\u4fdd\u7559\u7684\u5224\u65ad\u4f9d\u636e\u4e4b\u4e00\u3002\u8fd9\u6bd4\u5355\u7eaf\u4f9d\u8d56\u8bbf\u95ee\u9891\u7387\u6216\u65b0\u9c9c\u5ea6\u7684\u7b97\u6cd5\u66f4\u63a5\u8fd1\u4eba\u7c7b\u8bb0\u5fc6\u7684\u201c\u610f\u4e49\u4f18\u5148\u201d\u7279\u6027\uff0c\u4e5f\u662f\u5176\u58f0\u79f0\u80fd\u4fdd\u62a4\u4f4e\u9891\u9ad8\u4ef7\u503c\u8bb0\u5fc6\u7684\u7406\u8bba\u57fa\u7840\u3002\n <\/p>\n<p class=\"ai-content\">\n 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\u603b\u4f53\u800c\u8a00\uff0cYourMemory\u662f\u4e00\u6b21\u6709\u4ef7\u503c\u7684\u8303\u5f0f\u63a2\u7d22\u3002\u5b83\u6ca1\u6709\u5728\u201c\u6269\u5927\u4e0a\u4e0b\u6587\u7a97\u53e3\u201d\u7684\u519b\u5907\u7ade\u8d5b\u4e2d\u8ddf\u8dd1\uff0c\u800c\u662f\u8f6c\u5411\u201c\u4f18\u5316\u4e0a\u4e0b\u6587\u8d28\u91cf\u201d\uff0c\u8fd9\u6216\u8bb8\u662f\u66f4\u5177\u53ef\u6301\u7eed\u6027\u7684\u65b9\u5411\u3002\u4f46\u5176\u957f\u671f\u4ef7\u503c\u4e0d\u5728\u4e8e\u8282\u7701\u4e86\u591a\u5c11Token\uff0c\u800c\u5728\u4e8e\u5b83\u80fd\u5426\u6210\u4e3a\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u4e2d\u53ef\u4fe1\u8d56\u7684\u201c\u8bb0\u5fc6\u4e2d\u67a2\u201d\uff0c\u771f\u6b63\u7406\u89e3\u4efb\u52a1\u7684\u751f\u547d\u5468\u671f\u4e0e\u77e5\u8bc6\u7684\u610f\u4e49\u94fe\u3002\u8fd9\u4ecd\u662f\u4e00\u6761\u6f2b\u6f2b\u957f\u8def\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\">YourMemory<\/span>\n <\/div>\n<div class=\"comment-content\">Most agents are either amnesiacs or “hoarders” that choke on stale context and break their own reasoning. YourMemory brings biological logic to the workflow. Using the Ebbinghaus curve, it prunes the junk so only the important stuff sticks. -84% Token Waste: Leaner context, sharper reasoning. 52% Recall: (LoCoMo benchmarked). v1.3.0 Graph Engine: Finds what you forgot to ask for. 100% Local.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone, I\u2019m Sachit.<br \/>I built YourMemory because I hit a wall with my own coding workflow. My agents were brilliant, but their memory was a mess. They either forgot my architectural ‘gotchas’ by lunch, or they got so bogged down in stale bug fixes from last week that they started hallucinating.<\/p>\n<p>I realized we don’t need a digital filing cabinet for our agents, we need a filter.<br \/>YourMemory treats context as a living thing. It uses ‘biological decay’ to let transient noise fade away while reinforcing the patterns and facts you actually use.<\/p>\n<p>For the skeptics:<br \/>I\u2019ve provided the full benchmarking scripts and the LoCoMo dataset on GitHub. We\u2019re hitting 52% Recall@5, which nearly doubles the industry average. Why? Because our v1.3.0 Graph Engine doesn’t just do keyword matching, it pulls in related architectural ‘neighbors’ that standard vector search completely misses.<\/p>\n<p>It\u2019s 100% local first (DuckDB), zero infra, and it\u2019s finally stopped me from repeating myself to my terminal.<\/p>\n<p>I\u2019d love to hear how you\u2019re all handling context amnesia right now. Tell me what your agent keeps forgetting that drives you the most crazy!”<\/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\">@sachit_mishra1 really love the concept<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Self-pruning memory is the right instinct \u2014 stale context is what makes most “personalized” AI apps lose their edge over time. I ran into this when building DishRoll (<a href=\"https:\/\/dishroll.netlify.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/dishroll.netlify.app\/<\/a>), a weekly AI meal planner \u2014 old preferences (the chicken recipe you loved three months ago that’s now boring) kept contaminating suggestions until we added explicit decay and recency weighting. MCP-level memory hygiene is a much cleaner place to solve this than at the app layer. What signals do you use to decide what gets pruned vs. kept?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Great insight, <a href=\"https:\/\/www.producthunt.com\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> DishRoll is the perfect example, app layer “clean up” is a nightmare to maintain manually. Solving this at the MCP level is exactly why I built this.<\/p>\n<\/p>\n<p>To answer your question, we use a formula that balances <strong>retrieval frequency<\/strong> with an <strong>importance score<\/strong> to set the decay rate. The more a memory is used, the “stickier” it stays.<\/p>\n<p>The real safety net is the <strong>Graph Engine<\/strong>. If a specific memory starts to fade but is part of a strong “chain” of other important memories, we don’t prune it. It\u2019s about keeping the whole story intact, not just isolated facts.<\/p>\n<p>Hope that answers it!<br \/> Cheers for the support.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Using the Ebbinghaus curve for context decay is a genuinely clever framing. The biggest failure mode I have seen with agent memory is not forgetting too much but forgetting the wrong things. Architectural decisions that were made months ago and rarely referenced can still be load-bearing. Does the graph engine help protect those kinds of low-frequency but high-importance memories from decay?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@najmuzzaman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@najmuzzaman<\/a> Great question! The short answer is yes, the graph engine protects those critical links. Basically, a memory is only as strong as its chain, if it\u2019s connected to high-signal info that\u2019s above the threshold, it won’t get pruned. For those ‘lone wolf’ memories, we use an importance score to set a custom decay rate. So, the high-stakes stuff stays sticky, while the noise fades away.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ebbinghaus decay plus a graph engine is a clever combination, but the edge case I keep running into is old<\/p>\n<p>architectural decisions that are still load bearing. A design choice made six months ago that constrains current code<\/p>\n<p>is rarely in active use, so the forgetting curve would drop it, but the graph edges to it are exactly what new code<\/p>\n<p>needs. How does the engine decide when decay wins versus when the graph pulls something back into scope?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@myultidev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@myultidev<\/a> Great observation. Two things protect load bearing decisions:<\/p>\n<p>First, <strong>chain-aware pruning<\/strong>, a memory is only deleted if <em>all<\/em> its graph neighbours are also below the prune threshold. If your old architectural decision is linked to anything still active, the whole chain stays alive. A memory is as strong as the strongest node it’s connected to.<\/p>\n<p>Second, for decisions stored in isolation (no graph edges), <strong>importance score<\/strong> controls the decay rate directly. High importance = slower effective \u03bb = survives much longer without being accessed. Setting importance=0.9 on an architectural decision gives it a half-life of months, not weeks.<\/p>\n<p>So the short answer: link your critical decisions to related memories (graph protects them), and mark them high importance (decay protects them). Both layers working together !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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<\/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":199,"date":"2026-04-22T11:50:28","date_gmt":"2026-04-22T03:50:28","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/22\/2026-04-21\/"},"modified":"2026-04-22T11:50:28","modified_gmt":"2026-04-22T03:50:28","slug":"2026-04-21","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/22\/2026-04-21\/","title":{"rendered":"PH\u70ed\u699c | 2026-04-21"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-04-21<\/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 \/* 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@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 | 2026-04-21<\/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\/SWCJJYGQH4XRUK\" class=\"app-title\">RankAI<\/a><\/p>\n<div class=\"one-liner\">RankAI autonomously gets you buyers from Google & AI Search<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">398<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>RankAI\u662f\u4e00\u6b3e\u5168\u81ea\u52a8SEO\/GEO\u667a\u80fd\u4f53\uff0c\u901a\u8fc7\u6301\u7eed\u8fed\u4ee3\u7684\u5185\u5bb9\u521b\u5efa\u4e0e\u4f18\u5316\uff0c\u4e3a\u4f01\u4e1a\u5728\u8c37\u6b4c\u548cAI\u641c\u7d22\u4e2d\u7cbe\u51c6\u83b7\u53d6\u9ad8\u610f\u5411\u5ba2\u6237\uff0c\u89e3\u51b3\u4e86\u4f20\u7edfSEO\u670d\u52a1\u4ef7\u683c\u9ad8\u6602\u3001\u6548\u679c\u4e0d\u786e\u5b9a\u4e14\u4f9d\u8d56\u4eba\u5de5\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\/c71e172a-03f9-428d-968d-babc36adb319.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e0eea3ad-e1c3-4d0e-a5c7-fce9bc54d357.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f728f250-c93a-4415-989d-9c308fab46eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e161147b-4027-4670-9f77-34405d38f0f8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1efabd5d-83a9-4312-a4a9-ea7f21f4525e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dd447c63-5370-4f91-9fcb-ef8a29aa6e86.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\/43265621-583c-437e-b8c4-98e07456b9fd.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=oyBMcQLmenM&t=5s\"><source src=\"https:\/\/www.youtube.com\/watch?v=oyBMcQLmenM&t=5s\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Search<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u641c\u7d22\u5f15\u64ce\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">AI\u641c\u7d22\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u83b7\u5ba2\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">B2B\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u9ed1\u5ba2<\/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\u201c\u8fed\u4ee3\u800c\u975e\u516c\u5f0f\u201d\u7684\u7406\u5ff5\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u53d1\u73b0\u957f\u5c3e\u67e5\u8be2\u3001\u907f\u514d\u8c37\u6b4c\u60e9\u7f5a\u3001\u5728\u7ade\u4e89\u6fc0\u70c8\u9886\u57df\u7a81\u56f4\u3001\u591a\u8bed\u8a00\u652f\u6301\u53ca\u4e0e\u73b0\u6709\u5de5\u5177\u5bf9\u6bd4\u3002\u521b\u59cb\u4eba\u8be6\u7ec6\u89e3\u7b54\uff0c\u5f3a\u8c03\u4e86\u4fe1\u606f\u589e\u76ca\u3001\u610f\u56fe\u5339\u914d\u548c\u6301\u7eed\u8fed\u4ee3\u7684\u6838\u5fc3\u4f18\u52bf\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n RankAI\u7684\u5ba3\u79f0\u76f4\u51fb\u5f53\u524dSEO\/GEO\u5e02\u573a\u7684\u4e24\u5927\u75fc\u75be\uff1a\u6545\u5f04\u7384\u865a\u7684\u201c\u79d8\u7c4d\u201d\u53d9\u4e8b\u4e0e\u4f4e\u8d28\u6279\u91cf\u7684AI\u5185\u5bb9\u5de5\u5382\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u7528AI\u505aSEO\u201d\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u611f\u77e5-\u51b3\u7b56-\u6267\u884c-\u4f18\u5316\u201d\u7684\u81ea\u52a8\u5316\u95ed\u73af\uff0c\u8bd5\u56fe\u5c06\u641c\u7d22\u4f18\u5316\u7684\u4e0d\u786e\u5b9a\u6027\u5de5\u7a0b\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u7280\u5229\u5730\u5426\u5b9a\u4e86\u9759\u6001\u7684\u201c\u53d1\u5e03\u5373\u7ed3\u675f\u201d\u6a21\u5f0f\uff0c\u4ee3\u4e4b\u4ee5\u52a8\u6001\u7684\u3001\u57fa\u4e8e\u6570\u636e\u7684\u6301\u7eed\u8fed\u4ee3\u7cfb\u7edf\u3002\u8fd9\u4e0d\u4ec5\u662f\u6548\u7387\u63d0\u5347\uff0c\u66f4\u662f\u65b9\u6cd5\u8bba\u7684\u6839\u672c\u8f6c\u53d8\u3002\u5b83\u628aSEO\u4ece\u4e00\u6b21\u6027\u7684\u5185\u5bb9\u91c7\u8d2d\uff0c\u53d8\u6210\u4e86\u4e00\u4e2a\u9700\u8981\u6301\u7eed\u5582\u517b\u6570\u636e\u548c\u53cd\u9988\u7684\u201c\u751f\u957f\u7cfb\u7edf\u201d\u3002\u521b\u59cb\u4eba\u5f3a\u8c03\u4eceLinkedIn\u3001\u4ee3\u7801\u5e93\u7b49\u975e\u516c\u5f00\u6570\u636e\u6e90\u63d0\u53d6\u201c\u4fe1\u606f\u589e\u76ca\u201d\uff0c\u662f\u8bd5\u56fe\u89c4\u907fAI\u5185\u5bb9\u540c\u8d28\u5316\u3001\u6784\u5efa\u771f\u6b63\u7ade\u4e89\u58c1\u5792\u7684\u5173\u952e\u70b9\uff0c\u4f46\u8fd9\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5ba2\u6237\u81ea\u8eab\u7684\u6570\u636e\u8d28\u91cf\u4e0e\u72ec\u7279\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u201c\u5168\u81ea\u52a8\u201d\u5728\u9ad8\u5ea6\u590d\u6742\u7684SEO\u6218\u573a\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u7b56\u7565\u7684\u5fae\u5999\u8c03\u6574\u4ecd\u9700\u4eba\u7c7b\u667a\u6167\u3002\u5176\u6b21\uff0c\u5f53\u5de5\u5177\u666e\u53ca\uff0c\u6240\u6709\u7ade\u4e89\u8005\u90fd\u91c7\u7528\u76f8\u4f3c\u8fed\u4ee3\u903b\u8f91\u65f6\uff0c\u7ade\u4e89\u5c06\u56de\u5f52\u5230\u5546\u4e1a\u672c\u8d28\uff1a\u4ea7\u54c1\u5dee\u5f02\u6027\u4e0e\u54c1\u724c\u771f\u5b9e\u6027\u3002\u6b63\u5982\u56e2\u961f\u6240\u8a00\uff0c\u5de5\u5177\u53ea\u80fd\u653e\u5927\u73b0\u6709\u4f18\u52bf\uff0c\u800c\u975e\u521b\u9020\u4f18\u52bf\u3002\u6700\u540e\uff0c\u8c37\u6b4c\u4e0eAI\u641c\u7d22\u7684\u89c4\u5219\u672c\u8eab\u662f\u79fb\u52a8\u9776\uff0c\u7b97\u6cd5\u7684\u7a81\u7136\u53d8\u52a8\u53ef\u80fd\u77ac\u95f4\u74e6\u89e3\u5176\u8fed\u4ee3\u57fa\u7840\u3002RankAI\u5f00\u542f\u7684\u201c\u900f\u660e\u81ea\u52a8\u5316\u589e\u957f\u201d\u6d6a\u6f6e\u503c\u5f97\u671f\u5f85\uff0c\u4f46\u5b83\u6700\u7ec8\u68c0\u9a8c\u7684\u662f\u4f01\u4e1a\u80fd\u5426\u5c06\u8fd9\u79cd\u9ad8\u901f\u8fed\u4ee3\u80fd\u529b\uff0c\u5185\u5316\u4e3a\u771f\u6b63\u7684\u5e02\u573a\u6d1e\u5bdf\u4e0e\u5185\u5bb9\u62a4\u57ce\u6cb3\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\">RankAI<\/span>\n <\/div>\n<div class=\"comment-content\">RankAI is the first SEO\/GEO agent that truly works. It handles everything autonomously to drive you millions of visitors from Google & AI Search like ChatGPT. Drop in your website, and RankAI handles the rest: it finds high-intent queries your customers search on Google and ChatGPT, publishes optimized pages, tracks performance, and recreate pages iteratively until they get you visitors.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Boyuan here, founder of RankAI. <\/p>\n<p>My team and I have been heads down building in search for years. What’s happening now is that SEO and AI search are wildly overpriced by people claiming they have some proprietary playbook or that they have \u201ccracked\u201d search, and half the time they deliver meaningless results.<\/p>\n<p>What people do not tell you is that search is not deterministic. There is no formula where you do X, Y, and Z and magically rank on Google & ChatGPT. That is just not how it works. After working with 200+ businesses and going through YC, what we learned is that the real way to win is iteration: find the right opportunities, publish, monitor reuslt, double-down on what works, and keep retrying for what didn’t work.<\/p>\n<p>So we built RankAI to do exactly that. And it’s fully autonomous!<\/p>\n<p>Check us out: <a href=\"https:\/\/rankai.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/rankai.ai\/<\/a><\/p>\n<p>You put in your website, and RankAI will:<br \/>– find the queries your customers already search on Google and AI search,<br \/>– conduct deep research into each sub-topic related to the query<br \/>– create optimized pages to target the query,<br \/>– track how each page performs,<br \/>– and rewrite them until they start working.<\/p>\n<p>So instead of paying for a slow manual agency, or AI generate SEO slop, you get an engine that does everything iteratively to get you result. <\/p>\n<p>A few outcomes:<br \/>An ecommerce skincare brand reached 1.2M search visibility in 3 months.<br \/>A consumer tech company grew search visibility 13x in just 2 months.<br \/>A B2B equipment company doubled organic traffic in 3 months after years of flatlined growth.<\/p>\n<p>The future of organic growth is transparent and autonomous. RankAI is starting this wave.<\/p>\n<p>Would love blunt feedback \u2014 what would make this more useful for you?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> For niche service businesses like “personal branding strategist” or “telecom AI consultant”, how does RankAI discover those long-tail queries people actually search? Does it blend Google Suggest + competitor gaps + your site’s existing traffic patterns?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> Finally someone saying it out loud: search isn\u2019t deterministic. Iteration > fake playbooks. RankAI\u2019s approach makes a ton of sense\u2014excited to see how teams use this at scale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> Congrats on the launch, Boyuan! The iteration-first framing is refreshing \u2014 most GEO tools still sell the “one magic formula” narrative. Curious how RankAI handles agent-driven discovery specifically. With more buyers delegating search to their own AI agents (vs typing into ChatGPT themselves), the optimization target is shifting again. Are you already seeing traffic from agent traffic, or is it still mostly human queries through AI interfaces?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What’s your stance on AI-generated content and Google’s spam policies? How do you avoid getting penalized???<\/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\/@haixin_qu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@haixin_qu<\/a> <br \/>Super important question, and one more people in this space should answer directly.<\/p>\n<p>Google doesn’t penalize AI content. It penalizes <strong>unhelpful content at scale<\/strong> \u2014 which is what most AI SEO tools crank out by templating pages from a keyword list and hitting publish.<\/p>\n<p>RankAI is built around three things that actually matter:<\/p>\n<p><strong>1. Information gain, not rehashing.<\/strong> Most AI content loses because it just recycles what’s already on page one of Google. We pull from content silos Google doesn’t easily access \u2014 LinkedIn, X, code repos, your CRM, internal docs \u2014 and surface insights that aren’t already in the SERP. If your page doesn’t add something new, it doesn’t deserve to rank.<\/p>\n<p><strong>2. Intent matching \u2014 way more important than people realize.<\/strong> Google wants users to get a direct answer, not a 2000-word detour. A huge amount of “SEO advice” online still optimizes for keyword density and word count, when the real game is: does this page answer the exact question the user typed? We’re ruthless about this.<\/p>\n<p><strong>3. Iteration, then more iteration.<\/strong> No first draft is ever good enough. The edge of our agent isn’t “publishing content at scale” \u2014 every AI tool does that now. The edge is <strong>iterating on non-performing content at scale<\/strong>, which no agency and almost no tool actually does. Pages that don’t work get rewritten, repositioned, or killed.<\/p>\n<p>Our clients came through past 3 google core update fine while a lot of pure-AI-content sites got wiped. The difference wasn’t who typed the words, it was the quality of output. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@haixin_qu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@haixin_qu<\/a> <\/p>\n<p>Good answer above, I\u2019d add one thing:<\/p>\n<p>Google doesn\u2019t care if content is AI or not. It cares if users are satisfied.<\/p>\n<p>Most AI content fails because:<\/p>\n<ul>\n<li>\n<p>it looks good but doesn\u2019t actually answer the question fast<\/p>\n<\/li>\n<li>\n<p>it\u2019s generic, so users bounce<\/p>\n<\/li>\n<\/ul>\n<p>What works:<br \/>Give the answer immediately, then expand. Don\u2019t make users dig.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@haixin_qu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@haixin_qu<\/a> <p>My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really impressive autonomous approach, quick question for the team: how does RankAI handle highly competitive niches where even iterative content struggles to break through? <br \/>Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Good one \ud83d\udc40 <\/p>\n<p>Short answer: don’t fight head terms head-on, start from long-tail.<\/p>\n<p>RankAI automatically breaks a competitive keyword into dozens of precise-intent sub-queries, attacks the less saturated ones first to build topical authority, then climbs up. Pages that don’t perform get rewritten iteratively, unlike agencies that write once and forget.<\/p>\n<p>The more competitive the niche, the more the iteration advantage compounds \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Looks like we’re in the same niche… or I mean we’re direct competitors \ud83d\ude01<\/p>\n<p>Just dropped in to say hi and good luck with your launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danshipit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danshipit<\/a> Thanks and good luck with all!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Feels like this could replace a big chunk of what agencies charge for if the quality holds up over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@damian_cole\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@damian_cole<\/a> That\u2019s definitely the goal.<\/p>\n<p>Agencies are great at strategy, but the actual execution and iteration is where things slow down or get inconsistent. Since we can automate that loop reliably, it covers a big chunk of what people are paying for in agency-style search optimization services.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@damian_coleman\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"damian_coleman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@damian_coleman<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very interesting. Excited to try it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@th_calafatidis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@th_calafatidis<\/a> Thank you, Feel free to checkout our product or book a demo.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@th_calafatidis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@th_calafatidis<\/a> Thanks Theodore! Let me know if you have any further questions, feel free to book a demo with us for to discuss custom strategy!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@th_calafatidis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@th_calafatidis<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>geo has been chaotic ever since, and fianlly some poduct that can actually work. grats on the launch and would love to see updated support for claude and openclaw<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stainlu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stainlu<\/a> Hahaha, I have seen too much fight between SEO folks and GEO folks arguing over is GEO just SEO but a better marketing term.<\/p>\n<p>My stance upon that is SEO is still highly relevant and are 70% overlapping with GEO but the 30% is enough (Reddit, TLDR section on blog post, schema, long-tail query …) are enough to make a difference and win on AI search space. SEO is very very very crowded as it is a more traditional industry.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@stainlu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stainlu<\/a> <a href=\"https:\/\/www.producthunt.com\/@boyuan_deng1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> Yeah this is how I think about it too…<\/p>\n<p>Big overlap but GEO is not just about just keywords and backlinks, more about being easy to extract, quote, and trust. Stuff like clear answers, structured content, and showing up across sources AI pulls from.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@stainlu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stainlu<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does this mean that RankAI continuously monitors the performance of generated content and automatically optimizes content that is underperforming or dropping in rankings?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>interesting.. we use SEOBot currently. Why should I switch?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Signed up with my own startup project which was just launched a few days ago, and I read your reply to <a href=\"https:\/\/www.producthunt.com\/@sandra_jirongo\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sandra_jirongo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandra_jirongo<\/a> about new websites, which makes total sense. I loved the fact that prior to signing up the site audit gives actual important information which I didn’t know that I needed, so wel ldone on this<br \/>The Technical SEO analysis sold me to be honest \ud83d\ude42 <\/p>\n<p>Question – how does the app solves the problem of a website being multiple languages? For example, one of my older sites that launched 3 years ago is transalated (using a plugin) in 12 languages. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sandra_jirongo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandra_jirongo<\/a> <a href=\"https:\/\/www.producthunt.com\/@sal_georgiou1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sal_georgiou1<\/a> Thanks for the feedback Sal. And to be direct, we currently do not natively support non-English languages. But for folks that have a plugin that translates their entire site, that plugin would also work along with RankAI. Meaning that all the changes RankAI has implemented and all the new pages RankAI has published will also be translated using your plugin.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool product! How much time does it give content pages before deciding they are performing poorly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yamanbicer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yamanbicer<\/a> <br \/>Thanks Yaman! We evaluate in stages rather than a single cutoff:<\/p>\n<p>1. Indexed: we check within the first 1-2 weeks. If Google hasn’t indexed it by then, it’s a technical issue we fix before judging performance.<\/p>\n<p>2. Ranked (showing up somewhere): usually visible by week 2-4. If a page isn’t ranking for any of its target terms by then, we look at intent match and on-page fixes.<\/p>\n<p>3. Ranked well (top 10-20 or pulling LLM citations): this is the 12-24 week window. If a page still isn’t moving by then, we either rewrite it, merge it with a stronger piece, or kill it and redirect.<\/p>\n<p>We run these checks every 2-4 weeks so nothing sits untouched. The goal is to catch underperformers early without pulling the plug before content has had a fair shot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@yamanbicer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yamanbicer<\/a> Great question, It depends on how poorly it is. Usually it waits two to four weeks to make a decision.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Si la empresa en la que trabajo (productora de eventos) usara RankIA para p\u00f3sicionarse y 10 empresas lo hicieran igualmente con la app, c\u00f3mo resolver\u00edan la ia para diferenciar , o cual posicionar\u00eda “primero”?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@celeste19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@celeste19<\/a> <br \/>Muy buena pregunta. La realidad es que Rankai no es quien decide el ranking, eso lo hacen Google y los motores de IA. Nosotros optimizamos la ejecuci\u00f3n, pero el resultado final depende de qu\u00e9 tan diferenciado sea tu negocio en la vida real.<\/p>\n<p>Si 10 productoras de eventos usaran la misma herramienta, las que ganar\u00edan son las que tienen algo genuino que ofrecer: un nicho espec\u00edfico (bodas de destino vs corporativos vs festivales), casos reales fuertes, ubicaci\u00f3n, testimonios. Rankai amplifica lo que ya existe, no inventa diferenciaci\u00f3n donde no la hay.<\/p>\n<p>Por eso en la fase de onboarding dedicamos tiempo a entender d\u00f3nde est\u00e1 tu ventaja real y construimos la estrategia alrededor de eso, no de keywords gen\u00e9ricas que todos pelean.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does this compare to running Ahrefs plus manually testing prompts in Perplexity and ChatGPT? Curious where the “autonomous” part actually saves time vs being a wrapper around those 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sweepbase\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sweepbase<\/a> <br \/>Ahrefs tells you what to target. Prompt testing tells you where you currently show up. Neither does the actual work, which is where 90% of the time goes: writing content that’s good enough to rank, building the internal linking, getting it indexed, tracking which pages actually pull citations in ChatGPT and Perplexity, and iterating.<\/p>\n<p>The “autonomous” part isn’t replacing those tools. It’s replacing the 15-25 hours a week a founder or in-house marketer spends operating the pipeline. We plug into your stack (including Ahrefs if you already have it), run the loop, and report on what’s moving.<\/p>\n<p>If you want, I can show you a recent client’s before\/after so you can judge whether the time saved is worth it for your situation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>what’s the suggested budget to start trying it out?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@paul_from_dentro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paul_from_dentro<\/a> Really case by case. depending on site size, competition, and how aggressive they want to go on content and GEO.<\/p>\n<p>Happy to take a quick look at your site and send back a more accurate quote. Do you have a URL I can audit? Or we can hop on a 15-min call if that’s easier.<\/p>\n<p>We are def very budget friendly when you compare to traditional 3k – 5k seo agency.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@paul_from_dentro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paul_from_dentro<\/a> If your company makes $200k annual revenue or more, we can help you evaluate, let’s chat: <a href=\"https:\/\/calendly.com\/rankai\/demo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/calendly.com\/rankai\/demo<\/a><\/p>\n<p>If otherwise, I recommend starting with the growth plan to properly try it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Are you guys the reason why I see more SEO\/GEO related content on Reddit right now? Who says SEO is dead, they just changed. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@andy_qin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andy_qin1<\/a> <br \/>Some of it, probably. Reddit has become one of the highest-signal surfaces for GEO because LLMs pull from it heavily, so a lot of what we do for clients now includes Reddit presence as part of the mix.<\/p>\n<p>You’re reading it right. SEO isn’t dead, the surface just expanded. Google is one channel, ChatGPT and Perplexity are another, and Reddit sits weirdly in the middle as both a community and a training source. Most people haven’t caught up to that 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>This is huge! Question on GEO – LLMs like chatgpt like to cite reddit threads in particular, does RankAI help with visibility there?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@david_kang4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_kang4<\/a> Good question! Our self-serve plan currently focuses on other aspects to help you rank in AI search, like:<\/p>\n<p>– Creating content pages targeting long-tail queries<\/p>\n<p>– Adding schemas for AI to digest<\/p>\n<p>– Adding alt tags (since AI is not going to run vision model on every page)<\/p>\n<p>– Structuring content so it’s very digestible by LLMs (FAQ, reasonings…)<\/p>\n<p>For our high-touch plan, our team actually comes in and handles your search optimization end-to-end. We also include Reddit as a part of GEO effort. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>So <a href=\"https:\/\/www.producthunt.com\/@boyuan_deng1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> <a href=\"https:\/\/www.producthunt.com\/@dyllan_liu2\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dyllan_liu2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dyllan_liu2<\/a> this effectively reviews my website identifies onsite optimisation\/content holes and then generates the optimised content for Google\/LLMs? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> <a href=\"https:\/\/www.producthunt.com\/@razzelito\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@razzelito<\/a> <br \/>That’s a good summary for 50% of it. Most of our time in the past two years, working with 200+ businesses, have helped us iterate on the rewrite engine. Which is after knowing that we should target a specific topic for Google NLLM. We create a page, and if it doesn’t rank well, we need to recreate the page in a different angle and iterate based on existing feedback from Google and AI engines. <\/p>\n<p>Ultimately, most of the work is on the iteration side. If you look at top search agencies, historically, the most premium ones always focus on iteration, because no one knows a deterministic way of ranking for a certain topic. Everyone is shooting darts. We just figured out how to shoot more darts and how to make each dart more independent of each other. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 long does it typically take to see the first real results for a brand new site with no existing authority or traffic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alina_anitei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_anitei<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@alina_anitei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_anitei<\/a> Frankly if it’s like truly near 0 traffic and authority, like a brand new sites. The first wave of signal (new rankings, indexations, etc.) will come in ~1 month. For “real results” like very meaningful amount traffic and conversion, that will take 2 – 3 months. