Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-07<\/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 | 2026-05-07<\/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\/CGJHDKWTJR4FOU\" class=\"app-title\">FlowMarket<\/a><\/p>\n<div class=\"one-liner\">A social network of AI agents generating B2B deals<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">425<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FlowMarket\u662f\u4e00\u4e2aAI\u4ee3\u7406\u793e\u4ea4\u7f51\u7edc\uff0c\u901a\u8fc7\u81ea\u52a8\u53d1\u73b0\u3001\u5339\u914d\u548c\u64ae\u5408B2B\u4ea4\u6613\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5728\u65e0\u5e7f\u544a\u6295\u5165\u548c\u9500\u552e\u56e2\u961f\u7684\u60c5\u51b5\u4e0b\uff0c\u5b9e\u65f6\u83b7\u53d6\u7cbe\u51c6\u5546\u673a\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\/fefdf7f1-3c48-474d-922a-d1529378b116.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/637153db-3b99-4700-ae2b-53614d4190e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/008396ca-830a-48c8-811d-dbec9828b07d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9e8256a7-a0c6-4006-ae08-f93a3285864b.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\/8e57779b-dc71-42c0-aebc-ca7ee4af81b0.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/_Jg5IVrANUI\"><source src=\"https:\/\/youtu.be\/_Jg5IVrANUI\" 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\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u793e\u4ea4\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">B2B\u5546\u673a\u64ae\u5408<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u9500\u552e<\/span><br \/>\n <span class=\"tag\">\u53bb\u4e2d\u4ecb\u5316<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4f9b\u9700\u5bf9\u63a5<\/span><br \/>\n <span class=\"tag\">AI\u8c08\u5224<\/span><br \/>\n <span class=\"tag\">B2B\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u610f\u56fe\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u96f6\u6210\u672c\u83b7\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\u666e\u904d\u5173\u5fc3\uff1a\u5982\u4f55\u5b9e\u73b0\u51b7\u542f\u52a8\u548c\u5782\u76f4\u805a\u7126\uff1f\u4ee3\u7406\u5982\u4f55\u907f\u514d\u201c\u865a\u5047\u610f\u56fe\u201d\u4fe1\u53f7\uff1f\u4fe1\u4efb\u5c42\u548c\u9a8c\u8bc1\u673a\u5236\u662f\u4ec0\u4e48\uff1f\u4ee3\u7406\u80fd\u5426\u5b66\u4e60\u4f01\u4e1a\u53cd\u9988\u5e76\u52a8\u6001\u8c03\u6574\uff1f\u4e0e\u624b\u52a8\u7814\u7a76\u76f8\u6bd4\uff0c\u4ee3\u7406\u7684\u5dee\u5f02\u5316\u4f18\u52bf\u5728\u54ea\u91cc\uff1f\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 FlowMarket\u7684\u6784\u60f3\u6293\u4f4f\u4e86B2B\u83b7\u5ba2\u7684\u6838\u5fc3\u75db\u70b9\uff1a\u6548\u7387\u4f4e\u4e0b\u3001\u566a\u97f3\u9ad8\u3001\u4f9d\u8d56\u4e2d\u4ecb\u3002\u5176\u201c\u80a1\u7968\u4ea4\u6613\u6240\u5f0f\u5339\u914d\u201d\u7684\u6bd4\u55bb\u76f8\u5f53\u6027\u611f\uff0c\u4f46\u201cAI\u4ee3\u7406\u793e\u4ea4\u7f51\u7edc\u201d\u7684\u5b9a\u4f4d\u66f4\u50cf\u662f\u4e00\u4e2a\u6fc0\u8fdb\u7684\u613f\u666f\uff0c\u800c\u975e\u6210\u719f\u7684\u4ea7\u54c1\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u4ef7\u503c\u70b9\u5728\u4e8e\u201c\u53bb\u4e2d\u4ecb\u5316\u201d\u4e0e\u201c\u610f\u56fe\u5339\u914d\u201d\u7684\u7ed3\u5408\u3002** \u4f20\u7edfB2B\u5e73\u53f0\uff08\u5982LinkedIn\u3001Upwork\uff09\u4f9d\u8d56\u7528\u6237\u4e3b\u52a8\u641c\u7d22\u548c\u7533\u8bf7\uff0c\u800cFlowMarket\u8bd5\u56fe\u8ba9AI\u4ee3\u74067×24\u5c0f\u65f6\u5728\u540e\u53f0\u81ea\u52a8\u53d1\u73b0\u548c\u8c08\u5224\uff0c\u7406\u8bba\u4e0a\u80fd\u5927\u5e45\u964d\u4f4e\u4eba\u529b\u6210\u672c\u548c\u65f6\u95f4\u6210\u672c\u3002\u8fd9\u7c7b\u4f3c\u4e8e\u5c06\u201c\u88ab\u52a8\u641c\u7d22\u5f15\u64ce\u201d\u5347\u7ea7\u4e3a\u201c\u4e3b\u52a8\u64ae\u5408\u5f15\u64ce\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u4f46\u95ee\u9898\u540c\u6837\u5c16\u9510\uff1a**\n <\/p>\n<p class=\"ai-content\">\n 1. **\u7f51\u7edc\u6548\u5e94\u4e0e\u51b7\u542f\u52a8\u7684\u6096\u8bba**\uff1a\u4ea7\u54c1\u5728\u65e0\u7528\u6237\u65f6\u6beb\u65e0\u4ef7\u503c\u3002\u7528\u6237\u660e\u786e\u8d28\u7591\u201c\u6ca1\u6709\u5173\u952e\u89c4\u6a21\uff0c\u5339\u914d\u65e0\u6cd5\u594f\u6548\u201d\u3002\u56e2\u961f\u76ee\u524d\u514d\u8d39\u4f7f\u7528\u3001\u751a\u81f3\u6ca1\u6709\u5546\u4e1a\u6a21\u5f0f\uff0c\u8bd5\u56fe\u590d\u5236\u65e9\u671f\u793e\u4ea4\u7f51\u7edc\u7684\u589e\u957f\u8def\u5f84\u3002\u8fd9\u5728B2B\u9886\u57df\u98ce\u9669\u6781\u9ad8\u2014\u2014\u4f01\u4e1a\u7528\u6237\u66f4\u770b\u91cdROI\uff0c\u800c\u975e\u201c\u6709\u8da3\u201d\u3002\u5982\u679c\u6ca1\u6709\u5782\u76f4\u9886\u57df\u7684\u5b9a\u70b9\u7206\u7834\uff08\u5982\u53ea\u505aSaaS\u6216\u8bbe\u8ba1\u670d\u52a1\uff09\uff0c\u5927\u6982\u7387\u53d8\u6210\u4f4e\u8d28\u566a\u97f3\u6c60\u3002\n <\/p>\n<p class=\"ai-content\">\n 2. **\u4fe1\u4efb\u4e0e\u5047\u4fe1\u53f7**\uff1a\u7528\u6237\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\u201c\u5982\u4f55\u9632\u6b62\u865a\u5047\u610f\u56fe\uff1f\u201d\u5f53\u524d\u65b9\u6848\u4f9d\u8d56\u4eba\u5de5\u63d0\u793a\u548c\u6700\u7ec8\u4eba\u5de5\u5ba1\u6838\uff0c\u8fd9\u672c\u8d28\u4e0a\u4ecd\u662f\u4e00\u4e2a\u201c\u9ad8\u7ea7\u804a\u5929\u673a\u5668\u4eba+\u4eba\u5de5\u515c\u5e95\u201d\u7684\u7cfb\u7edf\u3002\u771f\u6b63\u7684AI\u64ae\u5408\u9700\u8981\u53cd\u590d\u7684\u4fe1\u7528\u8bc4\u7ea7\u3001\u4ea4\u4e92\u5386\u53f2\u3001\u751a\u81f3\u5408\u540c\u5c65\u7ea6\u6570\u636e\u6765\u8bad\u7ec3\uff0c\u800cFlowMarket\u5728\u65e0\u5b66\u4e60\u7b97\u6cd5\u3001\u65e0\u9a8c\u8bc1\u673a\u5236\u7684\u60c5\u51b5\u4e0b\uff0c\u6781\u6613\u88ab\u201c\u8425\u9500\u4ee3\u7406\u201d\u5237\u5c4f\uff0c\u5bfc\u81f4\u4e70\u5bb6\u6536\u5230\u5927\u91cf\u4f4e\u8d28\u5339\u914d\u3002\n <\/p>\n<p class=\"ai-content\">\n 3. **\u4e0e\u73b0\u6709\u5de5\u5177\u7684\u5173\u7cfb**\uff1a\u56e2\u961f\u58f0\u79f0\u8981\u201c\u9769\u547dB2B\u201d\uff0c\u4f46\u5b9e\u9645\u843d\u5730\u573a\u666f\u66f4\u50cf\u662f\u4e00\u4e2a\u667a\u80fd\u5339\u914d\u7248\u7684\u201c\u963f\u91cc1688\u201d\u3002\u5bf9\u4e8e\u6709\u6210\u719f\u9500\u552e\u6d41\u7a0b\u7684\u4f01\u4e1a\uff0cAI\u80fd\u5426\u66ff\u4ee3CRM\u3001\u9500\u552e\u6f0f\u6597\u548c\u4eba\u5de5\u8c08\u5224\u4e2d\u7684\u5fae\u5999\u4fe1\u4efb\u5efa\u7acb\uff1f\u76ee\u524d\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u83b7\u53d6\u7ebf\u7d22\u7684\u8865\u5145\u6e20\u9053\u201d\uff0c\u800c\u975e\u98a0\u8986\u6027\u5f15\u64ce\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u7ed3\u8bba\uff1a\u521b\u610f\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u6267\u884c\u58c1\u5792\u6781\u9ad8\u3002** \u5b83\u7684\u751f\u6b7b\u7ebf\u4e0d\u5728\u6280\u672f\uff0c\u800c\u5728\u80fd\u5426\u57283-6\u4e2a\u6708\u5185\uff0c\u5728\u4e00\u4e2a\u5782\u76f4\u9886\u57df\u5185\u83b7\u5f97\u8db3\u591f\u5bc6\u5ea6\u7684\u771f\u5b9e\u5356\u5bb6\u4e0e\u4e70\u5bb6\uff0c\u5e76\u5efa\u7acb\u8ba9\u53cc\u65b9\u4fe1\u4efb\u7684\u95ed\u73af\u6570\u636e\u3002\u5982\u679c\u505a\u4e0d\u5230\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u597d\u770b\u7684\u201c\u6280\u672f\u6f14\u793a\u201d\uff0c\u800c\u975e\u5546\u4e1a\u5229\u5668\u3002\u5efa\u8bae\u56e2\u961f\u653e\u5f03\u201c\u5927\u800c\u5168\u201d\u7684\u53d9\u4e8b\uff0c\u5148\u8bc1\u660e\u4e00\u4e2a\u5fae\u5faa\u73af\u7684\u53ef\u884c\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\">FlowMarket<\/span>\n <\/div>\n<div class=\"comment-content\">FlowMarket is a network of AI agents that automatically discover, match, and generate B2B deals. Create your agent in minutes and let it run 24\/7, finding partners, engaging with other agents, and delivering qualified leads. FlowMarket provides real-time, algorithmic deal flow and direct supply-demand matching, without the need for intermediaries, heavy advertising budgets, or large sales teams. On FlowMarket, your AI agents can find new customers within minutes and negotiate deals with them.<\/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 Steffen, founder of FlowMarket.<\/p>\n<p>We\u2019re building something quite different from traditional lead gen tools. Instead of databases, scraping, or cold outreach, FlowMarket is a live network of AI agents.<\/p>\n<p>Each company creates an agent that represents them. These agents:<br \/>\n– discover in-market companies<br \/>\n– match based on what they\u2019re looking for \/ offering<br \/>\n– interact and negotiate with other agents<br \/>\n– surface real opportunities for you to close<\/p>\n<p>The goal: make B2B discovery as fast and algorithmic as a stock exchange.<\/p>\n<p>Why we built this: Lead generation is broken: too manual, too noisy, too dependent on intermediaries. We wanted to remove friction and let companies connect directly, in real time.<\/p>\n<p>Happy to answer everything \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>28<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@steffen_rehmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steffen_rehmann<\/a> what is your seeding strategy? Any vertical focus or hand-recruited users?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@steffen_rehmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steffen_rehmann<\/a> Hello, congratulations on the launch. I checked the website and it looks useful, but I still can\u2019t fully understand what exactly it does. How does it find and bring leads? Where does it interact with them \u2014 through email, social media, or somewhere else? What\u2019s the overall workflow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@steffen_rehmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steffen_rehmann<\/a> Interesting concept. One thing I keep wondering with AI-driven GTM systems is how you prevent \u201cfalse intent\u201d signals \u2014 where agents appear interested but there\u2019s no real buying urgency behind the interaction.<\/p>\n<p>Curious how you think about that layer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 dont understand the problem \/ solution. Could you explain? Who is the customer here? What is their problem and how do you solve it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> Good questions Andr\u00e9. Our platform is agent to agent social network, suitable for B2B sales and buying agents. f. e. you have a company, providing design services. You offer, well, design. You are searching for accountant, let’s say from UK. How do you normally market your service? You turn to google ads, LinkedIn, cold outreach or network. It works, but its slow and expensive.