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool product! Is this optimized for newly launched websites with a clean slate to work with or more established sites already ranking pretty high in SEO search and just need refinement and a GEO boost?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sandra_jirongo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandra_jirongo<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@sandra_jirongo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandra_jirongo<\/a> Thanks Sandra. To answer you directly, it’s both. But there’s trade offs:<br \/>1. New sites: the results take longer to show. Unfortunately it just takes time for search engines to know you “exist”.<br \/>2. Well-established sites: RankAI will optimize the technical aspects of existing pages to optimize for AI searches, and identify new topic opportunities to create pages for both SEO & GEO. Upside is great but not as high as a brand new site that has never been optimized for search.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Congratulations with the great product and bombastic release. I can imagine how excited you feel today. <\/p>\n<p>Could you give us some of the websites you’ve optimized so we analyze it with Ahrefs? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@visualpharm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@visualpharm<\/a> Thanks for the support! Check out our case studies on <a href=\"https:\/\/rankai.ai\/#case-studies\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/rankai.ai\/#case-studies<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@visualpharm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@visualpharm<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Are you using something like SerpApi for the rankings?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@strzibnyj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@strzibnyj<\/a> We use a mix of sources, including direct integrations like GSC for actual performance, plus our own tracking for AI query coverage. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@strzibnyj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@strzibnyj<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thanks Madalina! Feel free to try our product or book a meeting for a quick demo, always good to learn from user feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thanks for your support.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch ! Is it based on the number of pages published, traffic generated, or a flat monthly fee?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Appreciate it!<\/p>\n<p>Right now it\u2019s a flat monthly fee, with tiers based on how much you want the system to do.<\/p>\n<p>If you want something more customized, feel free to book a demo with us and we can walk through what makes sense for your setup!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> <\/p>\n<p>We\u2019re currently on a monthly subscription model, with different tiers depending on how much you want RankAI to handle for you. However, If you\u2019re looking for something more tailored, happy to walk you through it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ekulianova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ekulianova<\/a> Thanks Ekaterina! Feel free to checkout our product or book a demo, let us know if there’s 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\/@ekulianova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ekulianova<\/a> Thank you, really appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ekulianova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ekulianova<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 makes sense from a growth POV. SEO has always been about iteration, but most teams don\u2019t have the bandwidth to do it consistently. If this can actually automate that loop well, it could unlock a lot of overlooked growth.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alexia_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexia_li<\/a> Exactly, that’s the gap we are solving. Our teams know iteration matters however, it rarely happens consistently. We are just making that loop automatic so the upside actually gets captured.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@alexia_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexia_li<\/a> <a href=\"https:\/\/www.producthunt.com\/@boyuan_deng1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> Even for teams that do iterate, they iterate on long cycles, like monthly audits or random updates. By the time they react, the opportunity is gone.<\/p>\n<p>If this runs continuously, you compress that loop from months to days, which is where the real advantage comes from.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@alexia_li\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"alexia_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexia_li<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting. How are you measuring real buyer intent vs just driving traffic that doesn\u2019t convert?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@becky_gaskell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@becky_gaskell<\/a> <br \/>This is where most SEO tools stop short.<\/p>\n<p>We don’t stop at driving impressions to your key pages. RankAI plugs into your GA4, GSC, and your actual business systems (CRM, revenue data, whatever you use) to close the loop on real conversion, not just traffic.<\/p>\n<p>That means the agent isn’t optimizing for impressions or rankings, it’s optimizing for <strong>pages that actually drive revenue<\/strong>. A page that ranks #1 but brings in tire-kickers gets deprioritized. A page at #8 that converts 10% of its traffic into paying customers gets doubled down on.<\/p>\n<p>Traffic is the vanity metric. Revenue is the one we actually care about.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@becky_gaskell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@becky_gaskell<\/a> We look at what the user is <em>trying to do<\/em> based on the query, not just the keyword.<\/p>\n<p>High buyer intent usually shows up as:<\/p>\n<ul>\n<li>\n<p>\u201cpricing\u201d, \u201ccost\u201d, \u201cquote\u201d<\/p>\n<\/li>\n<li>\n<p>\u201cbest\u201d, \u201ctop\u201d, \u201ccompare\u201d, \u201cvs\u201d<\/p>\n<\/li>\n<li>\n<p>\u201csoftware\u201d, \u201ctool\u201d, \u201cservice\u201d, \u201cagency\u201d<\/p>\n<\/li>\n<li>\n<p>branded searches or \u201calternatives to X\u201d<\/p>\n<\/li>\n<\/ul>\n<p>These signal someone is close to making a decision.<\/p>\n<p>Lower intent tends to be:<\/p>\n<ul>\n<li>\n<p>\u201cwhat is\u201d, \u201chow to\u201d, \u201cguide\u201d<\/p>\n<\/li>\n<li>\n<p>broad informational queries<\/p>\n<\/li>\n<\/ul>\n<p>Those are useful, but usually earlier in the funnel.<\/p>\n<p>So instead of just chasing volume, we prioritize queries where:<\/p>\n<ul>\n<li>\n<p>the intent is commercial<\/p>\n<\/li>\n<li>\n<p>and the page can naturally lead to a next step (demo, signup, etc.)<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@becky_gaskell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@becky_gaskell<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 RankAI work for brand new websites with zero domain authority, or is it better suited for sites that already have some traction?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sai_tharun_kakirala\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sai_tharun_kakirala<\/a> <br \/>Great question, and the honest answer is: yes, RankAI works for brand new sites. We’ve actually helped a lot of 0-DA sites go from 0 \u2192 1K \u2192 10K \u2192 1M in search visibility.<\/p>\n<p>But there’s a catch worth being upfront about: it takes longer on a new domain, and SEO shouldn’t be your only channel in the early days. Google needs time to trust a new site regardless of how good your content is, so while RankAI is compounding in the background, you still want paid, social, or community driving traffic in parallel.<\/p>\n<p>Once the flywheel kicks in though, it kicks in hard. That’s when the iteration engine really pays off <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sai_tharun_kakirala\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sai_tharun_kakirala<\/a> <br \/>For 0-authority sites, we don\u2019t try to compete head-on for big keywords.<\/p>\n<p>1. We start with:<\/p>\n<ul>\n<li>\n<p>long-tail, specific, lower competition<\/p>\n<\/li>\n<li>\n<p>often tied to real use cases or niche problems<\/p>\n<\/li>\n<\/ul>\n<p>This is how you get your first traction instead of waiting months for a single big keyword.<\/p>\n<p>2. Instead of random posts, we build tight clusters around one area so Google can quickly understand what your site is about.<\/p>\n<p>3. Once a few pages start getting impressions and clicks, we expand into higher-intent and more competitive queries.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@sai_tharun_kakirala\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sai_tharun_kakirala<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YQF35MRZD2VPJZ\" class=\"app-title\">Twenty 2.0<\/a><\/p>\n<div class=\"one-liner\">Build your Enterprise CRM with an AI-friendly SDK<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">288<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u53ef\u901a\u8fc7\u4ee3\u7801\u548cAI\u5de5\u5177\u6df1\u5ea6\u5b9a\u5236\u3001\u652f\u6301\u79c1\u6709\u5316\u90e8\u7f72\u7684\u5f00\u6e90CRM\u5e73\u53f0\uff0c\u4e3a\u9700\u8981\u9ad8\u5ea6\u5b9a\u5236\u5316\u5ba2\u6237\u5173\u7cfb\u7ba1\u7406\u3001\u5e0c\u671b\u6446\u8131\u4f9b\u5e94\u5546\u9501\u5b9a\u5e76\u6574\u5408AI\u80fd\u529b\u7684\u4f01\u4e1a\u5f00\u53d1\u56e2\u961f\u63d0\u4f9b\u4e86\u89e3\u51b3\u65b9\u6848\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d3868be-746a-41e2-b781-43998ba7bcac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/176bd678-499e-4327-bda3-4492011ebe77.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/059f79ed-8886-446f-a2f1-950e853cb356.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d03c147a-4c7e-4adb-a68e-f8f2f2ae135d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/665ffdb3-793d-49c3-bb1a-9f1e8ee12b9d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19bb6b97-7a2b-4081-b9c1-07a4027b33fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1b2a7d7-f421-4575-ac2d-767f7e7dc166.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">CRM<\/span><br \/>\n <span class=\"tag\">SDK<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90CRM<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">AI\u53cb\u597dSDK<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u9a71\u52a8\u5b9a\u5236<\/span><br \/>\n <span class=\"tag\">\u79c1\u6709\u5316\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u51fd\u6570<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u6570\u636e\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\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\u9ad8\u5ea6\u8ba4\u53ef\u5176\u5f00\u6e90\u3001\u53ef\u6df1\u5ea6\u6784\u5efa\u7684\u613f\u666f\u53ca\u56e2\u961f\u6267\u884c\u529b\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u4ece\u73b0\u6709CRM\uff08\u5982HubSpot\u3001Pipedrive\uff09\u8fc1\u79fb\u7684\u590d\u6742\u6027\u4e0e\u6210\u672c\u3001\u975e\u6280\u672f\u56e2\u961f\u5982\u4f55\u4e0a\u624b\u3001SDK\u7684\u7aef\u5230\u7aef\u7c7b\u578b\u652f\u6301\u3001\u96c6\u6210\u751f\u6001\uff08\u5982Zapier\uff09\u7684\u6210\u719f\u5ea6\uff0c\u4ee5\u53ca\u81ea\u6258\u7ba1\u90e8\u7f72\u7684\u6ce8\u610f\u4e8b\u9879\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 Twenty 2.0\u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u505a\u4e00\u4e2a\u201c\u66f4\u597d\u7684\u5f00\u6e90CRM\u201d\u3002\u5b83\u8bd5\u56fe\u5c06CRM\u4ece\u4e00\u4e2a\u201c\u5e94\u7528\u201d\u964d\u7ef4\u6210\u4e00\u4e2a\u201c\u5e73\u53f0\u201d\u6216\u201c\u57fa\u5ea7\u201d\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201cCRM as Code\u201d\u7684\u7406\u5ff5\u3002\u901a\u8fc7\u5c06\u6570\u636e\u6a21\u578b\u3001\u5de5\u4f5c\u6d41\u3001\u5e03\u5c40\u7b49\u4e00\u5207\u5b9a\u4e49\u4e3a\u4ee3\u7801\u5e76\u7eb3\u5165\u5f00\u53d1\u6d41\u7a0b\uff0c\u5b83\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u4e24\u4e2a\u65f6\u4ee3\u75db\u70b9\uff1a\u4e00\u662f\u4f01\u4e1a\u5bf9\u5173\u952e\u4e1a\u52a1\u6570\u636e\u4e0e\u6d41\u7a0b\u201c\u6240\u6709\u6743\u201d\u548c\u900f\u660e\u5ea6\u7684\u6e34\u6c42\uff0c\u4ee5\u5bf9\u6297SaaS\u65f6\u4ee3\u7684\u4f9b\u5e94\u5546\u9501\u5b9a\uff1b\u4e8c\u662f\u8bd5\u56fe\u5c06AI\u6d6a\u6f6e\uff08\u5c24\u5176\u662fAI\u7f16\u7a0b\u52a9\u624b\uff09\u4ece\u7b80\u5355\u7684\u804a\u5929\u4ea4\u4e92\uff0c\u8f6c\u5316\u4e3a\u53ef\u6df1\u5ea6\u96c6\u6210\u3001\u53ef\u7f16\u7a0b\u7684\u4e1a\u52a1\u667a\u80fd\u4f53\u5f00\u53d1\u5e73\u53f0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u8def\u5f84\u9009\u62e9\u4e5f\u5e26\u6765\u4e86\u6e05\u6670\u7684\u6311\u6218\u4e0e\u98ce\u9669\u3002\u9996\u5148\uff0c\u5b83\u672c\u8d28\u4e0a\u5c06\u76ee\u6807\u7528\u6237\u4ece\u201c\u9500\u552e\u7ecf\u7406\u201d\u8f6c\u5411\u4e86\u201c\u5f00\u53d1\u8005\u201d\uff0c\u8fd9\u867d\u7136\u63d0\u5347\u4e86\u5b9a\u5236\u4e0a\u9650\uff0c\u4f46\u4e5f\u8bbe\u7acb\u4e86\u6781\u9ad8\u7684\u4f7f\u7528\u95e8\u69db\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u975e\u6280\u672f\u56e2\u961f\u4e0a\u624b\u7684\u62c5\u5fe7\u6b63\u662f\u6b64\u70b9\u7684\u4f53\u73b0\u3002\u5176\u6b21\uff0c\u201c\u5e73\u53f0\u5316\u201d\u7684\u6210\u529f\u6781\u5ea6\u4f9d\u8d56\u751f\u6001\u3002\u76ee\u524d\u5176\u201c\u6784\u5efa\u8005\u201d\u751f\u6001\u5c1a\u5728\u840c\u82bd\uff0c\u4e0e\u6210\u719fSaaS CRM\u6d77\u91cf\u5373\u63d2\u5373\u7528\u7684\u96c6\u6210\u751f\u6001\u76f8\u6bd4\uff0c\u77ed\u671f\u5185\u4ecd\u662f\u52a3\u52bf\u3002\u6700\u540e\uff0c\u5176\u201cAI\u53cb\u597d\u201d\u7684\u53d9\u4e8b\u4ecd\u9700\u5177\u4f53\u7528\u4f8b\u652f\u6491\u3002\u867d\u7136\u63d0\u4f9b\u4e86\u81ea\u5b9a\u4e49\u667a\u80fd\u4f53\u548c\u65e0\u670d\u52a1\u5668\u51fd\u6570\u7684\u94a9\u5b50\uff0c\u4f46\u5982\u4f55\u8ba9\u4f01\u4e1a\u9ad8\u6548\u5730\u6784\u5efa\u51fa\u7a33\u5b9a\u3001\u53ef\u9760\u7684AI\u5de5\u4f5c\u6d41\uff0c\u800c\u975e\u53c8\u4e00\u4e2a\u9700\u8981\u91cd\u5ea6\u7ef4\u62a4\u7684\u201c\u73a9\u5177\u201d\uff0c\u662f\u8bc1\u660e\u5176\u4ef7\u503c\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cTwenty 2.0\u662f\u4e00\u6b21\u6781\u5177\u524d\u77bb\u6027\u7684\u8d4c\u6ce8\u3002\u5b83\u8d4c\u7684\u662f\u672a\u6765\u4f01\u4e1a\u7684\u6838\u5fc3\u4e1a\u52a1\u7cfb\u7edf\u5c06\u66f4\u63a5\u8fd1\u201c\u53ef\u7f16\u7a0b\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u5e76\u7531AI\u8f85\u52a9\u7684\u5f00\u53d1\u8005\u4e3b\u5bfc\u6784\u5efa\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u5c06\u91cd\u65b0\u5b9a\u4e49CRM\u7684\u8fb9\u754c\uff1b\u5982\u679c\u5931\u8d25\uff0c\u5219\u53ef\u80fd\u56f0\u5728\u201c\u6781\u5ba2\u73a9\u5177\u201d\u4e0e\u201c\u4f01\u4e1a\u7ea7\u4ea7\u54c1\u201d\u4e4b\u95f4\u7684\u9e3f\u6c9f\u91cc\u3002\u5176\u771f\u6b63\u7684\u5bf9\u624b\u6216\u8bb8\u4e0d\u662fSalesforce\u6216HubSpot\uff0c\u800c\u662fRetool\u3001Appsmith\u8fd9\u7c7b\u4f4e\u4ee3\u7801\u5e73\u53f0\uff0c\u4ee5\u53ca\u4f01\u4e1a\u81ea\u884c\u4ece\u5934\u5f00\u53d1\u7684\u60ef\u6027\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\">Twenty 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Twenty 2.0 turns our open-source CRM into a platform you can build on. Define your data model, custom objects, workflows, layouts, and widgets in code with our new SDK, shipped through your normal dev flow with the AI tools you already use. AI built in, custom agents, serverless functions, and full layout and navigation customization. Self-hostable. Fully yours.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone \ud83d\udc4b<\/p>\n<p>Thomas here, co-founder of Twenty, back with <strong>2.0<\/strong><\/p>\n<p>v1 launched with one pitch: an open-source CRM you actually own. No vendor lock-in, no black boxes.<\/p>\n<\/p>\n<p>The feedback we kept getting: <em>“I don’t just want to tweak my CRM, I want to build on top of it.”<\/em><\/p>\n<p>So that’s what <strong>2.0<\/strong> is.<\/p>\n<p>The core addition is <strong>our new SDK<\/strong> (<em>npx create-twenty-app my-app<\/em>). Data models, custom objects, workflow actions, layouts, widgets, the command menu, all defined in code, living in your repo, shipping through your normal dev flow with<strong> whatever AI coding tools<\/strong> you’re already using.<\/p>\n<p>We also shipped:<br \/>– <strong>AI built in:<\/strong> chat with your data, plus custom agents and serverless functions<br \/>– <strong>Custom layouts<\/strong> & <strong>navigation<\/strong>: record pages, widgets, command menu, navbar<br \/>– <strong>The full toolkit:<\/strong> custom objects, fields, permissions, views, dashboards, workflows.<\/p>\n<p>Twenty is open-source, self-hostable, and now fully yours to extend.<\/p>\n<p>– \ud83d\udce6 Start building today \u2192 <a href=\"https:\/\/www.npmjs.com\/package\/twenty-sdk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.npmjs.com\/package\/twenty-sdk<\/a><\/p>\n<p>Felix, Charles, and I are here all day. Questions and feedback welcome. \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thomas_df\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thomas_df<\/a> What’s one workflow you’ve seen teams customize most with the new tools, and any gotchas for self-hosting setups?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thomas_df\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thomas_df<\/a> For someone running PH launch playbooks + client workshop trackers across teams, how does the SDK handle syncing custom workflows like “Hunter DM replies \u2192 auto-LI post” with Twenty’s core data models? Does it play nice with external APIs\/Zapier, or is everything pure code-driven?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thomas_df\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thomas_df<\/a> Really curious how the AI-friendly SDK handles schema migrations \u2014 is it opinionated about the data model or fully customizable? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Was deciding between making my own light CRM or building on Twenty 6 months ago, for a new thing I’m working on. Honestly, Twenty didn’t have what I needed.<\/p>\n<\/p>\n<p>Oh child, how have I changed my mind since then! The speed you’ve built at the past 6 months has blown my pants off, and I can’t wait to see what’s more to come – really happy I didn’t waste time slopping something together, when you’ve achieved so much!!<\/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\/@jonathan_bredo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonathan_bredo<\/a> Thanks so much Jonathan for your comment! Things are shaping up!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Believed in this vision since day 0, so good to see it ship esp knowing the ton of work behind it!<\/p>\n<p>Most “CRM + AI” offerings are just a chat panel bolted onto closed software. Twenty is the opposite: a primitive you can actually build agents against – in your repo, your stack, your premises, or all of the above.<\/p>\n<p>Go <a href=\"https:\/\/www.producthunt.com\/products\/twenty-crm\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"twenty-crm\" target=\"_blank\" rel=\"noopener\">@Twenty<\/a> team + <a href=\"https:\/\/www.producthunt.com\/@thomas_df\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"thomas_df\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thomas_df<\/a> <a href=\"https:\/\/www.producthunt.com\/@_felx\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"_felx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_felx<\/a> <a href=\"https:\/\/www.producthunt.com\/@cbo_twenty\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"cbo_twenty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cbo_twenty<\/a> \ud83d\udda4\ud83d\udd25<\/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\/@thomas_df\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thomas_df<\/a> <a href=\"https:\/\/www.producthunt.com\/@_felx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_felx<\/a> <a href=\"https:\/\/www.producthunt.com\/@mxcrbn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mxcrbn<\/a> Merci Max! Never-fading support <3 I believe this v2 marks the end of three years of full build-focus mode, hope it lives up to the expectations and make OSS a true alternative \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Merci beaucoup Max \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thomas_df\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thomas_df<\/a> <a href=\"https:\/\/www.producthunt.com\/@_felx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_felx<\/a> <a href=\"https:\/\/www.producthunt.com\/@cbo_twenty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cbo_twenty<\/a> <a href=\"https:\/\/www.producthunt.com\/@mxcrbn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mxcrbn<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been working with Twenty for 1.5 years, before v1 came out. This is love from the first sight.<br \/>I have not seen another team in the CRM domain who ships this much real value while staying this small. Neither I seen a CRM that is <em>as easy to configure,<\/em> <em>or build on top of it,<\/em> as Twenty.<\/p>\n<p>If you ever wanted something from your CRM – Twenty is capable. If not right now, then it’s on the roadmap soon.<\/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>Thank you Mike! We’re glad to have you as a partner (now on a more accessible page!)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mike_babiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mike_babiy<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 twenty team has been shipping like crazy for the last 3 years at least. Love the team and the vision \ud83c\uddeb\ud83c\uddf7\ud83e\udd56. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@stan_girard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stan_girard<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@stan_girard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stan_girard<\/a> \ud83e\uddc0\ud83c\udf77\ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s so nice to finally have an Opensource CRM! Is there a marketplace of 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\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> Coming later this year for sure! First we need developers to start 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>In 2026, I’m a bit ashamed we’re still running Pipedrive and not something custom-built with AI. It’s time to move out of the saas era.<\/p>\n<p>In your experience, what’s the level of effort (in days, story points, whatever) to move a typical setup from Pipedrive to Twenty versus building something from scratch?<\/p>\n<p>By a typical setup, I mean incoming leads from Typeform, enrichment, automated and manual responses, deals, a tracker, and targeted mass mailings, as well as Gmail and Intercom 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\/@visualpharm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@visualpharm<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@visualpharm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@visualpharm<\/a> If I had to put a number on it, I’d think in days, not months, to move a setup like that from Pipedrive to Twenty. Building the same thing cleanly from scratch is a very different project.<\/p>\n<p>quick anwser: hours for the data migration, a few days for the workflow customizations. so would say it’s doable within a week<\/p>\n<p>Eather way, the reason I’d still choose Twenty over building from zero is simple: you don’t spend time rebuilding auth, permissions, objects, views, workflows, email sync, APIs, and all the edge cases around them…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One of the best launch today! Do you think the future CRM is something users configure or something they program?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> Thank you Lakshay! <br \/>As a software engineer, I’m a bit biased. Building with code is more robust if you’re looking for a production-grade application. You get CI\/CD, version control, typing, testing, extensibility, and less vendor lock-in.<br \/>Combined with AI’s ability to write software when properly guided, I’d bet on programming. <\/p>\n<p>In Twenty, you can actually do both: customizations are stored as metadata, and code is converted to metadata too ; except for React components (frontend code) and Logic Functions (backend code), which are stored as code directly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>an open-source CRM with an AI-friendly SDK is the kind of thing I didn’t know I wanted until reading this. is the SDK typed end-to-end or do you generate types from the data model on the fly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 wonder how sales manager with custom built CRMs. Many sales teams in certain industries have trouble adapting to newer technologies. How would this work for onboarding less technical teams?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@calvin_lim_1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@calvin_lim_1<\/a> We think you will always need someone that really understands how the system works (at least for now)… Even if it might be without code.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 homepage looks great but it crashes when scrolling down:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43ad0e44-63fb-4c89-ba48-f5c353df08d3.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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@julien_rioux\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julien_rioux<\/a> \ud83d\ude2e Will investigate, thanks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@damien_henry1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@damien_henry1<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@damien_henry1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@damien_henry1<\/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>Been watching Twenty on GitHub for a while. The self-hosted option is what keeps pulling me back. Quick question: how’s the HubSpot import story these days? Last time I tried, custom field mapping was painful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sweepbase\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sweepbase<\/a> Hi Mihail,<br \/>You can now create apps on top of twenty declaring logic function (code). I’ve been working on connectors to sync Github data and Discord data, with a bit of help of Claude Code and I believe this is quite an easy task nowadays if you have technical background (or a LLM subscription). <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42155c67-8972-467d-bf3f-9d5ac9f6b523.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><\/p>\n<\/p>\n<p>It’s real code so you can use any JS sdk you want (<a href=\"https:\/\/github.com\/HubSpot\/hubspot-api-nodejs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/HubSpot\/hubspot-api-nodejs<\/a> for instance).<\/p>\n<p>If you are looking for a no-code approach, it heavily depends on how much data you have. We now support relations in CSV import feature and bulk upsert too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sweepbase\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sweepbase<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@sweepbase\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sweepbase<\/a> Yes it’s really easy with claude\/codex 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>Hey guys! <\/p>\n<p>You\u2019ve been a total lifesaver. I just started a small software house, and your help with organization has been a game-changer. Everything is running so much smoother now. <\/p>\n<p>Much appreciated! <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pcampina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pcampina<\/a> Thank you Pablo, very happy to hear that, the core team has been focusing on stability over the last months!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@pcampina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pcampina<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@pcampina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pcampina<\/a> thanks so much, means a lot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/F7OWHMX4MFKI3R\" class=\"app-title\">Kimi K2.6<\/a><\/p>\n<div class=\"one-liner\">Open-source SOTA for long-horizon coding and agent swarms<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">282<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Kimi K2.6\u662f\u4e00\u6b3e\u5f00\u6e90\u5927\u6a21\u578b\uff0c\u4e13\u6ce8\u4e8e\u89e3\u51b3\u590d\u6742\u3001\u957f\u5468\u671f\u7684\u7f16\u7a0b\u4efb\u52a1\u548c\u667a\u80fd\u4f53\u96c6\u7fa4\u534f\u540c\u95ee\u9898\uff0c\u4e3a\u5f00\u53d1\u8005\u548c\u4f01\u4e1a\u63d0\u4f9b\u4e86\u5904\u7406\u6570\u5343\u6b21\u5de5\u5177\u8c03\u7528\u3001\u6301\u7eed\u8fd0\u884c\u6570\u5c0f\u65f6\u7684\u9ad8\u96be\u5ea6\u7f16\u7801\u4e0e\u81ea\u52a8\u5316\u573a\u666f\u7684SOTA\u7ea7\u89e3\u51b3\u65b9\u6848\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e3f1a80-a80d-4ebc-994f-64131b2aef5f.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\/76104d8b-202a-443f-9c5c-aec640e5fae4.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0fa004be-47b5-441d-aa0d-567b6021c221.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68506787-9471-4473-83fd-d95c5bfac32c.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b3998444-6ba4-4bc9-b030-839f358a4c0d.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/117f5c8a-a66d-446c-8494-c7b1ea0db774.webp?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\/3a38c359-539c-461b-8848-c6fcd6e85ac3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=scuzhhZpoHs\"><source src=\"https:\/\/www.youtube.com\/watch?v=scuzhhZpoHs\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u957f\u5468\u671f\u7f16\u7801<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u96c6\u7fa4<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u6301\u7eed\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u8c03\u7528<\/span><br \/>\n <span class=\"tag\">SOTA\u6027\u80fd<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53\u6846\u67b6<\/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\u5728\u957f\u5468\u671f\u7f16\u7801\u3001\u591a\u8bed\u8a00\u4efb\u52a1\u6cdb\u5316\u53ca300\u667a\u80fd\u4f53\u96c6\u7fa4\u65b9\u9762\u7684\u7a81\u7834\u6027\u8868\u73b0\uff0c\u8ba4\u4e3a\u5176\u4ee5\u5f00\u6e90\u5f62\u5f0f\u63d0\u4f9b\u4e86\u524d\u6cbf\u80fd\u529b\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u4e0eClaude Opus\u7b49\u95ed\u6e90\u6a21\u578b\u7684\u6027\u80fd\u5bf9\u6bd4\uff1b\u957f\u5468\u671f\u6267\u884c\u7684\u5b9e\u8df5\u53ef\u9760\u6027\uff1b\u591a\u6b65\u9aa4\u5de5\u5177\u94fe\u7684\u9519\u8bef\u6062\u590d\u673a\u5236\uff1b\u4ee5\u53ca\u5185\u5bb9\u8fc7\u6ee4\u653f\u7b56\u7684\u4e25\u683c\u7a0b\u5ea6\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 Kimi K2.6\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u7b80\u5355\u7684\u7248\u672c\u8fed\u4ee3\uff0c\u4e0d\u5982\u8bf4\u662fMoonshot\u5728\u201cAI\u4f5c\u4e3a\u751f\u4ea7\u529b\u5f15\u64ce\u201d\u8fd9\u4e00\u8d5b\u9053\u6295\u4e0b\u7684\u4e00\u9897\u6218\u7565\u6df1\u6c34\u70b8\u5f39\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u53c2\u6570\u91cf\u7684\u5806\u780c\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u5165\u4e86\u5f53\u524dAI\u7f16\u7a0b\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u75db\u70b9\u2014\u2014**\u6301\u4e45\u5316\u3001\u590d\u6742\u72b6\u6001\u7684\u7ef4\u6301\u4e0e\u534f\u540c**\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6a21\u578b\u6807\u699c\u7684\u201c\u6570\u5343\u6b21\u5de5\u5177\u8c03\u7528\u201d\u3001\u201c12\u5c0f\u65f6\u8fde\u7eed\u6267\u884c\u201d\uff0c\u76f4\u6307\u73b0\u6709AI\u7f16\u7801\u52a9\u624b\u5728\u77ed\u4e0a\u4e0b\u6587\u3001\u5355\u4efb\u52a1\u7247\u6bb5\u751f\u6210\u4e4b\u5916\u7684\u7a7a\u767d\u3002\u8fd9\u5e76\u975e\u70ab\u6280\uff0c\u800c\u662f\u8bd5\u56fe\u5c06AI\u4ece\u201c\u4ee3\u7801\u5efa\u8bae\u8005\u201d\u5347\u7ea7\u4e3a\u201c\u7cfb\u7edf\u7ea7\u6267\u884c\u8005\u201d\u7684\u5173\u952e\u4e00\u6b65\uff0c\u5c24\u5176\u9002\u914d\u4e8eDevOps\u6d41\u6c34\u7ebf\u3001\u5927\u578b\u91cd\u6784\u3001\u8de8\u7cfb\u7edf\u96c6\u6210\u7b49\u9700\u8981\u957f\u671f\u89c4\u5212\u548c\u72b6\u6001\u8ddf\u8e2a\u7684\u771f\u5b9e\u5de5\u7a0b\u573a\u666f\u3002\u800c\u201c300\u667a\u80fd\u4f53\u96c6\u7fa4\u201d\u7684\u7f16\u6392\u80fd\u529b\uff0c\u5219\u662f\u5bf9\u5f53\u524d\u201c\u5355\u667a\u80fd\u4f53\u201d\u8303\u5f0f\u7684\u91ce\u5fc3\u62d3\u5c55\uff0c\u8bd5\u56fe\u7528\u53bb\u4e2d\u5fc3\u5316\u3001\u4e13\u4e1a\u5316\u7684\u667a\u80fd\u4f53\u7f51\u7edc\u6765\u653b\u514b\u66f4\u5b8f\u5927\u7684\u9879\u76ee\uff0c\u5176\u60f3\u8c61\u7a7a\u95f4\u5728\u4e8e\u81ea\u52a8\u5316\u56e2\u961f\u534f\u4f5c\u7684\u96cf\u5f62\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u73af\u4e4b\u4e0b\uff0c\u5c16\u9510\u7684\u95ee\u9898\u540c\u6837\u5b58\u5728\u3002\u8bc4\u8bba\u533a\u7684\u7591\u8651\u63ed\u793a\u4e86\u5176\u5546\u4e1a\u5316\u843d\u5730\u7684\u6838\u5fc3\u6311\u6218\uff1a**\u53ef\u9760\u6027\u4e0e\u4fe1\u4efb\u5ea6**\u3002\u957f\u5468\u671f\u6267\u884c\u4e2d\uff0c\u9519\u8bef\u5982\u4f55\u7d2f\u79ef\u4e0e\u6062\u590d\uff1f\u667a\u80fd\u4f53\u96c6\u7fa4\u7684\u901a\u4fe1\u5f00\u9500\u4e0e\u51b3\u7b56\u51b2\u7a81\u5982\u4f55\u89e3\u51b3\uff1f\u5728\u6d89\u53ca\u654f\u611f\u4fe1\u606f\u6216\u8fb9\u7f18\u7528\u4f8b\u65f6\uff0c\u5176\u5f00\u6e90\u5c5e\u6027\u5e26\u6765\u7684\u201c\u5bbd\u677e\u201d\u653f\u7b56\u662f\u4f18\u52bf\u8fd8\u662f\u5408\u89c4\u98ce\u9669\uff1f\u8fd9\u4e9b\u95ee\u9898\u7684\u7b54\u6848\uff0c\u8fdc\u6bd4\u57fa\u51c6\u6d4b\u8bd5\u5206\u6570\u66f4\u91cd\u8981\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cKimi K2.6\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u6b63\u8bd5\u56fe\u5b9a\u4e49\u4e0b\u4e00\u4ee3AI\u7f16\u7a0b\u5de5\u5177\u7684\u5f62\u6001\uff1a\u4e00\u4e2a\u4e0d\u77e5\u75b2\u5026\u3001\u6df1\u5ea6\u4ecb\u5165\u5f00\u53d1\u751f\u547d\u5468\u671f\u5168\u6d41\u7a0b\u7684\u201c\u8d85\u7ea7\u534f\u4f5c\u8005\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u662f\u5426\u5728\u5355\u9879\u8bc4\u6d4b\u4e2d\u8d85\u8d8aClaude\u6216GPT-4\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u771f\u5b9e\u7684\u3001\u6df7\u4e71\u7684\u3001\u5145\u6ee1\u4e0d\u786e\u5b9a\u6027\u7684\u8f6f\u4ef6\u5de5\u7a0b\u73af\u5883\u4e2d\uff0c\u5efa\u7acb\u8d77\u7a33\u5b9a\u3001\u53ef\u4fe1\u3001\u53ef\u9884\u6d4b\u7684\u201c\u6570\u5b57\u52b3\u52a8\u529b\u201d\u5de5\u4f5c\u6d41\u3002\u8fd9\u662f\u4e00\u6761\u66f4\u96be\u4f46\u66f4\u5177\u98a0\u8986\u6027\u7684\u9053\u8def\uff0c\u5176\u5f00\u6e90\u7b56\u7565\u65e2\u662f\u5438\u5f15\u751f\u6001\u5171\u5efa\u7684\u5229\u5668\uff0c\u4e5f\u5c06\u4f7f\u5176\u6bcf\u4e00\u6b65\u5b9e\u8df5\u4e0e\u7f3a\u9677\u90fd\u66b4\u9732\u5728\u793e\u533a\u5ba1\u89c6\u4e4b\u4e0b\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u573a\u8c6a\u8d4c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Kimi K2.6<\/span>\n <\/div>\n<div class=\"comment-content\">Kimi K2.6 is Moonshot\u2019s latest open-source model, built to push coding, long-horizon execution, and agent swarms forward at the same time. It brings stronger end-to-end coding, 300-agent swarm orchestration, and improved reliability for always-on agent frameworks like OpenClaw and Hermes.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been on K2.6-code-preview for a while, and now it\u2019s officially K2.6. It has been kind of wild!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09369361-4cfb-4b1f-a867-6b9d3c7a6c2f.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>The model really shines on long-horizon coding: thousands of tool calls across hours of continuous execution, strong generalization across languages and tasks, plus the ability to generate rich, animated frontends with real motion and 3D elements. The agent swarm upgrades (300 parallel sub-agents) and proactive 24\/7 agent support also feel like a meaningful step up. <\/p>\n<p>As always, Kimi keeps delivering frontier-level models as <a href=\"https:\/\/huggingface.co\/moonshotai\/Kimi-K2.6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">open source<\/a>. Respect\ud83e\udee1\ud83e\udee1<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Whats long horizon coding? What do you use it for? 1000 of calls? I do max 100 calls on PR. How well does it compare to opus 4.7? I heard the previous Kimi was almost as good as opus 4.6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b <\/p>\n<p><strong>Kimi K2.6<\/strong> is our latest open-source model, built for long-horizon coding and agents – 4,000+ tool calls, over 12 hours of continuous execution, with generalization across languages (Rust, Go, Python) and tasks (frontend, devops, perf optimization).<\/p>\n<p><strong>Open-source SOTA<\/strong> on HLE w\/ tools (54.0), SWE-Bench Pro (58.6), SWE-bench Multilingual (76.7), BrowseComp (83.2), Toolathlon (50.0), Charxiv w\/ python(86.7), Math Vision w\/ python (93.2)<\/p>\n<p>Live at <a href=\"http:\/\/kimi.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">kimi.com<\/a>, the app, API, and Kimi Code. Would love your feedback \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@crystal_j\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@crystal_j<\/a> For a non-coder like me scripting PH launch trackers, how does Kimi K2.6 handle multi-step tool chains with error recovery? Like if an API flakes or a prompt needs human tweak mid-flow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>K2.6 offers SOTA-level performance at a fraction of the cost. <\/p>\n<\/p>\n<p>It’s open-weights, it’s fast, and optimized for long-context tasks across the codebase, as well as the day-to-day work needed to support an always-on agent like <a href=\"https:\/\/www.producthunt.com\/products\/clawdbot-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"clawdbot-2\" target=\"_blank\" rel=\"noopener\">@OpenClaw<\/a> and <a href=\"https:\/\/www.producthunt.com\/products\/kiloclaw\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"kiloclaw\" target=\"_blank\" rel=\"noopener\">@KiloClaw<\/a>. <\/p>\n<\/p>\n<p>Impressive.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> <My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>300-agent swarm orchestration is wild \u2014 curious how reliable the long-horizon execution actually is in practice. Anyone tried it on multi-hour coding sessions 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>How strict is Kimi with sensitive topics? How would you rate it against the big three US models on filter sensitivity toward information security, copyright, interpersonal boundaries, etc.?<\/p>\n<\/p>\n<p>I’m not talking about explicitly dangerous activity, but about legitimate tasks that that trigger the filters occasionally. An example is Claude Code refusing to configure the Microsoft Entra dashboard because it looks like a hacker attack 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<\/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\/UCJCI4OP3XU2IA\" class=\"app-title\">Dageno AI<\/a><\/p>\n<div class=\"one-liner\">Become the most recommended brand across 7+ major LLMs<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">197<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Dageno AI\u662f\u4e00\u6b3e\u4e3a\u521d\u521b\u548c\u589e\u957f\u56e2\u961f\u8bbe\u8ba1\u7684AI\u80fd\u89c1\u5ea6\u7ba1\u7406\u5e73\u53f0\uff0c\u901a\u8fc7\u8ffd\u8e2a\u54c1\u724c\u57287\u4e2a\u4ee5\u4e0a\u4e3b\u6d41\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u771f\u5b9e\u66dd\u5149\u6570\u636e\uff0c\u5206\u6790\u53ef\u89c1\u6027\u5dee\u8ddd\u5e76\u63d0\u4f9b\u53ef\u6267\u884c\u7684\u4f18\u5316\u65b9\u6848\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u5728AI\u4e3b\u5bfc\u7684\u53d1\u73b0\u65f6\u4ee3\u54c1\u724c\u96be\u4ee5\u88ab\u63a8\u8350\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\/af76edf8-35a7-4334-99d0-7b72a2a95fa5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2627fa0e-54e4-4fbb-b4d6-3fabbfea2b74.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0d359d30-a640-489e-975c-e54d88cf2811.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9306e54d-3da9-483f-a309-47966d32caac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e96c6c20-b8cd-4918-971e-ef2d5374522a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a423ad73-7b68-496b-a5ba-02431d2a1469.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8a345b9-d00d-48e0-b28d-93b6a5953863.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\/e29235f7-2357-43aa-9e8f-618fd7e9439d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=R56E_kkPEOY\"><source src=\"https:\/\/www.youtube.com\/watch?v=R56E_kkPEOY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u80fd\u89c1\u5ea6\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">GEO\uff08\u751f\u6210\u5f0f\u5f15\u64ce\u4f18\u5316\uff09<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a71\u52a8\u51b3\u7b56<\/span><br \/>\n <span class=\"tag\">LLM\u5206\u6790<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SEO\u6f14\u8fdb<\/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\u53efAI\u80fd\u89c1\u5ea6\u8ffd\u8e2a\u7684\u5fc5\u8981\u6027\uff0c\u5e76\u8be2\u95ee\u4e86\u5177\u4f53\u7ec6\u8282\uff1a\u4ea7\u54c1\u5982\u4f55\u786e\u4fdd\u63d0\u793a\u8bcd\u751f\u6210\u8d28\u91cf\u3001\u5982\u4f55\u5904\u7406\u957f\u5c3e\u5229\u57fa\u5e02\u573a\u3001\u4ee3\u7406\u5de5\u4f5c\u6d41\u80fd\u5426\u76f4\u63a5\u521b\u4f5c\u5185\u5bb9\u3001\u6570\u636e\u51c6\u786e\u6027\u5982\u4f55\uff0c\u4ee5\u53caGEO\u4e0eSEO\u7684\u672c\u8d28\u533a\u522b\u3002\u521b\u59cb\u4eba\u56de\u590d\u5f3a\u8c03\u4e86\u5176\u4e13\u6709\u6570\u636e\u5c42\u548c\u4ece\u6d1e\u5bdf\u5230\u6267\u884c\u7684\u95ed\u73af\u80fd\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Dageno AI\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u8feb\u5728\u7709\u776b\u7684\u8d5b\u9053\u2014\u2014GEO\uff08\u751f\u6210\u5f0f\u5f15\u64ce\u4f18\u5316\uff09\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u7a7a\u7a74\u6765\u98ce\uff1a\u968f\u7740Perplexity\u3001ChatGPT\u7b49AI\u52a9\u624b\u6210\u4e3a\u65b0\u7684\u201c\u5165\u53e3\u201d\uff0c\u4f20\u7edfSEO\u5de5\u5177\u7684\u5931\u6548\u5df2\u662f\u8fdb\u884c\u65f6\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u9ed1\u7bb1\u201d\u3001\u201c\u6d41\u91cf\u8f6c\u79fb\u4f46\u65e0\u6cd5\u8ffd\u8e2a\u201d\u7684\u56f0\u60d1\uff0c\u6b63\u662f\u5176\u751f\u5b58\u7684\u571f\u58e4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u91ce\u5fc3\uff0c\u5728\u4e8e\u8bd5\u56fe\u6784\u5efaAI\u65f6\u4ee3\u7684\u201c\u65b0\u8c37\u6b4c\u5206\u6790\u201d\u6570\u636e\u5c42\u3002\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u4ec5\u63d0\u4f9b\u4eea\u8868\u76d8\u62a5\u544a\uff08\u8fd9\u662f\u591a\u6570\u7ade\u54c1\u7684\u7ec8\u70b9\uff09\uff0c\u800c\u662f\u901a\u8fc7\u201c\u4ee3\u7406\u5de5\u4f5c\u6d41\u201d\u5c06\u6d1e\u5bdf\u4e0e\u5185\u5bb9\u521b\u5efa\u3001\u5916\u94fe\u5efa\u8bbe\u7b49\u6267\u884c\u73af\u8282\u4e32\u8054\uff0c\u627f\u8bfa\u201c\u95ed\u73af\u201d\u3002\u8fd9\u5f88\u806a\u660e\uff0c\u4e5f\u6781\u5176\u56f0\u96be\u3002\u5176\u6838\u5fc3\u58c1\u5792\u5728\u4e8e\u5ba3\u79f0\u7684\u201c\u4e13\u6709\u6570\u636e\u5c42\u201d\u2014\u2014\u901a\u8fc7\u81ea\u884c\u6536\u96c6\u7684\u771f\u5b9eLLM\u67e5\u8be2\u4e0e\u54cd\u5e94\u6570\u636e\u6765\u5efa\u6a21\uff0c\u800c\u975e\u4f9d\u8d56\u7b2c\u4e09\u65b9API\u6216\u5408\u6210\u6570\u636e\u3002\u5982\u679c\u5c5e\u5b9e\uff0c\u8fd9\u80fd\u63d0\u4f9b\u66f4\u8d34\u8fd1\u7528\u6237\u5b9e\u9645\u4f53\u9a8c\u7684\u80fd\u89c1\u5ea6\u753b\u50cf\uff0c\u4f46\u6570\u636e\u7684\u5168\u9762\u6027\u3001\u5b9e\u65f6\u6027\u53ca\u8de8\u6a21\u578b\u4e00\u81f4\u6027\u5c06\u662f\u6301\u7eed\u7684\u6280\u672f\u4e0e\u6210\u672c\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u98ce\u9669\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u5e02\u573a\u6559\u80b2\u6210\u672c\u9ad8\uff1aGEO\u4ecd\u662f\u4e00\u4e2a\u65b0\u5174\u6982\u5ff5\uff0c\u9700\u8981\u5411\u7528\u6237\u8bc1\u660e\u5176\u72ec\u7acb\u4e8eSEO\u7684\u72ec\u7279\u4ef7\u503c\u3002\u5176\u6b21\uff0cLLM\u672c\u8eab\u5feb\u901f\u8fed\u4ee3\uff0c\u5176\u63a8\u8350\u7b97\u6cd5\u3001\u77e5\u8bc6\u622a\u6b62\u65e5\u671f\u548c\u5546\u4e1a\u5408\u4f5c\uff08\u5982\u5b98\u65b9\u63d2\u4ef6\uff09\u90fd\u53ef\u80fd\u5267\u70c8\u6539\u53d8\u6e38\u620f\u89c4\u5219\uff0c\u4f7f\u76d1\u6d4b\u89c4\u5219\u5931\u6548\u3002\u6700\u540e\uff0c\u201c\u4ee3\u7406\u5de5\u4f5c\u6d41\u201d\u7684\u6267\u884c\u6548\u679c\u5b58\u7591\u3002\u4ece\u201c\u5efa\u8bae\u201d\u5230\u9ad8\u8d28\u91cf\u201c\u6267\u884c\u201d\u7684\u9e3f\u6c9f\u5de8\u5927\uff0c\u81ea\u52a8\u5316\u5185\u5bb9\u80fd\u5426\u771f\u6b63\u63d0\u5347\u54c1\u724c\u6743\u5a01\u6027\u800c\u975e\u5236\u9020SEO\uff08\u6216GEO\uff09\u5783\u573e\uff0c\u662f\u51b3\u5b9a\u5176\u4ea7\u54c1\u662f\u201c\u667a\u80fd\u52a9\u624b\u201d\u8fd8\u662f\u201c\u5671\u5934\u201d\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cDageno AI\u654f\u9510\u5730\u6293\u4f4f\u4e86\u8303\u5f0f\u8f6c\u79fb\u7684\u88c2\u7f1d\u3002\u5b83\u7684\u6210\u8d25\u5c06\u4e0d\u53d6\u51b3\u4e8e\u6982\u5ff5\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u6570\u636e\u5c42\u7684\u201c\u6df1\u5ea6\u201d\u4e0e\u201c\u4fdd\u771f\u5ea6\u201d\uff0c\u4ee5\u53ca\u80fd\u5426\u5c06\u201c\u884c\u52a8\u201d\u73af\u8282\u505a\u5f97\u8db3\u591f\u53ef\u9760\uff0c\u771f\u6b63\u5c06\u98d8\u6e3a\u7684\u201cAI\u80fd\u89c1\u5ea6\u201d\u8f6c\u5316\u4e3a\u53ef\u7a33\u5b9a\u4f18\u5316\u7684\u589e\u957f\u6760\u6746\u3002\u8fd9\u662f\u4e00\u573a\u4e0e\u65f6\u95f4\u548c\u6280\u672f\u53d8\u9769\u7684\u901f\u5ea6\u8d5b\u8dd1\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\">Dageno AI<\/span>\n <\/div>\n<div class=\"comment-content\">Built for startup and growth teams, Dageno AI tracks brand visibility across 7+ major LLMs using real data we collect ourselves. We combine signals from your site, traffic, prompts, social, and mentions to uncover visibility gaps and recommend what to fix \u2014 then turn those insights into action through agent workflows. Free trial, no credit card required.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! \ud83d\udc4b I\u2019m Tim, and we built Dageno AI for startup and growth teams who need to understand one thing clearly:<br \/>When customers ask AI \u201cwho should I use?\u201d \u2014 does your brand show up, and why?<\/p>\n<p>We spent years building the data layer behind AI visibility workflows, so we know how messy this problem is firsthand. Most teams are still relying on classic SEO tools, manual checks, or dashboards that stop at reporting. That is not enough when AI answers are shaping buying decisions.<\/p>\n<p>So we built Dageno AI \u2014 a GEO data and agent platform that helps startup and growth teams win visibility across 7+ major LLMs:<\/p>\n<p><strong>1. Enter your brand<\/strong><br \/>Add your site and let us map the landscape around it.<\/p>\n<p><strong>2. Find competitors and prompts<\/strong><br \/>We generate relevant prompts and benchmark you against the brands your customers are already seeing.<\/p>\n<p><strong>3. Analyze real signals<\/strong><br \/>We combine signals from your site, traffic, prompts, social, and mentions against our proprietary data layer so that you can uncover visibility gaps, understand what changed, and know what to fix next.<\/p>\n<p><strong>4. Turn insights into action<\/strong><br \/>We do not stop at reporting. Our agent workflows help teams execute content, source, and workflow changes so that you can turn visibility into growth.<\/p>\n<p><strong>5. Track performance over time<\/strong><br \/>See how your brand is represented across major LLMs, compare against competitors, and measure progress as you improve.<\/p>\n<p>If you want your brand to be more visible in AI answers, try it out and share your feedback \u2014 we\u2019re building this in public!<\/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\/@tim_dageno_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tim_dageno_ai<\/a> Congrats on the launch, Tim! Does the agent just suggest ideas, or can it actually draft and edit content too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tim_dageno_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tim_dageno_ai<\/a> For niche plays like “personal branding strategist” or “PH launch growth hacker,” how does Dageno surface those long-tail visibility gaps? Does it benchmark against actual competitor prompts customers might ask vs generic ones, and flag content opportunities like “add tennis analytics case study to outrank X”?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tim_dageno_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tim_dageno_ai<\/a> Congrats on the launch, Tim \u2014 going to test this on our brand right now<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a big issue with similar products we’ve used. <\/p>\n<\/p>\n<p>How do you keep prompt generation clean and avoid weird brand mentions?<\/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\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> <br \/>Great point! We crawl and analyze site data first to keep the context accurate, then review competitors one by one to reduce hallucinated brand mentions.<\/p>\n<p>We also use a TOFU \/ MOFU \/ BOFU funnel model to map prompts across the full user journey \u2014 from awareness to comparison to conversion \u2014 so the results reflect real search intent, not artificially narrow prompts \ud83d\udcaa<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89911a04-8b42-4d2d-859c-8e025764159a.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One of the best launches today! Quick question – how are you guys handling user support right now? Asking because I build AI support agents for dev tools and always curious what founders are dealing with at this stage!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@grekenakk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grekenakk<\/a> <br \/>Thanks so much \u2014 really appreciate it!<\/p>\n<p>At the moment, we\u2019re mainly handling support through Slack, which helps us stay close to users and build longer-term relationships<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this built around adding blog and other text context layers? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jacinto_salz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacinto_salz<\/a> <br \/>Great question \u2014 content is definitely part of it, but it\u2019s not the core.<\/p>\n<p>We start from data insights to identify what actually drives visibility, and then use that to guide content strategy (like what topics to write about).<\/p>\n<p>Beyond that, we also help uncover <strong>backlink and social media opportunities<\/strong> \u2014 for example, which backlinks are more likely to be cited, where it\u2019s worth investing effort, and which social platforms or threads are worth engaging in.<\/p>\n<p>In May, we\u2019re also rolling out features to support <strong>one-click publishing to backlink targets<\/strong> and <strong>distribution across social channels<\/strong>, so users can act on those opportunities more easily \ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>GEO is becoming more and more important, I’m very excited to see new tools working on that, 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\/@libin_yao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@libin_yao<\/a> <br \/>Thanks Tina \u2014 really appreciate that!<\/p>\n<p>Totally agree, GEO is becoming increasingly important as more discovery shifts into AI-driven experiences. Still early days, but we\u2019re excited to be building in this space \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>we\u2019ve seen our organic traffic shift so much lately, but our ‘mentions’ in perplexity are basically a black box. classic seo tools just aren’t built for this. having a proprietary data layer to track why an llm picks a competitor over us is the only way to stay relevant in 2026. <a href=\"https:\/\/www.producthunt.com\/products\/agent-powered-geo-by-dageno\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"agent-powered-geo-by-dageno\" target=\"_blank\" rel=\"noopener\">@Dageno AI<\/a> <a href=\"https:\/\/www.producthunt.com\/@tim_dageno_ai\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tim_dageno_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tim_dageno_ai<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> <br \/>Yes, exactly \u2014 it is a bit of a black box today, and the usual approach is just expensive trial-and-error.<\/p>\n<p>Our approach is to start from data itself: using data-driven signals to surface real GEO opportunities, rather than guessing or \u201cfeeding\u201d the system blindly.<\/p>\n<p>Once you have the right signals, the optimization part actually becomes much more straightforward \ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>hi congrats on your launch. May I know more about the base of how the content opportunities being decided? from public forum like reddit that people mention feature need in this product domain where the target product is currently missing? or it’s from other AI generated insight using competitor research.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hwellmake\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hwellmake<\/a> <br \/>Great question \u2014 it\u2019s actually a mix, but our core data comes from <strong>real LLM query\/response behavior at scale<\/strong>, not just scraped forums or synthetic datasets.<\/p>\n<p>We run large-scale parallel analysis on how models actually respond, which helps brands track AI visibility and identify real opportunity gaps. Compared to tools that rely mainly on APIs or proxy layers, we try to stay closer to what users actually see \u2014 so the insights are more reliable.<\/p>\n<p>Reddit is definitely part of the picture. A lot of LLM outputs cite or are influenced by Reddit discussions, so it\u2019s an important surface. We also help identify specific Reddit opportunities \u2014 like relevant subreddits, content angles, and even threads where engagement makes sense.<\/p>\n<p>So it\u2019s less about a single data source, and more about connecting <strong>real AI outputs + ecosystem signals (like Reddit)<\/strong> into actionable insights \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hwellmake\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hwellmake<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 super relevant. As more discovery happens inside LLMs, tracking visibility there feels essential.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ibitekukie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ibitekukie<\/a> <br \/>Thanks Chenyue \u2014 really appreciate that!<\/p>\n<p>Totally agree, as more discovery shifts into LLMs, visibility there becomes something really matters. That\u2019s exactly the gap we\u2019re trying to help with \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ibitekukie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ibitekukie<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting product direction. Turning AI visibility into something measurable <em>and<\/em> actionable is hard \u2014 most tools stop at dashboards.<\/p>\n<p>If you can really close that loop, this is a strong product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@colin_yu_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@colin_yu_123<\/a> <br \/>Thanks Beichuan \u2014 really appreciate that.<\/p>\n<p>Totally agree, a lot of tools stop at dashboards. We\u2019re trying to push further by connecting visibility insights with actual actions \u2014 like what to create, where to distribute, and how to capture those opportunities.<\/p>\n<p>Still a work in progress, but that\u2019s exactly the loop we\u2019re aiming to close \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@colin_yu_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@colin_yu_123<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is super relevant. Feels like we\u2019re still using SEO tools for a world that\u2019s already shifting to AI answers. Curious how accurate the visibility tracking is \u2014 would love to try this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexia_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexia_li<\/a> <br \/>Thanks Alexia \u2014 really appreciate that! On visibility tracking, we try to keep it grounded in real prompts and scenarios rather than synthetic ones, so it reflects how users actually discover things inside LLMs. Would love to get you onboard and hear your 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\/@alexia_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexia_li<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My website, pokecut.com, has been undergoing geo-optimization. This tool looks great and should be effective for my site. I am currently 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\/@anthony_cai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthony_cai<\/a> <br \/>Thanks, Anthony \u2014 really appreciate you choosing us! Looking forward to helping Pokecut(a really smooth AI photo editor & generator) grow even further!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@anthony_cai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthony_cai<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 still trying to understand GEO better. Is it basically the same as SEO, just for AI search, or is there something more to it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ristan_nakko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ristan_nakko<\/a> <br \/>Great question \u2014 GEO is related to SEO, but we approach it a bit differently.<\/p>\n<p>In <a href=\"http:\/\/Dageno.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Dageno.ai<\/a>, we focus on helping users understand <strong>what prompts actually drive visibility<\/strong>, and then turning those insights into actionable growth opportunities.<\/p>\n<p>For example, we help identify where backlink or mention opportunities exist, and then translate that into an execution plan \u2014 what content to create, which platforms to publish on, and where potential partnerships like backlinks or KOL collaborations could make sense \ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@ristan_nakko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ristan_nakko<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Worth a look if you’re seeking a set it and forget it GEO solution for your app, product, or startup! <\/p>\n<\/p>\n<p>Not only does Dageno create the content for you, but it also observes trending topics <em>as they emerge<\/em> so you’re always relevant and on time!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Really appreciate the support and for joining us on this launch! Your perspective on SaaS and growth products has been super insightful! We\u2019re looking forward to building in public, iterating on Dageno AI, and helping move the GEO space toward true standardization \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> My Website on Product Hunt now is the second version of Neo. I hope you’ll take a look and share your opinion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IP2723MCZU7E6O\" class=\"app-title\">Devaito<\/a><\/p>\n<div class=\"one-liner\">Build, launch, and grow your business on autopilot<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">178<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Devaito\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u5168\u6808\u5546\u4e1a\u81ea\u52a8\u5316\u5e73\u53f0\uff0c\u901a\u8fc7\u5355\u4e00\u63cf\u8ff0\u5373\u53ef\u81ea\u52a8\u751f\u6210\u5e76\u6301\u7eed\u8fd0\u8425\u7f51\u7ad9\u3001\u5546\u5e97\u3001\u79fb\u52a8\u5e94\u7528\u53ca\u8425\u9500\u3001\u9500\u552e\u3001\u5ba2\u670d\u7b49\u6838\u5fc3\u4e1a\u52a1\u6a21\u5757\uff0c\u65e8\u5728\u4e3a\u521d\u521b\u8005\u53ca\u72ec\u7acb\u5f00\u53d1\u8005\u6d88\u9664\u6280\u672f\u95e8\u69db\u4e0e\u5de5\u5177\u96c6\u6210\u8d1f\u62c5\uff0c\u5b9e\u73b0\u201c\u6784\u5efa-\u542f\u52a8-\u589e\u957f\u201d\u7684\u81ea\u52a8\u5316\u95ed\u73af\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/605aee89-6e3c-4192-aaa6-9ba98c1666fb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/970a7b70-6fdf-4222-8161-3598db9f8866.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/36bf618a-8b3d-4120-9f2a-763669cdbeec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/87bcce99-7748-4050-8184-3aab2af58bf4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/34c34246-9fdc-4102-9df8-5ec1808c5467.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a96e7761-6d7a-429b-a3d2-d9459c8c6062.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\/00a24f82-0b9c-49c6-b9ee-f7b776c5629a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/SpmIRq1jKLg?si=HaKbvvmCTS0mZGzw\"><source src=\"https:\/\/youtu.be\/SpmIRq1jKLg?si=HaKbvvmCTS0mZGzw\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">E-Commerce<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5546\u4e1a\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5168\u6808\u65e0\u4ee3\u7801\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u591a\u7aef\u4e00\u4f53\u5316<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u96c6\u6210\u5ba2\u670d\u4e0e\u9500\u552e<\/span><br \/>\n <span class=\"tag\">\u6301\u7eed\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u4e1a\u52a1\u589e\u957f<\/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\u4e00\u4f53\u5316\u201d\u613f\u666f\u5bf9\u72ec\u7acb\u521b\u59cb\u4eba\u7684\u4ef7\u503c\uff0c\u4f46\u666e\u904d\u8d28\u7591\u5176\u5e9e\u5927\u529f\u80fd\u8303\u56f4\u7684\u6267\u884c\u6df1\u5ea6\u4e0e\u8d28\u91cf\u4e00\u81f4\u6027\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5f53\u524d\u54ea\u4e9b\u529f\u80fd\u5df2\u6210\u719f\u53ef\u7528\u3001\u5b9e\u9645\u5ba2\u6237\u957f\u671f\u4f7f\u7528\u6a21\u5f0f\u3001AI\u667a\u80fd\u4f53\u7684\u5b9e\u9645\u4efb\u52a1\u4e0e\u201c\u653e\u624b\u201d\u7a0b\u5ea6\uff0c\u4ee5\u53ca\u5982\u4f55\u771f\u6b63\u89e3\u51b3\u4e1a\u52a1\u5206\u53d1\u96be\u9898\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5f3a\u8c03\u5176\u5e95\u5c42\u7cfb\u7edf\u7edf\u4e00\u6027\u975e\u7b80\u5355\u96c6\u6210\uff0c\u65e8\u5728\u6d88\u9664\u201c\u96c6\u6210\u7a0e\u201d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Devaito\u7684\u91ce\u5fc3\u5e76\u975e\u505a\u4e00\u4e2a\u66f4\u597d\u7684\u5efa\u7ad9\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u5546\u4e1a\u521b\u610f\u7684\u201c\u5168\u81ea\u52a8\u6267\u884c\u5c42\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5355\u4e2a\u529f\u80fd\u7684\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u5de5\u5177\u788e\u7247\u5316\u201d\u548c\u201c\u8fd0\u8425\u6301\u7eed\u6027\u201d\u8fd9\u4e24\u4e2a\u521b\u4e1a\u9690\u6027\u6210\u672c\u7684\u7cfb\u7edf\u6027\u89e3\u51b3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u7280\u5229\u5730\u6233\u4e2d\u4e86\u5f53\u524dSaaS\u751f\u6001\u7684\u75db\u70b9\uff1a\u521b\u4e1a\u8005\u75b2\u4e8e\u5728\u5341\u51e0\u4e2a\u72ec\u7acb\u5de5\u5177\u95f4\u7a7f\u68ad\uff0c\u6570\u636e\u5272\u88c2\uff0c\u8fd0\u8425\u52a8\u4f5c\u96be\u4ee5\u6301\u7eed\u3002Devaito\u7528\u201c\u7edf\u4e00\u4e1a\u52a1\u903b\u8f91\u5c42\u201d\u56de\u5e94\u6b64\u95ee\u9898\uff0c\u8ba9\u7f51\u7ad9\u3001\u5546\u5e97\u3001\u5185\u5bb9\u3001\u5ba2\u670d\u6210\u4e3a\u540c\u4e00\u5b9e\u4f53\u7684\u4e0d\u540c\u89c6\u56fe\uff0c\u7406\u8bba\u4e0a\u5b9e\u73b0\u4e86\u6570\u636e\u4e0e\u8fd0\u8425\u6d41\u7684\u539f\u751f\u7edf\u4e00\u3002\u8fd9\u6bd4\u901a\u8fc7API\u62fc\u63a5\u7684\u201c\u5168\u5bb6\u6876\u201d\u65b9\u6848\u66f4\u5177\u6839\u57fa\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u98ce\u9669\u4e5f\u6e90\u4e8e\u6b64\u7b49\u5b8f\u5927\u53d9\u4e8b\u3002\u8bc4\u8bba\u533a\u7684\u8d28\u7591\u975e\u5e38\u7cbe\u51c6\uff1a\u5728\u5982\u6b64\u5bbd\u6cdb\u7684\u529f\u80fd\u9762\u4e0a\uff0c\u80fd\u5426\u4fdd\u8bc1\u6bcf\u4e2a\u6a21\u5757\u7684\u4f53\u9a8c\u6df1\u5ea6\uff1fAI\u667a\u80fd\u4f53\u5904\u7406\u5ba2\u670d\u3001\u5185\u5bb9\u521b\u4f5c\u7b49\u590d\u6742\u4efb\u52a1\u65f6\uff0c\u662f\u771f\u6b63\u5177\u5907\u4e1a\u52a1\u7406\u89e3\uff0c\u8fd8\u662f\u6d41\u4e8e\u8868\u9762\u7684\u81ea\u52a8\u5316\uff1f\u5e73\u53f0\u6697\u793a\u7684\u201c\u81ea\u52a8\u589e\u957f\u201d\u53ef\u80fd\u89e6\u53ca\u5f53\u524dAI\u80fd\u529b\u7684\u8fb9\u754c\u2014\u2014\u5206\u53d1\uff08Distribution\uff09\u662f\u5e02\u573a\u6d1e\u5bdf\u3001\u6e20\u9053\u7b56\u7565\u548c\u8d44\u6e90\u6295\u5165\u7684\u7efc\u5408\u7ed3\u679c\uff0c\u5e76\u975e\u4ec5\u9760\u5185\u5bb9\u81ea\u52a8\u5316\u5c31\u80fd\u653b\u514b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4ebaSymo\u7684\u56de\u5e94\u5c55\u73b0\u4e86\u6e05\u9192\u7684\u8ba4\u77e5\uff1a\u4e0d\u8ffd\u6c42\u5728\u6bcf\u4e2a\u5355\u70b9\u51fb\u8d25\u4e13\u4e1a\u5de5\u5177\uff0c\u800c\u662f\u8d4c\u201c\u7cfb\u7edf\u6574\u4f53\u534f\u8c03\u6027\u201d\u80fd\u521b\u9020\u72ec\u7279\u7c98\u6027\u3002\u5176\u7528\u6237\u753b\u50cf\u5b9a\u4f4d\u6e05\u6670\u2014\u2014\u5438\u5f15\u7684\u662f\u538c\u6076\u5de5\u5177\u62fc\u63a5\u3001\u613f\u610f\u4e3a\u201c\u7701\u5fc3\u201d\u59a5\u534f\u90e8\u5206\u529f\u80fd\u6df1\u5ea6\u7684\u201c\u975e\u5de5\u5177\u601d\u7ef4\u201d\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cDevaito\u662f\u4e00\u6b21\u5927\u80c6\u7684\u8303\u5f0f\u91cd\u6784\u5c1d\u8bd5\u3002\u82e5\u5176AI\u667a\u80fd\u4f53\u80fd\u5728\u6838\u5fc3\u4e1a\u52a1\u573a\u666f\uff08\u5982\u4e0a\u4e0b\u6587\u5ba2\u670d\u3001\u54c1\u724c\u5316\u5185\u5bb9\uff09\u4e2d\u7a33\u5b9a\u4ea4\u4ed8\u53ca\u683c\u7ebf\u4ee5\u4e0a\u7684\u8868\u73b0\uff0c\u5b83\u5c06\u6210\u4e3a\u72ec\u7acb\u521b\u4f5c\u8005\u7684\u5f3a\u5927\u6760\u6746\u3002\u53cd\u4e4b\uff0c\u82e5\u4efb\u4f55\u5173\u952e\u6a21\u5757\u51fa\u73b0\u660e\u663e\u77ed\u677f\uff0c\u6216AI\u8868\u73b0\u5e73\u5eb8\uff0c\u201c\u5168\u800c\u4e0d\u7cbe\u201d\u7684\u6807\u7b7e\u5c06\u4f7f\u5176\u8fc5\u901f\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u8fc7\u5ea6\u627f\u8bfa\u7684\u8425\u9500\u6545\u4e8b\u3002\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u80fd\u5426\u5728\u201c\u81ea\u52a8\u5316\u201d\u4e0e\u201c\u521b\u59cb\u4eba\u63a7\u5236\u611f\u201d\u4e4b\u95f4\u627e\u5230\u90a3\u4e2a\u7cbe\u5999\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Devaito<\/span>\n <\/div>\n<div class=\"comment-content\">Describe your business and Devaito launches the essentials for you: website, store, mobile app, SEO, blog, social media, customer support, and sales automation. Unlike traditional site builders, Devaito doesn\u2019t stop at setup. AI agents keep working behind the scenes to help you attract customers, answer questions, create content, and scale without adding more tools.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b I’m Symo, founder of <strong>Devaito<\/strong>.<\/p>\n<\/p>\n<p>I ran a digital agency for years. Every week, someone walked in with a brilliant idea. They needed a website, a brand, a store, an app, SEO, marketing. I’d quote them weeks of work and thousands of dollars. I’d watch their face drop.<\/p>\n<\/p>\n<p><strong>I didn’t lose clients. I lost believers.<\/strong><\/p>\n<\/p>\n<p>That’s the day Devaito started. Not as a company, as a promise: <em>no one should ever need permission, money, or technical skills to bring their idea to life.<\/em><\/p>\n<p>Today, you describe your idea. AI plans everything, site, store, app, branding, SEO, content, marketing, sales, support. <strong>You review. You approve. AI executes.