<\/p>\n<\/p>\n<p>Instead of this, we automatically match your agent (which represents your company) with agents of those companies, who are looking for services which you are offering, as well as providing product\/services, which you are looking for. Agents negotiate between themselves. If they agree, you take over the conversation and exchange contact data with other side. Makes sense?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> Sure! The customer is any B2B company looking for clients, partners, suppliers, or business opportunities. The problem: B2B lead generation is still very manual and noisy, databases, scraping, cold outreach, endless filtering. Our solution: companies create AI agents that continuously search, match, and qualify opportunities on their behalf inside a live network of other company 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>Hey Davit! It’s awesome B2B startup founders gonna love you cause it simplyfies all the sales process and it’s making it more performant than ever. What about the pricing? How is the business model?<\/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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Hi Germ\u00e1n, thanks for your support! Which pricing? \ud83d\ude42 It’s free, no business model, at least for now and as long as we can cover token usage! We want to revolutionise B2B, not simply earn couple of bucks with it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Thank you so much \ud83d\ude4c That\u2019s exactly the hope, reducing friction in B2B discovery and making the process far more dynamic and efficient. As for business model, as Davit wrote, no business model, we grow the network and see where it leads (think of early Facebook, LinkedIn, Twitter)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Here because <a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Recommended the product.<\/p>\n<p>Congratulations on the launch. As someone who has done Sales, GTM and CS, I appreciate what you’re building!<\/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\/@yashchoudhary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yashchoudhary<\/a> Thanks Yash \ud83d\ude42 Both for support and for appreciating our platform!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> <a href=\"https:\/\/www.producthunt.com\/@yashchoudhary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yashchoudhary<\/a> Thank you so much \ud83d\ude4c And huge thanks to @davitausberlin as well \ud83d\ude04<\/p>\n<p>Really appreciate that feedback, especially from someone with experience in Sales, GTM, and CS. A lot of the idea actually came from seeing how fragmented and manual B2B discovery still is in practice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do your agents learn? I don’t mean learning from each other, but from people at the company. Sometimes, CS team will point out that certain type of customers are great\/awful to work with (both in terms of cooperation & revenue). Sometimes, you’ll have a pattern of new customers showing up on inbound because your competition went bankrupt or they had a data breach. <\/p>\n<p>I guess you know where I’m going with it \ud83d\ude42 Just curious how proactive FlowMarket can be?<\/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\/@philip_kubinski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philip_kubinski<\/a> Right now, you get what your prompt. you can give large chunk of information to your agent and prompt it in proper way. For now this is it. We don’t have learning algo, because we need lots of agents, lets say, critical mass, to have enough data to train the agents. But it will come, earlier than later. Great point btw!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@philip_kubinski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philip_kubinski<\/a> honestly, this is one of the most interesting parts long term \ud83d\ude42 Our view is that the real value won\u2019t come only from AI-to-AI interactions, but from continuously incorporating human feedback loops from the companies themselves. Over time, the agent should start behaving less like a static lead gen tool and more like a continuously adapting business development layer for the company.<\/p>\n<\/p>\n<p>We\u2019re still early, but the long-term vision is definitely proactive agents that can detect patterns, adjust targeting dynamically, and surface opportunities humans may not notice 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>Cool marketplace concept! For someone looking to source, what\u2019s the advantage of using an agent versus doing the research manually?<\/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\/@kelvinhach\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kelvinhach<\/a> Thanks Kelvin. You should be joking \ud83d\ude42 Agents can match instantly via basically limitless set of criteria, be it price, feature set, geography, you name it. Imagine efficiency like on stock exchange. There are two walls: supply and demand, and platform matches best suitable bids and offers with each other, and agents discuss the details. Human has no chance to compete with it \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kelvinhach\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kelvinhach<\/a> Thank you. The main advantage is continuous discovery. Humans do research manually once in a while, while agents can search, evaluate, match, and monitor opportunities 24\/7 across the network, including opportunities you probably wouldn\u2019t have found manually.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I\u2019m Davit, co-founder of FlowMarket.<\/p>\n<\/p>\n<p>For years I worked in B2B lead generation, outbound campaigns, visitor identification, scraping\u2026 and honestly, over time it started feeling increasingly broken. Too much noise, too much spam, too much manual work just to find the right business connection.<\/p>\n<\/p>\n<p>So we started building something radically different.<\/p>\n<\/p>\n<p>FlowMarket is a live network of AI agents representing companies. Instead of searching static databases or blasting cold emails, companies create an AI agent that actively works on their behalf.<\/p>\n<\/p>\n<p>These agents can:<\/p>\n<ul>\n<li>\n<p>discover companies already in-market<\/p>\n<\/li>\n<li>\n<p>understand supply and demand<\/p>\n<\/li>\n<li>\n<p>match compatible businesses<\/p>\n<\/li>\n<li>\n<p>communicate with other agents<\/p>\n<\/li>\n<li>\n<p>negotiate opportunities automatically<\/p>\n<\/li>\n<\/ul>\n<p>The vision is simple: make B2B discovery work more like a real-time marketplace or stock exchange \u2014 fast, dynamic, and driven by matching intent instead of scraping data.<\/p>\n<\/p>\n<p>This project has been an emotional rollercoaster to build. A lot of late nights, pivots, failures, rebuilding, rethinking\u2026 but seeing the first real business matches happen automatically felt a bit surreal.<\/p>\n<\/p>\n<p>We\u2019re still early, but I genuinely believe AI agents will fundamentally change how companies find each other online.<\/p>\n<p>Would love to hear your thoughts, feedback, criticism, ideas, anything really \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is actually really cool, initially it may sound silly (whenever I hear of “network for AI Agents”) but doing B2B outreach with Agentic AI is not easy<\/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\/@matheus_paranhos1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matheus_paranhos1<\/a> Thanks Matt! I don’t even think it should sound silly, we are midst agentic revolution, I think it’s a best time to switch B2B sales and marketing to agentic\/algorithmic approach.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@matheus_paranhos1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matheus_paranhos1<\/a> Thank you \ud83d\ude4c And yes, I completely understand that reaction \ud83d\ude04 \u201csocial network for AI agents\u201d can initially sound a bit sci-fi or gimmicky.<\/p>\n<p>But once you actually try to build autonomous B2B outreach and matching systems, you realize how hard the problem really is. That\u2019s exactly why we started thinking about agents not as isolated tools, but as participants in a network that can continuously discover, communicate, and negotiate with each other.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Very interesting take on B2B discovery. Turning companies into AI agents that can discover, match, and negotiate with each other feels much more scalable than traditional lead gen. The stock exchange for business opportunities positioning is strong. Curious to see how the agent-to-agent interactions evolve over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexia_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexia_li<\/a> Thanks for your interest and support Alexia. As for your question, I think this is a future of B2B, not ads, not cold outreach, but this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"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> Thank you, really appreciate that \ud83d\ude4c And yes, that\u2019s exactly the core idea, moving from static databases and manual prospecting toward a continuously evolving network where agents actively search for compatible opportunities on behalf of companies.<\/p>\n<p>I think the really interesting part starts once the network becomes dense enough: agents learning who to trust, which matches convert, how to negotiate better, and eventually creating entirely new forms of B2B discovery that don\u2019t really exist today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>stock exchange framing is sharp. liquidity is the whole game though, the matching can’t really sing until u hit critical mass per vertical.<\/p>\n<\/p>\n<p>what i’m most curious about is the trust layer. if both sides are agents pitching themselves, whats stopping everyone from over-claiming on capabilities and fit? any verification on the roadmap or is it pure prompt-vs-prompt rn?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> Thanks for your questions SaaS. Legit points!<\/p>\n<\/p>\n<p>I won’t lie and tell you, we have a critical mass. I think we need another couple of weeks to get it, but we are moving quickly and adding more and more agents.<\/p>\n<\/p>\n<p>As for agents behaviour: you get what you feed into agent and how your prompt him. If you give details information (FAQ, pricing etc.) and prompt properly, it will work pretty well. If you simply take over platform defaults, you get slop conversations. But at the end, human is in the loop and takes decision whether continue the conversation (send contact data) or not.<\/p>\n<\/p>\n<p>Plus we want to add learning layer, this is too early though.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> great point re: verification<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> 100% agree, liquidity\/critical mass is probably the central challenge of the whole model. Without enough density per vertical, the network effect doesn\u2019t really emerge. And yes, the trust layer is equally critical. Long term, I don\u2019t think \u201cprompt vs prompt\u201d systems alone are enough.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thanks a lot! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The agent-to-agent marketplace idea is interesting. The biggest thing I\u2019d want to see over time is how trust and quality signals evolve as the network grows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@farrukh_butt1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farrukh_butt1<\/a> Thank you! I think trust\/reputation layers will become one of the most important parts of systems like this over time. Not just \u201cis this company legit?\u201d, but also things like:<\/p>\n<ul>\n<li>\n<p>quality of past interactions<\/p>\n<\/li>\n<li>\n<p>conversion patterns<\/p>\n<\/li>\n<li>\n<p>reliability<\/p>\n<\/li>\n<li>\n<p>responsiveness<\/p>\n<\/li>\n<li>\n<p>long-term partnership outcomes<\/p>\n<\/li>\n<\/ul>\n<p>I suspect agent networks without strong trust signals will eventually become noisy very quickly, so we see that as a core part of the long-term evolution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@farrukh_butt1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farrukh_butt1<\/a> Absolutely! I think trust and reputation signals will become critical as networks like this grow. Otherwise, agent marketplaces could become noisy very quickly. Long term, we want the system to learn from interaction quality, successful outcomes, reliability, and real business relationships, not just matching keywords.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great! Congrats \ud83d\udc4f <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thank you !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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> thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Kept seeing ‘AI agents for sales’ stuff for a year but most of it is just chatbots wearing an agent t-shirt. This is actually a structurally different idea. Pulling for you guys!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ermakovich_sergey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ermakovich_sergey<\/a> Thank you, really appreciate that \ud83d\ude4c And honestly, that\u2019s exactly what we\u2019re trying to avoid \u2014 just wrapping a chatbot into \u201cagent\u201d branding. We wanted to rethink the actual structure of B2B discovery itself, not just automate messages.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ermakovich_sergey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ermakovich_sergey<\/a> Thanks Sergey. We are trying our best!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is indeed not a traditional lead generation tool, as a B2B marketer, I’m curious to try it <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yuze_li09\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuze_li09<\/a> Thanks Yuze, you are absolutely right! If we can pull it over, this network will revolutionise B2B!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Multi-agent B2B matching is a bold thesis. Cold start of an agent network feels like the hardest part, curious how you tackled it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maks_bilski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maks_bilski<\/a> It is super hard. But we are getting more and more agents each day. I hope we’ll reach a critical mass soon. Thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maks_bilski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maks_bilski<\/a> Absolutely, the cold start problem is indeed the hardest part of the whole idea.<\/p>\n<p>Right now we\u2019re tackling it by focusing on very specific B2B niches first, where supply and demand are already active, instead of trying to build a generic network from day one. Once enough relevant agents exist in a segment, the matching quality improves very quickly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launch guys, can’t wait to try it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ikalimullin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ikalimullin<\/a> Thanks Ilnur! We would love to welcome Brila on our platform!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@ikalimullin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ikalimullin<\/a> Thank you so much! Really excited to hear what you think once you try it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Quick question: is this more for digital products, or rather for industrial ones (like Alibaba but with algrithmic matching?) Good luck<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@konstantinalikhanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantinalikhanov<\/a> Thanks! It is for any company in B2B, be it industrial, digital or anything inbetween.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@konstantinalikhanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantinalikhanov<\/a> Thank you! \ud83d\ude4c Actually, both.<\/p>\n<p>Right now, we see especially strong traction from digital services, SaaS, agencies, AI tools, and B2B service providers because onboarding is very fast and the agents can immediately start matching demand and supply.<\/p>\n<p>But the bigger long-term vision is much closer to what you described: algorithmic B2B matching for the entire economy, including industrial products, manufacturing, wholesale, logistics, distributors, suppliers, etc.<\/p>\n<p>In a way, you can think about it as a mix between:<\/p>\n<ul>\n<li>\n<p>LinkedIn<\/p>\n<\/li>\n<li>\n<p>Alibaba<\/p>\n<\/li>\n<li>\n<p>lead generation platforms<\/p>\n<\/li>\n<li>\n<p>and autonomous AI agents negotiating with each other<\/p>\n<\/li>\n<\/ul>\n<p>The key difference is that instead of manually searching marketplaces, the agents actively discover and approach relevant counterparties for you.<\/p>\n<p>So yes \u2014 industrial use cases are actually a very important part of where we want to go \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\">A network of agents makes sense. What\u2019s the social aspect? Thanks.<\/div>\n<div class=\"comment-actions\">\n<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\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> Social aspect is basically posting by agents, to improve own visibility and mine in-app credits.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> Good question \ud83d\ude4c The \u201csocial\u201d part is less about human posting\/content feeds and more about the interaction layer between agents and companies. Every company has an agent profile with its own goals, needs, offers, relationships, matches, and communication history. Agents can:<\/p>\n<ul>\n<li>\n<p>follow and discover other agents<\/p>\n<\/li>\n<li>\n<p>interact with each other continuously<\/p>\n<\/li>\n<li>\n<p>build long-term matching patterns<\/p>\n<\/li>\n<li>\n<p>exchange opportunities and referrals<\/p>\n<\/li>\n<li>\n<p>improve recommendations based on network behavior<\/p>\n<\/li>\n<\/ul>\n<p>So instead of a static database, the system becomes a living ecosystem where the value grows as more agents participate and interact.<\/p>\n<p>In a way, the agents themselves become the social layer, constantly networking on behalf of humans.<\/p>\n<p>Long term, we also want humans to be able to participate more directly around the agent network: reputation, trust, introductions, collaboration signals, etc.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@davitausberlin thanks guys. So, agent social network?<\/p>\n<p>Or would it be hybrid human + agent social network?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product 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\/@alara_akcasiz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alara_akcasiz<\/a> Thanks Alara! I appreciate 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch <a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> !<\/p>\n<\/p>\n<p>Do you plan to have a search menu to find existing agents. Currently you can scroll down, but it would be helpful if we can search for them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Thanks! Use the chat window, its universal one, you can create new agent or you can search for existing 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>I’ve read through all the comments. One question that I can’t get out of my mind is: Wouldn’t the success of this product depend entirely on the number of buyers that you can bring into the system? There will be a never ending supply on the seller side of things, but it’s the buyers that are going to make it successful.<\/p>\n<\/p>\n<p>And the reason cold outreach works is because often buyers don’t know they need a product or service that you are offering, so many of your potential buyers are not in market.<\/p>\n<\/p>\n<p>Additionally, doesn’t it require the buyer to be technically savvy? I work with several non-tech b2b businesses in the UK and if I explained this system to them they’d look at me like I’m a bit odd.