<\/strong> You stay in control, AI does the work. 24\/7.<\/p>\n<\/p>\n<p>We didn’t build a tool. <strong>We gave every idea the power to become a business.<\/strong><\/p>\n<\/p>\n<p><strong>Dream it. Approve it. Devaito builds and scales it.<\/strong><\/p>\n<\/p>\n<p>If AI could take over ONE part of your business tomorrow, what would you hand over first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>31<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@symo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@symo<\/a> Congrats on the launch. The promise is big (site, store, app, branding, SEO, marketing, sales, support) so the useful question for anyone kicking tires today is: <\/p>\n<p>which of those is production-ready right now, and which is v2?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<blockquote>\n<p>Congrats on the launch, Symo.<\/p>\n<\/p>\n<p>The agency backstory makes sense as the origin, and you saw the gap firsthand. My hesitation with Devaito is the scope. Website, store, app, SEO, blog, social, support, and sales automation is a massive surface area to maintain quality across. Most tools that promise everything end up being the best at one or two things and forgettable at the rest. What does a real customer actually look like 3 months in? Are they still using all of it, or gravitating toward the parts that actually work?<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryanwmcc1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryanwmcc1<\/a> Fair question, the one I’d ask too.<\/p>\n<p>The trap you’re describing is real, and it happens for a specific reason. Most “all-in-one” platforms are really one main product surrounded by add-ons. A site builder plus a mail app plus a CRM plus a support widget, all bolted on. Devaito is not built that way. It is one system that shows different surfaces. The site, the store, the support, the content are not separate products connected by APIs. They are views of the same underlying business logic. That is why improving one improves all. It is also why a single surface cannot quietly degrade without the others catching it.<\/p>\n<p>3 months in, the pattern is simple. People who came looking for a better single tool leave. People who stop thinking in tool categories stay. I am not going to tell you every surface beats a specialist. It does not. What keeps users is that nothing in the stack talks past itself.<\/p>\n<p>That is the whole bet.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really nice! But you say \u201cno one should need permission or money to start\u201d, so how do you balance that with the reality that distribution (not building which is realtively easy based on idea) is the hardest part today??<\/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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> You’re right to push on this, it’s the real question. Removing permission and money was the easy bet. Distribution is the actual wall today, and we knew that if we only solved “build”, we’d just be generating ghost businesses nobody sees. That’s why Devaito doesn’t stop at the site. Content, SEO, social, email, support are part of the same system, not bolted on after. Is it fully solved? No. But it stops being the wall where most people give up. <\/p>\n<\/p>\n<p>Curious about your take though. Where does distribution actually break for most founders you’ve seen? Channels, voice, or consistency?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>hi Symo, congrats for the launch. I find this concept very nice especially the readiness of ios and android app comes along with the web stores. Could you explain more about the payment part, is it also fully integrated with built-in stripe or other alternatives?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hwellmake\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hwellmake<\/a> Thanks, glad the mobile side stood out, that took a while to get right. The app isn’t a separate product, it inherits the branding, tone and content from the site automatically and stays in sync with the store, the marketplace and the POS. Same inventory, same customers, same voice everywhere.<\/p>\n<p>On payments: Stripe and Paypal is integrated by default, other providers supported depending on the region, so users outside Stripe markets aren’t blocked. Checkout, refunds, subscriptions and payouts all live inside the same back-office.<\/p>\n<p>Is there a piece of the stack (Vocal Ecommerce app, POS, marketplace sync) you’d want to dig into more?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the all-in-one approach makes sense for solo founders who don’t want to juggle 10 different tools. we’ve seen clients struggle with connecting their site builder to their email tool to their analytics… having everything work together from day one sounds like it could save months of integration headaches.<\/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\">@piotreksedzik Thanks Piotr, you’re putting words on exactly the pain we kept seeing. The integration tax is the silent killer, it’s spread across 20 small frictions nobody logs, but added up it’s what drains momentum around month 2 or 3. Would love to hear what you’ve seen work (and not) with the clients you mentioned, that kind of ground-level view is always more useful than the product pitch on our side.<\/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>this is interesting – the “AI agents keep working” part caught my attention. most no-code builders dump you after setup, but ongoing automation for content and customer support could be huge. what kind of tasks are the agents actually handling day-to-day? curious how hands-off it really gets after 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\/@piotr_pasierbek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotr_pasierbek<\/a> Good catch, that layer took the longest to get right. Day-to-day, the agents answer customer questions with real context (orders, inventory, returns), write and schedule social posts, publish blog articles in the brand voice, run outbound on leads, and handle follow-ups that usually fall through the cracks. Not background automations, they operate with the business logic in front of them.<\/p>\n<p>Hands-off works for repetitive tasks. For positioning, pricing or strategic calls, agents propose, the founder decides. “Autonomous everything” was tempting but the moment a founder feels out of the loop, trust collapses.<\/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>The real value isn\u2019t launching\u2014it\u2019s continuous execution. If the agents actually perform, this is powerful.<\/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\/@shota_h\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shota_h<\/a> Launching is overrated. The interesting problem starts at day 90, when you’re still shipping content, chasing leads, replying to customers, and the founder has 1\/3 the energy they had at launch. Most tools are built for day 1. We built Devaito for the 89 days after.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Website, store, app, SEO, blog, social, support, and sales automation from one description \u2014 ambitious scope. The question is whether “AI agents keep working behind the scenes” holds up in practice or just sounds good on a landing page. \ud83e\udd14<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@t9p Fair point, it does sound like a lot.<\/p>\n<p>In practice, it\u2019s not one system doing everything perfectly. It\u2019s multiple small agents handling specific, repeatable tasks and keeping things moving in the background.<br \/>\nYou stay in control they just save you from doing the same work over and over.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/VMIKXVY6YAWZD6\" class=\"app-title\">Spectrum<\/a><\/p>\n<div class=\"one-liner\">Bring agents to all the interfaces people already use<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">149<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Spectrum\u662f\u4e00\u4e2a\u5f00\u6e90\u6846\u67b6\uff0c\u901a\u8fc7\u7edf\u4e00API\u5c06AI\u667a\u80fd\u4f53\u63a5\u5165iMessage\u3001Telegram\u3001WhatsApp\u7b49\u65e5\u5e38\u901a\u8baf\u754c\u9762\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u9700\u4e3a\u4e0d\u540c\u5e73\u53f0\u91cd\u590d\u6784\u5efa\u9002\u914d\u5c42\u3001\u786e\u4fdd\u6d88\u606f\u53ef\u9760\u9001\u8fbe\u4e0e\u539f\u751f\u6e32\u67d3\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\/dd6bd916-56fa-4ec5-85a8-ef180b24755f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83fc3418-e5b7-481e-8bcb-ff55bc77f17c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7a54fb18-edba-4233-801d-5ce70fa71eae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94510a09-61f1-4fbb-b669-5aa9a4c111fc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94191687-c2f7-433c-ac39-13806e6efa40.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/576230b2-033b-4b5e-b251-94c0ed0d5eef.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\/7e9da0ff-843c-42a1-8bfc-90c36a503d7f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/nf-M5d81HlE\"><source src=\"https:\/\/youtu.be\/nf-M5d81HlE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Messaging<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">iMessage Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u667a\u80fd\u4f53\u90e8\u7f72\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">\u6d88\u606f\u5e73\u53f0\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u7edf\u4e00API<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u6e32\u67d3<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92\u5c42<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u901a\u8baf<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\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\u9ad8\u5ea6\u8ba4\u53ef\u201c\u5728\u73b0\u6709\u754c\u9762\u5d4c\u5165\u667a\u80fd\u4f53\u201d\u7684\u7406\u5ff5\uff0c\u8ba4\u4e3a\u8fd9\u662f\u5b9e\u73b0AI\u5927\u89c4\u6a21\u91c7\u7528\u7684\u5173\u952e\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u8de8\u5e73\u53f0\u4e0a\u4e0b\u6587\/\u4f1a\u8bdd\u7ba1\u7406\u3001\u5b98\u65b9API\u4f7f\u7528\u60c5\u51b5\u3001\u901a\u9053\u6545\u969c\u65f6\u7684\u540e\u5907\u903b\u8f91\u4e0e\u4eba\u5de5\u4ecb\u5165\u673a\u5236\uff0c\u4ee5\u53ca\u662f\u5426\u652f\u6301SMS\u3002\u5f00\u53d1\u8005\u8d5e\u8d4f\u5176\u6613\u7528\u6027\u4e0e\u7a33\u5b9a\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 Spectrum\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u5236\u9020\u53c8\u4e00\u4e2a\u66f4\u5f3a\u5927\u7684AI\u6a21\u578b\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u667a\u80fd\u4f53\u4e0e\u771f\u5b9e\u4e16\u754c\u4ea4\u4e92\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u57fa\u7840\u8bbe\u65bd\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u662f\u62bd\u8c61\u5e76\u6807\u51c6\u5316\u4e86\u5404\u901a\u8baf\u5e73\u53f0\u7e41\u6742\u7684\u5dee\u5f02\u6027\uff08\u5982\u6e32\u67d3\u903b\u8f91\u3001\u901f\u7387\u9650\u5236\u3001\u4ea4\u4ed8\u53ef\u9760\u6027\uff09\uff0c\u5c06\u5f00\u53d1\u8005\u4ece\u91cd\u590d\u7684\u201c\u7ba1\u9053\u5de5\u7a0b\u201d\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u8ba9\u4ed6\u4eec\u80fd\u4e13\u6ce8\u4e8e\u667a\u80fd\u4f53\u672c\u8eab\u7684\u903b\u8f91\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5207\u4e2d\u4e86\u4e00\u4e2a\u5173\u952e\u8d8b\u52bf\uff1aAI\u667a\u80fd\u4f53\u7684\u7ade\u4e89\u6b63\u4ece\u540e\u53f0\u80fd\u529b\u8f6c\u5411\u524d\u7aef\u4ea4\u4e92\u5c42\u3002\u672a\u6765\u7684\u667a\u80fd\u4f53\u5fc5\u987b\u201c\u751f\u6d3b\u201d\u5728\u7528\u6237\u5df2\u6709\u7684\u6570\u5b57\u4e60\u60ef\u4e2d\uff08\u5982\u7fa4\u804a\u3001\u79c1\u4fe1\uff09\uff0c\u800c\u975e\u5b64\u7acb\u7684\u4eea\u8868\u76d8\u6216\u5e94\u7528\u4e2d\u3002Spectrum\u8bd5\u56fe\u6210\u4e3a\u8fde\u63a5\u667a\u80fd\u4f53\u80fd\u529b\u4e0e\u7528\u6237\u65e5\u5e38\u901a\u8baf\u8868\u9762\u7684\u6807\u51c6\u6865\u6881\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u8bd5\u56fe\u5b9a\u4e49\u4e0b\u4e00\u4ee3\u4eba\u673a\u4ea4\u4e92\u7684\u534f\u8bae\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u6df1\u5ea6\u4f9d\u8d56\u5404\u5927\u5e73\u53f0\u7684\u5b98\u65b9API\u6216\u9006\u5411\u5de5\u7a0b\uff0c\u653f\u7b56\u98ce\u9669\u4e0e\u53ef\u6301\u7eed\u6027\u5b58\u7591\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u8de8\u5e73\u53f0\u4e0a\u4e0b\u6587\u7ba1\u7406\u3001\u6545\u969c\u964d\u7ea7\u7b49\u5177\u4f53\u95ee\u9898\uff0c\u662f\u51b3\u5b9a\u4f01\u4e1a\u7ea7\u5e94\u7528\u53ef\u9760\u6027\u7684\u5173\u952e\uff0c\u6846\u67b6\u9700\u8981\u7ed9\u51fa\u66f4\u6210\u719f\u7684\u89e3\u51b3\u65b9\u6848\u3002\u6700\u540e\uff0c\u5f53\u667a\u80fd\u4f53\u901a\u8fc7Spectrum\u5927\u89c4\u6a21\u6e17\u5165\u793e\u4ea4\u4e0e\u901a\u8baf\u573a\u666f\u65f6\uff0c\u5c06\u4e0d\u53ef\u907f\u514d\u5730\u5f15\u53d1\u5173\u4e8e\u9690\u79c1\u3001\u4fe1\u606f\u8fc7\u8f7d\u4e0e\u793e\u4ea4\u793c\u4eea\u7684\u65b0\u4e00\u8f6e\u4f26\u7406\u8ba8\u8bba\u3002Spectrum\u5728\u6280\u672f\u4e0a\u662f\u201c\u8d4b\u80fd\u8005\u201d\uff0c\u4f46\u5728\u793e\u4f1a\u5c42\u9762\uff0c\u5b83\u53ef\u80fd\u6b63\u5728\u6084\u7136\u91cd\u5851\u4eba\u7c7b\u6c9f\u901a\u7684\u8fb9\u754c\u4e0e\u89c4\u5219\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cSpectrum\u662f\u4e00\u4e2a\u5728\u6b63\u786e\u65f6\u673a\u63d0\u51fa\u7684\u3001\u6781\u5177\u6d1e\u5bdf\u529b\u7684\u57fa\u7840\u8bbe\u65bd\u65b9\u6848\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u5176\u6280\u672f\u7a33\u5065\u6027\uff0c\u66f4\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u5e73\u53f0\u653f\u7b56\u3001\u7528\u6237\u4f53\u9a8c\u4e0e\u793e\u4f1a\u63a5\u53d7\u5ea6\u4e4b\u95f4\uff0c\u627e\u5230\u4e00\u4e2a\u7cbe\u5999\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Spectrum<\/span>\n <\/div>\n<div class=\"comment-content\">Nobody is going to download an app or visit a website to use your agent. Spectrum is an open-source framework that connects your agents to iMessage, Telegram, WhatsApp, and other interfaces people use every day, using one unified API. Your agent sends one message, Spectrum handles the formatting, delivery, and platform-specific logic natively, in under 1 second. Spectrum is free to start. Scale to Pro or Enterprise when you’re ready.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi everyone, Julie here from the Photon team, the team behind Spectrum.<\/p>\n<p>Spectrum started as our own pain. Building agents on iMessage, WhatsApp, and other messaging apps, we kept running into the same thing: the agent part is mostly solved, but the plumbing around it isn’t. Delivery reliability, platform quirks, rate limits, content that renders beautifully on one channel and looks broken on another – that’s where the days go.<\/p>\n<p>We figured anyone putting an agent into a messaging app will hit the same wall, so we pulled that layer out, hardened it, and are open-sourcing it as Spectrum: sub-second latency, adaptive rendering across iMessage, WhatsApp, Telegram, Slack, Discord, Instagram and more, with monitoring and human-in-the-loop built in.<\/p>\n<p>We think the next wave of agents lives in messaging, not dashboards. Would love to hear what you think, especially if you’re building in this space!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@julie_chen5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julie_chen5<\/a> For B2B teams building workshop bots or PH launch responders, how does Spectrum handle fallback logic when one channel flakes? Does human-in-the-loop kick in automatically, or do you get alerted to jump in?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>NO ONE is downloading another app. It’s time to bring your AI agents to the channel that people actually use. Spectrum makes this super easy, allowing you to bring in your agent in less than 30 seconds. Fully open source so that you can run everything on your local machine. We also provide a free cloud-hosted plan for people to get started without any friction <\/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\/@daniel_tian3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_tian3<\/a> Really interesting approach \u2014 bringing agents into existing interfaces rather than forcing users into a new one is the right UX call. Curious how it handles context switching when the same user is across multiple interfaces simultaneously?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_tian3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_tian3<\/a> congrats on shipping \ud83e\udd42 2026 is the year AI stops being a ‘destination’ and starts being a ‘participant.’ If I can skip building the plumbing for Instagram and Discord and just use Spectrum, my dev time just got cut by 70%. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Photon team is cooking.<\/p>\n<p>Earlier this year, <a href=\"https:\/\/www.producthunt.com\/products\/flux-14\" target=\"_blank\" rel=\"noopener\">@Flux<\/a> already hinted at something important: people want agents to show up inside the interfaces they already use. Spectrum takes that idea and turns it into infrastructure.<\/p>\n<p>What makes it interesting is not just the channel coverage, but the <strong>native rendering layer<\/strong> across <strong>iMessage, Telegram, WhatsApp, Slack, Discord, Instagram, and more.<\/strong> One API, but the interaction still looks and behaves like it belongs on each platform. That is a much harder and more important problem than it sounds.<\/p>\n<p>Agent backends are getting crowded fast. The more interesting question now is: who becomes the <strong><em>interaction layer<\/em><\/strong> users actually like? Who builds the bridge between frontier agent capability and the <strong><em>communication surfaces<\/em><\/strong> people already live on?<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/spectrum-5\" target=\"_blank\" rel=\"noopener\">@Spectrum<\/a> has a real shot at becoming that infrastructure.<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Nailed the core idea! The interaction layer is where everything compounds. That\u2019s exactly the layer we\u2019re focused on building. Still early, but we\u2019re going all in on making agents feel native everywhere<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> I think you are right and nailed the core pain points for almost all users: that they are having multiple channels for communication.<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/spectrum\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"spectrum\" target=\"_blank\" rel=\"noopener\">@Spectrum<\/a> by the way, just upvoted.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I often find myself wondering what the world of the future will look like. AI and agents have existed for barely three years, yet their impact on every facet of our society has been extraordinary. They have reshaped how we search, how we code, and even how we understand ourselves as humans. So what will the next five years bring? Will they truly become, as science fiction once imagined, an integral part of our society? Will we work alongside them as real colleagues, relate to them as friends, or even form deeper bonds? And when future generations look at them, will it feel no different from how we look at one another today?<\/p>\n<p>With this belief, we created Spectrum.<\/p>\n<p>Our mission is to make AI a living part of society – <strong>to bring its extraordinary capabilities within reach of every individual<\/strong>. Spectrum enables developers to connect agents to the platforms people already know and use every day: iMessage, WhatsApp, phone calls, Telegram, even hardware devices. We believe this is the first real step toward integrating agents into human society – they must appear where human life already happens.<\/p>\n<p>And there is something undeniably powerful about this moment. For the first time, we feel agents not as distant tools, but as participants – joining group conversations, exchanging messages like friends. This shift opens the door to widespread adoption. My mother, for example, used an agent through iMessage for the very first time – and she\u2019s someone who has never used any other app on her phone.<\/p>\n<p>Agents aren\u2019t built for ordinary people – yet.<br \/>But we believe that together, you and we have the chance to change that.<\/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\/@ryanzhuuuu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryanzhuuuu<\/a> Great job! Let’s democritize agents<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We\u2019ve been using Photon for 3 months. After a brief conversation, Daniel and Ryan got our API key set up in under five minutes. The service is extremely stable.<\/p>\n<p> It\u2019s a young team full of energy, passion, and talent, I’m excited to see see more interesting progress you guys build next!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@miltonheyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@miltonheyan<\/a> Really appreciate this – means a lot!<\/p>\n<\/p>\n<p>Glad the setup was smooth and it\u2019s been stable for you. That\u2019s exactly the experience we\u2019re aiming for. We\u2019re just getting started, a lot more coming soon. Excited to keep building with 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>Supported and this will be a tool that developers love to get. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@charlenechen_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlenechen_123<\/a> we love developers and builders. they are creating the future<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love this framing \u2014 meeting users where they already chat instead of forcing another app install. how do you handle context\/memory across the different platforms? does each interface get its own session or is it unified?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What a launch video!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a interesting offering, and your thesis aligns with one of mine, which is that users don’t want more apps or logins and would prefer to use the tools they already have. Are you able to do SMS messages to and from a phone number?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The interface war is already over\u2014agents need to live inside existing user habits, not new apps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool Julie! Does it use official APIs in every messaging app? Cause if so it’s super useful for many founders here. Wish you all the best on this impressive launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “omni-channel” approach for AI agents! \ud83d\udd25 Bringing intelligence to where people already hang out is the most logical path to mass adoption. Can’t wait to see more frameworks like Spectrum making agents truly “ambient”.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@candyrorae\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@candyrorae<\/a> \u201cambient\u201d is the right word! Agents shouldn\u2019t feel like tools you open, but something that\u2019s just there when you need it. That\u2019s the direction we\u2019re pushing toward with Spectrum. Appreicate the support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/NJ734P2CYWCP6U\" class=\"app-title\">Perplexity Health<\/a><\/p>\n<div class=\"one-liner\">Ask health questions across your records, labs, wearables<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">144<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Perplexity Health\u901a\u8fc7\u8fde\u63a5\u7528\u6237\u7684\u533b\u7597\u8bb0\u5f55\u3001\u5b9e\u9a8c\u5ba4\u7ed3\u679c\u548c\u53ef\u7a7f\u6234\u8bbe\u5907\u6570\u636e\uff0c\u8ba9AI\u80fd\u57fa\u4e8e\u4e2a\u4eba\u771f\u5b9e\u5065\u5eb7\u5386\u53f2\uff08\u800c\u975e\u901a\u7528\u7f51\u7edc\u4fe1\u606f\uff09\u56de\u7b54\u5065\u5eb7\u95ee\u9898\uff0c\u4e3a\u6709\u590d\u6742\u5065\u5eb7\u7ba1\u7406\u9700\u6c42\u7684\u7528\u6237\u63d0\u4f9b\u4e86\u4e2a\u6027\u5316\u3001\u6570\u636e\u878d\u5408\u7684\u6d1e\u5bdf\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\/d0a1b7f2-1f29-4a84-a189-c17076dccd77.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\/a67ab382-2ec3-4ed3-b068-743d5a6d2ccf.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\/3734fd5d-3d99-44c1-879d-0a34c12ec3bb.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\/8bd58308-0bbc-4c20-9f24-320cfee66b2a.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\/0b6c0583-c168-4896-9a6e-65751b404a62.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\/61f03b79-1b75-437e-9273-7ba0be88d771.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/4ee5248d-6294-4782-a197-a4e8a6359861.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=8rMibDIsrz4\"><source src=\"https:\/\/www.youtube.com\/watch?v=8rMibDIsrz4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Wearables<\/span><br \/>\n <span class=\"tag\">Medical<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e2a\u4eba\u5065\u5eb7\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">AI\u5065\u5eb7\u54a8\u8be2<\/span><br \/>\n <span class=\"tag\">\u533b\u7597\u6570\u636e\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u53ef\u7a7f\u6234\u8bbe\u5907\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u5065\u5eb7\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u533b\u7597\u8bb0\u5f55\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u7f8e\u56fd\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u5236\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u7cbe\u51c6\u533b\u7597<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u5176\u591a\u6e90\u6570\u636e\uff08\u5982Apple Health\u3001Fitbit\uff09\u7684\u6574\u5408\u80fd\u529b\uff0c\u8ba4\u4e3a\u8fde\u63a5\u4e00\u5207\u624d\u80fd\u4ea7\u751f\u771f\u6b63\u6d1e\u5bdf\u3002\u6709\u7528\u6237\u8bc1\u5b9e\u5176\u5bf9\u590d\u6742\u75c5\u53f2\u7684\u5206\u6790\u6709\u6548\u4e14\u51c6\u786e\u6027\u9ad8\uff0c\u4f46\u4e5f\u63d0\u9192\u9700\u4fdd\u6301AI\u6000\u7591\u6001\u5ea6\u3002\u897f\u73ed\u7259\u8bed\u7528\u6237\u79f0\u8d5e\u5176\u5feb\u901f\u5206\u6790\u533b\u7597\u7ed3\u679c\u7684\u80fd\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Perplexity Health\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u53c8\u4e00\u4e2a\u201cAI\u5065\u5eb7\u804a\u5929\u673a\u5668\u4eba\u201d\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5185\u6838\uff0c\u5728\u4e8e\u8bd5\u56fe\u7834\u89e3\u6570\u5b57\u5065\u5eb7\u9886\u57df\u957f\u671f\u5b58\u5728\u7684\u201c\u6570\u636e\u5b64\u5c9b\u201d\u96be\u9898\u3002\u4ea7\u54c1\u5c06\u5272\u88c2\u7684\u7535\u5b50\u75c5\u5386\u3001\u5b9e\u9a8c\u5ba4\u62a5\u544a\u548c\u52a8\u6001\u53ef\u7a7f\u6234\u6570\u636e\u5f3a\u884c\u6253\u901a\uff0c\u8ba9AI\u7684\u63a8\u7406\u9996\u6b21\u5efa\u7acb\u5728\u4e2a\u4f53\u8fde\u7eed\u3001\u591a\u7ef4\u7684\u5065\u5eb7\u65f6\u95f4\u7ebf\u4e0a\uff0c\u8fd9\u6807\u5fd7\u7740\u5065\u5eb7AI\u4ece\u63d0\u4f9b\u901a\u7528\u4fe1\u606f\u8fc8\u5411\u63d0\u4f9b\u201c\u4e2a\u4eba\u4e0a\u4e0b\u6587\u201d\u7684\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u73af\u4e0e\u67b7\u9501\u5e76\u5b58\u3002\u6838\u5fc3\u4f18\u52bf\u2014\u2014\u57fa\u4e8e\u771f\u5b9e\u4e2a\u4eba\u5386\u53f2\u2014\u2014\u6070\u6070\u662f\u5176\u6700\u5927\u98ce\u9669\u6e90\u3002\u533b\u7597\u6570\u636e\u7684\u89e3\u8bfb\u6781\u5ea6\u4f9d\u8d56\u8d28\u91cf\u4e0e\u5b8c\u6574\u6027\uff0c\u4efb\u4f55\u7f3a\u5931\u6216\u9519\u8bef\u90fd\u53ef\u80fd\u5bfc\u81f4AI\u751f\u6210\u770b\u4f3c\u5408\u7406\u5b9e\u5219\u5371\u9669\u7684\u201c\u5e7b\u89c9\u201d\u5efa\u8bae\u3002\u8bc4\u8bba\u4e2d\u201c\u6700\u51c6\u786e\u201d\u7684\u611f\u53d7\u4e0e\u201c\u4fdd\u6301AI\u6000\u7591\u201d\u7684\u63d0\u9192\uff0c\u7cbe\u51c6\u63ed\u793a\u4e86\u7528\u6237\u5904\u4e8e\u201c\u4f9d\u8d56\u201d\u4e0e\u201c\u4e0d\u5b89\u201d\u7684\u5178\u578b\u77db\u76fe\u5fc3\u6001\u3002\u4ea7\u54c1\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u201c\u8f85\u52a9\u201d\u5de5\u5177\uff0c\u4f46\u4eba\u6027\u5bf9\u786e\u5b9a\u6027\u7684\u6e34\u671b\u6781\u6613\u5bfc\u81f4\u8fc7\u5ea6\u4f9d\u8d56\u3002\n <\/p>\n<p class=\"ai-content\">\n \u76ee\u524d\uff0c\u5176\u670d\u52a1\u4ec5\u9650\u7f8e\u56fd\u4ed8\u8d39\u7528\u6237\uff0c\u8fd9\u65e2\u662f\u53d7\u5236\u4e8e\u533b\u7597\u6570\u636e\u5408\u89c4\u7684\u590d\u6742\u6027\u5730\u7f18\u58c1\u5792\uff0c\u4e5f\u66b4\u9732\u51fa\u5176\u4f5c\u4e3a\u5546\u4e1a\u4ea7\u54c1\u7684\u672c\u8d28\uff1a\u5b83\u4f18\u5148\u670d\u52a1\u4e8e\u6709\u652f\u4ed8\u80fd\u529b\u3001\u6570\u5b57\u7d20\u517b\u9ad8\u7684\u7fa4\u4f53\uff0c\u800c\u975e\u666e\u60e0\u533b\u7597\u3002\u53ef\u7a7f\u6234\u8bbe\u5907\u6570\u636e\u7684\u6574\u5408\u662f\u4eae\u70b9\uff0c\u4f46\u5982\u4f55\u4ece\u201c\u6b65\u6570\u3001\u5fc3\u7387\u201d\u7b49\u6cdb\u5316\u6307\u6807\uff0c\u6df1\u5ea6\u5173\u8054\u5230\u5177\u6709\u4e34\u5e8a\u610f\u4e49\u7684\u8bca\u65ad\u4e0e\u9884\u8b66\uff0c\u4ecd\u662f\u5f85\u9a8c\u8bc1\u7684\u5de5\u7a0b\u4e0e\u533b\u5b66\u96be\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cPerplexity Health\u63cf\u7ed8\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u672a\u6765\u56fe\u666f\uff1a\u4e00\u4e2a\u771f\u6b63\u7406\u89e3\u201c\u4f60\u201d\u7684AI\u5065\u5eb7\u4f19\u4f34\u3002\u4f46\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5bc6\u7684\u6570\u636e\u805a\u5408\u4e0e\u5448\u73b0\u5f15\u64ce\uff0c\u5176\u533b\u5b66\u8bca\u65ad\u7684\u53ef\u9760\u6027\u4e0e\u8d23\u4efb\u8fb9\u754c\u4f9d\u7136\u6a21\u7cca\u3002\u5b83\u7684\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8eAI\u6a21\u578b\u672c\u8eab\u6709\u591a\u5f3a\u5927\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u6570\u636e\u7ba1\u9053\u6709\u591a\u53ef\u9760\u3001\u4e34\u5e8a\u9a8c\u8bc1\u6709\u591a\u4e25\u8c28\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u6fc0\u53d1\u7528\u6237\u5065\u5eb7\u81ea\u4e3b\u610f\u8bc6\u7684\u540c\u65f6\uff0c\u7262\u7262\u5b88\u4f4f\u201c\u4e0d\u66ff\u4ee3\u533b\u751f\u201d\u7684\u5e95\u7ebf\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\">Perplexity Health<\/span>\n <\/div>\n<div class=\"comment-content\">Perplexity Health connects your medical records, lab results, and wearable data so that AI can answer health questions using your actual history, not generic content written to rank. For Perplexity Pro and Max users in the US.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the wearables integration piece caught my attention – are you pulling from Apple Health, Fitbit, or going broader? we’ve seen so many health apps that only look at one data source when the real insights come from connecting everything together.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Es excelente para poder analizar de manera rapida nuestros resultados medicos<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My father who has a pretty complicated health history has been using this and swears by it. He has tried others and finds Perplexity to be the most accurate. I still caution him to have a bit of AI-skepticism but he feels Perplexity is highly effective.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Me parece genial tener una alternativa de IA de Salud, especialmente a quienes hemos tenido un historial cl\u00ednico de cirug\u00edas nos ayuda mucho.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JCIISXNOMZN6OJ\" class=\"app-title\">LiveDemo<\/a><\/p>\n<div class=\"one-liner\">Open-source Interactive product demos<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">134<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LiveDemo\u662f\u4e00\u6b3e\u5f00\u6e90\u4ea4\u4e92\u5f0f\u4ea7\u54c1\u6f14\u793a\u5de5\u5177\uff0c\u5e2e\u52a9\u521b\u59cb\u4eba\u548c\u5f00\u53d1\u8005\u65e0\u9700\u8425\u9500\u6216\u8bbe\u8ba1\u56e2\u961f\u5373\u53ef\u521b\u5efa\u9ad8\u8f6c\u5316\u7387\u7684\u4ea7\u54c1\u6f14\u793a\uff0c\u89e3\u51b3\u201c\u4f1a\u505a\u4e0d\u4f1a\u79c0\u201d\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\/e0f484f5-18c8-4bf7-9541-06fb0e006ef8.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=TGjKssBcd4E\"><source src=\"https:\/\/www.youtube.com\/watch?v=TGjKssBcd4E\" 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\/ee19335c-06cd-4efd-bf2a-18903eb79006.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\/d921ca16-b16f-4ed3-837e-c11757eeab24.