<\/p>\n<\/p>\n<p>Cool concept, but lots of challenges ahead.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peterclaridge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterclaridge<\/a> Peter, great feedback, honestly. You really thought through it.<\/p>\n<\/p>\n<p>The first concern: buyers. It’s not big deal. Think of LinkedIn. Who is buyer here? Who is seller? The answers is, we all are buyers and sellers. There is no business which only buys or only sells. Even if you offer, let’s say B2B lead gen, you still need data, automation, various software, accounting, HR etc.<\/p>\n<\/p>\n<p>Second point is much more complex. Right now, buying agents accept whatever they know that they have to buy. They can’t decide to buy something, which isn’t in their instructions. This is something, we have to work on. Is solvable though.<\/p>\n<\/p>\n<p>For now we approach tech savvy users, later we’ll see.<\/p>\n<\/p>\n<p>Thanks once again for support and your questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The agent-to-agent matching angle is the interesting part for me. It feels like one of the more unconventional B2B ideas launched recently. Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Thank you! We are coming for leading B2B platforms incl. LinkedIn \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>Hey <a href=\"https:\/\/www.producthunt.com\/@steffen_rehmann\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"steffen_rehmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steffen_rehmann<\/a> congrats on the launch! Super interesting product and looking forward to try it. <\/p>\n<p>How are you guys thinking about building liquidity in the marketplace tho? I reckon it’ll be quite easy to attract folks who want to sell something but don’t want to buy anything. Are you seeing that? <\/p>\n<p>Kudos to the team <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@steffen_rehmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steffen_rehmann<\/a> <a href=\"https:\/\/www.producthunt.com\/@vincenzo_bianco2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vincenzo_bianco2<\/a> Thanks for your support Vincenzo. Hard questions \ud83d\ude42 For now we are happy to invite anyone who joins, quantity over quality, which after some time will translate itself into quality of the network. We are at the very beginning of our journey, and don’t have an early critical mass.<\/p>\n<p>The good thing is though, you can leave your agent on FlowMarket and let it work. When it finds interesting leads, you’ll be notified. Basically zero effort sales.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 such an interesting direction, congrats on the launch, it actually feels like you\u2019re trying to redefine how companies even find each other, not just optimize lead gen.<\/p>\n<p>I\u2019m really curious about how the agent-to-agent negotiation works in practice. Like, how much autonomy do these agents actually have when it comes to decision-making? <\/p>\n<p>Are they just qualifying and matching, or can they handle parts of pricing, terms, or deal structure too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> Thami Thanks for good questions. You are absolutely right, we try to redefine the way, how companies find each other, especially early discovery stage. While the final deals should be signed by humans, discover is something, which can automated end to end.<\/p>\n<\/p>\n<p>Right now, the quality of conversation depends on how good you prompt your agent and how good the data\/information is, which you provide to your agent. You can simply copy\/paste your FAQs, productsheets etc. and your agent will negotiate based on this. Final decision whether to continue the talks, or stop is up to you (human in the loop).<\/p>\n<\/p>\n<p>Having said that, the system is still evolving and improving!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you see this as a replacement for tools like Clay\/Apollo or is this meant to help supplement existing lead generation tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> In ideal case it is replacement for whole B2B discovery journey as we know it. Its a bold claim, but if we manage to pull it over, then yes, thats the goal.<\/p>\n<\/p>\n<p>The old way: you start by not knowing who needs your product. So you pay for ads to catch people while they are searching for your solution, or you proactively approach them and in best case 3% convert to demos\/conversations etc.<\/p>\n<\/p>\n<p>The problem of this is inefficiency. It’s like selling stocks without stock exchange – hey, I have 100 NVIDIA stocks, do you know anyone, who needs them?<\/p>\n<\/p>\n<p>Now enter algorithmic B2B: demand and supply is matched instantly, you don’t have to look proactively or spend money on ads. You prepare your agent so it can efficiently talk with other agents and you find the companies, which are right now in the market. Make sense?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Okay this is actually kinda wild, AI agents doing B2B deals with each other 24\/7 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@le_ng_c_dan_nhi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@le_ng_c_dan_nhi<\/a> \ud83d\ude42 Yes right, but I don’t think its that wild, the tech is there and its mature enough. Now we have to change minds of people in B2B and move them from old way of doing things, to new 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Building a consumer nutrition app and was eyeing agent flows for our restaurant\/grocery partnerships side \u2014 how do you balance autonomous outreach vs user-in-the-loop approval? Feels like trust is the make-or-break for outbound agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ethansharg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethansharg<\/a> Good question Ethan. At the end of every conversation there is human in the loop, deciding – ok, sounds like legit leads and sends contact data. Or decides, no this lead isn’t good, the agent f. e. overpromised or there is some missing information. In such case human can ask agent to continue conversation or simply write down this lead.<\/p>\n<\/p>\n<p>For now this is the easiest way, later we can increase the level of autonomy for 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>The “social network of agents” framing is the most interesting thing here. Traditional B2B lead gen is sequential \u2014 you reach out, wait, follow up. Agents operating in a network layer where deal context is shared and matched changes the structure entirely. One question: how does FlowMarket handle intent signal freshness, or is it more static profile matching?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> Thanks Moh, you have summarised everything pretty well. It is static for now, f.e. your company is searching for HR SaaS, or accountant, you mention it to your agent, so that it accepts the offers from this direction. But once you don’t have this need any more, agent’s doesn’t know it right away, you have to somehow notify him that your needs changed. Same for your offerings, f. e. if pricing has changed, currently you simply have to give this info to agent. We are thinking about how to make these things more dynamic, so that agent needs less babysitting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">AI agents networking with each other to close deals, we sure did skip the LinkedIn era fast. Does the human stay in the loop or does it close deals autonomously? \ufffc<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anusuya_bhuyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anusuya_bhuyan<\/a> Thanks Anusuya, you wrote it absolutely correctly. The idea of this network was created, when I was frustrated by LinkedIn (long story:) ) So my our idea was to create something, which will replace LinkedIn for good.<\/p>\n<\/p>\n<p>Human is still in the loop, anything else would be too risky for now. But not sure, for how long \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\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/S6IM5WTBU4BUVH\" class=\"app-title\">Claude Agents for Financial Services<\/a><\/p>\n<div class=\"one-liner\">Finance agent templates for pitches, KYC, and closing books<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">212<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Claude Agents for Financial Services\u4e3a\u94f6\u884c\u3001\u57fa\u91d1\u548c\u4fdd\u9669\u516c\u53f8\u7684\u5206\u6790\u5e08\u4e0e\u8fd0\u8425\u56e2\u961f\u63d0\u4f9b\u4e86\u5341\u4e2a\u9884\u6784\u5efa\u7684\u91d1\u878d\u4e13\u7528AI\u4ee3\u7406\u6a21\u677f\uff0c\u5c06\u8017\u65f6\u6570\u6708\u7684\u81ea\u5b9a\u4e49\u5de5\u7a0b\u538b\u7f29\u4e3a\u51e0\u5929\u90e8\u7f72\uff0c\u89e3\u51b3\u91d1\u878d\u5de5\u4f5c\u6d41\u4e2d\u6570\u636e\u63a5\u5165\u590d\u6742\u3001\u5408\u89c4\u8981\u6c42\u9ad8\u548c\u8de8\u5de5\u5177\u534f\u540c\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\/933b35be-7e9c-4ce9-8998-90cfae883af6.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\/5df19721-93ac-4f88-9f5a-6ce9a120e98f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/467c3043-2f7d-4eec-b32d-9d94f905ae23.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9dfee9fe-0c2e-4c0c-95df-e1ea25407380.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b6e47c4-7839-4f47-a47b-3446f6749baf.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\/ff01e149-d441-4e7d-97f3-630f31531e67.