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c3359bef-b17e-402a-89a4-967f36d2746b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e6f9915-5a98-40ad-acb9-58c098d462ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ea7\u54c1\u6f14\u793a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u4f53\u9a8c\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u9a71\u52a8\u589e\u957f<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0f\u6f14\u793a<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8f6c\u5316\u7387\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u4e86\u975e\u8bbe\u8ba1\u80cc\u666f\u521b\u4f5c\u8005\u7684\u6f14\u793a\u75db\u70b9\uff0c\u5e76\u8be2\u95ee\u4e86\u5177\u4f53\u5e94\u7528\u573a\u666f\uff08\u5982\u8eab\u4efd\u9a8c\u8bc1\u540e\u6d41\u7a0b\u3001\u5d4c\u5165\u64ad\u5ba2\u9875\u9762\uff09\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u590d\uff0c\u5c55\u73b0\u4e86\u4ea7\u54c1\u5728\u516c\u5f00\u6f14\u793a\u3001\u5d4c\u5165\u652f\u6301\uff08Twitter\/Medium\uff09\u7b49\u65b9\u9762\u7684\u7075\u6d3b\u6027\uff0c\u5e76\u613f\u610f\u6839\u636e\u53cd\u9988\u589e\u52a0\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 LiveDemo\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u88ab\u957f\u671f\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u6280\u672f\u578b\u521b\u9020\u8005\u7684\u201c\u6f14\u793a\u8d1f\u503a\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u5730\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5f55\u5236\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u5c06\u201c\u4ea7\u54c1\u53d9\u4e8b\u201d\u80fd\u529b\u4ea7\u54c1\u5316\u3001\u6c11\u4e3b\u5316\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\uff0c\u5728\u201c\u4ea7\u54c1\u9a71\u52a8\u589e\u957f\u201d\u8303\u5f0f\u4e0b\uff0c\u6f14\u793a\u4e0d\u518d\u662f\u552e\u540e\u7684\u9526\u4e0a\u6dfb\u82b1\uff0c\u800c\u662f\u83b7\u5ba2\u4e0e\u8f6c\u5316\u7684\u6838\u5fc3\u524d\u7ebf\u3002\u7136\u800c\uff0c\u5176\u5f00\u6e90\u7b56\u7565\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u4e00\u65b9\u9762\uff0c\u5b83\u8fc5\u901f\u8d62\u5f97\u4e86\u8ffd\u6c42\u900f\u660e\u3001\u53ef\u63a7\u548c\u4f4e\u6210\u672c\u7684\u6280\u672f\u578b\u521b\u59cb\u4eba\u7684\u597d\u611f\uff0c\u5efa\u7acb\u4e86\u521d\u59cb\u4fe1\u4efb\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u8fd9\u5c06\u5176\u5546\u4e1a\u6a21\u5f0f\u60ac\u7f6e\u8d77\u6765\uff0c\u672a\u6765\u5728\u6258\u7ba1\u670d\u52a1\u3001\u9ad8\u7ea7\u529f\u80fd\u4e0e\u4f01\u4e1a\u652f\u6301\u4e0a\u7684\u53d8\u73b0\u8def\u5f84\u5c06\u9762\u4e34\u4e25\u5cfb\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u9700\u6c42\u5df2\u4ece\u201c\u80fd\u5426\u505a\u6f14\u793a\u201d\u6df1\u5165\u5230\u201c\u5982\u4f55\u5728\u590d\u6742\u3001\u79c1\u6709\u5316\u573a\u666f\u4e2d\u5e94\u7528\u201d\uff0c\u8fd9\u63ed\u793a\u4e86\u5de5\u5177\u5316\u4ea7\u54c1\u5fc5\u7136\u9762\u4e34\u7684\u6311\u6218\uff1a\u4ece\u89e3\u51b3\u201c\u6709\u65e0\u201d\u95ee\u9898\uff0c\u5230\u9002\u5e94\u5ba2\u6237\u5343\u53d8\u4e07\u5316\u7684\u4e1a\u52a1\u6d41\u7a0b\uff0c\u5176\u95f4\u6709\u5de8\u5927\u7684\u5de5\u7a0b\u4e0e\u751f\u6001\u9e3f\u6c9f\u3002\u4e0eArcade\u7b49\u6210\u719f\u4ea7\u54c1\u7684\u5bf9\u6bd4\u95ee\u9898\uff0c\u4e5f\u9884\u793a\u4e86\u5176\u5728\u529f\u80fd\u6df1\u5ea6\u4e0e\u7528\u6237\u4f53\u9a8c\u4e0a\u9762\u4e34\u7684\u6fc0\u70c8\u7ade\u4e89\u3002\u5b83\u7684\u673a\u4f1a\u5728\u4e8e\uff0c\u7262\u7262\u7ed1\u5b9a\u201c\u5f00\u6e90\u201d\u4e0e\u201c\u6781\u7b80\u201d\u7684\u521d\u59cb\u5b9a\u4f4d\uff0c\u670d\u52a1\u4e8e\u65e9\u671f\u521b\u4e1a\u8005\u548c\u72ec\u7acb\u5f00\u53d1\u8005\u8fd9\u4e00\u6838\u5fc3\u57fa\u672c\u76d8\uff0c\u5c06\u4ed6\u4eec\u4ece\u7b28\u91cd\u3001\u6602\u8d35\u6216\u5c01\u95ed\u7684\u89e3\u51b3\u65b9\u6848\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u5148\u6210\u4e3a\u7ec6\u5206\u9886\u57df\u7684\u201c\u6807\u914d\u201d\u3002\u4f46\u82e5\u60f3\u771f\u6b63\u5b9e\u73b0\u201c\u4ea7\u54c1\u4f53\u9a8c\u5e73\u53f0\u201d\u7684\u613f\u666f\uff0c\u5b83\u5fc5\u987b\u5728\u5f00\u653e\u6027\u4e0e\u5546\u4e1a\u5316\u3001\u6613\u7528\u6027\u4e0e\u529f\u80fd\u6027\u4e4b\u95f4\uff0c\u627e\u5230\u90a3\u4e2a\u7cbe\u5999\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">LiveDemo<\/span>\n <\/div>\n<div class=\"comment-content\">Product experience platform for product-led growth<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m George, the maker of LiveDemo AI.<\/p>\n<p>Over the years I’ve shipped a lot of code and watched a lot of great products needlessly fail.<br \/>\nNot because the tech wasn’t good, but because the demo was an afterthought and the sales story never landed.<br \/>\nTalking to fellow founders and developers, the same frustration kept coming up<br \/>\n“I can build it, but I have no idea how to show it.”<\/p>\n<p>That is exactly why I built LiveDemo.ai<br \/>\nA tool that helps founders and developers create demos that actually convert, without needing a marketing team or a professional designer.<br \/>\nYou focus on the product.<br \/>\nLiveDemo handles the story.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gapostolov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gapostolov<\/a> as someone who has zero design skills, the promise of not needing a marketing team is the real hook. usually, making a demo look ‘polished’ takes more time than building the actual feature. awesome<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gapostolov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gapostolov<\/a> Good project!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interactive demos are one of those things I keep meaning to set up properly but never get around to. Static screenshots lose context fast. Does this work for flows behind auth, or is it mostly for public marketing pages?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sweepbase\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sweepbase<\/a> <\/p>\n<p>It could be used for sharing public demo links with prospects,<br \/>But if you have the need for Authenticated demos, behind passwords<br \/>That could be easily included as a feature.<\/p>\n<p>Just let me know what you mean by flows behind auth<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Definitely worth trying if you\u2019re building software products. Just recorded a few demos of my own projects and shared them on socials, curious to see where this goes next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Absolutely nailed one of the issues founders and specially tech founders have and it is to create storytelling demos I have tried in a couple of my projects and it makes a difference compared to how I was doing it before.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>interactive demos as a category feels overdue for an open-source option. how does it compare to something like Arcade or Storylane in terms of capture flow \u2014 is it browser extension based?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tijogaucher\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tijogaucher<\/a> <br \/>Yes, it is similar<br \/>Browser extension, Mac and Windows Apps and a Figma plugin<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Interactive demos are a criminally underused format for technical content creators. I record a finance\/financial modeling podcast (ModeLoop Podcast: <a href=\"https:\/\/open.spotify.com\/show\/0m1oR8AyQv17DVpc5MmirG\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/open.spotify.com\/show\/0m…<\/a>) and every time I interview a practitioner, the hardest part isn’t the conversation \u2014 it’s letting listeners “see” the model they’re describing after the fact. An interactive demo layered alongside an episode could fix that. Does LiveDemo support embedding into longform content like a podcast episode page, or is it mostly SaaS landing-page oriented?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> <br \/>We currently support embedding inside Twitter(X) and Medium posts<br \/>Also embedding with <a href=\"https:\/\/embed.ly\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/embed.ly\/<\/a> platform<\/p>\n<p>I am not aware how Spotify podcasts episode page’s work <br \/>But if they support Iframe for example, yes it would work<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TK7R7BULLAUNHH\" class=\"app-title\">Chronicle<\/a><\/p>\n<div class=\"one-liner\">Build Codex memories from recent screen context.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">132<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Chronicle\u662f\u4e00\u6b3e\u901a\u8fc7\u5b9e\u65f6\u6355\u83b7\u5c4f\u5e55\u5185\u5bb9\u4e3aAI\u52a9\u624bCodex\u63d0\u4f9b\u6301\u7eed\u4e0a\u4e0b\u6587\u7684macOS\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u590d\u6742\u5de5\u4f5c\u6d41\u4e2d\u56e0\u9891\u7e41\u5207\u6362\u4efb\u52a1\u800c\u5bfc\u81f4AI\u5931\u53bb\u4e0a\u4e0b\u6587\u3001\u9700\u8981\u91cd\u590d\u89e3\u91ca\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\/d01743b7-cc51-4287-8fd3-036d2caadb5b.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\/d7f0c33f-d998-489d-becb-72b05a5a414f.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\/9b745530-0b5a-4d1c-b241-340dbb909de0.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\/3af1f014-2fb6-48be-895a-13735277023f.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u52a9\u624b\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u5185\u5bb9\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8c03\u8bd5\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">macOS\u4e13\u5c5e<\/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\u201c\u5c4f\u5e55\u4e0a\u4e0b\u6587\u5373\u8bb0\u5fc6\u201d\u7684\u65b9\u5411\uff0c\u8ba4\u4e3a\u80fd\u6709\u6548\u89e3\u51b3\u5de5\u5177\u56e0\u4e22\u5931\u4e0a\u4e0b\u6587\u800c\u5931\u6548\u7684\u6838\u5fc3\u95ee\u9898\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\u9690\u79c1\u8fb9\u754c\uff08\u6570\u636e\u662f\u5426\u4ec5\u672c\u5730\u5904\u7406\uff09\u548c\u5b9e\u9645\u6548\u679c\u4e0a\u3002\u4e5f\u6709\u7528\u6237\u5bf9Codex\u8fd1\u671f\u7684\u6539\u8fdb\u8868\u793a\u8d5e\u8d4f\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 Chronicle\u770b\u4f3c\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u5c4f\u5e55\u6355\u83b7\u63d2\u4ef6\uff0c\u5b9e\u5219\u89e6\u53ca\u4e86\u5f53\u524dAI\u52a9\u624b\u5e94\u7528\u6700\u6df1\u7684\u201c\u963f\u5580\u7409\u65af\u4e4b\u8e35\u201d\u2014\u2014\u5065\u5fd8\u75c7\u3002\u5b83\u5c06Codex\u4ece\u4e00\u4e2a\u9700\u8981\u4e0d\u65ad\u88ab\u201c\u63d0\u9192\u201d\u7684\u95f4\u6b47\u6027\u806a\u660e\u4f19\u4f34\uff0c\u8bd5\u56fe\u5347\u7ea7\u4e3a\u4e00\u4e2a\u62e5\u6709\u201c\u89c6\u89c9\u5de5\u4f5c\u8bb0\u5fc6\u201d\u7684\u6301\u7eed\u534f\u4f5c\u8005\u3002\u5176\u5ba3\u79f0\u7684\u201c\u672c\u5730\u4f18\u5148\u201d\u662f\u4ea7\u54c1\u8bbe\u8ba1\u7684\u660e\u667a\u4e4b\u4e3e\uff0c\u751a\u81f3\u662f\u751f\u5b58\u524d\u63d0\uff0c\u56e0\u4e3a\u8fd9\u76f4\u63a5\u56de\u5e94\u4e86\u7528\u6237\u5bf9\u5c4f\u5e55\u9690\u79c1\u7684\u7ec8\u6781\u7126\u8651\u3002\u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u6280\u672f\u5b9e\u73b0\u5c42\u9762\uff1a\u5982\u4f55\u4ece\u7eb7\u7e41\u590d\u6742\u7684\u5c4f\u5e55\u50cf\u7d20\u4e2d\uff0c\u7cbe\u51c6\u3001\u7ed3\u6784\u5316\u5730\u63d0\u53d6\u51fa\u4e0e\u5f53\u524d\u4efb\u52a1\u76f8\u5173\u7684\u201c\u4e0a\u4e0b\u6587\u201d\uff0c\u800c\u975e\u5236\u9020\u4e00\u5806\u65e0\u610f\u4e49\u7684\u201c\u6570\u636e\u566a\u97f3\u201d\u3002\u5982\u679c\u5b83\u4ec5\u80fd\u7c97\u7cd9\u5730\u622a\u5c4f\u548cOCR\uff0c\u90a3\u4e48\u5176\u4ef7\u503c\u5c06\u5927\u6253\u6298\u6263\uff1b\u5982\u679c\u5b83\u80fd\u7406\u89e3\u4e0d\u540cIDE\u3001\u8bbe\u8ba1\u5de5\u5177\u3001\u6587\u6863\u7684\u754c\u9762\u8bed\u4e49\uff0c\u81ea\u52a8\u805a\u7126\u4e8e\u4ee3\u7801\u5757\u3001\u9519\u8bef\u4fe1\u606f\u6216\u8bbe\u8ba1\u56fe\u5c42\uff0c\u90a3\u624d\u662f\u9769\u547d\u6027\u7684\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u8fc8\u51fa\u4e86\u6b63\u786e\u4f46\u5145\u6ee1\u4e0d\u786e\u5b9a\u6027\u7684\u4e00\u6b65\u3002\u5b83\u7684\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u201c\u662f\u5426\u8bb0\u5f55\u201d\uff0c\u800c\u53d6\u51b3\u4e8e\u201c\u5982\u4f55\u7406\u89e3\u4e0e\u5173\u8054\u201d\u3002\u5728AI\u80fd\u529b\u4ece\u5355\u6b21\u5bf9\u8bdd\u8f6c\u5411\u6301\u4e45\u5316\u667a\u80fd\u4f53\u7684\u8fdb\u5316\u6d6a\u6f6e\u4e2d\uff0cChronicle\u662f\u4e00\u6b21\u5173\u952e\u7684\u524d\u54e8\u5b9e\u9a8c\uff0c\u4f46\u5176\u6700\u7ec8\u662f\u6210\u4e3a\u6838\u5fc3\u57fa\u7840\u8bbe\u65bd\uff0c\u8fd8\u662f\u53ea\u662f\u4e00\u4e2a\u9690\u79c1\u53cb\u597d\u7684\u5c0f\u4f17\u73a9\u5177\uff0c\u53d6\u51b3\u4e8e\u5176\u80cc\u540e\u5bf9\u201c\u4e0a\u4e0b\u6587\u201d\u7684\u89e3\u6790\u6df1\u5ea6\u4e0e\u667a\u80fd\u7a0b\u5ea6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Chronicle<\/span>\n <\/div>\n<div class=\"comment-content\">Build Codex memories from recent screen context.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Chronicle adds real-time screen context to Codex, so it remembers what you\u2019re working on. No need to repeat yourself. It understands your tools, workflows, and files to debug faster, automate tasks, and continue work seamlessly. Opt-in, local-first, macOS only.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> congrats, love the idea.<\/p>\n<\/p>\n<p>had to double check my wifi for a second, screenshots got that early 2000s vibe \ud83d\ude42<\/p>\n<\/p>\n<p>been using Codex daily and honestly really impressed with how much it has improved lately<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> this is a reply<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>screen context as memory is such an underrated direction. curious what the privacy boundaries look like \u2014 does it stay local or sync somewhere? feels like the kind of feature that lives or dies on that answer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been thinking a lot about this problem, most tools don\u2019t fail because of capability, they fail because they lose context too quickly.<\/p>\n<\/p>\n<p>This feels like a big step in the right direction.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3FTVABPNUXG6NJ\" class=\"app-title\">Cosine Swarm<\/a><\/p>\n<div class=\"one-liner\">Parallel AI agents for long-horizon, complex software tasks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">118<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cosine Swarm\u662f\u4e00\u6b3e\u901a\u8fc7\u5e76\u884cAI\u667a\u80fd\u4f53\uff08\u534f\u8c03\u8005\u3001\u4efb\u52a1\u6240\u6709\u8005\u3001\u5de5\u4f5c\u8005\uff09\u5206\u5c42\u534f\u4f5c\uff0c\u5728\u5355\u4e00\u8fd0\u884c\u65f6\u4e2d\u5904\u7406\u957f\u671f\u3001\u590d\u6742\u8f6f\u4ef6\u5de5\u7a0b\u4efb\u52a1\uff08\u5982\u5927\u89c4\u6a21\u91cd\u6784\u3001\u7cfb\u7edf\u8fc1\u79fb\uff09\u7684AI\u5f00\u53d1\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u9762\u5bf9\u5e9e\u6742\u4efb\u52a1\u65f6\u6548\u7387\u4f4e\u4e0b\u3001\u4e0a\u4e0b\u6587\u7ba1\u7406\u56f0\u96be\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\/f712e8e5-75ef-4fd3-9806-cce8b0a50682.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8838de2d-7ccd-468e-80e6-57fc833b3ab0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/276fd2ab-bb30-4ae0-8139-e11ad78950ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6667fd9-9d93-4db7-9f96-628ef1cd2c83.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\/a74e8f8e-5289-4a2b-9342-e04680e54b5a.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=QDUfUnX724E\"><source src=\"https:\/\/www.youtube.com\/watch?v=QDUfUnX724E\" 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\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8f6f\u4ef6\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5e76\u884c\u4efb\u52a1\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u91cd\u6784<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">CLI\/\u684c\u9762\/\u4e91\u7aef\u4e00\u4f53\u5316<\/span><br \/>\n <span class=\"tag\">\u957f\u671f\u4efb\u52a1\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4ee3\u7801\u52a9\u624b<\/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\u76db\u8d5e\u5176\u201c\u6539\u53d8\u6e38\u620f\u89c4\u5219\u201d\uff0c\u80fd\u663e\u8457\u63d0\u5347\u541e\u5410\u91cf\uff0c\u5b9e\u73b0\u201c\u665a\u4e0a\u5206\u914d\u4efb\u52a1\uff0c\u65e9\u4e0a\u5ba1\u67e5PR\u201d\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\u591a\u667a\u80fd\u4f53\u5e76\u884c\u65f6\u7684\u51b2\u7a81\u5904\u7406\u673a\u5236\uff08\u901a\u8fc7\u6587\u4ef6\u9501\u3001\u5de5\u4f5c\u533a\u9694\u79bb\u9884\u9632\uff09\uff0c\u4ee5\u53ca\u4efb\u52a1\u5931\u8d25\u6216\u8fc7\u4e8e\u590d\u6742\u65f6\u7684\u56de\u9000\u903b\u8f91\uff08\u534f\u8c03\u8005\u62d2\u7edd\u5e76\u884c\uff0c\u8f6c\u4e3a\u4e32\u884c\uff09\u3002\u90e8\u5206\u7528\u6237\u5bf9\u534f\u8c03\u5f00\u9500\u548c\u6545\u969c\u6392\u67e5\u8868\u793a\u62c5\u5fe7\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 Cosine Swarm\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u4ee3\u7801\u8865\u5168\u5de5\u5177\uff0c\u800c\u65e8\u5728\u6784\u5efa\u4e00\u4e2a\u201cAI\u539f\u751f\u201d\u7684\u8f6f\u4ef6\u5de5\u7a0b\u7cfb\u7edf\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u591a\u7ebf\u7a0b\u201dAI\uff0c\u800c\u662f\u5c06\u4eba\u7c7b\u56e2\u961f\u7684\u7ba1\u7406\u8303\u5f0f\u2014\u2014\u5206\u5c42\u3001\u5206\u5de5\u3001\u9694\u79bb\u3001\u5ba1\u67e5\u2014\u2014\u7f16\u7801\u8fdb\u4e86AI\u534f\u4f5c\u6d41\u7a0b\u3002\u8fd9\u76f4\u51fb\u5f53\u524dAI\u7f16\u7a0b\u4ee3\u7406\u7684\u6838\u5fc3\u77ed\u677f\uff1a\u9762\u5bf9\u957f\u671f\u3001\u590d\u6742\u4efb\u52a1\u65f6\uff0c\u5355\u4e00\u667a\u80fd\u4f53\u6781\u6613\u9677\u5165\u201c\u4e0a\u4e0b\u6587\u8150\u70c2\u201d\uff0c\u80e1\u8a00\u4e71\u8bed\u6216\u5931\u53bb\u7126\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u901a\u8fc7\u201c\u534f\u8c03\u8005-\u4efb\u52a1\u6240\u6709\u8005-\u5de5\u4f5c\u8005\u201d\u7684\u4e09\u5c42\u67b6\u6784\uff0c\u5c1d\u8bd5\u5c06\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u7684\u201c\u89c4\u5212\u201d\u4e0e\u201c\u6267\u884c\u201d\u89e3\u8026\uff0c\u8ba9AI\u81ea\u5df1\u7ba1\u7406\u590d\u6742\u6027\u3002\u8fd9\u6bd4\u5355\u7eaf\u5806\u780c\u667a\u80fd\u4f53\u6570\u91cf\u66f4\u4e3a\u6df1\u523b\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u901a\u8fc7\u524d\u7f6e\u89c4\u5212\uff08\u5212\u5206\u4efb\u52a1\u8fb9\u754c\uff09\u3001\u8d44\u6e90\u9501\uff08\u6587\u4ef6\u7ea7\u9694\u79bb\uff09\u6765\u5f7b\u5e95\u907f\u514d\u5408\u5e76\u51b2\u7a81\u7684\u8bbe\u8ba1\uff0c\u662f\u83b7\u5f97\u65e9\u671f\u7528\u6237\u80af\u5b9a\u7684\u5173\u952e\u3002\u8fd9\u907f\u514d\u4e86\u7528\u6237\u4ece\u201c\u8c03\u8bd5\u4ee3\u7801\u201d\u6ca6\u4e3a\u66f4\u75db\u82e6\u7684\u201c\u8c03\u8bd5AI\u4ee3\u7406\u884c\u4e3a\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u665a\u95f4\u4efb\u52a1\uff0c\u6668\u95f4PR\u201d\u662f\u4e00\u79cd\u7406\u60f3\u72b6\u6001\u4e0b\u7684\u7ebf\u6027\u53d9\u4e8b\u3002\u4ea7\u54c1\u7684\u957f\u671f\u8003\u9a8c\u5728\u4e8e\u5176\u201c\u534f\u8c03\u8005\u201d\u7684\u667a\u80fd\u4e0a\u9650\uff1a\u5b83\u80fd\u5426\u771f\u6b63\u7406\u89e3\u201c\u771f\u6b63\u6df7\u4e71\u3001\u73b0\u5b9e\u4e16\u754c\u7684\u4ee3\u7801\u5e93\u201d\u4e2d\u4efb\u52a1\u95f4\u7684\u9690\u6027\u4f9d\u8d56\uff1f\u5f53\u4efb\u52a1\u65e0\u6cd5\u6e05\u6670\u5206\u533a\u65f6\uff0c\u7cfb\u7edf\u56de\u9000\u5230\u4e32\u884c\u6267\u884c\uff0c\u8fd9\u56fa\u7136\u7a33\u59a5\uff0c\u4f46\u4e5f\u53ef\u80fd\u8ba9\u5e76\u884c\u4f18\u52bf\u8361\u7136\u65e0\u5b58\u3002\u672c\u8d28\u4e0a\uff0c\u5b83\u628a\u590d\u6742\u6027\u4ece\u7f16\u7801\u5c42\u9762\u8f6c\u79fb\u5230\u4e86AI\u7cfb\u7edf\u8bbe\u8ba1\u7684\u5c42\u9762\u2014\u2014\u534f\u8c03\u903b\u8f91\u7684\u53ef\u9760\u6027\uff0c\u5c06\u6210\u4e3a\u65b0\u7684\u201c\u6280\u672f\u503a\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cCosine Swarm\u4ee3\u8868\u4e86AI\u7f16\u7a0b\u5de5\u5177\u5411\u201c\u7cfb\u7edf\u5316\u201d\u548c\u201c\u5de5\u7a0b\u5316\u201d\u6f14\u8fdb\u7684\u91cd\u8981\u4e00\u6b65\u3002\u5b83\u4e0d\u518d\u6ee1\u8db3\u4e8e\u505a\u4e00\u540d\u201c\u8d85\u7ea7\u5b9e\u4e60\u751f\u201d\uff0c\u800c\u662f\u8bd5\u56fe\u7ec4\u5efa\u5e76\u7ba1\u7406\u4e00\u652f\u201cAI\u56e2\u961f\u201d\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u5176\u56e2\u961f\u201c\u7ba1\u7406\u80fd\u529b\u201d\uff08\u534f\u8c03\u7b97\u6cd5\uff09\u80fd\u5426\u5339\u914d\u771f\u5b9e\u4e16\u754c\u8f6f\u4ef6\u6df7\u6c8c\u3001\u4ea4\u7ec7\u7684\u672c\u8d28\u3002\u8fd9\u4e0d\u518d\u4ec5\u4ec5\u662fAI\u95ee\u9898\uff0c\u66f4\u662f\u590d\u6742\u7684\u8f6f\u4ef6\u5de5\u7a0b\u95ee\u9898\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Cosine Swarm<\/span>\n <\/div>\n<div class=\"comment-content\">Cosine Swarm is AI software engineering at scale, built for long-horizon work and engineers with taste. By transforming objectives into an organized team of specialized agents \u2013 Orchestrators, Task Owners, and Workers \u2013 it handles complex refactors and system-wide migrations without losing focus. Cosine operates as one runtime across CLI, Desktop, and Cloud. Use Swarm mode for parallel execution for research, implementation, and QA. Return to isolated, human-reviewable PRs.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! <strong>\ud83d\udc4b<\/strong><\/p>\n<p>I\u2019m Yang, co-founder of Cosine (<a href=\"http:\/\/cosine.sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">cosine.sh<\/a>), along with <a href=\"https:\/\/www.producthunt.com\/@alistair_pullen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alistair_pullen<\/a>. We\u2019re excited to introduce Cosine Swarm!<\/p>\n<p>For the past year, we\u2019ve seen AI coding move from simple autocomplete to bounded task agents. At Cosine, we believe that the system surrounding the model intelligence has become increasingly important.<\/p>\n<p>\ud83d\udca1<strong>What is Cosine?<\/strong><\/p>\n<p>Cosine is an AI software engineering agent that works across every surface developers use. Instead of stitching together separate AI tools for the terminal, editor, desktop, and remote execution, Cosine gives you one shared runtime across all of them.<\/p>\n<p>You can start in the CLI, coordinate through the desktop app, and scale tasks in the cloud without changing products or workflows.<\/p>\n<p>\ud83d\udc7e <strong>Unleash the Swarm<\/strong><\/p>\n<p>Cosine Swarm lets a single prompt launch parallel subagents for research, exploration, implementation, QA, and coordination. Each subagent works in its own isolated context, with its own tools and trajectory, so complex work can branch safely, stay reviewable, and move faster without turning into chaos.<\/p>\n<p>Instead of a single-agent thread straining under the weight of multiple tasks, Swarm mode creates a coordinated hierarchy. An Orchestrator breaks down goals, Task Owners manage workstreams, and Workers execute tactical changes in parallel. <\/p>\n<p>Assign complex tasks in the evening and find them completed, tested, and ready for review by the morning.<\/p>\n<p>\ud83d\udda5\ufe0f <strong>Available now across our entire ecosystem<\/strong><\/p>\n<p>I\u2019m incredibly proud of our team for this release. We built Cosine to feel less like a collection of disconnected agent experiences and more like a real system for AI-native software engineering.<\/p>\n<p>Swarm mode is available now across CLI, Desktop, and the Cloud.<\/p>\n<p>We\u2019re looking for feedback from developers and teams working across large codebases, multiple tools, and complex workflows \u2013 especially anyone who wants more control, better collaboration, and a coding agent that scales beyond a single interface.<\/p>\n<p>\ud83c\udf81 Grab 1 month of FREE access to our Hobby tier using the code above. 20M tokens to swarm with.<\/p>\n<p>\u2192 Get started with Cosine: <a href=\"http:\/\/cosine.sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">cosine.sh<\/a><\/p>\n<p>\u2192 Read the docs: <a href=\"http:\/\/cosine.sh\/docs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">cosine.sh\/docs<\/a><\/p>\n<p>I’ll be in the thread all day answering questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alistair_pullen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alistair_pullen<\/a> <a href=\"https:\/\/www.producthunt.com\/@yang_cosine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yang_cosine<\/a> How does it handle token limits or costs when 5+ subagents run overnight on a big codebase refactor?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 cant tell you how nuts this feature is.<\/p>\n<p>Here was my workflow previously:<\/p>\n<ul>\n<li>\n<p>get on the train<\/p>\n<\/li>\n<li>\n<p>start 5 tasks<\/p>\n<\/li>\n<li>\n<p>get to work and debug the code for each and iterate back and forth, taking up most of my time for the day<\/p>\n<\/li>\n<li>\n<p>get the 5 tasks in by EOD<\/p>\n<\/li>\n<\/ul>\n<p>Here’s my workflow now:<\/p>\n<ul>\n<li>\n<p>get on the train<\/p>\n<\/li>\n<li>\n<p>start 5 swarms<\/p>\n<\/li>\n<li>\n<p>get to work, start 5 more<\/p>\n<\/li>\n<li>\n<p>come back to each, find that everything already works (because all the code has already been thoroughly reviewed, QA’ed and iterated on)<\/p>\n<\/li>\n<li>\n<p>keep merging them and starting more throughout the day<\/p>\n<\/li>\n<li>\n<p>get praised for how much work im getting done<\/p>\n<\/li>\n<li>\n<p>profit<\/p>\n<\/li>\n<li>\n<p>EOD ive merged 10-15 features<\/p>\n<\/li>\n<\/ul>\n<p>Its genuinely changing the game, this is what AI coding has been promising to be for so long and it finally is<\/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>Swarm has been pretty fantastic so far. It’s been quite a nice workflow to just hand over a large task, let it work through it, come back later and review what it did.<\/p>\n<\/p>\n<p>I can finally feel my backlog of tasks and experiments start to clear… Well, it’s got a higher throughput at least. Theres always another idea to experiment with<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Such an exciting release. I\u2019ve been loving using Swarm mode. As someone working in ops, it\u2019s been a game changer for my workflow – helping with research, project planning, spreadsheet analysis, reporting, and turning messy information into clear outputs I can actually use. It\u2019s also been great for hobby projects too. I even used it to build an interactive intro-to-coding app! Really excited for more people to try it \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Swarm has expanded my workflow so much. I can start up multiple swarms to tackle seriously big new features, additions or tackle tough bugs. I just have to check out the branch afterwards, give it a quick once over, and it’s done.<\/p>\n<p>If ever a mono-agent is failing you just kick it into swarm mode, trust me<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Swarm is such a game changer. We were able to generate a fully-functional, design system-aligned mobile version of our website with a single swarm and prompt. It even included tests!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is huge. Biggest problem I have with AI coding is context rot. Problem is too big to digest and AI just starts making sh*t up.<\/p>\n<p>Cosine has give the AI the ability to go from coder to Tech Team HR, spinning up a whole org chart to make big problems easy to digest.<\/p>\n<p>Congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the relaunch, Yang.<\/p>\n<\/p>\n<p>The orchestrator\/task owner\/worker hierarchy makes sense on paper. <\/p>\n<\/p>\n<p>It mirrors how real engineering teams divide work. The hard question is whether the coordination overhead between agents stays manageable on genuinely messy, real-world codebases, or whether complex tasks still quietly derail in ways that only surface at review time.<\/p>\n<\/p>\n<p>“Assign tasks in the evening, find PRs ready by morning” is a bold promise. <\/p>\n<\/p>\n<p>What’s the failure mode when it goes wrong? Does Cosine surface a clean explanation of where it got stuck, or do you end up debugging the agent’s decisions as much as the code itself?<\/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\/@ryanwmcc1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryanwmcc1<\/a> Because each agent runs in an independent git worktree, a failed task can be discarded or rolled back without affecting the rest of the codebase.<\/p>\n<p>Crucially, the orchestrator prevents conflicts at the planning stage. If a task is too messy to partition safely, it rejects parallelization and falls back to sequential execution. This ensures you aren’t stuck debugging the agent’s coordination logic at review 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 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\/@albattran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@albattran<\/a> Thanks, Samir! Glad that we’re finally able to talk about Swarm. It genuinely changes the entire flow of my work. I’m getting so much more done by the end of the day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The orchestrator\/task owner\/worker hierarchy is a smart decomposition for parallel agent work. Most multi-agent coding setups I have tried fall apart when two subagents touch the same files. Curious how Cosine handles merge conflicts between parallel workers. Does the orchestrator prevent overlapping file edits upfront, or is there a resolution layer that reconciles after the fact?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@najmuzzaman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@najmuzzaman<\/a> Swarm avoids merge conflicts by preventing overlapping edits in the first place rather than fixing them later. It does this by:<\/p>\n<ul>\n<li>\n<p>Locking files so only one agent can modify them at a time<\/p>\n<\/li>\n<li>\n<p>Partitioning work so agents edit separate files or are sequenced if overlap is needed<\/p>\n<\/li>\n<li>\n<p>Isolating workspaces using separate git worktrees<\/p>\n<\/li>\n<\/ul>\n<p>Because no two agents ever edit the same file simultaneously, conflicts never arise.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly the parallel angle is what scares me. Every time I’ve tried coordinating two agents on the same repo they end up stepping on each other’s files and I spend the saved time resolving merges. Does Swarm coordinate which files each agent can touch, or is it more of a post-hoc merge thing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Orchestrator and Task Owner split is a cleaner hierarchy than I usually see in swarm setups. I am curious how the Orchestrator decides when to fan out versus keep something in a single thread. Is that driven by the task graph it builds up front, or is there a heuristic about codebase scope that triggers parallel branching?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NZ6VLBOIDFBUNB\" class=\"app-title\">PageOn.AI 3.0<\/a><\/p>\n<div class=\"one-liner\">A smarter visual agent for slides, posters & infographics<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">105<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PageOn.AI 3.0\u662f\u4e00\u6b3e\u591a\u683c\u5f0f\u89c6\u89c9\u667a\u80fd\u4f53\uff0c\u901a\u8fc7\u66f4\u667a\u80fd\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\u548c\u70b9\u9009\u804a\u5929\u7f16\u8f91\uff0c\u4e3a\u9500\u552e\u3001\u5c0f\u4f01\u4e1a\u4e3b\u3001\u6559\u80b2\u8005\u7b49\u7528\u6237\uff0c\u5728\u9700\u8981\u5feb\u901f\u4ea7\u51fa\u9ad8\u8d28\u91cf\u5e7b\u706f\u7247\u3001\u6d77\u62a5\u53ca\u4fe1\u606f\u56fe\u7b49\u89c6\u89c9\u6750\u6599\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u201c\u60f3\u6cd5\u51fa\u8272\u4f46\u89c6\u89c9\u5448\u73b0\u8017\u65f6\u8d39\u529b\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/af82c64e-82c0-42e9-8a10-b4d4116d2970.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68ec1b9d-075c-4876-bd65-c0ca28fa965b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8dd151f6-37bb-4877-a519-dd0449ea5103.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\/84610395-310c-4a0e-a34f-0acda8b46720.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/QrAkDuO-dsY\"><source src=\"https:\/\/youtu.be\/QrAkDuO-dsY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6f14\u793a\u6587\u7a3f\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u591a\u683c\u5f0f\u89c6\u89c9\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8bbe\u8ba1\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5e7b\u706f\u7247\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u7d20\u6750\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u56fe\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u529e\u516c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u4f7f\u547d\u4e0e\u8fed\u4ee3\u8bda\u610f\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a1. \u8be2\u95eeAPI\u96c6\u6210\u53ef\u80fd\u6027\uff0c\u4ee5\u7528\u4e8e\u5185\u90e8\u5de5\u5177\u81ea\u52a8\u751f\u6210\u62a5\u544a\uff1b2. \u5173\u5fc3\u5176\u5bf9\u590d\u6742\u3001\u62bd\u8c61\u5e03\u5c40\u6307\u4ee4\u7684\u7406\u89e3\u80fd\u529b\uff1b3. \u63a2\u8ba8\u5176\u5bf9\u91d1\u878d\u5e76\u8d2d\u7b49\u4e13\u4e1a\u9886\u57df\uff08\u5982\u590d\u6742\u8868\u683c\u3001\u811a\u6ce8\uff09\u7684\u652f\u6301\u6df1\u5ea6\u3002\u56e2\u961f\u56de\u5e94\u79ef\u6781\uff0c\u900f\u9732API\u5df2\u5728\u89c4\u5212\u4e2d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n PageOn.AI 3.0\u7684\u8fed\u4ee3\uff0c\u6807\u5fd7\u7740\u5176\u4ece\u5355\u4e00\u7684\u201c\u5e7b\u706f\u7247\u5236\u4f5c\u5de5\u5177\u201d\u5411\u201c\u591a\u683c\u5f0f\u89c6\u89c9\u667a\u80fd\u4f53\u201d\u7684\u6218\u7565\u8f6c\u578b\u3002\u5176\u5ba3\u79f0\u7684\u201c\u91cd\u65b0\u8bbe\u8ba1\u6574\u4e2a\u5927\u8111\u201d\uff0c\u6838\u5fc3\u5728\u4e8e\u4ece\u89c4\u5219\u9a71\u52a8\u8f6c\u5411\u610f\u56fe\u9a71\u52a8\uff0c\u8fd9\u76f4\u6307\u5f53\u524dAIGC\u8bbe\u8ba1\u5de5\u5177\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u751f\u6210\u6613\uff0c\u7cbe\u51c6\u63a7\u5236\u96be\u3002\u65b0\u63a8\u51fa\u7684\u201c\u70b9\u9009\u804a\u5929\u7f16\u8f91\u201d\u529f\u80fd\uff0c\u6b63\u662f\u8bd5\u56fe\u5728\u201c\u5168\u81ea\u52a8\u751f\u6210\u201d\u4e0e\u201c\u5168\u624b\u52a8\u8c03\u6574\u201d\u4e4b\u95f4\uff0c\u5f00\u8f9f\u4e00\u6761\u201c\u4eba\u673a\u534f\u540c\u201d\u7684\u4e2d\u95f4\u8def\u5f84\uff0c\u8ba9AI\u627f\u62c5\u201c\u50cf\u7d20\u642c\u8fd0\u201d\u7684\u91cd\u4f53\u529b\u6d3b\uff0c\u8fd9\u6bd4\u5355\u7eaf\u6bd4\u62fc\u51fa\u56fe\u901f\u5ea6\u66f4\u5177\u5b9e\u7528\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u8003\u9a8c\u5728\u4e8e\u201c\u573a\u666f\u5316\u6df1\u5ea6\u201d\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u5df2\u4e0d\u6ee1\u8db3\u4e8e\u8425\u9500\u6d77\u62a5\u7684\u751f\u6210\uff0c\u800c\u662f\u8ffd\u95ee\u5176\u5728\u91d1\u878d\u3001\u54a8\u8be2\u7b49\u5bf9\u6570\u636e\u4e25\u8c28\u6027\u4e0e\u683c\u5f0f\u89c4\u8303\u6027\u8981\u6c42\u6781\u9ad8\u7684\u4e13\u4e1a\u573a\u666f\u4e0b\u7684\u80fd\u529b\u8fb9\u754c\u3002\u521b\u59cb\u4eba\u5766\u8bda\u5176\u5728\u590d\u6742\u811a\u6ce8\u7b49\u65b9\u9762\u5e76\u975e\u6700\u5f3a\u9879\uff0c\u8fd9\u63ed\u793a\u4e86\u5f53\u524d\u89c6\u89c9AI\u7684\u666e\u904d\u77ed\u677f\uff1a\u5584\u4e8e\u5904\u7406\u98ce\u683c\u4e0e\u53d9\u4e8b\uff0c\u5f31\u4e8e\u7406\u89e3\u4e25\u683c\u3001\u590d\u6742\u7684\u9886\u57df\u7279\u5b9a\u89c4\u5219\u4e0e\u7ed3\u6784\u3002\u8fd9\u4e5f\u6070\u6070\u662f\u5176\u201c\u66f4\u667a\u80fd\u7684\u4e0a\u4e0b\u6587\u611f\u77e5\u201d\u80fd\u5426\u843d\u5730\u7684\u8bd5\u91d1\u77f3\u2014\u2014\u7406\u89e3\u201cGen-Z\u53d7\u4f17\u201d\u7684\u8bed\u5883\u6216\u8bb8\u76f8\u5bf9\u5bb9\u6613\uff0c\u4f46\u7406\u89e3\u201c\u6295\u59d4\u4f1a\u6311\u5254\u7684CEO\u201d\u80cc\u540e\u7684\u4e13\u4e1a\u4e0e\u5408\u89c4\u8981\u6c42\uff0c\u5219\u9700\u8981\u5b8c\u5168\u4e0d\u540c\u7ef4\u5ea6\u7684\u201c\u667a\u80fd\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cPageOn.AI 3.0\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u66ff\u4ee3\u4e13\u4e1a\u8bbe\u8ba1\u5e08\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u77e5\u8bc6\u5de5\u4f5c\u8005\uff08\u5982\u9500\u552e\u3001\u5206\u6790\u5e08\u3001\u6559\u6388\uff09\u7684\u201c\u89c6\u89c9\u526f\u9a7e\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u667a\u80fd\u4f53\u5728\u5782\u76f4\u5de5\u4f5c\u6d41\u4e2d\u7684\u201c\u53ef\u9760\u6027\u201d\u4e0e\u201c\u53ef\u9884\u6d4b\u6027\u201d\uff0c\u80fd\u5426\u5c06\u7528\u6237\u4ece\u7f8e\u5de5\u52b3\u52a8\u4e2d\u89e3\u653e\uff0c\u4ece\u800c\u771f\u6b63\u805a\u7126\u4e8e\u201c\u5f71\u54cd\u201d\u672c\u8eab\u3002\u5176\u63d0\u4f9b\u7684API\u524d\u666f\uff0c\u5219\u6697\u793a\u4e86\u66f4\u6df1\u5c42\u7684\u4ef7\u503c\uff1a\u5c06\u89c6\u89c9\u751f\u6210\u80fd\u529b\u4f5c\u4e3a\u6a21\u5757\u5d4c\u5165\u4f01\u4e1a\u6d41\u7a0b\uff0c\u8fd9\u53ef\u80fd\u624d\u662f\u5176\u89c4\u6a21\u5316\u4e0e\u6784\u5efa\u58c1\u5792\u7684\u5173\u952e\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">PageOn.AI 3.0<\/span>\n <\/div>\n<div class=\"comment-content\">A total visual leap. Smarter agent delivers stunning slides, posters and graphics instantly. No skills needed. Refine what you want, ship what impresses.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! <strong>\ud83d\udc4b <\/strong>I\u2019m Yunfei, the founder of PageOn. <\/p>\n<p>It\u2019s a bit emotional to be back here with our 3.0. We built PageOn on a simple belief: Ideas are everywhere; impact is rare. <strong>Our mission is to bridge that final, painful mile of information delivery.<\/strong> We\u2019ve seen brilliant professionals, growth-drivers, and students struggle\u2014not with their ideas, but with the ‘pixel-pushing’ required to make them shine. <\/p>\n<p>In the earlier versions, let\u2019s be real, our AI had its growing pains. So, we spent the last year listening to your frustrations and<strong> re-engineered the whole brain.<\/strong> <\/p>\n<p> We\u2019ve evolved from a “Slide Maker” into a <strong>Multi-format Visual Agent<\/strong>. <br \/>\ud83c\udfaf <strong>Smarter Context Awareness<\/strong>: The Agent now truly “gets” you. Whether you\u2019re pitching to a picky CEO or launching a campaign to a Gen-Z audience, the tone, layout, and narrative will shift accordingly. <br \/>\ud83c\udfa8 <strong>One Prompt, Any Canvas<\/strong>: It\u2019s no longer just about slides. Our Agent now generates a cohesive set of visuals\u2014from social posters to infographics\u2014instantly, ensuring your message looks stunning across all platforms. <br \/>\u2728 <strong>Point-and-Chat Editing<\/strong>: We\u2019ve minimized manual labor. Just select a specific element, chat with the Agent to modify it, and let the AI handle the “heavy lifting” of redesigning. <\/p>\n<p>Whether you\u2019re a Sales lead needing a last-minute deck, a Small Biz owner creating a week\u2019s worth of social assets, or a Professor visualizing complex data\u2014<strong>PageOn 3.0 was built to take the visual burden off your shoulders<\/strong>. <\/p>\n<p>We are here to see if our Agent\u2019s brain is finally \u201csmart enough\u201d for your real-world workflows. We desperately want your brutal feedback. <\/p>\n<p><strong>What\u2019s the most frustrating visual task on your plate right now?<\/strong> Tell us, and let\u2019s see if our Agent can solve it. <\/p>\n<p><strong>\u26a1 Special Launch Perk<\/strong>: We want you to really push PageOn 3.0 to its limits. Use the code <strong>[M2L-W6D-N5F]<\/strong> to unlock a <strong>free month of Pro access<\/strong>. <em>Heads up: <\/em><strong><em>This is limited to the first 1,000 redemptions and must be activated within 1 month<\/em><\/strong><em>. J<\/em>ump in and see what our AI can do for you! <\/p>\n<p><strong>Let\u2019s bridge that last mile together.<\/strong> \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Will there be an API available soon? I’d love to integrate this agent into our internal tools to auto-generate reports.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eexlkuang_se\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eexlkuang_se<\/a> sure , thanks for suggestion, API is on the way !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eexlkuang_se\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eexlkuang_se<\/a> Hi Samuel, great question! API access is definitely on our roadmap \u2014 we know how valuable it’d be for teams wanting to auto-generate reports at scale. I’ll make sure to keep you posted when it’s ready. Would love to hear more about your use case! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How well does it understand complex layout requests like “make the visual hierarchy more aggressive”?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@feiyou_guo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@feiyou_guo1<\/a> Thanks for asking! Since the currrent architechture is base on xml coding , and it partly depends on the context you have , so the layout understanding and tweaking won’t be that hard. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@feiyou_guo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@feiyou_guo1<\/a> Hi Feiyou! We’ve specifically improved how the agent interprets abstract layout instructions in 3.0 . Best way to see it in action: try it with your free credits and use the chat to refine from there. Curious to hear if it hits the mark! \ud83c\udfaf<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s refreshing to hear a maker admit their AI had growing pains. Re-engineering the whole brain sounds like a massive undertaking. Can you elaborate on what specifically changed in the backend logic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@janicelewis00\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janicelewis00<\/a> Hi Janice! Great question. We mainly re-architected the agent to be far more AI-native \u2014 less rule-driven, more intent-driven. It now understands context and makes decisions dynamically rather than following a rigid workflow. Covers much more ground and handles edge cases way better. Still a lot to improve, but the output quality jump was immediate! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@janicelewis00\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janicelewis00<\/a> Great follow-up, Janice! It was definitely a “re-engineering the plane while flying it” kind of situation. But the results speak for themselves now. If you’re curious about any specific edge cases we solved, feel free to ask! Always happy to nerd out on the backend logic.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>“Ideas are everywhere; impact is rare.” \u2014 Love this mission statement. The tool definitely bridges that gap. Congrats on the 3.0 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\/@candyrorae\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@candyrorae<\/a> Exactly! That mission drives everything we do. We\u2019ve optimized PageOn 3.0 to handle the heavy lifting so you can focus on making that impact happen. Thanks for the 3.0 love! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@candyrorae\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@candyrorae<\/a> Hi Candy, thanks for your love! That mission statement really captures what we’re building \u2014 glad it resonates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 slide-first AI output is interesting to me from an M&A perspective \u2014 the bottleneck on most deals isn’t the raw analysis, it’s how fast you can turn it into an IC deck or one-pager without losing structural integrity. I’ve felt the same pain on the modeling side: reusable templates with the right shape beat starting from scratch every time, which is why I put my project finance and valuation templates on Eloquens (<a href=\"https:\/\/www.eloquens.com\/channel\/samir-asadov-cfa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.eloquens.com\/channel…<\/a>). Does PageOn handle dense financial tables and footnote structures well, or is it more optimized for narrative\/marketing decks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> Hi Samir! Totally feel the M&A pain \u2014 turning raw analysis into a clean IC deck fast is exactly the gap we’re trying to close. Honest answer: PageOn is currently stronger on narrative\/pitch decks, but we do have a dedicated data visualization agent that handles charts and tables well, and supports a wide range of file formats so you can bring your data straight in. Dense footnote structures aren’t our strongest suit yet, but worth a try with your free credits \u2014 genuinely curious how it holds up against your 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<\/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\/DFTJPATIMPR7UN\" class=\"app-title\">Magic Layers by Canva<\/a><\/p>\n<div class=\"one-liner\">Turn any flat image into a fully editable design<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Magic Layers\u80fd\u5c06PNG\/JPG\u7b49\u5e73\u9762\u56fe\u50cf\u5728Canva\u5185\u8f6c\u6362\u4e3a\u53ef\u5206\u5c42\u7f16\u8f91\u7684\u8bbe\u8ba1\uff0c\u89e3\u51b3\u4e86AI\u751f\u6210\u56fe\u50cf\u96be\u4ee5\u76f4\u63a5\u4fee\u6539\u7ec6\u8282\u3001\u9700\u53cd\u590d\u91cd\u5236\u7684\u75db\u70b9\uff0c\u7279\u522b\u9002\u7528\u4e8e\u8425\u9500\u3001\u521b\u4f5c\u8005\u56e2\u961f\u5bf9AI\u89c6\u89c9\u7a3f\u8fdb\u884c\u5feb\u901f\u8fed\u4ee3\u7684\u573a\u666f\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8b1b895a-4674-4176-863f-1e2fe7d33ed8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fb03df03-40cb-44ec-b239-ce6b91f9ade3.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df1c06f1-ed0a-42bb-b04a-b8c9286b2b75.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b335c621-fd2a-40e0-a0a6-7490637e7343.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u56fe\u50cf\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u5177\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u683c\u5f0f\u8f6c\u6362<\/span><br \/>\n <span class=\"tag\">\u56fe\u5c42\u5206\u79bb<\/span><br \/>\n <span class=\"tag\">\u6587\u5b57\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u7d20\u6750<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u5c06AI\u56fe\u50cf\u8f6c\u4e3a\u53ef\u7f16\u8f91\u5c42\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u80fd\u8282\u7701\u5927\u91cf\u65f6\u95f4\u3002\u4f46\u5c16\u9510\u6279\u8bc4\u6307\u51fa\uff0c\u5176\u5bf9\u6241\u5e73\u7269\u4f53\u7684\u5904\u7406\u751f\u6210\u4f4e\u5206\u8fa8\u7387\u4f4d\u56fe\u800c\u975e\u77e2\u91cf\uff0c\u5bfc\u81f4\u6210\u54c1\u8d28\u91cf\u5dee\uff0c\u5b9e\u7528\u6027\u53d7\u9650\u3002\u53e6\u6709\u7528\u6237\u5173\u5fc3\u5176\u4ed8\u8d39\u6a21\u5f0f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Magic Layers\u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u65e5\u76ca\u589e\u957f\u7684\u75db\u70b9\uff1aAI\u56fe\u50cf\u751f\u6210\u5668\u8f93\u51fa\u7684\u201c\u6b7b\u6587\u4ef6\u201d\u4e0e\u5546\u4e1a\u5e94\u7528\u4e2d\u9700\u8981\u201c\u7075\u6d3b\u7f16\u8f91\u201d\u4e4b\u95f4\u7684\u5de8\u5927\u65ad\u5c42\u3002\u5b83\u8bd5\u56fe\u626e\u6f14\u201c\u89e3\u7801\u8005\u201d\u89d2\u8272\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u56fe\u50cf\u5207\u5272\uff0c\u800c\u5728\u4e8e\u8bed\u4e49\u7406\u89e3\u2014\u2014\u5c06\u50cf\u7d20\u5757\u8bc6\u522b\u4e3a\u201c\u6807\u9898\u6587\u672c\u201d\u5e76\u6062\u590d\u4e3a\u53ef\u7f16\u8f91\u6587\u672c\u6846\uff0c\u8fd9\u6807\u5fd7\u7740\u4ece\u56fe\u5f62\u5904\u7406\u5411\u8bbe\u8ba1\u610f\u56fe\u7406\u89e3\u7684\u8303\u5f0f\u8f6c\u53d8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u9677\u5165\u4e00\u4e2a\u5178\u578b\u7684\u201c\u6280\u672f\u6f14\u793a\u201d\u4e0e\u201c\u751f\u4ea7\u5c31\u7eea\u201d\u4e4b\u95f4\u7684\u5c34\u5c2c\u5730\u5e26\u3002\u4ece\u6838\u5fc3\u8d5e\u8a89\u770b\uff0c\u5b83\u89e3\u51b3\u4e86\u201c\u4ece0\u52301\u201d\u7684\u95ee\u9898\uff1a\u8ba9\u4fee\u6539\u6210\u4e3a\u53ef\u80fd\u3002\u4f46\u4ece\u6700\u7280\u5229\u7684\u6279\u8bc4\u770b\uff0c\u5b83\u672a\u80fd\u89e3\u51b3\u201c\u4ece1\u5230100\u201d\u7684\u95ee\u9898\uff1a\u8f93\u51fa\u8d28\u91cf\u65e0\u6cd5\u6ee1\u8db3\u4e13\u4e1a\u751f\u4ea7\u8981\u6c42\u3002\u5c06\u590d\u6742\u6309\u94ae\u8f6c\u6362\u4e3a\u4f4e\u6e05\u4f4d\u56fe\uff0c\u66b4\u9732\u4e86\u5176\u5e95\u5c42\u6280\u672f\uff08\u53ef\u80fd\u662f\u5206\u5272\u4e0e\u91cd\u5efa\uff09\u5728\u77e2\u91cf\u8fd8\u539f\u3001\u6750\u8d28\u4e0e\u590d\u6742\u5f62\u72b6\u5904\u7406\u4e0a\u7684\u5b71\u5f31\u3002\u8fd9\u5bfc\u81f4\u5176\u76ee\u6807\u7528\u6237\uff08\u9ad8\u4ea7\u51fa\u7684\u5185\u5bb9\u56e2\u961f\uff09\u6070\u6070\u6700\u65e0\u6cd5\u63a5\u53d7\u8d28\u91cf\u59a5\u534f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cCanva\u63a8\u51fa\u6b64\u529f\u80fd\uff0c\u662f\u4e00\u6b21\u9632\u5fa1\u6027\u521b\u65b0\u4e0e\u751f\u6001\u5361\u4f4d\u3002\u5b83\u5c06\u7528\u6237\u9501\u5b9a\u5728\u81ea\u8eab\u5e73\u53f0\u5185\u8fdb\u884cAI\u56fe\u50cf\u540e\u671f\u7f16\u8f91\uff0c\u5e76\u5c06\u4f7f\u7528\u91cf\u8ba1\u5165\u201c\u6708\u5ea6AI\u989d\u5ea6\u201d\uff0c\u5de7\u5999\u5730\u5c06\u5916\u90e8AI\u5de5\u5177\u8f6c\u5316\u4e3a\u81ea\u8eab\u7b97\u529b\u6d88\u8017\u7684\u5f15\u6d41\u5165\u53e3\u3002\u4ea7\u54c1\u524d\u666f\u53d6\u51b3\u4e8e\u5176\u56fe\u50cf\u89e3\u91ca\u4e0e\u91cd\u5efa\u8d28\u91cf\u7684\u8fed\u4ee3\u901f\u5ea6\u3002\u82e5\u957f\u671f\u505c\u7559\u5728\u201c\u53ef\u7528\u4f46\u7c97\u7cd9\u201d\u7684\u9636\u6bb5\uff0c\u5b83\u53ea\u80fd\u6210\u4e3a\u4e00\u4e2a\u5076\u5c14\u4f7f\u7528\u7684\u4fbf\u6377\u5de5\u5177\uff0c\u800c\u975e\u5176\u6240\u5ba3\u79f0\u7684\u3001\u80fd\u6539\u53d8\u5de5\u4f5c\u6d41\u7684\u9769\u547d\u6027\u4ea7\u54c1\u3002\u5b83\u63ed\u793a\u4e86\u5f53\u524dAIGC\u5de5\u4f5c\u6d41\u4e2d\u7684\u4e00\u4e2a\u6df1\u5c42\u77db\u76fe\uff1a\u751f\u6210\u6548\u7387\u98d9\u5347\u4e0e\u540e\u671f\u7f16\u8f91\u74f6\u9888\u4e4b\u95f4\u7684\u5931\u8861\uff0c\u800cMagic Layers\u7ed9\u51fa\u4e86\u4e00\u4e2a\u5c1a\u4e0d\u5b8c\u7f8e\u4f46\u65b9\u5411\u6b63\u786e\u7684\u53c2\u8003\u7b54\u6848\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Magic Layers by Canva<\/span>\n <\/div>\n<div class=\"comment-content\">Magic Layers converts any flat PNG or JPG into editable layers inside Canva, live text, movable objects, and intact layout. For marketers, creators, and teams who iterate on AI-generated visuals.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Magic Layers is Canva’s answer to a problem AI tools created for themselves.<\/p>\n<\/p>\n<p>It takes any flat image and converts it into a fully editable, layered design inside Canva, separating text, objects, and layout into components you can actually change.<\/p>\n<\/p>\n<p><strong>The core problem<\/strong>: every AI image generator produces locked files. A JPEG has no layers, no live text, no movable parts. One typo or a slightly off background means starting over.<\/p>\n<\/p>\n<p>What’s different here is the shift from tracing to interpreting. Conventional tools outline pixel regions. Magic Layers identifies that a block of pixels is a headline, not a decorative shape and restores it as a live text box you can type into.<\/p>\n<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>Flat PNG or JPG in, fully layered Canva file out<\/p>\n<\/li>\n<li>\n<p>Text restored as editable text boxes \u2014 fix typos, swap fonts, translate copy<\/p>\n<\/li>\n<li>\n<p>Objects separated as independent movable elements<\/p>\n<\/li>\n<li>\n<p>Compatible with any AI image generator output<\/p>\n<\/li>\n<li>\n<p>Premium feature \u2014 usage counts against your monthly AI allowance<\/p>\n<\/li>\n<\/ul>\n<p>Built for content teams producing visuals at volume, creators iterating across formats, and marketers who can’t afford a rebuild every time a detail changes.<\/p>\n<\/p>\n<p>How much time does your team lose today going back to reprompt or redesign when an AI visual lands at 80%? <\/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>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is pretty much unusable for anything other than some obscure prototyping. I gave it a simple task: First scroll of slack homepage. While it does really well interpreting where the fonts are and doing OCR, any flat objects it buchers hard and creates a low-res version bitmap of it (instead of sharp vector – (look at GET STARTED button background)). Meaning in the end, you can’t use it at all as the final quality is just so bad that you’d have to reposition\/draw everything by hand.<\/p>\n<\/p>\n<p><strong>ORIGINAL:<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83d0ef3d-61bc-4199-b3d5-0cd04a586cfb.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><strong>MAGIC LAYERS:<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5cfba21d-477b-4dde-b8f8-33bb7dc38b64.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<p>ORIGINAL:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76f22599-e953-49e7-9c06-337e972b4c07.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><strong>MAGIC LAYERS <\/strong>(note how it buchers the REQUEST A DEMO button cutting out it’s bottom border)<strong>: <\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d5ee096a-1e4c-43a5-bc34-bd839b780ed1.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yodalr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yodalr<\/a> Immediate follow, trying the products and posting screenshots is badass. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 amazing! Something I’ve really been missing while using Canva for my job as well as my personal life! Will this add on eventually be part of the free or the paid version? 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been using this today within Chat GPT\/Canva and it is a game changer for converting great AI images into fully editable templates\/projects! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\">I\u2019m pretty new to all this, but editing AI-generated images always felt like a pain. Magic Layers looks like it could make things much easier.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Pretty good detection and masking. Inpainting of textured backgrounds is blurry, you’ll need to touch those up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6BJMCYG54ZIUNQ\" class=\"app-title\">Harker 2.0<\/a><\/p>\n<div class=\"one-liner\">Private speech-to-text on your Mac<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5728Mac\u4e0a\u5b8c\u5168\u672c\u5730\u8fd0\u884c\u7684\u79c1\u5bc6\u8bed\u97f3\u8f6c\u6587\u672c\u5de5\u5177\uff0c\u4e3a\u6ce8\u91cd\u9690\u79c1\u7684\u7528\u6237\u5728\u5ba2\u6237\u6c9f\u901a\u3001\u533b\u7597\u8bb0\u5f55\u7b49\u654f\u611f\u573a\u666f\u4e0b\uff0c\u63d0\u4f9b\u4e86\u65e0\u9700\u4e91\u7aef\u4f20\u8f93\u97f3\u9891\u7684\u5b89\u5168\u8f6c\u5f55\u89e3\u51b3\u65b9\u6848\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16c724cf-aef9-4710-8150-a9f51648ccaa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7318339-7fdc-4c34-8dcf-6a68006bc98a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f39eb42c-7599-4a3d-be09-ac380e115efe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c48da32a-ddb6-42f8-84cc-8f7ffcc1492c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23e32371-6676-4b1f-b117-a461d4c75fc6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/99392e49-48d4-4229-8873-1d0d88702b47.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\/aeb1bb34-a5d0-44ac-b529-fa5d0a6c91f5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=NZWjjxzJbUM\"><source src=\"https:\/\/www.youtube.com\/watch?v=NZWjjxzJbUM\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u672c<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5b8c\u5168\u672c\u5730<\/span><br \/>\n <span class=\"tag\">Mac\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u751f\u7269\u8bc6\u522b\u4fdd\u62a4<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u5b8c\u5168\u672c\u5730\u8fd0\u884c\u5e26\u6765\u7684\u9690\u79c1\u4fdd\u62a4\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u6cd5\u5f8b\u3001\u533b\u7597\u7b49\u5408\u89c4\u654f\u611f\u573a\u666f\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u5bf9\u201c\u5b8c\u5168\u672c\u5730\u201d\u6280\u672f\u5b9e\u73b0\u7684\u786e\u8ba4\uff0c\u5e76\u83b7\u5f97\u5f00\u53d1\u8005\u660e\u786e\u7b54\u590d\u3002\u6838\u5fc3\u5efa\u8bae\u5305\u62ec\uff1a\u5f00\u53d1Windows\u548ciOS\u7248\u672c\u3001\u589e\u52a0\u66f4\u591a\u6587\u672c\u540e\u5904\u7406\u529f\u80fd\u3002\u5f00\u53d1\u8005\u4e92\u52a8\u79ef\u6781\uff0c\u660e\u786e\u4e86\u514d\u8d39\u6838\u5fc3\u4e0e\u4ed8\u8d39AI\u670d\u52a1\u7684\u5546\u4e1a\u6a21\u5f0f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Harker 2.0\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u529f\u80fd\u8fed\u4ee3\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u9690\u79c1\u4ef7\u503c\u89c2\u5ba3\u8a00\u3002\u5728AI\u5e94\u7528\u666e\u904d\u201c\u4e91\u5316\u201d\u3001\u6570\u636e\u4e3b\u6743\u6a21\u7cca\u7684\u5f53\u4e0b\uff0c\u5b83\u65d7\u5e1c\u9c9c\u660e\u5730\u5c06\u201c\u5b8c\u5168\u672c\u5730\u8fd0\u884c\u201d\u4f5c\u4e3a\u514d\u8d39\u6838\u5fc3\u529f\u80fd\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u91cd\u65b0\u5b9a\u4e49\u9690\u79c1\u7c7b\u5de5\u5177\u7684\u4fe1\u4efb\u95e8\u69db\u2014\u2014\u901a\u8fc7\u5c06\u6700\u654f\u611f\u7684\u751f\u7269\u8bc6\u522b\u6570\u636e\uff08\u8bed\u97f3\uff09\u7262\u7262\u9501\u6b7b\u5728\u7528\u6237\u8bbe\u5907\u5185\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3a\u6570\u5b57\u65f6\u4ee3\u7684\u201c\u9690\u79c1\u4fdd\u9669\u7bb1\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u5546\u4e1a\u667a\u6167\u5728\u4e8e\u5546\u4e1a\u6a21\u5f0f\u7684\u5206\u5c42\u8bbe\u8ba1\uff1a\u7528\u514d\u8d39\u7684\u3001\u96f6\u6210\u672c\u7684\u672c\u5730\u8f6c\u5f55\u5efa\u7acb\u7edd\u5bf9\u4fe1\u4efb\u548c\u6d41\u91cf\u5165\u53e3\uff0c\u800c\u5c06\u9700\u8981\u6d88\u8017\u7b97\u529b\u7684AI\u6539\u5199\u3001\u603b\u7ed3\u7b49\u589e\u503c\u670d\u52a1\u4f5c\u4e3a\u4ed8\u8d39\u70b9\u3002\u8fd9\u4e0d\u4ec5\u89c4\u907f\u4e86\u672c\u5730AI\u6a21\u578b\u9ad8\u6602\u7684\u6301\u7eed\u8ba1\u7b97\u6210\u672c\uff0c\u66f4\u5de7\u5999\u5730\u5b8c\u6210\u4e86\u7528\u6237\u6559\u80b2\uff1a\u9690\u79c1\u662f\u57fa\u7840\u6743\u5229\uff08\u514d\u8d39\uff09\uff0c\u800c\u751f\u4ea7\u529b\u589e\u5f3a\u662f\u9ad8\u7ea7\u670d\u52a1\uff08\u4ed8\u8d39\uff09\u3002\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u5f8b\u5e08\u3001\u533b\u751f\u3001\u8bb0\u8005\u7b49\u5904\u7406\u654f\u611f\u4fe1\u606f\u7fa4\u4f53\u7684\u521a\u9700\uff0c\u5c06\u5408\u89c4\u6210\u672c\u4ece\u7e41\u7410\u7684\u6570\u636e\u534f\u8bae\u8f6c\u5316\u4e3a\u4e00\u6b21\u6027\u7684\u8f6f\u4ef6\u91c7\u8d2d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u6280\u672f\u5c42\u9762\uff0c\u5b8c\u5168\u672c\u5730\u7684\u8bed\u97f3\u6a21\u578b\u5728\u51c6\u786e\u7387\u3001\u591a\u8bed\u8a00\u652f\u6301\u548c\u54cd\u5e94\u901f\u5ea6\u4e0a\u80fd\u5426\u957f\u671f\u5bf9\u6297\u4e91\u7aef\u5de8\u5934\u7684\u8fed\u4ee3\uff0c\u5b58\u6709\u7591\u95ee\u3002\u5176\u6b21\uff0c\u5e02\u573a\u5c42\u9762\uff0c\u5176\u201c\u9690\u79c1\u4f18\u5148\u201d\u7684\u5b9a\u4f4d\u65e2\u662f\u62a4\u57ce\u6cb3\uff0c\u4e5f\u53ef\u80fd\u6210\u4e3a\u589e\u957f\u5929\u82b1\u677f\uff0c\u666e\u901a\u7528\u6237\u5bf9\u9690\u79c1\u7684\u652f\u4ed8\u610f\u613f\u8fdc\u4f4e\u4e8e\u5bf9\u4fbf\u6377\u6027\u7684\u8ffd\u6c42\u3002\u6700\u540e\uff0c\u751f\u6001\u62d3\u5c55\u81f3Windows\u548c\u79fb\u52a8\u7aef\u7684\u538b\u529b\u5de8\u5927\uff0c\u8fd9\u4e0d\u4ec5\u662f\u5f00\u53d1\u95ee\u9898\uff0c\u66f4\u662f\u5982\u4f55\u5728\u591a\u5e73\u53f0\u4fdd\u6301\u540c\u6837\u65e0\u7f1d\u3001\u5b89\u5168\u7684\u4f53\u9a8c\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cHarker\u7684\u4ef7\u503c\u8fdc\u4e0d\u6b62\u4e8e\u4e00\u4e2a\u201c\u79bb\u7ebf\u7248\u8bed\u97f3\u8f93\u5165\u6cd5\u201d\u3002\u5b83\u662f\u5728\u6570\u636e\u6cc4\u9732\u9891\u53d1\u7684\u65f6\u4ee3\uff0c\u4e00\u4e2a\u9488\u5bf9\u9ad8\u4ef7\u503c\u654f\u611f\u573a\u666f\u7684\u201c\u5408\u89c4\u89e3\u51b3\u65b9\u6848\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u68c0\u9a8c\u5e02\u573a\u5bf9\u201c\u9690\u79c1\u5373\u4ea7\u54c1\u201d\u8fd9\u4e00\u547d\u9898\u7684\u4e70\u5355\u7a0b\u5ea6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Harker 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Harker turns your voice into text without sending a byte of your voice to the cloud. The core is free and runs 100% on your Mac. Upgrade to Premium when you want AI to rewrite, summarize, or translate what you just said.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Private STT in 2026 needs a clear answer to one question: does Harker run the model fully on-device, or is it local recording with cloud transcription? Those are very different privacy stories. Where do you land on this, especially for anyone handling client calls or medical notes. and also, congrats and good luck on the launch \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@keith_hiyamojo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@keith_hiyamojo<\/a> Thanks, and great question! Harker runs the transcription fully on-device. The model is downloaded to your Mac and inference happens locally. Your audio never leaves the machine. No cloud transcription, no network request, nothing. Works in airplane mode \ud83d\ude42<\/p>\n<p>The only time anything touches a server is if you explicitly use a Premium transformation (like rewrite or translate), and even then it’s only the transcribed text that gets sent, not the audio. Your voice, the biometric part, stays on your device no matter what.<\/p>\n<p>For client calls or medical notes, that’s exactly one of the use case I had in mind. Fully local transcription layer, no third-party processor in the chain.<\/p>\n<p>And thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’m Manuele, the maker of Harker. I shipped v1 last June because I was tired of speech-to-text apps that streamed my voice to someone else’s server. <br \/>Harker transcribes 100% locally on your Mac. Nothing leaves your machine unless you explicitly ask for it. Your voice never does.<\/p>\n<p>With v2, I’m doing something that scared me for months: I’m making the entire local transcription engine free. Forever. No trial, no nag, no feature gates on the private core.<\/p>\n<p>Here’s the logic. Local transcription is the thing people need to trust. Trust is built by giving it away. What I charge for is Premium ($5.75\/month): cloud-based AI that takes your transcript and rewrites it, summarizes it, translates it, turns it into an email, a bug report, a Linear issue. That part genuinely costs money to run, and it’s opt-in every single time. Your default stays private. Your voice, your biometric data, never leaves your machine.<\/p>\n<p>A few things I’d love feedback on:<\/p>\n<p>1. Which text transformations would you want in Premium next? I have a shortlist but I’d rather hear yours.<br \/>2. If you’re a v1 user: the migration path. Tell me where it hurts.<\/p>\n<p>Launch-day offer for the PH community: <strong>40%<\/strong> off Premium annual with code <strong>PHLAUNCH40<\/strong>, <em>valid 72 hour.<\/em><\/p>\n<p>I’ll be here answering every comment today. Ask me anything \ud83c\udf99\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Harker has been a great app to use especially with long form typing! I find it to be very accurate and a better deal than others out there.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bigbreakmusic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bigbreakmusic<\/a> Thank you Scott<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using Harker for nearly one year now and have had a great experience so far! I love how easy it is to just talk when prompting AI, instead of writing everything down. Also very happy with how responsive Manuele has been, I’ve shared feedback multiple times and got back great responses!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@milhoornaert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@milhoornaert<\/a> Hey Mil! Great to see you here, thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You had me at \u201cworks in airplane mode\u201d. I\u2019d love to see something like this on iOS.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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_sanna1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthony_sanna1<\/a> working on it \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mnlcpc\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mnlcpc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mnlcpc<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thank you Huisong<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 into this building with voice input \u2014 the moment you route audio through a cloud stt service, you’re adding a data processor to your privacy policy whether you want to or not. <\/p>\n<p>local changes the equation: no dpa, no “what are they doing with this audio,” no explaining to users why their voice ends up on someone else’s server. <\/p>\n<p>the only missing piece for teams is windows \u2014 the compliance problem is platform-agnostic.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@webappski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@webappski<\/a> really well put, that’s exactly why I built it this way. Once audio touches a cloud service, you’ve got a whole new layer of compliance to deal with.<\/p>\n<p>With Harker, your voice never leaves your Mac. That’s the part that matters most . Voice is biometric data, and it stays on your device no matter what. The free version works fully offline, and of course, no account needed. For Premium features, only the transcribed text gets sent for AI transformation, and nothing is stored.<\/p>\n<p>Windows is in the works, should be available relatively soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What I love is Harker is constantly improving and the accuracy gets better with every iteration.<br \/>Also I am thinking faster and able to complete work at a much higher speed than before.<br \/>I’m so grateful this tool exists and if you don’t have it GET IT NOW!<\/p>\n<p>I want the mobile app version please<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch Manuele! This looks great – I hope you are also looking to build a companion mobile app shortly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5C4CCNHUOL2ZJF\" class=\"app-title\">Gauge Sentiment<\/a><\/p>\n<div class=\"one-liner\">How is your brand perceived by AI?<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gauge Sentiment \u662f\u4e00\u6b3e\u901a\u8fc7\u5206\u6790\u4e3b\u6d41AI\u6a21\u578b\u751f\u6210\u5185\u5bb9\u4e2d\u5bf9\u7279\u5b9a\u54c1\u724c\u7684\u63d0\u53ca\uff0c\u91cf\u5316\u5e76\u6eaf\u6e90\u54c1\u724c\u5728AI\u53d9\u4e8b\u4e2d\u7684\u60c5\u611f\u503e\u5411\uff0c\u5e2e\u52a9\u54c1\u724c\u65b9\u5728AI\u6210\u4e3a\u4fe1\u606f\u65b0\u5165\u53e3\u7684\u65f6\u4ee3\uff0c\u7ba1\u7406\u81ea\u8eab\u6570\u5b57\u58f0\u8a89\u5e76\u6d1e\u5bdf\u7ade\u4e89\u6001\u52bf\u7684\u5de5\u5177\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\/6ac72966-1f72-46a1-91a4-8dc6388c72c1.