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=foxeK2AXfHQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=foxeK2AXfHQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Fintech<\/span><br \/>\n <span class=\"tag\">Investing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u91d1\u878dAI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">Claude\u6a21\u677f<\/span><br \/>\n <span class=\"tag\">\u6295\u8d44\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">KYC\u7b5b\u67e5<\/span><br \/>\n <span class=\"tag\">\u6708\u7ed3\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u8fde\u63a5\u5668<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/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\u9ad8\u5ea6\u8ba4\u53ef\u4ece\u804a\u5929\u754c\u9762\u5230\u7ed3\u6784\u5316\u4efb\u52a1\u4ee3\u7406\u7684\u8dc3\u8fc1\uff0c\u8ba4\u4e3a\u201c\u5305\u88c5\u201d\u964d\u4f4e\u4e86\u843d\u5730\u8d1f\u62c5\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\u4e24\u70b9\uff1a\u4ee3\u7406\u4e0e\u9057\u7559\u5408\u89c4\u8f6f\u4ef6\u7684\u96c6\u6210\u662f\u5426\u65e0\u7f1d\uff1f\u6a21\u677f\u662f\u5373\u63d2\u5373\u7528\u8fd8\u662f\u9700\u6309\u516c\u53f8\u5b9a\u5236\uff1f\u53e6\u6709\u4eba\u8be2\u95ee\u662f\u5426\u5177\u5907\u652f\u4ed8\u516c\u53f8\u6570\u636e\u6cc4\u9732\u68c0\u6d4b\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 Anthropic\u8fd9\u6ce2\u64cd\u4f5c\u7cbe\u51c6\u5207\u4e2d\u4e86\u91d1\u878d\u884c\u4e1a\u201c\u60f3\u505aAI\u4f46\u4e0d\u6562\u505a\u201d\u7684\u5c34\u5c2c\u3002\u8fc7\u53bb\u4e24\u5e74\uff0c\u65e0\u6570\u6295\u884c\u548c\u57fa\u91d1\u5185\u90e8\u56e2\u961f\u5728\u62ffClaude\u539f\u578b\u641e\u6697\u5ea6\u9648\u4ed3\uff0c\u7ed3\u679c\u5361\u5728\u6570\u636e\u6574\u5408\u548c\u5408\u89c4\u5ba1\u8ba1\u4e0a\u3002\u8fd9\u5957\u6a21\u677f\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u662f\u70b9\u72b6\u80fd\u529b\uff0c\u800c\u662f\u628a\u201c\u4ece\u96f6\u7ec4\u88c5\u201d\u53d8\u6210\u4e86\u201c\u5f00\u7bb1\u63d2\u7535\u201d\u2014\u2014\u9884\u63a5FactSet\u3001PitchBook\u3001\u7a46\u8fea\u7b49\u6838\u5fc3\u6570\u636e\u6e90\uff0c\u914d\u5408\u7ec6\u7c92\u5ea6\u6743\u9650\u548c\u5ba1\u8ba1\u65e5\u5fd7\uff0c\u7b49\u4e8e\u76f4\u63a5\u7ed9\u4e86\u7532\u65b9\u4e00\u4e2a\u80fd\u8fc7\u5408\u89c4\u5173\u7684\u6807\u51c6\u5316\u5165\u573a\u5238\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u522b\u6025\u7740\u5439\u3002\u6a21\u677f\u5316\u7b56\u7565\u662f\u628a\u53cc\u5203\u5251\uff1a\u91d1\u878d\u5de5\u4f5c\u6d41\u770b\u4f3c\u6807\u51c6\uff0c\u5b9e\u9645\u6bcf\u4e2a\u673a\u6784\u7684\u98ce\u9669\u504f\u597d\u3001\u6c47\u62a5\u7ebf\u3001\u5ba1\u6279\u94fe\u5dee\u5f02\u5de8\u5927\u3002\u8bc4\u8bba\u91cc\u90a3\u53e5\u201c\u9700\u8981\u5b9a\u5236\u5417\u201d\u95ee\u5230\u4e86\u8981\u5bb3\u2014\u2014\u9884\u6784\u5efa\u7684\u201csubagent\u201d\u548c\u201cconnectors\u201d\u518d\u5b8c\u7f8e\uff0c\u4e5f\u67b6\u4e0d\u4f4f\u67d0\u5bb6\u94f6\u884c\u975e\u8981\u5bf9\u63a5\u5185\u90e8\u8001\u6389\u7259\u7684MS Access\u6570\u636e\u5e93\u3002GitHub marketplace\u7684\u5f00\u653e\u6027\u867d\u597d\uff0c\u4f46\u82e5\u6a21\u677f\u7f3a\u4e4f\u7075\u6d3b\u7684\u201c\u70ed\u63d2\u62d4\u201d\u63a5\u53e3\u548c\u5bf9\u975e\u4e3b\u6d41\u6570\u636e\u6e90\u7684\u81ea\u9002\u914d\u80fd\u529b\uff0c\u6700\u7ec8\u4ecd\u4f1a\u6ca6\u4e3a\u4e00\u534a\u5b9a\u5236\u4e00\u534a\u5e9f\u5f03\u7684\u534a\u6210\u54c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cAnthropic\u6ca1\u7ed9\u8fd9\u5957\u65b9\u6848\u8d77\u82b1\u54e8\u7684\u540d\u5b57\uff0c\u76f4\u63a5\u53eb\u201cTemplates\u201d\uff0c\u8bf4\u660e\u5176\u5b9a\u4f4d\u52a1\u5b9e\uff1a\u4e0d\u662f\u8981\u53d6\u4ee3\u5f6d\u535a\u7ec8\u7aef\uff0c\u800c\u662f\u5148\u5e2e\u56e2\u961f\u7701\u638970%\u7684\u91cd\u590d\u6027\u4f53\u529b\u6d3b\u3002\u5bf9\u4e8e\u88abExcel\u548cPPT\u6298\u78e8\u7684\u521d\u7ea7\u5206\u6790\u5e08\uff0c\u7701\u4e0b\u641c\u6570\u636e\u3001\u6574\u683c\u5f0f\u7684\u65f6\u95f4\u53bb\u4e13\u6ce8\u5224\u65ad\uff0c\u8fd9\u786e\u5b9e\u662f\u771f\u751f\u4ea7\u529b\u3002\u4f46\u5bf9\u4e8e\u5782\u6d8e\u201cAI\u81ea\u52a8\u751f\u6210\u5168\u5957pitchbook\u201d\u7684\u4e70\u65b9\u9ad8\u7ba1\u2014\u2014\u8fd8\u662f\u5148\u770b\u770b\u81ea\u5bb6\u7684KYC\u6743\u9650\u77e9\u9635\u80fd\u4e0d\u80fd\u548cClaude\u7684credential vaults\u5e72\u676f\u5427\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Claude Agents for Financial Services<\/span>\n <\/div>\n<div class=\"comment-content\">Ten pre-built Claude agent templates for investment research, KYC screening, and month-end close. Each ships with connectors and subagents. For analysts and ops teams at banks, funds, and insurers.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Anthropic just shipped something financial services teams have been building internally for the last two years.<\/p>\n<\/p>\n<p><strong>What it is<\/strong>: Ten pre-built Claude agent templates covering core financial workflows, from pitchbook creation and KYC screening to general ledger reconciliation and month-end close. <\/p>\n<\/p>\n<p>Each template includes domain-specific instructions, governed connectors to existing financial data providers like FactSet, PitchBook, Moody\u2019s, and Dun & Bradstreet, plus subagents for tasks like comparables analysis or methodology checks. <\/p>\n<\/p>\n<p>The goal is straightforward: deploy Claude on real financial workflows in days instead of months of custom engineering. <\/p>\n<\/p>\n<p><strong>What makes it different<\/strong>: Most finance AI tools are chat interfaces layered on top of documents. These are structured, task-specific agent architectures. <\/p>\n<\/p>\n<p>The Pitch Builder agent generates target lists, runs comps, and drafts pitchbooks; the KYC Screener assembles entity files, reviews source documents, and packages escalations for compliance review. Each agent is connected to the data sources the workflow actually depends on.<\/p>\n<\/p>\n<p><strong>Key features<\/strong>:<\/p>\n<ul>\n<li>\n<p>Ten agent templates across research, coverage, and operations<\/p>\n<\/li>\n<li>\n<p>Deployable in Claude Cowork, Claude Code, or as Managed Agents<\/p>\n<\/li>\n<li>\n<p>Per-tool permissions, credential vaults, and audit logs<\/p>\n<\/li>\n<li>\n<p>Connectors for providers including Moody\u2019s, IBISWorld, Guidepoint, Verisk, and SS&C IntraLinks<\/p>\n<\/li>\n<li>\n<p>Available through GitHub\u2019s financial services marketplace<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits<\/strong>:<\/p>\n<ul>\n<li>\n<p>Cuts finance-agent deployment from months to days<\/p>\n<\/li>\n<li>\n<p>Keeps workflows inside approval and compliance processes<\/p>\n<\/li>\n<li>\n<p>Maintains context across Excel, PowerPoint, and Word<\/p>\n<\/li>\n<li>\n<p>Gives compliance and engineering teams full audit visibility<\/p>\n<\/li>\n<\/ul>\n<p>Who it\u2019s for: Analysts, operations teams, and compliance staff at banks, hedge funds, insurers, and asset managers running AI workflows on governed financial data. <\/p>\n<\/p>\n<p>The meaningful part isn\u2019t the individual capabilities. It\u2019s the packaging: the architecture is pre-assembled, connectors are already wired in, and deployment paths are documented. For enterprise teams, that removes most of the implementation burden. <\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Does it also detect leaks within payment companies (hypothetically)? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Yep this feels like a very natural use case. Right away see the value, makes sense, congratulations on the ship excited to see the next release!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Just upvoted! \ud83d\ude80 Seeing Claude move from just a chat interface to structured, task-specific agent architectures is a massive leap for enterprise workflows. At ClipBG, we build automated AI image pipelines for e-commerce, and we deeply agree with your point: the real value is in the ‘packaging’ that removes the implementation burden for operations teams. Quick question: How seamless is the integration between these financial subagents and legacy compliance software? Incredible launch today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">If Claude handles the grunt work \ufffchere the time savings are enormous. Are these plug and play or need customisation per firm? \ufffc<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IVEPQYVA4UMJAQ\" class=\"app-title\">Lingo.dev v1<\/a><\/p>\n<div class=\"one-liner\">Localization engineering platform for consistent translation<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">200<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lingo.dev v1 \u662f\u4e00\u4e2a\u9762\u5411\u5de5\u7a0b\u56e2\u961f\u7684AI\u672c\u5730\u5316\u5f15\u64ce\u5e73\u53f0\uff0c\u901a\u8fc7\u914d\u7f6e\u5316\u7684\u72b6\u6001\u5316\u7ffb\u8bd1API\u3001\u672f\u8bed\u5e93\u3001\u54c1\u724c\u8bed\u6c14\u89c4\u5219\u548cAI\u8d28\u91cf\u8bc4\u5206\uff0c\u89e3\u51b3\u591a\u8bed\u8a00\u4ea7\u54c1\u5728\u6301\u7eed\u53d1\u5e03\u4e2d\u51fa\u73b0\u7684\u672f\u8bed\u6f02\u79fb\u548c\u4e00\u81f4\u6027\u5931\u63a7\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\/bb78bcf7-e0cc-4c43-95a1-3a522fe3fbb8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/36985927-5ffe-4229-a5b7-585d4988b29e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bff812e9-da06-4f22-a052-2162909e9560.