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=WRfAfOWeS7s\"><source src=\"https:\/\/www.youtube.com\/watch?v=WRfAfOWeS7s\" 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\/ce06d6f8-7874-424e-8d56-b0de9f53a37e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e8dd2a9c-0f9b-434b-93b8-4dd0e558a6ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de325eb9-7be5-42d1-bfa7-b391d0a5f8b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u54c1\u724c\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u58f0\u8a89\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5927\u8bed\u8a00\u6a21\u578b\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u8206\u60c5\u6eaf\u6e90<\/span><br \/>\n <span class=\"tag\">B2B SaaS<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u79d1\u6280<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u4e3b\u8981\u96c6\u4e2d\u4e8e\u4e09\u70b9\uff1a\u521b\u59cb\u4eba\u9610\u8ff0\u4e86\u4ea7\u54c1\u6e90\u4e8e\u7528\u6237\u9700\u6c42\uff0c\u6838\u5fc3\u662f\u89e3\u51b3\u201c\u88ab\u5982\u4f55\u8c08\u8bba\u201d\u7684\u95ee\u9898\uff1b\u6709\u7528\u6237\u8be2\u95ee\u53d1\u73b0\u8d1f\u9762\u4fe1\u606f\u540e\u7684\u4fee\u590d\u4f18\u5148\u7ea7\u7b56\u7565\uff1b\u53e6\u6709\u8bc4\u8bba\u5ef6\u4f38\u8ba8\u8bba\u4e86AI\u4f5c\u4e3a\u4fe1\u606f\u63a5\u53e3\u4e0b\u54c1\u724c\u53d9\u4e8b\u7684\u91cd\u8981\u6027\uff0c\u5e76\u5173\u8054\u81f3\u91d1\u878d\u98ce\u9669\u76d1\u6d4b\u9886\u57df\u7684\u6f5c\u5728\u5e94\u7528\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Gauge Sentiment \u5207\u5165\u4e86\u4e00\u4e2a\u654f\u9510\u4e14\u6b63\u5728\u5f62\u6210\u7684\u5e02\u573a\u7f1d\u9699\u2014\u2014AI\u53d9\u4e8b\u5c42\u54c1\u724c\u76d1\u63a7\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u4f20\u7edf\u8206\u60c5\u76d1\u6d4b\u7684\u201c\u662f\u5426\u88ab\u63d0\u53ca\u201d\uff0c\u800c\u5728\u4e8e\u89e3\u6784AI\u6a21\u578b\u4f5c\u4e3a\u201c\u6b21\u7ea7\u4fe1\u6e90\u201d\u4e43\u81f3\u201c\u4e8b\u5b9e\u51fa\u53e3\u201d\u65f6\uff0c\u6240\u6784\u5efa\u7684\u54c1\u724c\u53d9\u4e8b\u903b\u8f91\u3002\u8fd9\u6807\u5fd7\u7740\u54c1\u724c\u6218\u573a\u7684\u8fc1\u79fb\uff1a\u5f53\u7528\u6237\u8d8a\u6765\u8d8a\u4f9d\u8d56AI\u6458\u8981\u548c\u95ee\u7b54\uff0c\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u504f\u89c1\u3001\u7ade\u4e89\u5bf9\u624b\u7684\u690d\u5165\u6027\u4fe1\u606f\u3001\u4e43\u81f3\u8fc7\u65f6\u7684\u8d1f\u9762\u62a5\u9053\uff0c\u90fd\u53ef\u80fd\u88abAI\u5408\u6210\u5e76\u6743\u5a01\u5316\uff0c\u6210\u4e3a\u7528\u6237\u5fc3\u667a\u4e2d\u7684\u201c\u4e8b\u5b9e\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u54c1\u724c\u5b89\u5168\u9632\u7ebf\u524d\u7f6e\u5230\u4e86AI\u7684\u751f\u6210\u73af\u8282\uff0c\u800c\u975e\u4f20\u7edf\u7684\u793e\u4ea4\u5a92\u4f53\u6216\u65b0\u95fb\u6e20\u9053\u3002\u5176\u201c\u6eaf\u6e90\u201d\u529f\u80fd\u5c24\u4e3a\u5173\u952e\uff0c\u8bd5\u56fe\u5c06AI\u751f\u6210\u7684\u8d1f\u9762\u8bba\u65ad\u4e0e\u539f\u59cb\u6570\u636e\uff08\u7ade\u54c1\u7f51\u7ad9\u3001\u793e\u4ea4\u5e16\u5b50\u7b49\uff09\u94fe\u63a5\uff0c\u8fd9\u4e0d\u4ec5\u662f\u4e3a\u54c1\u724c\u63d0\u4f9b\u53cd\u9a73\u4f9d\u636e\uff0c\u66f4\u662f\u5728\u8bd5\u56fe\u7ed8\u5236\u4e00\u5e45\u201c\u6c61\u67d3\u6e90\u201d\u5730\u56fe\uff0c\u63ed\u793a\u7ade\u4e89\u5bf9\u624b\u6216\u8d1f\u9762\u4fe1\u606f\u5982\u4f55\u901a\u8fc7AI\u7684\u8bed\u6599\u5e93\u6e17\u900f\u5e76\u5f71\u54cd\u6700\u7ec8\u8f93\u51fa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e0e\u4ef7\u503c\u4e00\u6837\u7a81\u51fa\u3002\u9996\u5148\uff0c\u6280\u672f\u5c42\u9762\uff0cAI\u6a21\u578b\u7684\u9ed1\u7bb1\u7279\u6027\u4f7f\u5f97\u201c\u60c5\u611f\u5206\u6790\u201d\u672c\u8eab\u53ef\u80fd\u4e0d\u7a33\u5b9a\uff0c\u4e0d\u540c\u6a21\u578b\u3001\u4e0d\u540c\u63d0\u793a\u8bcd\u4f1a\u5bfc\u81f4\u622a\u7136\u4e0d\u540c\u7684\u8f93\u51fa\uff0c\u76d1\u6d4b\u7684\u51c6\u786e\u6027\u4e0e\u4ee3\u8868\u6027\u5b58\u7591\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u903b\u8f91\u4e0a\uff0c\u5f53\u524d\u9700\u6c42\u53ef\u80fd\u96c6\u4e2d\u4e8e\u7126\u8651\u7684\u8425\u9500\u548c\u516c\u5173\u90e8\u95e8\uff0c\u4f46\u4ea7\u54c1\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u91d1\u878d\u98ce\u9669\u56e2\u961f\u5e94\u7528\u573a\u666f\uff0c\u6697\u793a\u4e86\u5176\u5411\u66f4\u5e7f\u4e49\u7684\u201cAI\u4fe1\u6e90\u98ce\u9669\u76d1\u63a7\u201d\u62d3\u5c55\u7684\u53ef\u80fd\u6027\uff0c\u8fd9\u6216\u662f\u66f4\u5927\u7684\u5e02\u573a\u3002\u6700\u540e\uff0c\u4e5f\u662f\u6700\u6839\u672c\u7684\uff1a\u5982\u679cAI\u751f\u6210\u7684\u54c1\u724c\u53d9\u4e8b\u672c\u8eab\u662f\u6d41\u52a8\u4e14\u5343\u4eba\u5343\u9762\u7684\uff0c\u90a3\u4e48\u5b9a\u4e49\u4e00\u4e2a\u7a33\u5b9a\u7684\u201c\u54c1\u724c\u60c5\u611f\u201d\u6307\u6807\u662f\u5426\u8fd8\u6709\u610f\u4e49\uff1f\u8fd9\u6b3e\u4ea7\u54c1\u6216\u8bb8\u6700\u7ec8\u8861\u91cf\u7684\u4e0d\u662f\u54c1\u724c\u672c\u8eab\uff0c\u800c\u662f\u5176\u8bad\u7ec3\u6570\u636e\u5728\u4e3b\u6d41AI\u8bed\u6599\u5e93\u4e2d\u7684\u201c\u6c61\u67d3\u5ea6\u201d\u4e0e\u201c\u8bdd\u8bed\u6743\u201d\u3002\u5b83\u5356\u7684\u4e0d\u662f\u62a5\u544a\uff0c\u662fAI\u65f6\u4ee3\u7684\u8bdd\u8bed\u6743\u8bca\u65ad\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\">Gauge Sentiment<\/span>\n <\/div>\n<div class=\"comment-content\">Gauge now can tell you exactly how AI models talk about your brand. When put in a head-to-head against your competitors, who wins? In what ways are AI models bad-mouthing your brand? Talking up your competitors? Gauge analyzes the results of these questions to tell you the exact positives and negatives surfaced. Beyond that, Gauge can actually trace the source of negativity back to its original destination – whether it be a competitor website, a social post, or something else.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi product hunt! This was truly borne out of the needs from our users.<\/p>\n<p>It’s one thing to know whether or not you’re mentioned in an AI answer. Once you have that, the more important question becomes “how am I talked about?”<\/p>\n<p>We built sentiment to solve this. Gauge runs an analysis across all tracked prompts and answers to find exactly what positives and negatives are being surfaced about you and your brand. <\/p>\n<p>We hope you give it a try and let us know your thoughts!!<\/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\/@caeleanb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@caeleanb<\/a> How do you recommend founders prioritize fixes when negatives pop up in high-volume prompts, like quick content tweaks vs deeper PR plays?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Measuring how a brand is perceived by LLMs is basically a new form of sentiment intelligence \u2014 and I’d argue the financial world needs an equivalent for prediction markets. Polymarket trader behavior is leaking macro signal all the time, and most finance teams still aren’t watching it. That’s actually the problem we’re tackling with PolyMind (<a href=\"https:\/\/polyminds.netlify.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/polyminds.netlify.app\/<\/a>) \u2014 AI-powered alerts on large Polymarket trades as a real-time signal layer. Curious if you’re seeing Gauge Sentiment used by finance or risk teams, or if it’s still mostly marketing today?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<ol>\n<li>\n<p>If AI becomes the interface, then brand narrative inside models is the real battleground.<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/I3JZP5OTZVGECS\" class=\"app-title\">Flow AI<\/a><\/p>\n<div class=\"one-liner\">Turn Linkedin into unlimited leads on auto-pilot<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">98<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Flow AI\u662f\u4e00\u6b3eLinkedIn\u81ea\u52a8\u5316\u9500\u552e\u62d3\u5c55\u5de5\u5177\uff0c\u901a\u8fc7AI\u52a9\u624b\u201cAgent Maya\u201d\u81ea\u52a8\u5bfb\u627e\u6d77\u91cf\u6f5c\u5728\u5ba2\u6237\u3001\u89c4\u6a21\u5316\u53d1\u9001\u4e2a\u6027\u5316\u6d88\u606f\u5e76\u7ba1\u7406\u540e\u7eed\u8ddf\u8fdb\uff0c\u65e8\u5728\u89e3\u51b3\u9500\u552e\u56e2\u961f\u5728LinkedIn\u4e0a\u624b\u52a8\u62d3\u5ba2\u6548\u7387\u4f4e\u4e0b\u3001\u56de\u590d\u7387\u4f4e\u53ca\u6d41\u7a0b\u7e41\u7410\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\/73519147-c055-43f9-be10-a58a7ef07ee2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a823b2ef-eafe-4cf6-a380-b3061c76876c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ead8e4e6-7de9-4fca-b1f4-e6d1d96690b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd17b493-9cb9-41f6-8b73-9c7b12b7a60d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/95d2d9d9-16d1-44d2-9974-ba925508671a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f52ed99e-9b17-43d4-b1e6-ae495a28d201.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/daccf6e1-5996-4866-974c-804834c32e16.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8733cf23-5580-4709-a109-63df1fe85085.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\/1da2df3d-b6de-42c8-a685-01caf1e2fbf3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=ixUKfO4oEGA\"><source src=\"https:\/\/www.youtube.com\/watch?v=ixUKfO4oEGA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Marketing automation<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">LinkedIn\u81ea\u52a8\u5316\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u62d3\u5ba2\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u9500\u552e\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u591a\u8d26\u53f7\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7edf\u4e00\u6536\u4ef6\u7bb1<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u6d41\u7a0b\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">B2B\u9500\u552e<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u5173\u7cfb\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\u4e3b\u8981\u5173\u6ce8\u4e24\u5927\u95ee\u9898\uff1a\u4e00\u662f\u4f7f\u7528\u6b64\u7c7b\u5de5\u5177\u53ef\u80fd\u5bfc\u81f4LinkedIn\u8d26\u53f7\u88ab\u5c01\u7981\u7684\u98ce\u9669\uff0c\u56e2\u961f\u5bf9\u6b64\u8be2\u95ee\u4e86\u4fdd\u969c\u63aa\u65bd\uff1b\u4e8c\u662f\u5bf9AI\u751f\u6210\u6d88\u606f\u7684\u62b5\u89e6\u548c\u8bc6\u522b\u95ee\u9898\uff0c\u62c5\u5fc3\u5f71\u54cd\u6c9f\u901a\u6548\u679c\u3002\u540c\u65f6\uff0c\u7528\u6237\u4e5f\u80af\u5b9a\u4e86\u7edf\u4e00\u6536\u4ef6\u7bb1\u7b49\u56e2\u961f\u534f\u4f5c\u529f\u80fd\u7684\u4ef7\u503c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Flow AI\u4ee3\u8868\u4e86\u5f53\u524dSaaS\u9886\u57df\u4e00\u4e2a\u6e05\u6670\u4f46\u62e5\u6324\u7684\u8d5b\u9053\uff1a\u5c06AI\u201c\u5957\u201d\u5728\u6210\u719f\u793e\u4ea4\u5e73\u53f0\uff08\u6b64\u5904\u662fLinkedIn\uff09\u4e0a\uff0c\u8bd5\u56fe\u5c06\u590d\u6742\u7684\u3001\u5173\u7cfb\u9a71\u52a8\u7684\u9500\u552e\u6d41\u7a0b\u81ea\u52a8\u5316\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u2014\u2014\u6574\u5408\u6f5c\u5728\u5ba2\u6237\u6570\u636e\u5e93\u3001\u591a\u8d26\u53f7\u81ea\u52a8\u89e6\u8fbe\u3001AI\u8f85\u52a9\u64b0\u5199\u3001\u7edf\u4e00\u6536\u4ef6\u7bb1\u2014\u2014\u672c\u8d28\u4e0a\u662f\u5c06\u6570\u4e2a\u72ec\u7acb\u5de5\u5177\uff08\u5982ZoomInfo\u3001Outreach.io\u3001\u90e8\u5206CRM\u529f\u80fd\uff09\u7684\u529f\u80fd\u6253\u5305\uff0c\u5e76\u6346\u7ed1\u5728\u4e00\u4e2a\u201cAI Agent\u201d\u7684\u53d9\u4e8b\u4e0b\u3002\u8fd9\u786e\u5b9e\u51fb\u4e2d\u4e86\u9500\u552e\u56e2\u961f\u201c\u5de5\u5177\u6563\u4e71\u3001\u64cd\u4f5c\u7e41\u7410\u201d\u7684\u75db\u70b9\uff0c\u63d0\u4f9b\u4e86\u64cd\u4f5c\u5c42\u9762\u7684\u4fbf\u5229\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6838\u5fc3\u6311\u6218\u8fdc\u975e\u6280\u672f\u6574\u5408\u6240\u80fd\u89e3\u51b3\u3002\u9996\u5148\uff0c**\u5e73\u53f0\u98ce\u9669\u662f\u8fbe\u6469\u514b\u5229\u65af\u4e4b\u5251**\u3002LinkedIn\u5bf9\u81ea\u52a8\u5316\u5de5\u5177\u5c24\u5176\u662f\u201c\u4e0d\u53d7\u63a7\u201d\u6279\u91cf\u6d88\u606f\u7684\u6253\u51fb\u65e5\u76ca\u4e25\u5389\u3002\u5c3d\u7ba1\u4ea7\u54c1\u5f3a\u8c03\u201c\u4eba\u5de5\u5ba1\u6838\u540e\u53d1\u9001\u201d\uff08Co-pilot\u6a21\u5f0f\uff09\u548c\u201c\u5b89\u5168\u8f6e\u6362\u201d\uff0c\u4f46\u8fd9\u66f4\u50cf\u662f\u4e00\u79cd\u98ce\u9669\u8f6c\u79fb\u548c\u8d23\u4efb\u89c4\u907f\uff0c\u5c06\u5408\u89c4\u538b\u529b\u5b9e\u5219\u8f6c\u5ac1\u7ed9\u4e86\u7528\u6237\u3002\u4e00\u65e6\u5e73\u53f0\u653f\u7b56\u6536\u7d27\u6216\u68c0\u6d4b\u7b97\u6cd5\u5347\u7ea7\uff0c\u5176\u6838\u5fc3\u7684\u201c\u81ea\u52a8\u62d3\u5ba2\u201d\u529f\u80fd\u53ef\u80fd\u77ac\u95f4\u762b\u75ea\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c**\u4ef7\u503c\u4e3b\u5f20\u5b58\u5728\u5185\u5728\u77db\u76fe**\u3002\u5b83\u8bd5\u56fe\u7528\u81ea\u52a8\u5316\u89e3\u51b3\u201c\u4e2a\u6027\u5316\u201d\u548c\u201c\u5efa\u7acb\u5173\u7cfb\u201d\u8fd9\u4e00\u9500\u552e\u672c\u8d28\u95ee\u9898\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u5bf9\u201cAI\u6d88\u606f\u201d\u7684\u53cd\u611f\u548c\u8b66\u60d5\uff0c\u6b63\u662f\u8fd9\u79cd\u77db\u76fe\u7684\u5e02\u573a\u4f53\u73b0\u3002\u5f53\u6240\u6709\u9500\u552e\u90fd\u7528\u7c7b\u4f3c\u7684AI\u5de5\u5177\u751f\u6210\u201c\u5b8c\u7f8e\u201d\u5f00\u573a\u767d\u65f6\uff0c\u4fe1\u606f\u7684\u540c\u8d28\u5316\u5c06\u5bfc\u81f4\u56de\u590d\u7387\u8fdb\u4e00\u6b65\u4e0b\u964d\uff0c\u9677\u5165\u65b0\u4e00\u8f6e\u7684\u519b\u5907\u7ade\u8d5b\u3002\u4ea7\u54c1\u63d0\u4f9b\u7684\u201c\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u5267\u672c\u201d\u53ef\u80fd\u8fc5\u901f\u5931\u6548\uff0c\u53d8\u6210\u5b83\u6700\u521d\u8bd5\u56fe\u89e3\u51b3\u7684\u201c\u8fc7\u65f6\u5267\u672c\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u201c\u81ea\u52a8\u5bfb\u627e\u65e0\u9650\u5ba2\u6237\u201d\uff0c\u800c\u5728\u4e8e\u5176\u4f5c\u4e3a**\u9500\u552e\u56e2\u961f\u7684\u201c\u6548\u7387\u4e2d\u67a2\u201d**\uff0c\u5c06\u5206\u6563\u7684\u6570\u636e\u548c\u52a8\u4f5c\u805a\u5408\uff0c\u5e76\u901a\u8fc7AI\u63d0\u4f9b**\u51b3\u7b56\u8f85\u52a9**\uff08\u5982\u63d0\u793a\u8ddf\u8fdb\u3001\u9ad8\u4eae\u91cd\u70b9\u7ebf\u7d22\uff09\u3002\u5b83\u7684\u957f\u671f\u751f\u5b58\u80fd\u529b\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728LinkedIn\u7684\u89c4\u5219\u7ea2\u7ebf\u5185\uff0c\u4ece\u201c\u7c97\u66b4\u7684\u6d41\u91cf\u8f70\u70b8\u5de5\u5177\u201d\u771f\u6b63\u6f14\u8fdb\u4e3a\u201c\u667a\u80fd\u7684\u9500\u552e\u6d41\u7a0b\u7ba1\u7406\u4e0e\u8d4b\u80fd\u5e73\u53f0\u201d\uff0c\u5e76\u6df1\u5ea6\u89e3\u51b3AI\u6c9f\u901a\u7684\u4fe1\u4efb\u5371\u673a\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u5728\u201c\u5c01\u53f7\u201d\u4e0e\u201c\u6548\u679c\u8870\u51cf\u201d\u53cc\u5203\u5251\u4e0b\u6323\u624e\u7684\u77ed\u671f\u6548\u7387\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Flow AI<\/span>\n <\/div>\n<div class=\"comment-content\">75% OFF with Promo Code (see comments)! Flow AI is the #1 tool to find UNLIMITED ideal buyers, scale multi-sender outreach, and book more meetings on LinkedIn. Search a database of 300M+ contacts and let Agent Maya run outreach across multiple LinkedIn accounts on auto-pilot, co-write your DMs so every reply moves leads to book calls. Plus, you can manage all follow-ups automatically from one inbox. Stop juggling expensive lead databases and separate outreach tools. One tool. More pipeline.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>GET 75% OFF with Promo Code: PRODUCTHUNT26<\/p>\n<p>1. Only available for first 100 signups<br \/>2. Offer ends in 4 days! (April 24th)<\/p>\n<\/p>\n<p>—-<\/p>\n<\/p>\n<p>Hey everyone \ud83d\udc4b<\/p>\n<p>So prospecting has gotten pretty tricky in 2026, right?<\/p>\n<p>\u2192 We’ve got tons of tools<br \/>\u2192 All this automation<br \/>\u2192 AI is literally everywhere<\/p>\n<p>But somehow we still find ourselves stuck trying to find ideal customers, figuring out what to say to them, how to get them to reply, and how to actually fill up our calendar with sales calls.<\/p>\n<p>And to make matters worse:<\/p>\n<p>\u2192 Old outreach playbooks are burned out and no longer work<br \/>\u2192 Founders and teams have zero time to do it manually<br \/>\u2192 Crap reply rates mean no sales calls, which means zero growth<\/p>\n<p>We’ve all been there.<\/p>\n<p>So we built Flow AI – and since our first Product Hunt launch, we’ve been heads-down making it into the one and only platform you NEED to book meetings on LinkedIn.<\/p>\n<p>Here’s how it works:<\/p>\n<p>1. Find your ideal buyers<br \/>Search 300M+ contacts to build targeted lead lists – no Sales Navigator or expensive third-party databases needed.<\/p>\n<p>2. Reach them at scale<br \/>Connect multiple LinkedIn accounts and let Agent Maya manage your outreach on auto-pilot\u2014using a proven campaign. She warms prospects up naturally and builds your network while you sleep.<\/p>\n<p>3. Generate, schedule and send DMs\u2014instantly!<br \/>Maya jumps into co-pilot mode – reads your profile, understands your offer, checks out the prospect, and suggests the perfect reply to move it toward a call. You stay in control and can tweak outputs before sending.<\/p>\n<p>4. Never miss a lead or opportunity<br \/>Every conversation, follow-up, and lead status lives in one inbox and smart CRM. We’ll nudge you on follow-ups, highlight the leads worth focusing on, and make sure nothing slips through the cracks.<\/p>\n<p>All of it follows a proven outreach playbook we’ve refined across hundreds of campaigns.<\/p>\n<p>What’s NEW since our first launch:<\/p>\n<p>\u2192 Lead Finder \u2014 300M+ contact database built in<\/p>\n<p>\u2192 Auto-pilot \u2014 lets Agent Maya run proven campaigns (without any guesswork)<\/p>\n<p>\u2192 Co-pilot \u2014 generate, schedule and send LinkedIn DMs\u2014instantly!<br \/>\u2192 Multi-sender \u2014 run outreach across multiple LinkedIn accounts with safe rotation<br \/>\u2192 Unified Inbox \u2014 teams can manage all conversations from one place<br \/>\u2192 Integrations \u2014 connect your existing GTM stack (HubSpot, Zapier, and more)<\/p>\n<p>And we’ve given a few clients the keys:<\/p>\n<p>“I’ve had over 100 sales calls.” \u2014 Simon Leich, CEO, CS Partners<br \/>“We landed our first 50k enterprise deal within 30 days” – Ashutosh Saitwal, Founder & CEO, KlearStack<\/p>\n<p>We’d love for you to check it out. <\/p>\n<p>Takes 60 seconds to set up.<\/p>\n<p>Welcome to Flow AI. <\/p>\n<p>We’re here to help you build more pipeline.<\/p>\n<p>Can’t wait to hear 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>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\/@iamtomgray\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamtomgray<\/a> hey Tom, your product seems quite interesting but I have one question. LinkedIn is quite notorious for getting the account banned or blocked. If we are using something like your tool, how do we guarantee that it won’t get blocked or flagged as, you know, what activities? What I can believe from my experience is that LinkedIn really hates these bot kinds of applications. Is there any contingency plan for that or any way to avoid getting banned? Let me know. Otherwise this sounds really great and useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@iamtomgray\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamtomgray<\/a> the unified inbox for teams is a game-changer. managing 5+ linkedin accounts for clients across different browser tabs is a nightmare. can we assign specific leads to different team members within the crm?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@priya_kushwaha1 great question! Yes, you absolutely can assign different leads to team members \ud83d\ude42<\/div>\n<div class=\"comment-actions\">\n<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>Watched the video, looks very cool. However, every time someone on Linkedin reaches out to me and it feels AI, I challenge the sender and they subsequent message always falters. Also, I’m not happy when people send me AI generated messages. How is flow handling this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@paul_from_dentro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paul_from_dentro<\/a> It’s a great comment. I actually feel the same. I think we’re all a bit fatigued with the AI slop. That’s why we don’t have messages auto-send. AI acts as a co-pilot, so you can always shape the replies before sending (meaning you’re always in control). It also means you can move 10x the speed. Personally, I found it really useful for ideating on ways to start the conversation and manage replies more meaningfully. I also have a few templates I use that have helped win the reply \/ win the call – we’ve got a playbook on it <a href=\"https:\/\/chooseflow.ai\/outreach-playbook\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/chooseflow.ai\/outreach-playbook<\/a> \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4KD45NJQEHQK7B\" class=\"app-title\">Pioneer<\/a><\/p>\n<div class=\"one-liner\">Fine-tune any LLM in minutes, with one prompt<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Pioneer\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u4efb\u52a1\uff0c\u5168\u81ea\u52a8\u5b8c\u6210\u6570\u636e\u751f\u6210\u3001\u8bad\u7ec3\u3001\u8bc4\u4f30\u548c\u90e8\u7f72\uff0c\u8ba9\u975e\u4e13\u4e1a\u7528\u6237\u5728\u51e0\u5206\u949f\u5185\u5373\u53ef\u5fae\u8c03\u4e13\u7528\u5c0f\u8bed\u8a00\u6a21\u578b\uff0c\u89e3\u51b3\u4f20\u7edf\u6a21\u578b\u5fae\u8c03\u6d41\u7a0b\u590d\u6742\u3001\u8017\u65f6\u6570\u5468\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\/33819d77-7c65-4468-b2fc-f0d66d102b0e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1243bc0a-f3b5-46bd-9bf6-0536768a3e18.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e343310-78f2-45d7-b90c-f83383e25334.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fcf7f666-d3df-4315-b9a0-86aa8bda9927.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\/d99f17ba-7714-41b7-9695-a4fb9ed729ef.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=gf8kGJ3KToQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=gf8kGJ3KToQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6a21\u578b\u5fae\u8c03\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5c0f\u8bed\u8a00\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u673a\u5668\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801AI<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u6301\u7eed\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u5408\u6210\u6570\u636e\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">B2B\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u4ef7\u503c\uff0c\u540c\u65f6\u805a\u7126\u4e8e\u5173\u952e\u95ee\u9898\uff1a1. \u662f\u5426\u652f\u6301\u672c\u5730\u6216\u81ea\u6258\u7ba1\u90e8\u7f72\uff1b2. \u5408\u6210\u6570\u636e\u751f\u6210\u53ef\u80fd\u7ee7\u627f\u57fa\u7840\u6a21\u578b\u7f3a\u9677\uff0c\u5982\u4f55\u786e\u4fdd\u6570\u636e\u591a\u6837\u6027\u4e0e\u8d28\u91cf\uff1b3. \u5728B2B\u5185\u5bb9\u5de5\u4f5c\u6d41\u4e2d\uff0c\u54ea\u4e9b\u57fa\u7840\u6a21\u578b\u548c\u63d0\u793a\u8bcd\u6548\u679c\u6700\u4f73\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 Pioneer\u7684\u6838\u5fc3\u7406\u5ff5\u2014\u2014\u201c\u4e00\u53e5\u63d0\u793a\uff0c\u5fae\u8c03\u6a21\u578b\u201d\u2014\u2014\u770b\u4f3c\u662f\u81ea\u52a8\u5316\u5de5\u5177\u7684\u6548\u7387\u63d0\u5347\uff0c\u5b9e\u5219\u662f\u8bd5\u56fe\u5bf9AI\u751f\u4ea7\u8303\u5f0f\u8fdb\u884c\u4e00\u6b21\u964d\u7ef4\u6253\u51fb\u3002\u5b83\u771f\u6b63\u7684\u91ce\u5fc3\u5e76\u975e\u7b80\u5316\u6d41\u7a0b\uff0c\u800c\u662f\u91cd\u65b0\u5b9a\u4e49\u201c\u6784\u5efa\u8005\u201d\u7684\u8fb9\u754c\uff1a\u5c06\u6a21\u578b\u5b9a\u5236\u80fd\u529b\u4eceML\u5de5\u7a0b\u5e08\u624b\u4e2d\uff0c\u4e0b\u653e\u7ed9\u4efb\u4f55\u80fd\u5199\u63d0\u793a\u8bcd\u7684\u4ea7\u54c1\u7ecf\u7406\u3001\u8fd0\u8425\u6216\u5f00\u53d1\u8005\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u652f\u67f1\u6709\u4e09\uff1a\u5168\u81ea\u52a8\u6d41\u6c34\u7ebf\u3001\u5c0f\u6a21\u578b\u4e13\u4e1a\u5316\u3001\u6a21\u578b\u6301\u7eed\u81ea\u8fdb\u5316\u3002\u6700\u503c\u5f97\u6df1\u7a76\u7684\u662f\u540e\u4e24\u70b9\u3002\u5b83\u62bc\u6ce8\u7684\u662f\u201c\u5c0f\u6a21\u578b\u65f6\u4ee3\u201d\u7684\u7ec6\u5206\u573a\u666f\u7206\u53d1\uff0c\u7528\u5927\u91cf\u5ec9\u4ef7\u3001\u5feb\u901f\u3001\u4e13\u7528\u7684SLM\u66ff\u4ee3\u8c03\u7528\u901a\u7528\u5927\u6a21\u578b\u7684\u6602\u8d35\u4e0e\u8fdf\u949d\uff0c\u8fd9\u5951\u5408\u4e86AI\u5e94\u7528\u4ece\u201c\u901a\u624d\u201d\u8d70\u5411\u201c\u4e13\u624d\u201d\u7684\u4ea7\u4e1a\u8d8b\u52bf\u3002\u800c\u201c\u6301\u7eed\u81ea\u8fdb\u5316\u201d\u6982\u5ff5\u867d\u4eae\u773c\uff0c\u5374\u4e5f\u662f\u6700\u5927\u7684\u6280\u672f\u9ed1\u7bb1\u4e0e\u98ce\u9669\u70b9\uff1a\u81ea\u52a8\u76d1\u63a7\u63a8\u7406\u8f68\u8ff9\u5e76\u91cd\u8bad\u7ec3\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u751f\u4ea7\u73af\u5883\u8fdb\u884c\u95ed\u73af\u5f3a\u5316\u5b66\u4e60\uff0c\u82e5\u65e0\u4e25\u8c28\u7684\u504f\u5dee\u68c0\u6d4b\u4e0e\u7ea0\u6b63\u673a\u5236\uff0c\u6781\u6613\u5bfc\u81f4\u6a21\u578b\u5728\u672a\u77e5\u6570\u636e\u5206\u5e03\u4e0a\u201c\u8dd1\u504f\u201d\u6216\u56fa\u5316\u504f\u89c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u533a\u7684\u5c16\u9510\u63d0\u95ee\u76f4\u6307\u547d\u95e8\uff1a\u5408\u6210\u6570\u636e\u7684\u8d28\u91cf\u662f\u201c\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\u201d\u7684\u73b0\u4ee3\u7248\uff1b\u5c01\u95ed\u7684\u4e91\u6258\u7ba1\u6a21\u5f0f\u53ef\u80fd\u529d\u9000\u6ce8\u91cd\u6570\u636e\u9690\u79c1\u4e0e\u6210\u672c\u63a7\u5236\u7684\u4f01\u4e1a\u7528\u6237\u3002\u8fd9\u610f\u5473\u7740Pioneer\u76ee\u524d\u66f4\u50cf\u662f\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u539f\u578b\u9a8c\u8bc1\u5e73\u53f0\u201d\uff0c\u800c\u975e\u4f01\u4e1a\u7ea7\u89e3\u51b3\u65b9\u6848\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u5728\u4e8e\u81ea\u52a8\u5316\u7a0b\u5ea6\u591a\u9ad8\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u6613\u7528\u6027\u4e0e\u53ef\u63a7\u6027\u3001\u5feb\u901f\u8fed\u4ee3\u4e0e\u751f\u4ea7\u7a33\u5b9a\u6027\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u5e76\u771f\u6b63\u8bc1\u660e\u5176\u81ea\u52a8\u4f18\u5316\u7684\u6a21\u578b\uff0c\u957f\u671f\u6548\u679c\u4f18\u4e8e\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u4eba\u5de5\u5e72\u9884\u6d41\u7a0b\u3002\u5982\u679c\u5b83\u80fd\u653b\u514b\u8fd9\u4e9b\uff0c\u624d\u771f\u6b63\u914d\u5f97\u4e0a\u201cPioneer\u201d\uff08\u5148\u9a71\uff09\u4e4b\u540d\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\">Pioneer<\/span>\n <\/div>\n<div class=\"comment-content\">Fine-tune SLMs in minutes. Describe your task in plain English and our agent handles everything: data generation, training, evals, and deployment. Models deployed on Pioneer also keep improving automatically from live inference data. With Pioneer, anyone who can write a prompt can now build production-grade AI that gets smarter over time.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! Ash here, CEO & co-founder of Pioneer.<\/p>\n<p>Fine-tuning a language model has always been a genuinely hard problem. Collecting data, labeling it, choosing hyperparameters, evaluating your model. It’s a loop that typically takes ML engineers weeks or months of iteration.<\/p>\n<p>Pioneer collapses that entire loop into a single prompt.<\/p>\n<p>Here’s what actually excites me about what we’ve built:<\/p>\n<p>Pioneer handles the full pipeline. Describe your task in plain English and Pioneer generates synthetic training data, selects hyperparameters, fine-tunes the model on cloud GPUs, evaluates it against frontier models, and deploys it. All in under 10 minutes.<\/p>\n<p>Small models are genuinely powerful when specialized. Our benchmarks show fine-tuned SLMs matching or beating GPT-family models on specific tasks, at a fraction of the cost and latency. This matters for agentic systems that need many fast, cheap, specialized models running in parallel.<\/p>\n<p>Deployed models keep improving automatically. This is the part I’m most proud of. Pioneer’s agent continuously monitors inference traces, identifies failure patterns, and retrains, so your model gets better over time without any human intervention.<\/p>\n<p>We built Pioneer because we believe the next era of AI will be built on specialized small models, and we wanted anyone who can write a prompt to be able to build with them.<\/p>\n<p>Watch our launch video: <a href=\"https:\/\/www.youtube.com\/watch?v=gf8kGJ3KToQ\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=gf8kGJ3KToQ<\/a><\/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>hi <a href=\"https:\/\/www.producthunt.com\/@ash_lewis_codes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ash_lewis_codes<\/a> , love the concept of Pioneer and can resonate with the high threshold of SLM fine tuning. Do I understand correctly that the prompt-based fine tuning and continuous fine-tuning refinement through inference can only be supported via cloud hosted models via Pioneer? Is there solution for self-hosted or local inference? thanks and congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ash_lewis_codes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ash_lewis_codes<\/a> For a B2B content workflow, what SLM base model and prompt style have you seen crush GPT benchmarks in early tests?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@ash_lewis_codes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ash_lewis_codes<\/a> hi!<br \/>the synthetic data step is where I’d expect most failure modes to hide.<br \/>if the model generating training data shares the same blind spots as the base model you are fine-tuning, you are reinforcing existing weaknesses instead of patching them.<br \/>how does Pioneer handle that? is there a diversity check on the generated dataset? or some way to detect when synthetic coverage is too narrow before trainning starts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/ZRMXN6HIOGRAIJ\" class=\"app-title\">X Island<\/a><\/p>\n<div class=\"one-liner\">Dynamic Island for AI Coding Agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">95<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>X Island \u662f\u4e00\u6b3e\u5c06Mac\u5218\u6d77\u5c4f\u53d8\u4e3aAI\u7f16\u7a0b\u52a9\u624b\u4efb\u52a1\u63a7\u5236\u4e2d\u5fc3\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u540c\u65f6\u8fd0\u884c\u591a\u4e2aAI\u7f16\u7801\u4ee3\u7406\u65f6\uff0c\u56e0\u6743\u9650\u63d0\u793a\u88ab\u5ffd\u7565\u6216\u4f1a\u8bdd\u72b6\u6001\u4e22\u5931\u800c\u5bfc\u81f4\u7684\u6548\u7387\u4e2d\u65ad\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\/9d83183c-5755-4b78-869a-c1ae43c953f3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f3699b5-c7a5-4244-b58d-c15107a9265a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/100fa04c-6032-4bff-9f9f-5e5ad9a3acd0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ca903fb-d5d0-4da5-89a8-29e4a1c13e9a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ae5864e1-bc83-43d9-a1c2-f8421f096f3a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc0c6b1a-4d09-432d-b4f9-0480f09e4bb0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Mac\u4e13\u5c5e\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u52a8\u6001\u5c9b\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u63d0\u793a\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u4efb\u52a1\u76d1\u63a7<\/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\u4e24\u6781\u3002\u6838\u5fc3\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u6743\u9650\u63d0\u793a\u88ab\u5ffd\u7565\u201d\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5e76\u8be2\u95ee\u6280\u672f\u7ec6\u8282\u3002\u4f46\u591a\u540d\u7528\u6237\u5728\u901a\u8fc7Homebrew\u5b89\u88c5\u65f6\u9047\u5230\u4e25\u91cd\u7684\u6821\u9a8c\u548c\u9519\u8bef\uff0c\u5bfc\u81f4\u5b89\u88c5\u5931\u8d25\uff0c\u66b4\u9732\u4e86\u4ea7\u54c1\u5728\u5206\u53d1\u548c\u7248\u672c\u7ba1\u7406\u4e0a\u7684\u660e\u663e\u7f3a\u9677\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 X Island \u7cbe\u51c6\u5730\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u65b0\u5174\u4e14\u5177\u4f53\u7684\u751f\u4ea7\u529b\u75db\u70b9\uff1a\u968f\u7740Claude Code\u3001Gemini CLI\u7b49AI\u7f16\u7801\u4ee3\u7406\u7684\u666e\u53ca\uff0c\u5f00\u53d1\u8005\u4ece\u201c\u5355\u7ebf\u7a0b\u201d\u4f7f\u7528\u8f6c\u5411\u201c\u591a\u4ee3\u7406\u5e76\u884c\u201d\uff0c\u4f20\u7edf\u7684\u7ec8\u7aef\u7a97\u53e3\u7ba1\u7406\u65b9\u5f0f\u5f7b\u5e95\u5931\u6548\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u52a8\u6001\u5c9b\u201dUI\u5671\u5934\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a**\u672c\u5730\u3001\u7edf\u4e00\u7684\u4ee3\u7406\u4f1a\u8bdd\u76d1\u63a7\u4e0e\u7ba1\u7406\u5c42**\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u201cAI\u4ee3\u7406\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u5c06\u6563\u843d\u5728\u5404\u7ec8\u7aef\u3001\u5404\u7a97\u53e3\u7684\u5f02\u6b65\u8fdb\u7a0b\u72b6\u6001\u53ef\u89c6\u5316\u3001\u53ef\u4ea4\u4e92\u5316\uff0c\u5c06\u4eba\u627e\u4fe1\u606f\u7684\u6a21\u5f0f\u9006\u8f6c\u4e3a\u4eba\u88ab\u4fe1\u606f\u4e3b\u52a8\u3001\u65e0\u611f\u5730\u63d0\u793a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u672c\u5730\u4f18\u5148\u3001\u65e0\u8d26\u6237\u201d\u7684\u6781\u5ba2\u5f0f\u7406\u60f3\uff0c\u5728\u73b0\u5b9e\u5206\u53d1\u4e2d\u906d\u9047\u4e86\u6ed1\u94c1\u5362\u3002Homebrew\u5b89\u88c5\u7684\u6821\u9a8c\u548c\u9519\u8bef\u662f\u81f4\u547d\u4f24\uff0c\u76f4\u63a5\u963b\u65ad\u4e86\u76ee\u6807\u7528\u6237\uff08\u7cbe\u901a\u6280\u672f\u7684\u5f00\u53d1\u8005\uff09\u7684\u4f53\u9a8c\u8def\u5f84\uff0c\u66b4\u9732\u51fa\u65e9\u671f\u4ea7\u54c1\u5728\u5de5\u7a0b\u4e25\u8c28\u6027\u4e0a\u7684\u77ed\u677f\u3002\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u6545\u969c\uff0c\u66f4\u662f\u4ea7\u54c1\u4fe1\u4efb\u7684\u5d29\u584c\u3002\u5f00\u53d1\u8005\u793e\u533a\u53ef\u4ee5\u5bb9\u5fcd\u65e9\u671f\u529f\u80fd\u7b80\u964b\uff0c\u4f46\u65e0\u6cd5\u5bb9\u5fcd\u5b89\u88c5\u5931\u8d25\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0c\u5176\u6784\u60f3\u5177\u5907\u524d\u77bb\u6027\u3002\u82e5\u89e3\u51b3\u7a33\u5b9a\u6027\u95ee\u9898\uff0c\u5b83\u53ef\u80fd\u6210\u4e3aAI\u539f\u751f\u5f00\u53d1\u5de5\u4f5c\u6d41\u7684\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u3002\u4f46\u5176\u62a4\u57ce\u6cb3\u5c1a\u6d45\uff0c\u529f\u80fd\u6613\u88ab\u6a21\u4eff\uff0c\u4e14\u4e25\u91cd\u4f9d\u8d56\u4e0a\u6e38AI\u4ee3\u7406\u7684CLI\u8bbe\u8ba1\u3002\u5b83\u5fc5\u987b\u5feb\u901f\u8fed\u4ee3\uff0c\u4ece\u201c\u76d1\u63a7\u201d\u8d70\u5411\u66f4\u6df1\u5ea6\u7684\u201c\u8c03\u5ea6\u201d\u4e0e\u201c\u7f16\u6392\u201d\uff0c\u624d\u80fd\u771f\u6b63\u6784\u7b51\u58c1\u5792\uff0c\u800c\u975e\u4ec5\u4f5c\u4e3a\u4e00\u4e2a\u4f18\u96c5\u7684\u201c\u63d0\u793a\u901a\u77e5\u5668\u201d\u3002\u5f53\u524d\u7248\u672c\u662f\u4e00\u4e2a\u5145\u6ee1\u6d1e\u89c1\u4f46\u4ea4\u4ed8\u7c97\u7cd9\u7684\u201c\u534a\u6210\u54c1\u201d\uff0c\u5176\u6210\u8d25\u5c06\u53d6\u51b3\u4e8e\u56e2\u961f\u80fd\u5426\u4ee5\u6781\u5ba2\u6807\u51c6\u89e3\u51b3\u6781\u5ba2\u9047\u5230\u7684\u95ee\u9898\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">X Island<\/span>\n <\/div>\n<div class=\"comment-content\">xIsland turns the notch into mission control for Claude Code, Codex, and Gemini CLI, etc. Never miss a permission prompt, see every session at a glance, answer questions, approve requests, and jump back to the right terminal panel in one click. Local-first, no cloud, no account.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">If you run Claude Code, Codex, or Gemini CLI, you know the pattern: you spin up ten agent sessions across a handful of terminal windows, context-switch into something else, and forget. One of them hits a permission prompt. Twenty minutes later you come back and it’s still sitting there \u2014 blocked, waiting on a keystroke you never saw.<\/p>\n<p>XIsland is the Dynamic Island for your AI Coding Agents, lives in your Mac’s notch and watches every agent session running on your machine.<\/p>\n<p> \u2014 Question and Permission prompts surface the moment they happen. Approve or deny in one keystroke.<br \/>\n \u2014 One-click jump to the exact terminal tab or pane, across Terminal.app, Ghostty, iTerm, Warp, WezTerm, and Kaku.<br \/>\n \u2014 Live view of what every agent is doing: prompting, thinking, running tools, blocked, done.