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u672c\u5730\u5316<\/span><br \/>\n <span class=\"tag\">\u7ffb\u8bd1\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u672f\u8bed\u5e93<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8bed\u6c14\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">CI\/CD\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u72b6\u6001\u5316API<\/span><br \/>\n <span class=\"tag\">LLM\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u8d28\u91cf\u8bc4\u5206<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\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\u666e\u904d\u8ba4\u53ef\u5176CI\/CD\u65e0\u7f1d\u96c6\u6210\u548c\u7ffb\u8bd1\u4e00\u81f4\u6027\uff0c\u4f46\u53cd\u9988\u5b9a\u4ef7\u9875\u9762\u5b58\u5728\u663e\u793a\u95ee\u9898\u4e14\u4ef7\u683c\u4e0d\u591f\u6e05\u6670\u3002\u6709\u5f00\u53d1\u8005\u8ffd\u95ee\uff1a\u5f53\u54c1\u724c\u8bed\u6c14\u8981\u6c42\u6b63\u5f0f\u800c\u5730\u533a\u504f\u597d\u968f\u610f\u65f6\u5982\u4f55\u88c1\u51b3\uff1f\u4ee5\u53ca\u57282-3\u4e2a\u5730\u533a\u95f4\u5982\u4f55\u907f\u514dtoken\u81a8\u80c0\u4fdd\u6301\u672f\u8bed\u7d27\u51d1\u3002\u4e5f\u6709\u7528\u6237\u8be2\u95ee\u6d88\u8d39\u8005\u5e94\u7528\u4f55\u65f6\u5e94\u542f\u52a8\u672c\u5730\u5316\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Lingo.dev v1 \u7684\u6838\u5fc3\u53d9\u4e8b\u5f88\u806a\u660e\uff1a\u5b83\u628a\u201c\u7ffb\u8bd1\u201d\u548c\u201c\u672c\u5730\u5316\u201d\u5f7b\u5e95\u62c6\u5f00\uff0c\u5e76\u5ba3\u79f0\u540e\u8005\u662f\u4e00\u4e2a\u7eaf\u7cb9\u7684\u5de5\u7a0b\u95ee\u9898\u3002\u8fd9\u79cd\u5b9a\u4f4d\u4e0d\u4ec5\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u5f53\u4e0bLLM\u7ffb\u8bd1\u70ed\u6f6e\u4e2d\u7684\u4e00\u4e2a\u5de8\u5927\u76f2\u70b9\u2014\u2014\u6a21\u578b\u65e0\u72b6\u6001\u3001\u672f\u8bed\u6f02\u79fb\u3001\u6bcf\u6b21\u8bf7\u6c42\u90fd\u662f\u201c\u5931\u5fc6\u201d\u2014\u2014\u4e5f\u987a\u52bf\u5c06\u81ea\u8eab\u5305\u88c5\u6210\u4e86\u201cAI\u65f6\u4ee3\u7684\u672c\u5730\u5316\u57fa\u7840\u8bbe\u65bd\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u5f62\u6001\u4e0a\u770b\uff0cLingo.dev \u6ca1\u6709\u8bd5\u56fe\u91cd\u590d\u9020\u7ffb\u8bd1\u8f6e\u5b50\uff0c\u800c\u662f\u6784\u5efa\u4e86\u4e00\u4e2a\u56f4\u7ed5LLM\u7684\u4e0a\u4e0b\u6587\u7ba1\u9053\uff1a\u672f\u8bed\u8868\u6ce8\u5165\u3001\u54c1\u724c\u8bed\u6c14\u89c4\u5219\u3001\u6309\u5730\u533a\u6a21\u578b\u94fe\u3001\u81ea\u4ea4\u53c9\u8d28\u91cf\u8bc4\u5206\u3002\u8fd9\u5957\u7ec4\u5408\u62f3\u7684\u903b\u8f91\u786e\u5b9e\u6210\u7acb\uff0c\u5c24\u5176\u662f\u901a\u8fc7\u5b9e\u9645\u7814\u7a76\uff08RAL\uff09\u6570\u636e\u652f\u6491\u2014\u2014\u6ce8\u516572\u6761\u672f\u8bed\u5c31\u80fd\u8ba9Mistral\u6a21\u578b\u903c\u8fd1Google Gemini\u7684\u7ffb\u8bd1\u8d28\u91cf\uff0c\u6210\u672c\u5374\u5927\u5e45\u964d\u4f4e\u3002\u8fd9\u76f4\u63a5\u544a\u8bc9\u5e02\u573a\uff1a\u8d35\u7684\u4e0d\u4e00\u5b9a\u597d\uff0c\u914d\u7f6e\u5f97\u5f53\u624d\u662f\u738b\u9053\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u6240\u58f0\u79f0\u7684\u201c\u4e00\u81f4\u6027\u89e3\u51b3\u65b9\u6848\u201d\u662f\u5426\u771f\u7684\u80fd\u5728\u590d\u6742\u591a\u8bed\u8a00\u3001\u591a\u7ef4\u5ea6\u7684\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u4e2d\u4fdd\u6301\u9c81\u68d2\u6027\uff1f\u7528\u6237\u7684\u8bc4\u8bba\u4e5f\u6307\u51fa\u4e86\u51e0\u4e2a\u5173\u952e\u7591\u8651\uff1a\u54c1\u724c\u8bed\u6c14\u548c\u5730\u533a\u504f\u597d\u51b2\u7a81\u65f6\u5982\u4f55\u88c1\u51b3\uff1f\u5728\u591a\u4e2a\u5730\u533a\u95f4\u7ef4\u62a4\u672f\u8bed\u5e93\u7684\u540c\u65f6\u5982\u4f55\u907f\u514dtoken\u6210\u672c\u98d9\u5347\uff1f\u8fd9\u4e9b\u4e0d\u662f\u5c0f\u95ee\u9898\uff0c\u800c\u662f\u4efb\u4f55\u89c4\u6a21\u5316\u672c\u5730\u5316\u9879\u76ee\u5fc5\u7136\u9047\u5230\u7684\u201c\u5927\u5934\u201d\u3002\u5982\u679cLingo.dev\u53ea\u7ed9\u51fa\u4e86\u201c\u914d\u7f6e\u4e00\u6b21\u5c31\u884c\u201d\u8fd9\u79cd\u6a21\u7cca\u7b54\u6848\uff0c\u90a3\u5b83\u79bb\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u8fd8\u6709\u8ddd\u79bb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b9a\u4ef7\u9875\u9762\u7834\u635f\u3001\u4ef7\u683c\u4e0d\u900f\u660e\uff0c\u8fd9\u4e9b\u7ec6\u8282\u66b4\u9732\u4e86\u8be5\u56e2\u961f\u5728\u5546\u4e1a\u5316\u6210\u719f\u5ea6\u4e0a\u7684\u77ed\u677f\u3002\u5f00\u53d1\u8005\u5de5\u5177\u7c7b\u4ea7\u54c1\uff0c\u5b9a\u4ef7\u900f\u660e\u4e14\u53ef\u9884\u671f\u662f\u83b7\u53d6\u4ed8\u8d39\u4f01\u4e1a\u7528\u6237\u7684\u5e95\u7ebf\u3002\u76ee\u524d\u201c\u7528\u7231\u53d1\u7535\u201d\u7684\u514d\u8d39\u5c42\u6216\u8bb8\u80fd\u8ba9\u793e\u533a\u4fdd\u6301\u70ed\u60c5\uff0c\u4f46\u8981\u60f3\u771f\u6b63\u64ac\u52a8\u4f01\u4e1a\u9884\u7b97\uff0c\u5fc5\u987b\u7ed9\u51fa\u6e05\u6670\u3001\u53ef\u91cf\u5316\u7684\u4ef7\u503c\u6a21\u578b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u8bc4\uff1aLingo.dev \u6293\u4f4f\u4e86LLM\u65f6\u4ee3\u672c\u5730\u5316\u7684\u771f\u95ee\u9898\uff0c\u6280\u672f\u8def\u5f84\u5408\u7406\uff0c\u7814\u7a76\u624e\u5b9e\uff0c\u4f46\u4ea7\u54c1\u5728\u7ec6\u8282\u6253\u78e8\u3001\u5b9a\u4ef7\u7b56\u7565\u548c\u201c\u51b2\u7a81\u89e3\u51b3\u673a\u5236\u201d\u4e0a\u4ecd\u9700\u66f4\u6df1\u5c42\u7684\u601d\u8003\u3002\u5b83\u6b63\u5728\u4ece\u4e00\u4e2a\u597d\u5de5\u5177\uff0c\u5411\u4e00\u4e2a\u597d\u4ea7\u54c1\u8f6c\u53d8\u7684\u8def\u4e0a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Lingo.dev v1<\/span>\n <\/div>\n<div class=\"comment-content\">On Lingo.dev, teams configure localization engines: Stateful translation APIs with glossaries, brand voice rules, per-locale model chains, and AI quality scoring, and then call them via API, CLI, CI\/CD, or MCP.<\/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>Thanks for hunting us. Excited to be here!<\/p>\n<p>Two things changed at once in localization engineering<\/p>\n<p>Teams are switching from legacy machine translation and translation vendors to LLMs. That part is visible. The invisible shift: LLMs without domain context don’t localize, they just produce text that looks translated.<\/p>\n<p>LLMs made translation fast. They also made it stateless.<\/p>\n<p>Raw LLMs have no memory of previous decisions. The same term gets three different translations across the product. The results compound silently.<\/p>\n<p>This is terminology drift. And it’s the gap between translation and localization.<\/p>\n<p>Translation converts text. Localization makes it consistent, domain-aware, and terminologically correct across every locale, every release. That gap is an engineering problem. And nobody had built the infrastructure for it.<\/p>\n<p>Until lingo.dev v1.<\/p>\n<p>What we learned from processing 200,000,000+ words:<\/p>\n<p>We started at a hackathon in 2023. Won “Best DevTools.” Spent 2024 building open-source localization tooling with select early users, design partners, customers, and our Discord community.<\/p>\n<p>By 2025, we\u2019d processed 200M+ words and teams at Mistral, Solana, SoSafe, and Cal.com were running localization through our infrastructure.<\/p>\n<p>During this time, we learnt that every team hit the same wall. LLMs translated fast. But terminology drifted across releases. The model had no memory of previous decisions. Each request started from zero.<\/p>\n<p>The missing piece was never better models. It was the context pipeline around the model.<\/p>\n<p>The research that shaped this:<\/p>\n<p>Recently, we published a study: retrieval augmented localization (RAL), injecting glossary terms into the LLM’s context at inference time – reduced terminology errors 16.6\u201344.6% across five LLM providers and five European languages. 42,000+ quality judgments in our published research. <\/p>\n<p>The finding that mattered most: Mistral models with a 72-term glossary approached Google Gemini’s raw quality at a fraction of the per-token cost.<\/p>\n<p>Turns out, Localization quality is a function of configuration, not model spend.<\/p>\n<p>Read the research \u2192 <a href=\"https:\/\/lingo.dev\/research\/retrieval-augmented-localization\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/lingo.dev\/research\/retri…<\/a><\/p>\n<p>What v1.0 ships:<\/p>\n<p>Teams create stateful localization engines on Lingo.dev, configure it once, and call it from anywhere:<\/p>\n<p>– Glossaries: map source terms to target translations per locale pair, injected at inference time on every request<br \/>\n– Per-locale model chains: ranked fallback across providers; swap models between releases without touching a single glossary term<br \/>\n– Brand voice and instructions: define tone per locale, set rules for specific patterns (quotation marks, elision, spelling conventions)<br \/>\n– AI reviewers: one model translates, another scores by dimension; cross-model quality measurement at scale<br \/>\n– API, CLI, CI\/CD, MCP: synchronous API, async jobs with webhook delivery, npx lingo.dev@latest run, GitHub integration that opens PRs with translations on every push.<\/p>\n<p>Where this doesn’t work:<\/p>\n<p>One-off translations with no consistency requirements.<br \/>\nTeams that prefer human-led review workflows may find legacy platforms a better fit.<\/p>\n<p>Try it today:<\/p>\n<p>Create your first localization engine in under 3 minutes at <a href=\"https:\/\/lingo.dev\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/lingo.dev\/<\/a><\/p>\n<p>Before we go, there are a few things we’re genuinely curious about from this community:<\/p>\n<p>1. If you’ve localized a product into 3+ languages, what broke first – speed, quality, or consistency? (We have a hypothesis, but I’d love to know your experience.)<br \/>\n2. If you’re a developer who’s tried wiring LLM translation into a CI\/CD pipeline, what did you have to hack around that you wish was just… handled?<\/p>\n<p>We’ve been building in public since 2023, first with select few users, then with our Github community, and now with you all.<\/p>\n<p>Happy to go deep on the RAL research, the engine architecture, glossary injection mechanics, whatever’s interesting. <\/p>\n<p>Drop a comment or hit us directly!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sumitsaurabh927\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sumitsaurabh927<\/a> how do you recommend tuning the context pipeline to avoid token bloat while keeping terminology tight across 2-3 locales?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/kilocode\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"kilocode\" target=\"_blank\" rel=\"noopener\">@Kilo Code<\/a>, <a href=\"https:\/\/pay.sh\/?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pay.sh<\/a> by <a href=\"https:\/\/www.producthunt.com\/products\/solanafndn\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"solanafndn\" target=\"_blank\" rel=\"noopener\">@Solana Foundation<\/a>, now <a href=\"https:\/\/www.producthunt.com\/products\/lingodotdev\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"lingodotdev\" target=\"_blank\" rel=\"noopener\">@Lingo.dev<\/a>. packed week for the oss ecosystem! lfg<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> Lessgo lessgo! \ud83d\udcaa<\/p>\n<p>Thanks for chiming in Flo!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Brand voice rules and glossaries is the part most translation tools skip. How do you handle the conflict when brand voice wants formal but a locale prefers casual?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ebazan33\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ebazan33<\/a> brand voice gets preference as it is user defined and the best part is that you only need to set it up once.<\/p>\n<\/p>\n<p>Beyond that every subsequent translation request inherits all the context ensuring perfect consistency.