<br \/>\n \u2014 Local-first. No server, no account, no telemetry. Everything runs over a Unix socket on your Mac.<br \/>\n \u2014 One-click hook install for Claude Code, Codex, Gemini CLI, and OpenCode.<\/p>\n<p>Built because I got tired of Cmd+Tab roulette at 2am waiting on a permission prompt I didn’t know existed. Would love your feedback \u2014 especially from folks running multiple agents in parallel.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bluedusk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bluedusk<\/a> How did you handle edge cases like nested agents or custom tools that might throw unexpected prompts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Warning: <br \/>Checksum of brew install doesn’t match. <\/p>\n<p>Cask reports different checksum: <br \/>5f7a22bb3abf3986e49d84efc2143af937c34efe835a906e29d7e4ffcda069db<\/p>\n<p>SHA-256 checksum of downloaded file: 9fe67225facf50d83c283db495851f1abba076dbfe01c6c53672cbbcee20c092<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I want to install but also hit the same error reported by <a href=\"https:\/\/www.producthunt.com\/@digisome\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"digisome\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@digisome<\/a> <\/p>\n<p>First I tried this brew install as shown here: <a href=\"https:\/\/xisland.app\/docs\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/xisland.app\/docs\/<\/a><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5dcb1f9-efa9-46f0-8d18-49d71956bfce.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<pre><code>brew install --cask xisland\n\u2714\ufe0e JSON API cask.jws.json Downloaded 15.5MB\/ 15.5MB\n\u2714\ufe0e JSON API formula.jws.json Downloaded 32.0MB\/ 32.0MB\nWarning: Cask 'xisland' is unavailable: No Cask with this name exists.\n==> Searching for similarly named casks...\nError: No casks found for xisland.<\/code><\/pre>\n<\/p>\n<p>Then tried the brew install path shown on the landing page:<\/p>\n<pre><code>brew install --cask bluedusk\/xisland\/x-island\n==> Auto-updating Homebrew...\nAdjust how often this is run with `$HOMEBREW_AUTO_UPDATE_SECS` or disable with\n`$HOMEBREW_NO_AUTO_UPDATE=1`. Hide these hints with `$HOMEBREW_NO_ENV_HINTS=1` (see `man brew`).\n==> Tapping bluedusk\/xisland\nCloning into '\/opt\/homebrew\/Library\/Taps\/bluedusk\/homebrew-xisland'...\nremote: Enumerating objects: 40, done.\nremote: Counting objects: 100% (40\/40), done.\nremote: Compressing objects: 100% (20\/20), done.\nremote: Total 40 (delta 9), reused 0 (delta 0), pack-reused 0 (from 0)\nReceiving objects: 100% (40\/40), done.\nResolving deltas: 100% (9\/9), done.\nTapped 1 cask (13 files, 10KB).\n==> Fetching downloads for: bluedusk\/xisland\/x-island\n\u2718 Cask x-island (0.12.0) Verifying 7.7MB\/ 7.7MB\nError: Cask reports different checksum: 5f7a22bb3abf3986e49d84efc2143af937c34efe835a906e29d7e4ffcda069db\n SHA-256 checksum of downloaded file: 9fe67225facf50d83c283db495851f1abba076dbfe01c6c53672cbbcee20c092<\/code><\/pre>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1beae183-3489-42a2-851c-1e60ed477f0f.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<\/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\/OSVML2IHZCDE32\" class=\"app-title\">illumi<\/a><\/p>\n<div class=\"one-liner\">AI visual workspace that takes you from thinking to delivery<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">92<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eAI\u89c6\u89c9\u5de5\u4f5c\u7a7a\u95f4\uff0c\u65e8\u5728\u5e2e\u52a9\u8425\u9500\u3001\u54a8\u8be2\u7b49\u56e2\u961f\u5728\u590d\u6742\u7684\u9879\u76ee\u534f\u4f5c\u4e2d\uff0c\u5c06\u96f6\u6563\u7684\u6784\u601d\u3001\u7b14\u8bb0\u7b49\u6df7\u4e71\u8f93\u5165\uff0c\u7ed3\u6784\u5316\u5730\u68b3\u7406\u5e76\u76f4\u63a5\u8f6c\u5316\u4e3a\u53ef\u53d1\u5e03\u7684\u6210\u679c\uff0c\u89e3\u51b3\u4ece\u6784\u601d\u5230\u4ea4\u4ed8\u8fc7\u7a0b\u4e2d\u601d\u7ef4\u65ad\u5c42\u3001\u5de5\u5177\u5207\u6362\u7e41\u7410\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b08f7e16-7e5d-4a9c-953b-8b0458266ca4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2c8d7d4f-4297-4458-b033-bae5a2ba4f3c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/01a66072-f13d-4664-8003-2985ad5f892a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4d253d71-d980-4070-90ef-e07d3d7b4f91.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e08db4de-6928-4a41-894c-295130f39f51.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a20a158a-54f1-4a15-8e49-bf4e150ce8d9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f75b23cc-9a29-4c05-997d-c66e7d234bb8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b785b36-bf6a-4ca5-958e-cde3943e4023.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\">Remote Work<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u89c9\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u601d\u7ef4\u6574\u7406<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ed3\u6784\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u753b\u5e03<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u4ea4\u4ed8<\/span><br \/>\n <span class=\"tag\">\u5934\u8111\u98ce\u66b4<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u80af\u5b9a\u5176\u89c6\u89c9\u5316AI\u534f\u4f5c\u4ef7\u503c\u3002\u6709\u6548\u5efa\u8bae\u5305\u62ec\uff1a\u4fbf\u7b7e\u529f\u80fd\u9700\u4f18\u5316\uff08\u5982\u8c03\u6574\u5927\u5c0f\u3001\u989c\u8272\u9009\u62e9\u5668\u66f4\u9192\u76ee\uff09\u3002\u521b\u59cb\u4eba\u79ef\u6781\u56de\u590d\uff0c\u63a2\u8ba8\u8bbe\u8ba1\u53d6\u820d\u3002\u7528\u6237\u8be2\u95eeAPI\/Webhook\u96c6\u6210\u8ba1\u5212\uff0c\u56e2\u961f\u786e\u8ba4\u5df2\u6709API\u5e76\u9884\u544a\u5c06\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 illumi\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2aAI\u804a\u5929\u673a\u5668\u4eba\u6216\u7b80\u5355\u7684\u767d\u677f\u5de5\u5177\uff0c\u800c\u8bd5\u56fe\u6210\u4e3a\u8fde\u63a5\u201c\u6df7\u4e71\u601d\u8003\u201d\u4e0e\u201c\u7ed3\u6784\u5316\u8f93\u51fa\u201d\u7684\u4e2d\u95f4\u5c42\u64cd\u4f5c\u7cfb\u7edf\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u6d1e\u5bdf\u662f\uff1a\u5f53\u524dAI\u5de5\u5177\u5e76\u672a\u51cf\u8f7b\u77e5\u8bc6\u5de5\u4f5c\u8005\u7684\u6838\u5fc3\u8ba4\u77e5\u8d1f\u8377\u2014\u2014\u5373\u5728\u4fe1\u606f\u788e\u7247\u5316\u3001\u591a\u65b9\u8f93\u5165\u7684\u573a\u666f\u4e0b\uff0c\u68b3\u7406\u8109\u7edc\u3001\u6784\u5efa\u4e0a\u4e0b\u6587\u672c\u8eab\u4ecd\u662f\u91cd\u8111\u529b\u52b3\u52a8\u3002\u4ea7\u54c1\u901a\u8fc7\u4e00\u4e2a\u53ef\u5171\u4eab\u7684\u89c6\u89c9\u753b\u5e03\uff0c\u5c06\u591a\u79cdAI\u6a21\u578b\u4f5c\u4e3a\u201c\u5904\u7406\u5355\u5143\u201d\u5d4c\u5165\u601d\u8003\u6d41\u7a0b\uff0c\u8ba9\u601d\u7ef4\u8fc7\u7a0b\u5f97\u4ee5\u6301\u7eed\u6c89\u6dc0\u548c\u6f14\u8fdb\uff0c\u6700\u7ec8\u6307\u5411\u4ea4\u4ed8\u7269\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5b83\u5207\u5165\u7684\u662f\u4e00\u4e2a\u9ad8\u5ea6\u4f9d\u8d56\u73b0\u6709\u5de5\u4f5c\u6d41\uff08\u5982Miro + Docs + ChatGPT\u7ec4\u5408\uff09\u7684\u4e13\u4e1a\u9886\u57df\uff0c\u8fc1\u79fb\u6210\u672c\u9ad8\uff0c\u9700\u8bc1\u660e\u5176\u201c\u4e00\u4f53\u5316\u201d\u4ef7\u503c\u8fdc\u8d85\u5de5\u5177\u5207\u6362\u5e26\u6765\u7684\u6469\u64e6\u3002\u5176\u6b21\uff0c\u201c\u4fdd\u6301\u4e0a\u4e0b\u6587\u201d\u8fd9\u4e00\u6838\u5fc3\u5356\u70b9\uff0c\u5728\u590d\u6742\u9879\u76ee\u4e2d\u7684\u6280\u672f\u5b9e\u73b0\u96be\u5ea6\u6781\u9ad8\uff0c\u5982\u4f55\u667a\u80fd\u5730\u5173\u8054\u3001\u63d0\u70bc\u753b\u5e03\u4e0a\u7684\u975e\u7ed3\u6784\u5316\u4fe1\u606f\uff0c\u800c\u975e\u6ca6\u4e3a\u9ad8\u7ea7\u7c98\u8d34\u677f\uff0c\u662f\u5bf9\u5176AI\u80fd\u529b\u7684\u771f\u6b63\u8003\u9a8c\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u65e9\u671f\u7528\u6237\u867d\u8ba4\u53ef\u65b9\u5411\uff0c\u4f46\u53cd\u9988\u4ecd\u96c6\u4e2d\u4e8e\u57fa\u7840\u4ea4\u4e92\uff08\u5982\u4fbf\u7b7e\u989c\u8272\uff09\uff0c\u8fd9\u63d0\u793a\u5176\u5f53\u524d\u4f53\u9a8c\u4e0e\u201c\u65e0\u7f1d\u201d\u613f\u666f\u4ecd\u6709\u8ddd\u79bb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0c\u5176\u201c\u53ef\u79fb\u690d\u7684\u601d\u8003\u5c42\u201d\u6784\u60f3\u9887\u5177\u60f3\u8c61\u529b\uff0c\u65e8\u5728\u6210\u4e3a\u56e2\u961f\u7684\u77e5\u8bc6\u4e2d\u67a2\u3002\u4f46\u6210\u529f\u4e0e\u5426\u53d6\u51b3\u4e8e\u80fd\u5426\u6784\u5efa\u8d77\u771f\u6b63\u7684\u7f51\u7edc\u6548\u5e94\uff1a\u4e0d\u4ec5\u8fde\u63a5\u4eba\u4e0eAI\uff0c\u66f4\u8fde\u63a5\u4e0d\u540c\u89d2\u8272\u3001\u9879\u76ee\u4e0e\u5916\u90e8\u5de5\u5177\uff0c\u5f62\u6210\u751f\u6001\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u670d\u52a1\u4e8e\u7279\u5b9a\u573a\u666f\u7684\u7cbe\u81f4\u5782\u76f4\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">illumi<\/span>\n <\/div>\n<div class=\"comment-content\">illumi is an AI visual workspace for turning complex thinking into publish-ready work. Capture ideas, structure your context, and go from messy input to finished output without losing the thread or juggling tools.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Product Hunt!<\/p>\n<\/p>\n<p>Andrey here, co-founder of illumi. Ling and I have been building toward today for a while, and we’re excited to finally share it.<\/p>\n<\/p>\n<p>The idea came from watching the same patterns repeat across consultants, marketers and founders. After any ideation sessions, someone still had to turn scattered notes and half-finished thinking into a more polished result, and that transition consistently takes the most brainpower. When AI tools arrived, we started asking everyone we talked to the same question: do you actually feel less exhausted, or just differently exhausted? (like brain fry?)<\/p>\n<\/p>\n<p>Before you can generate anything with good quality by AI, you have to structure the chaos: half-formed ideas, sticky notes, workshop recordings, competing frameworks. Most AI tools hand you an answer once you’ve assembled everything yourself; we want to give your thinking somewhere to live while it’s still messy, then carries it through to a finished output.<\/p>\n<\/p>\n<p>illumi is a visual workspace that connects multiple AI models on a shareable canvas, built for those accountable for turning messy group input into clear outcomes. You start with the raw input, explore and structure it on the canvas, keep your context intact as the thinking evolves, and end with a publish-ready deliverable in a single workspace.<\/p>\n<\/p>\n<p>We built it for teams that carry heavy, evolving knowledge across client projects, such as marketers, consultants, PMs. The longer goal is to make that thinking layer portable: a shared memory layer where business and technical teammates draw from the same knowledge base, feeding both their own thinking and their AI tools, and easily share across.<\/p>\n<\/p>\n<p>If you’ve ever lost your train of thought between messy ideation and the final deliverable, try illumi.<\/p>\n<\/p>\n<p>Andrey<\/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\/@andrey_leskov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrey_leskov<\/a> Awesome! Been following you folks from day 1 and seen the growth. Let\u2019s hope everyone would love what you have done as I have.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pretty landing page (illustrations) \ud83d\ude42<\/p>\n<p>Suggestion:<br \/>\u2013 when adding a sticky note, I would welcome the “form” it (resize)<br \/>\u2013 also I didn’t notice where to change its colours (maybe some inspiration from the Figma Jam toolbar could make it more visible)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@busmark_w_nika If you are looking for an expert Email Marketer who can guide through.. mind if I recommend one?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thank you for trying illumi!<\/p>\n<\/p>\n<p>Do you mean you want to resize the sticky notes? We intentionally kept it very simple to hold minimal amount of text. And Notes are designed to hold the real information. They are resizable and support rich text. <\/p>\n<\/p>\n<p>Sticky note colour picker is in the right bottom, collapsed by default:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/032a14a1-52df-41f9-8c65-10989a047425.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>We always have internal debates where to put what toolbar elements, can you share what do you find nice in Figma Jam toolbar?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Have been using it since beta and a big fan of it \ud83d\ude4c It\u2019s great for teams that want to collaborate in a visual way with AI help! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stephen_tung2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stephen_tung2<\/a> Thanks a lot for your warm words! We worked hard to implement some of the feedback you provided to us, and we’re happy to be the tool of your 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>love it! been using it for over a year for my brainstorming process in writing <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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_chepenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_chepenko<\/a> Thanks a lot Dany! When you joined our PoC it was so crappy! I’m proud we could still help you with brainstorming! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 promising! I can see this being useful for product strategy sessions. Our workflow today is usually Miro -> docs -> ChatGPT \/ Claude \u2192 slides or our PM tool, so there\u2019s a fair bit of back-and-forth.<\/p>\n<p>Do you have plans to support more AI models or open up APIs\/webhooks for 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\/@shuk_huay_koh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shuk_huay_koh<\/a> Thanks the the interest! <\/p>\n<\/p>\n<p>We support most of the latest models at the moment and are updating them regularly. APIs are already there so integrations can be done. However, we have not optimised it yet for integration purposes, and webhooks are coming soon.<\/p>\n<\/p>\n<p> Product strategy sessions require multi-angle analysis, and I saw people just squeezing it into ChatGPT. I like your workflow of giving space for brainstorming in Miro, and then moving to AI for detailed analysis. I think we can be useful in such scenario. Do you produce something else besides slides during this workflow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/S4EZASAUIJPUJ6\" class=\"app-title\">RapidNative<\/a><\/p>\n<div class=\"one-liner\">The AI app builder that actually builds the whole app<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>RapidNative v2\u662f\u4e00\u6b3e\u5168\u6808AI\u5e94\u7528\u6784\u5efa\u5de5\u5177\uff0c\u53ef\u5c06\u8349\u56fe\u3001\u63cf\u8ff0\u6216\u8bbe\u8ba1\u6587\u4ef6\u76f4\u63a5\u8f6c\u5316\u4e3a\u5305\u542b\u6570\u636e\u5e93\u3001\u8ba4\u8bc1\u3001\u6587\u4ef6\u5b58\u50a8\u548c\u5b9e\u65f6\u66f4\u65b0\u7684\u5b8c\u6574\u53ef\u8fd0\u884c\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u4ece\u521b\u610f\u5230\u53ef\u90e8\u7f72\u5e94\u7528\u8fc7\u7a0b\u4e2d\u9700\u8981\u72ec\u7acb\u5f00\u53d1\u524d\u540e\u7aef\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\/c6b855f3-f12f-482b-9d8a-18d36324b25e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de85e290-efb4-4ed1-8e71-2b3ba08c5d68.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9bc1df22-50f4-48a9-9fbc-0b8fa633ae54.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/93c418af-2cf7-4d39-8f88-4c422229681c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d85d0728-7a5e-43d6-b075-092c80cf3481.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b536654-1439-46d1-a912-9b898c41f7b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6c72fd8e-712c-4b3f-b248-a418050d350e.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\/162359f7-83a6-4a71-b273-c096844e9918.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/niTm0djh0RI\"><source src=\"https:\/\/youtu.be\/niTm0djh0RI\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e94\u7528\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\/\u4f4e\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u5168\u6808\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u540e\u7aef\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e\u5e93<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668IDE<\/span><br \/>\n <span class=\"tag\">\u4ece\u8bbe\u8ba1\u5230\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u73b0\u4ee3\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\u4ea7\u54c1\u7684\u6838\u5fc3\u7a81\u7834\uff08\u5168\u6808\u751f\u6210\uff09\u53ca\u5176\u5b9e\u7528\u6027\u7ec6\u8282\u3002\u6709\u6548\u95ee\u9898\u5305\u62ec\uff1a\u8bbe\u8ba1\u6a21\u5f0f\u4e2d\u7684\u6a21\u62df\u6570\u636e\u5982\u4f55\u5e2e\u52a9\u975e\u5f00\u53d1\u8005\u8fed\u4ee3\u771f\u5b9e\u7528\u6237\u6d41\u7a0b\uff1b\u4ee5\u53ca\u751f\u6210\u540e\u5982\u4f55\u5904\u7406\u6570\u636e\u5e93\u6a21\u5f0f\u53d8\u66f4\uff08\u5168\u91cf\u91cd\u5efa\u8fd8\u662f\u589e\u91cf\u8fc1\u79fb\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n RapidNative v2\u6240\u6807\u699c\u7684\u201c\u5168\u6808\u751f\u6210\u201d\u786e\u5b9e\u5207\u4e2d\u4e86\u5f53\u524dAI\u8f85\u52a9\u5f00\u53d1\u5de5\u5177\u7684\u666e\u904d\u8f6f\u808b\u2014\u2014\u524d\u7aef\u754c\u9762\u4e0e\u540e\u7aef\u903b\u8f91\u7684\u5272\u88c2\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u201c\u751f\u6210\u201d\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u901a\u8fc7\u9884\u8bbe\u7684\u3001\u4e00\u4f53\u5316\u7684\u67b6\u6784\uff08\u6570\u636e\u5e93\u3001\u8ba4\u8bc1\u3001\u5b58\u50a8\u3001\u5b9e\u65f6\uff09\uff0c\u5c06\u5e94\u7528\u5f00\u53d1\u4ece\u201c\u7ec4\u88c5\u5206\u5e03\u5f0f\u670d\u52a1\u201d\u7684\u590d\u6742\u5de5\u7a0b\uff0c\u7b80\u5316\u4e3a\u201c\u5b9a\u4e49\u4e1a\u52a1\u903b\u8f91\u201d\u7684\u5355\u4e00\u4efb\u52a1\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u6700\u4f73\u5b9e\u8df5\u548c\u67b6\u6784\u51b3\u7b56\u4ea7\u54c1\u5316\uff0c\u7528\u7ea6\u675f\u6027\u6362\u53d6\u901f\u5ea6\u548c\u4e00\u81f4\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6df1\u5c42\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u4e00\u4f53\u5316\u751f\u6210\u201d\u5728\u521d\u671f\u5e26\u6765\u4fbf\u5229\u7684\u540c\u65f6\uff0c\u53ef\u80fd\u6210\u4e3a\u540e\u671f\u5b9a\u5236\u5316\u548c\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u7684\u67b7\u9501\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u6a21\u5f0f\u53d8\u66f4\u201d\u7684\u63d0\u95ee\u76f4\u63a5\u547d\u4e2d\u4e86\u8fd9\u4e00\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u5176\u6b21\uff0c\u5b83\u8bd5\u56fe\u670d\u52a1\u4ece\u201c\u8349\u56fe\u521b\u610f\u8005\u201d\u5230\u201c\u9700\u8981\u53d1\u5e03\u5e94\u7528\u7684\u4ea7\u54c1\u56e2\u961f\u201d\u8fd9\u4e00\u8fc7\u4e8e\u5bbd\u6cdb\u7684\u5ba2\u7fa4\uff0c\u4f46\u8fd9\u4e24\u7c7b\u7528\u6237\u7684\u6838\u5fc3\u8bc9\u6c42\uff08\u5feb\u901f\u53ef\u89c6\u5316\u9a8c\u8bc1 vs. \u7a33\u5b9a\u3001\u53ef\u6269\u5c55\u3001\u53ef\u7ef4\u62a4\u7684\u90e8\u7f72\uff09\u5b58\u5728\u6839\u672c\u77db\u76fe\u3002\u6700\u540e\uff0c\u5176\u201c\u5b8c\u5168\u5728\u6d4f\u89c8\u5668\u4e2d\u8fd0\u884c\u201d\u7684\u5356\u70b9\uff0c\u5728\u5f70\u663e\u4fbf\u6377\u6027\u7684\u540c\u65f6\uff0c\u4e5f\u8ba9\u4eba\u5bf9\u5176\u5904\u7406\u590d\u6742\u9879\u76ee\u65f6\u7684\u6027\u80fd\u8fb9\u754c\u3001\u6570\u636e\u5b89\u5168\u53ca\u4e0e\u6210\u719f\u672c\u5730\u5f00\u53d1\u5de5\u5177\u94fe\u7684\u6574\u5408\u80fd\u529b\u4ea7\u751f\u7591\u95ee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cRapidNative v2\u662f\u4e00\u6b21\u6709\u4ef7\u503c\u7684\u6fc0\u8fdb\u5c1d\u8bd5\uff0c\u5b83\u8bd5\u56fe\u5c06\u5e94\u7528\u5f00\u53d1\u8fdb\u4e00\u6b65\u201c\u538b\u7f29\u201d\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u751f\u6210\u4e00\u4e2a\u201cHello World\u201d\u5168\u6808\u5e94\u7528\uff0c\u800c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u4fdd\u6301\u201c\u5168\u6808\u4e00\u4f53\u201d\u4f18\u52bf\u7684\u524d\u63d0\u4e0b\uff0c\u4f18\u96c5\u5730\u89e3\u51b3\u5e94\u7528\u751f\u547d\u5468\u671f\u4e2d\u5fc5\u7136\u51fa\u73b0\u7684\u201c\u53d8\u5316\u201d\u4e0e\u201c\u590d\u6742\u201d\u95ee\u9898\uff0c\u4ece\u800c\u8de8\u8d8a\u4ece\u201c\u60ca\u8273\u539f\u578b\u201d\u5230\u201c\u53ef\u9760\u4ea7\u54c1\u201d\u7684\u9e3f\u6c9f\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\">RapidNative<\/span>\n <\/div>\n<div class=\"comment-content\">RapidNative v2 turns your idea into a complete, working app. Not just screens. Fullstack. Database, authentication, file storage, and real-time updates, all generated together as one coherent app. Describe it in plain English. Sketch it on a napkin. Upload a Figma file. Paste a PRD. However your idea exists, RapidNative builds the real thing.<\/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>Sanket here \u2014 some of you might remember when we launched RapidNative last year.<\/p>\n<p><strong>200,000+ screens generated.<\/strong> Hundreds of real apps shipped. But I knew we could do better. So we spent the past year rebuilding everything from scratch.<\/p>\n<p><strong>Why we rebuilt it<\/strong><\/p>\n<p>I’ve been building dev tools for a decade \u2014 GeekyAnts, NativeBase, gluestack, BuilderX. Same frustration every time: <em>why is it still so hard to go from idea to working app?<\/em><\/p>\n<p>Every app builder gave you pretty screens. But no real backend. No database. No auth. You still needed a developer to make it actually work.<\/p>\n<p>RapidNative v2 fixes that<\/p>\n<p>You get a full-stack app \u2014 <strong>database, auth, file storage, real-time updates<\/strong> \u2014 all generated together.<\/p>\n<p>My favourite part? <strong>Built entirely in the browser.<\/strong> No downloads. No Xcode. No setup. I’ve been shipping apps from a caravan while travelling. \ud83d\ude04<\/p>\n<p>\ud83d\udcac <strong>Would love your feedback<\/strong><\/p>\n<p>Full mock data in design mode \u2014 as useful as we think it is?<\/p>\n<p>PWA \/ Add to Homescreen \u2014 does skipping the App Store matter to you?<\/p>\n<p>What integrations are next? RevenueCat, Google Maps, and AI SDK are on our list.<\/p>\n<p>Try it free \u2014 no credit card, no demo calls.<\/p>\n<p>I read every single comment.<\/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\/@sanketsahu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sanketsahu<\/a> How does the full mock data in design mode help non-devs iterate faster on real user flows before going live?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 fullstack angle is the interesting bit. Most AI app builders stop at the UI and leave you wiring auth, db, and realtime yourself, which is usually where things actually break. How do you handle schema changes after the first generation, regenerate or incremental migrations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/7NVRSAQYY7VJDW\" class=\"app-title\">YourMemory<\/a><\/p>\n<div class=\"one-liner\">Cut token waste by 84% with self pruning MCP memory<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>YourMemory\u662f\u4e00\u6b3e\u4e3aAI\u667a\u80fd\u4f53\u8bbe\u8ba1\u7684\u672c\u5730\u5316\u8bb0\u5fc6\u7ba1\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u6a21\u62df\u4eba\u7c7b\u9057\u5fd8\u66f2\u7ebf\u7684\u201c\u81ea\u6211\u4fee\u526a\u201d\u673a\u5236\u4e0e\u56fe\u5f15\u64ce\u6280\u672f\uff0c\u5728AI\u7f16\u7a0b\u3001\u5185\u5bb9\u751f\u6210\u7b49\u6301\u7eed\u4ea4\u4e92\u573a\u666f\u4e2d\uff0c\u667a\u80fd\u6e05\u7406\u8fc7\u65f6\u4e0a\u4e0b\u6587\uff0c\u89e3\u51b3\u667a\u80fd\u4f53\u56e0\u8bb0\u5fc6\u6df7\u4e71\u5bfc\u81f4\u7684\u201c\u5065\u5fd8\u201d\u6216\u201c\u4fe1\u606f\u6de4\u585e\u201d\u63a8\u7406\u80fd\u529b\u4e0b\u964d\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a0e412d-93f1-498f-ba5c-37928356e0e9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/80cbc29c-3e52-4ba6-97ef-584d9f117882.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3089b19d-8ada-48f8-ae1f-1e2a10f49ca9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2175c01c-7c45-416e-adf1-abe3af807997.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45500487-c323-4704-b57b-17f931837f7c.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\/d2ae0871-b7ea-4ecc-a27a-03e7180f3f71.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/EUt2PLIPC-U\"><source src=\"https:\/\/youtu.be\/EUt2PLIPC-U\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Storage<\/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\u667a\u80fd\u4f53\u8bb0\u5fc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9057\u5fd8\u66f2\u7ebf\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u56fe\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">Token\u8282\u7701<\/span><br \/>\n <span class=\"tag\">\u63a8\u7406\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u201c\u9648\u65e7\u4e0a\u4e0b\u6587\u6c61\u67d3\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\uff1a\u5982\u4f55\u786e\u4fdd\u4f4e\u9891\u4f46\u5173\u952e\u7684\u8bb0\u5fc6\uff08\u5982\u65e7\u67b6\u6784\u51b3\u7b56\uff09\u4e0d\u88ab\u8bef\u5220\u3002\u5f00\u53d1\u8005\u56de\u590d\u89e3\u91ca\u4e86\u56fe\u5f15\u64ce\u901a\u8fc7\u201c\u94fe\u5f0f\u4fdd\u62a4\u201d\u548c\u91cd\u8981\u6027\u8bc4\u5206\u53cc\u91cd\u673a\u5236\u6765\u4fdd\u7559\u5173\u952e\u8bb0\u5fc6\uff0c\u5e76\u5f3a\u8c03\u4e86\u5728MCP\u5c42\u89e3\u51b3\u6b64\u95ee\u9898\u7684\u4f18\u52bf\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n YourMemory\u5207\u5165\u4e86\u4e00\u4e2a\u65e5\u76ca\u5c16\u9510\u7684\u75db\u70b9\uff1a\u968f\u7740AI\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u5ef6\u957f\uff0c\u5176\u4e0a\u4e0b\u6587\u7a97\u53e3\u6b63\u4ece\u201c\u5b9d\u8d35\u8d44\u6e90\u201d\u6ca6\u4e3a\u201c\u5783\u573e\u5806\u79ef\u573a\u201d\u3002\u4ea7\u54c1\u5c06\u201c\u9057\u5fd8\u201d\u4ece\u4e00\u4e2a\u9700\u8981\u514b\u670d\u7684\u7f3a\u9677\uff0c\u91cd\u65b0\u5b9a\u4e49\u4e3a\u4e00\u79cd\u5fc5\u9700\u7684\u7cfb\u7edf\u529f\u80fd\uff0c\u8fd9\u4e00\u89c6\u89d2\u8f6c\u6362\u9887\u5177\u542f\u53d1\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u768484% Token\u8282\u7701\u548c52%\u7684\u53ec\u56de\u7387\uff0c\u4eae\u70b9\u5728\u4e8e\u201c\u56fe\u5f15\u64ce\u201d\u7684\u5f15\u5165\u3002\u8fd9\u5b9e\u8d28\u4e0a\u662f\u5c06\u8bb0\u5fc6\u4ece\u4f20\u7edf\u7684\u201c\u5411\u91cf\u5feb\u7167\u201d\u5347\u7ea7\u4e3a\u201c\u8bed\u4e49\u7f51\u7edc\u201d\uff0c\u8ba9\u8bb0\u5fc6\u9879\u4e4b\u95f4\u7684\u903b\u8f91\u4e0e\u4f9d\u8d56\u5173\u7cfb\u6210\u4e3a\u662f\u5426\u4fdd\u7559\u7684\u5224\u65ad\u4f9d\u636e\u4e4b\u4e00\u3002\u8fd9\u6bd4\u5355\u7eaf\u4f9d\u8d56\u8bbf\u95ee\u9891\u7387\u6216\u65b0\u9c9c\u5ea6\u7684\u7b97\u6cd5\u66f4\u63a5\u8fd1\u4eba\u7c7b\u8bb0\u5fc6\u7684\u201c\u610f\u4e49\u4f18\u5148\u201d\u7279\u6027\uff0c\u4e5f\u662f\u5176\u58f0\u79f0\u80fd\u4fdd\u62a4\u4f4e\u9891\u9ad8\u4ef7\u503c\u8bb0\u5fc6\u7684\u7406\u8bba\u57fa\u7840\u3002\n <\/p>\n<p class=\"ai-content\">\n 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\u603b\u4f53\u800c\u8a00\uff0cYourMemory\u662f\u4e00\u6b21\u6709\u4ef7\u503c\u7684\u8303\u5f0f\u63a2\u7d22\u3002\u5b83\u6ca1\u6709\u5728\u201c\u6269\u5927\u4e0a\u4e0b\u6587\u7a97\u53e3\u201d\u7684\u519b\u5907\u7ade\u8d5b\u4e2d\u8ddf\u8dd1\uff0c\u800c\u662f\u8f6c\u5411\u201c\u4f18\u5316\u4e0a\u4e0b\u6587\u8d28\u91cf\u201d\uff0c\u8fd9\u6216\u8bb8\u662f\u66f4\u5177\u53ef\u6301\u7eed\u6027\u7684\u65b9\u5411\u3002\u4f46\u5176\u957f\u671f\u4ef7\u503c\u4e0d\u5728\u4e8e\u8282\u7701\u4e86\u591a\u5c11Token\uff0c\u800c\u5728\u4e8e\u5b83\u80fd\u5426\u6210\u4e3a\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u4e2d\u53ef\u4fe1\u8d56\u7684\u201c\u8bb0\u5fc6\u4e2d\u67a2\u201d\uff0c\u771f\u6b63\u7406\u89e3\u4efb\u52a1\u7684\u751f\u547d\u5468\u671f\u4e0e\u77e5\u8bc6\u7684\u610f\u4e49\u94fe\u3002\u8fd9\u4ecd\u662f\u4e00\u6761\u6f2b\u6f2b\u957f\u8def\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\">YourMemory<\/span>\n <\/div>\n<div class=\"comment-content\">Most agents are either amnesiacs or “hoarders” that choke on stale context and break their own reasoning. YourMemory brings biological logic to the workflow. Using the Ebbinghaus curve, it prunes the junk so only the important stuff sticks. -84% Token Waste: Leaner context, sharper reasoning. 52% Recall: (LoCoMo benchmarked). v1.3.0 Graph Engine: Finds what you forgot to ask for. 100% Local.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone, I\u2019m Sachit.<br \/>I built YourMemory because I hit a wall with my own coding workflow. My agents were brilliant, but their memory was a mess. They either forgot my architectural ‘gotchas’ by lunch, or they got so bogged down in stale bug fixes from last week that they started hallucinating.<\/p>\n<p>I realized we don’t need a digital filing cabinet for our agents, we need a filter.<br \/>YourMemory treats context as a living thing. It uses ‘biological decay’ to let transient noise fade away while reinforcing the patterns and facts you actually use.<\/p>\n<p>For the skeptics:<br \/>I\u2019ve provided the full benchmarking scripts and the LoCoMo dataset on GitHub. We\u2019re hitting 52% Recall@5, which nearly doubles the industry average. Why? Because our v1.3.0 Graph Engine doesn’t just do keyword matching, it pulls in related architectural ‘neighbors’ that standard vector search completely misses.<\/p>\n<p>It\u2019s 100% local first (DuckDB), zero infra, and it\u2019s finally stopped me from repeating myself to my terminal.<\/p>\n<p>I\u2019d love to hear how you\u2019re all handling context amnesia right now. Tell me what your agent keeps forgetting that drives you the most crazy!”<\/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\">@sachit_mishra1 really love the concept<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Self-pruning memory is the right instinct \u2014 stale context is what makes most “personalized” AI apps lose their edge over time. I ran into this when building DishRoll (<a href=\"https:\/\/dishroll.netlify.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/dishroll.netlify.app\/<\/a>), a weekly AI meal planner \u2014 old preferences (the chicken recipe you loved three months ago that’s now boring) kept contaminating suggestions until we added explicit decay and recency weighting. MCP-level memory hygiene is a much cleaner place to solve this than at the app layer. What signals do you use to decide what gets pruned vs. kept?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Great insight, <a href=\"https:\/\/www.producthunt.com\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> DishRoll is the perfect example, app layer “clean up” is a nightmare to maintain manually. Solving this at the MCP level is exactly why I built this.<\/p>\n<\/p>\n<p>To answer your question, we use a formula that balances <strong>retrieval frequency<\/strong> with an <strong>importance score<\/strong> to set the decay rate. The more a memory is used, the “stickier” it stays.<\/p>\n<p>The real safety net is the <strong>Graph Engine<\/strong>. If a specific memory starts to fade but is part of a strong “chain” of other important memories, we don’t prune it. It\u2019s about keeping the whole story intact, not just isolated facts.<\/p>\n<p>Hope that answers it!<br \/> Cheers for the support.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Using the Ebbinghaus curve for context decay is a genuinely clever framing. The biggest failure mode I have seen with agent memory is not forgetting too much but forgetting the wrong things. Architectural decisions that were made months ago and rarely referenced can still be load-bearing. Does the graph engine help protect those kinds of low-frequency but high-importance memories from decay?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@najmuzzaman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@najmuzzaman<\/a> Great question! The short answer is yes, the graph engine protects those critical links. Basically, a memory is only as strong as its chain, if it\u2019s connected to high-signal info that\u2019s above the threshold, it won’t get pruned. For those ‘lone wolf’ memories, we use an importance score to set a custom decay rate. So, the high-stakes stuff stays sticky, while the noise fades away.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ebbinghaus decay plus a graph engine is a clever combination, but the edge case I keep running into is old<\/p>\n<p>architectural decisions that are still load bearing. A design choice made six months ago that constrains current code<\/p>\n<p>is rarely in active use, so the forgetting curve would drop it, but the graph edges to it are exactly what new code<\/p>\n<p>needs. How does the engine decide when decay wins versus when the graph pulls something back into scope?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@myultidev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@myultidev<\/a> Great observation. Two things protect load bearing decisions:<\/p>\n<p>First, <strong>chain-aware pruning<\/strong>, a memory is only deleted if <em>all<\/em> its graph neighbours are also below the prune threshold. If your old architectural decision is linked to anything still active, the whole chain stays alive. A memory is as strong as the strongest node it’s connected to.<\/p>\n<p>Second, for decisions stored in isolation (no graph edges), <strong>importance score<\/strong> controls the decay rate directly. High importance = slower effective \u03bb = survives much longer without being accessed. Setting importance=0.9 on an architectural decision gives it a half-life of months, not weeks.<\/p>\n<p>So the short answer: link your critical decisions to related memories (graph protects them), and mark them high importance (decay protects them). Both layers working together !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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<\/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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