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been using Lingo for a long time. As a paying user, the best part is that I\u2019ve almost forgotten Lingo is even there, yet I\u2019m always confident it will handle translations accurately. It has become seamlessly integrated into our existing CI\/CD workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@linyiru\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@linyiru<\/a> Thank you for your continued usage and the kind words.<\/p>\n<\/p>\n<p>That is what we aim for, in fact.<\/p>\n<\/p>\n<p>Being part of the infrastructure layer means that you should forget that we exist at all.<\/p>\n<\/p>\n<p>Seems like we\u2019re doing a good job of it haha!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Localization but actually built for engineers this time<br \/>Stateful translation APIs + AI QA scoring sounds kinda insane. <\/p>\n<p>Wonder how well it handles brand voice consistency across languages tho?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@le_ng_c_dan_nhi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@le_ng_c_dan_nhi<\/a> I\u2019d say just one thing: try it and you\u2019ll be amazed by the consistency <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Indie builder question \u2014 at what point in the journey do you think a consumer app should start localizing? English-only right now with our nutrition app but EU is on the radar and I can’t tell if it’s a 1k-user problem or a 100k-user problem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ethansharg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethansharg<\/a> Great question!<\/p>\n<p>My knowledge about indie apps is limited but I’ll say: It’s rarely a 1k problem, and waiting until 100k means leaving a lot of growth on the table (like all things, this too compounds). For a consumer app, the sweet spot is usually right after you’ve nailed core Product-Market Fit (PMF) in primary language.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Pricing is a bit confusing. Can you guys give any indication here or on your website?<\/p>\n<p>Friendly feedback: pricing page is slightly broken on mobile (from iPhone and navigated from producthunt).<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> Thanks for bringing up the mobile view, will resolve soon.<\/p>\n<p>What confused you about the pricing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Very interesting. Whenever people asked us if we can support localization, I\u2019d say no. <\/p>\n<p>There was no way to make sure that we got it right. <\/p>\n<p>Who\u2019s testing for the accuracy of tone, style, and context?<\/p>\n<p>Google Translate is a complete joke in some cases. <\/p>\n<p>What subset of these issues does your platform solve?<\/p>\n<p>Good stuff overall!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> Great questions!<\/p>\n<p>We have internal benchmarks and only after we pass strict standards do we roll out support for a language.<\/p>\n<p>For tone, style and context, you can set it all up in one go and all your future translation requests retain complete context.<\/p>\n<p>Give it a shot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/Lingo.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Lingo.dev<\/a> is an amazing product. I remember going through localization at indeed and it was nightmare.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mrmagan_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrmagan_<\/a> Thank you for your kind words. That nightmare no longer exists with <a href=\"https:\/\/Lingo.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Lingo.dev<\/a> v1!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 used Lingo even before when they named replexica, in short, I had a quite happy experience <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tawfekov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tawfekov<\/a> wow that’s a long time ago!<\/p>\n<p>You should definitely try v1 \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It\u2019s such a cool idea, how are you guys marketing this to build a userbase?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@manasse_hermans\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manasse_hermans<\/a> we\u2019ve an active community of devs!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 to the <a href=\"http:\/\/Lingo.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Lingo.dev<\/a> team on the launch. I stumbled across it a while back and it\u2019s been a genuinely great experience since then. Super smooth dev experience, very little friction, easy to drop into an existing workflow, and overall just feels thoughtfully built. Even the agents seem to enjoy using it. And of course, I\u2019m quietly hoping the free tier stays around \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mckean\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mckean<\/a> Thanks Christopher!<\/p>\n<p>Haha, we’re not touching the free tier. And in fact, you’re only gonna get more as we add more to <a href=\"https:\/\/Lingo.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Lingo.dev<\/a><\/p>\n<p>Super thankful for your cheerful comment and we’re all super pumped to see how everyone uses v1 \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve used Lingo even before this version (v1) and specifically the compiler and engine. Both were super helpful and made the explicit use of I18n not needed. Despite having some bugs, it was totally worth 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\/@medj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@medj<\/a> Thanks for your continued usage!<\/p>\n<p>The team has worked super hard to refine and polish everything in v1.<\/p>\n<p>Let me know how your usage goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>great team and product! <a href=\"https:\/\/www.producthunt.com\/@maxprilutskiy\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"maxprilutskiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxprilutskiy<\/a> <a href=\"https:\/\/www.producthunt.com\/@vrcprl\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vrcprl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vrcprl<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/WJ4IBNQEJUGBI6\" class=\"app-title\">GPT\u20115.5 Instant<\/a><\/p>\n<div class=\"one-liner\">Smarter, more personal answers as ChatGPT’s new default<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">187<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GPT-5.5 Instant \u5c06\u66f4\u806a\u660e\u3001\u66f4\u4e2a\u6027\u5316\u7684AI\u5bf9\u8bdd\u6a21\u578b\u8bbe\u4e3aChatGPT\u9ed8\u8ba4\u9009\u9879\uff0c\u901a\u8fc7\u5927\u5e45\u51cf\u5c11\u9ad8\u98ce\u9669\u573a\u666f\u4e0b\u7684\u5e7b\u89c9\u9519\u8bef\uff0c\u5e76\u65b0\u589e\u201c\u8bb0\u5fc6\u6765\u6e90\u201d\u900f\u660e\u673a\u5236\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u533b\u7597\u3001\u6cd5\u5f8b\u7b49\u4e25\u8083\u573a\u666f\u4e0b\u5bf9AI\u53ef\u9760\u6027\u7684\u62c5\u5fe7\uff0c\u4ee5\u53ca\u5bf9AI\u4e2a\u6027\u5316\u56de\u7b54\u6765\u6e90\u96be\u4ee5\u8ffd\u6eaf\u3001\u63a7\u5236\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\/2bf38f24-0c4d-4495-b38e-e5c630bb7789.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\/4de72764-0c71-4d43-9795-5f03b4f6faaa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19f48742-b075-43c1-b0f6-8111c39a8d89.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/892f2f38-606d-45a4-9f12-0fcdd322814f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e37bd98-481e-4630-a93c-99277d614fcd.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\/467cd363-c17f-47e5-9d82-670b042b8a58.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0045ee91-6a9e-4289-a48c-d02e2ddf02d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28672f0e-9693-49d4-b944-0375383cca07.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\/194f5e6a-bfed-4dcf-a11b-5ec9e390a787.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=K1NlMmjQR8w\"><source src=\"https:\/\/www.youtube.com\/watch?v=K1NlMmjQR8w\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Bots<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5bf9\u8bdd\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u5347\u7ea7<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316AI<\/span><br \/>\n <span class=\"tag\">\u8bb0\u5fc6\u6765\u6e90<\/span><br \/>\n <span class=\"tag\">\u900f\u660e\u5ea6<\/span><br \/>\n <span class=\"tag\">\u5e7b\u89c9\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u9ed8\u8ba4\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">ChatGPT<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u8fed\u4ee3<\/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>\u591a\u6570\u6b63\u9762\uff0c\u8ba4\u53ef\u51c6\u786e\u5ea6\u63d0\u5347\u548c\u8bb0\u5fc6\u6765\u6e90\u900f\u660e\u5316\u3002\u7528\u6237\u5173\u6ce8\u70b9\u5728\uff1aGmail\/\u6587\u4ef6\/\u804a\u5929\u7b49\u591a\u6e90\u51b2\u7a81\u5982\u4f55\u5904\u7406\u3001\u4e0d\u540c\u65f6\u671f\u8bb0\u5fc6\u77db\u76fe\u4f18\u5148\u7ea7\u3001\u4e34\u65f6\u804a\u5929\u662f\u5426\u8fc7\u5ea6\u53c2\u8003\u4e3b\u9879\u76ee\u3001\u4ee5\u53ca\u7a76\u7adf\u662f\u4e2a\u6027\u5316\u8bb0\u5fc6\u8fd8\u662f\u4ec5\u77ed\u671f\u4e0a\u4e0b\u6587\u3002\u90e8\u5206\u7528\u6237\u5bf9OpenAI\u5728Product Hunt\u9891\u7e41\u53d1\u5e03\u611f\u5230\u56f0\u60d1\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 GPT-5.5 Instant \u7684\u53d1\u5e03\u6807\u9898\u201c\u66f4\u667a\u80fd\u3001\u66f4\u4e2a\u4eba\u5316\u201d\u542c\u4e0a\u53bb\u50cf\u4e00\u53e5\u6f02\u4eae\u7684\u5e7f\u544a\u8bed\uff0c\u4f46\u73b0\u5b9e\u662f\uff0c\u5b83\u8865\u4e0a\u7684\u5176\u5b9e\u662fChatGPT\u4e00\u4e2a\u65e9\u5df2\u66b4\u9732\u7684\u98ce\u9669\u7a9f\u7abf\u2014\u2014\u5e7b\u89c9\u3002\u7279\u522b\u662f\u533b\u7597\u3001\u91d1\u878d\u3001\u6cd5\u5f8b\u7b49\u9ad8\u654f\u611f\u5bf9\u8bdd\uff0c52.5%\u7684\u5e7b\u89c9\u7387\u4e0b\u964d\u7edd\u4e0d\u662f\u9526\u4e0a\u6dfb\u82b1\uff0c\u800c\u662f\u5927\u6a21\u578b\u5728\u201c\u53ef\u9760\u6027\u201d\u8fd9\u4e2a\u53ca\u683c\u7ebf\u4e0a\u7684\u4e00\u6b21\u5fc5\u8981\u6323\u624e\u3002\u66f4\u8fdb\u4e00\u6b65\uff0c\u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\u662f\u201c\u8bb0\u5fc6\u6765\u6e90\u201d\u529f\u80fd\u3002\u957f\u671f\u4ee5\u6765\uff0cAI\u4e2a\u6027\u5316\u53ea\u80fd\u9760\u731c\u6d4b\uff1a\u6a21\u578b\u5230\u5e95\u53c2\u8003\u4e86\u6211\u54ea\u5c01\u90ae\u4ef6\u3001\u54ea\u6bb5\u65e7\u5bf9\u8bdd\uff1f\u7528\u6237\u6beb\u65e0\u5934\u7eea\u3002OpenAI\u8fd9\u6b21\u505a\u4e86\u4e00\u4e2a\u201c\u5f15\u7528\u5f0f\u6eaf\u6e90\u201d\uff0c\u8ba9\u8bb0\u5fc6\u4e0d\u518d\u662f\u9ed1\u7bb1\uff0c\u800c\u662f\u7c7b\u4f3c\u7ef4\u57fa\u767e\u79d1\u811a\u6ce8\u90a3\u6837\u53ef\u5ba1\u9605\u3001\u53ef\u5220\u9664\u3002\u8fd9\u4e0d\u4ec5\u662f\u7528\u6237\u4f53\u9a8c\u7684\u63d0\u5347\uff0c\u66f4\u662f\u4e3aAI\u4f5c\u4e3a\u4e00\u4e2a\u503c\u5f97\u4fe1\u8d56\u7684\u5de5\u5177\u5efa\u7acb\u5e95\u5c42\u5951\u7ea6\u3002\u4e0d\u8fc7\u9700\u8981\u8b66\u60d5\u7684\u662f\uff0c\u5f53Gmail\u3001\u804a\u5929\u8bb0\u5f55\u3001\u4e0a\u4f20\u6587\u4ef6\u4e09\u8def\u8f93\u5165\u540c\u65f6\u5b58\u5728\uff0c\u4e14\u7528\u6237\u8fd8\u53ef\u80fd\u624b\u52a8\u7f16\u8f91\u8bb0\u5fc6\u65f6\uff0c\u6a21\u578b\u4f1a\u5982\u4f55\u5904\u7406\u77db\u76fe\u4fe1\u606f\uff1f\u76ee\u524d\u516c\u5f00\u4fe1\u606f\u5c1a\u672a\u7ed9\u51fa\u6e05\u6670\u7b56\u7565\u3002\u66f4\u957f\u8fdc\u770b\uff0c\u8fd9\u79cd\u201c\u8bb0\u5fc6\u53ef\u89c1\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u2014\u2014\u82e5\u4e0d\u80fd\u59a5\u5584\u7ba1\u7406\u6743\u9650\u548c\u51b2\u7a81\u903b\u8f91\uff0c\u53cd\u800c\u53ef\u80fd\u6210\u4e3a\u7528\u6237\u9690\u79c1\u7126\u8651\u7684\u65b0\u6e90\u5934\u3002\u53e6\u4e00\u65b9\u9762\uff0cOpenAI\u9009\u62e9\u628a\u8fd9\u4e2a\u66f4\u5f3a\u6a21\u578b\u76f4\u63a5\u8bbe\u4e3a\u9ed8\u8ba4\uff0c\u786e\u5b9e\u6709\u522b\u4e8e\u591a\u6570\u73a9\u5bb6\u201c\u597d\u6a21\u578b\u52a0\u4ef7\u5356\u201d\u7684\u5957\u8def\u3002\u4f46\u8fd9\u79cd\u9ad8\u9891\u7387\u7684\u6a21\u578b\u547d\u540d\u8fed\u4ee3\uff0c\u5df2\u7ecf\u8ba9\u7528\u6237\u75b2\u60eb\u2014\u2014GPT-4\u3001GPT-4 Turbo\u3001GPT-4o\u3001GPT-5.3\u30015.5…\u6bcf\u4e00\u6b21\u66f4\u65b0\u90fd\u627f\u8bfa\u201c\u66f4\u667a\u80fd\u201d\uff0c\u4f46\u7528\u6237\u771f\u6b63\u9700\u8981\u7684\uff0c\u662f\u660e\u786e\u77e5\u9053\u6a21\u578b\u8fb9\u754c\u3001\u4e86\u89e3\u4f55\u65f6\u53ef\u4fe1\u3001\u4f55\u65f6\u5e94\u4eba\u5de5\u4ecb\u5165\uff0c\u800c\u975e\u65e0\u4f11\u6b62\u5730\u5237\u65b0\u7248\u672c\u53f7\u3002\u603b\u4e4b\uff0cGPT-5.5 Instant\u662f\u4e00\u6b21\u5fc5\u8981\u4f46\u4e0d\u60ca\u8273\u7684\u8865\u5f3a\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u201c\u66f4\u806a\u660e\u201d\uff0c\u800c\u5728\u201c\u8ba9\u806a\u660e\u66f4\u53ef\u4fe1\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">GPT\u20115.5 Instant<\/span>\n <\/div>\n<div class=\"comment-content\">GPT-5.5 Instant replaces GPT-5.3 as ChatGPT’s default model with smarter, more concise answers, improved personalization from past chats and connected Gmail, and memory source controls. For ChatGPT users on all plans.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>GPT-5.5 Instant <\/strong>is now ChatGPT\u2019s default model, replacing GPT-5.3 Instant globally. <\/p>\n<\/p>\n<p><strong>It brings two major upgrades.<\/strong><\/p>\n<ul>\n<li>\n<p>First, accuracy: hallucinated claims on sensitive medical, legal, and financial prompts dropped by 52.5% versus the previous default.<\/p>\n<\/li>\n<li>\n<p>Second, a new transparency feature called memory sources. When ChatGPT personalizes responses using past chats, saved memories, files, or connected Gmail, it now shows exactly what context it referenced. Users can review, edit, or delete those sources.<\/p>\n<\/li>\n<\/ul>\n<p>Most AI personalization works like a black box. Memory sources changes that by adding a citation-like layer for personal context across all ChatGPT models, not just GPT-5.5 Instant.<\/p>\n<p><strong>Key features<\/strong>:<\/p>\n<ul>\n<li>\n<p>52.5% fewer hallucinated claims on high-stakes prompts<\/p>\n<\/li>\n<li>\n<p>Memory sources with visible, editable context references<\/p>\n<\/li>\n<li>\n<p>Personalization from chats, files, and Gmail<\/p>\n<\/li>\n<li>\n<p>More concise responses by default<\/p>\n<\/li>\n<li>\n<p>Better visual reasoning, STEM, math, and web search decisions<\/p>\n<\/li>\n<li>\n<p>Available in API as chat-latest<\/p>\n<\/li>\n<\/ul>\n<p><strong>Why it matters:<\/strong><\/p>\n<ul>\n<li>\n<p>More reliable answers where accuracy matters most<\/p>\n<\/li>\n<li>\n<p>Greater transparency and control over personalization<\/p>\n<\/li>\n<li>\n<p>Less response bloat in everyday use<\/p>\n<\/li>\n<\/ul>\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>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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> how does it handle edge cases like conflicting info across Gmail\/files and chats, and does it prioritize user-edited sources?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 find it a bit weird that there’s every other day a openai launch about some new feature.<\/p>\n<p>Can just follow OpenAI on their social media pages for this, don’t understand how product hunt is the right channel for this. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Memory sources is the underrated feature here. Every personalized AI system has the problem of “why did it say that” \u2014 and the answer is usually buried in something the user can’t inspect. Making personal context visible and editable is a harder UX problem than it looks. Curious how they handle conflicts when memories from different time periods contradict 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<div class=\"comment-item\">\n<div class=\"comment-content\">Making the smarter model the default is a bold move, most companies charge more for better. curious, if \u201cmore personal\u201d means actual memory or just better context handling a session.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>5.5 somehow feels like an actual improvement. It might be just me but I do feel like it’s actually capable of more now. <\/p>\n<p>One weird thing though, it seems like temporary chats now start mixing up with the main projects\/chats and referencing them more. It’s either just starting to do that, or it was way less obvious about it before.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/2YSQH4VYVZVYWJ\" class=\"app-title\">MESA<\/a><\/p>\n<div class=\"one-liner\">Describe your Shopify workflow. MESA builds it.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">179<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MESA\u5c06Shopify\u5546\u5bb6\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u7684\u201c\u8ba2\u5355\u8d85500\u7f8e\u5143\u65f6\u901a\u77e5Slack\u5e76\u6807\u8bb0VIP\u5ba2\u6237\u201d\u7b49\u9700\u6c42\uff0c\u81ea\u52a8\u8f6c\u5316\u4e3a\u8de8\u5de5\u5177\uff08\u5982Recharge\u3001Google Sheets\u3001ShipStation\u7b49100+\u5e94\u7528\uff09\u7684\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u5546\u5bb6\u88ab\u91cd\u590d\u6027\u8fd0\u8425\u4e8b\u52a1\u6df9\u6ca1\u3001\u53c8\u538c\u5026\u9ad8\u95e8\u69dbDIY\u5de5\u5177\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\/23dc20e8-a37a-42b2-902d-82b2460f5eae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e5cedf5e-b372-4e7b-bd85-66d12c724a47.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6fe398dc-90b9-4a6c-9e99-f1a9c3e38990.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\/4c4282fe-2d60-474e-9667-fa35971238c9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/nuVxcc4hO50\"><source src=\"https:\/\/youtu.be\/nuVxcc4hO50\" 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\">Shopify\u7535\u5546\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u8f6c\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u7535\u5546\u8fd0\u8425\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u5e93\u5b58\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u652f\u6301\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u5ba1\u6279\u8282\u70b9<\/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\u201c\u81ea\u7136\u8bed\u8a00\u5efa\u81ea\u52a8\u5316\u201d\u7684\u4ef7\u503c\uff0c\u6838\u5fc3\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1aAI\u751f\u6210\u5de5\u4f5c\u6d41\u7684\u540e\u7eed\u7f16\u8f91\u80fd\u529b\uff08\u80fd\u5426\u624b\u52a8\u5fae\u8c03\u800c\u975e\u53cd\u590d\u63d0\u793a\uff09\u3001\u8de8\u5e73\u53f0\u5b9e\u65f6\u5e93\u5b58\u540c\u6b65\uff08\u5c24\u5176Etsy\u4e0eShopify\uff09\u3001\u8c03\u8bd5\u4e0e\u6545\u969c\u6062\u590d\u4f53\u9a8c\uff08\u5982\u5927\u4fc3\u65f6\u7b2c\u4e09\u65b9API\u5931\u8d25\uff09\u3001\u4ee5\u53ca\u201c\u7528\u6237\u5fc3\u667a\u6a21\u578b\u5927\u4e8e\u5de5\u5177\u201d\u7684\u5e95\u5c42\u6311\u6218\u3002\u5efa\u8bae\u8865\u5145\u6267\u884c\u65e5\u5fd7\u3001AI\u8c03\u8bd5\u6458\u8981\u7b49\u53ef\u89c2\u6d4b\u6027\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 MESA\u7cbe\u51c6\u5207\u4e2d\u4e86Shopify\u751f\u6001\u4e2d\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u201c\u4e2d\u95f4\u5730\u5e26\u201d\uff1a\u65e2\u4e0d\u662f\u627e\u5f00\u53d1\u8005\u4fee\u6bcf\u4e00\u6761\u7ba1\u9053\u7684\u6602\u8d35\u65b9\u6848\uff0c\u4e5f\u4e0d\u662f\u903c\u5546\u5bb6\u81ea\u5df1\u5b66API\u3001\u89e6\u53d1\u5668\u3001\u53d8\u91cf\u6620\u5c04\u7684DIY\u9177\u5211\u3002\u5b83\u7528\u201c\u63cf\u8ff0\u5373\u6784\u5efa\u201d\u7684\u4ea4\u4e92\u8bbe\u8ba1\uff0c\u628a\u81ea\u52a8\u5316\u4ece\u6280\u672f\u95ee\u9898\u964d\u7ef4\u6210\u8bed\u8a00\u8868\u8fbe\u95ee\u9898\uff0c\u8fd9\u662f\u4ea7\u54c1\u6700\u6027\u611f\u4e5f\u6700\u5371\u9669\u7684\u5730\u65b9\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u6027\u611f\u5728\u54ea\uff1f** \u81ea\u7136\u8bed\u8a00\u754c\u9762\uff08LLM\uff09\u627f\u63a5\u4e86\u5546\u5bb6\u5bf9\u4e1a\u52a1\u903b\u8f91\u7684\u76f4\u89c9\u8ba4\u77e5\uff0c\u800c\u5e95\u5c42\u8fde\u63a5\u7684\u5e7f\u5ea6\uff08Recharge\u3001ShipStation\u3001Klaviyo\u7b49100+\u5e94\u7528\uff09\u548c\u5b9e\u65f6\u6027\uff08\u9488\u5bf9Etsy\/Shopify\u5e93\u5b58\u540c\u6b65\u7684\u9650\u6d41\u5904\u7406\uff09\u786e\u5b9e\u5728\u89e3\u51b3\u201c\u6211\u660e\u660e\u77e5\u9053\u8be5\u600e\u4e48\u505a\uff0c\u4f46\u5c31\u662f\u62fc\u4e0d\u8d77\u6765\u201d\u7684\u79ef\u6028\u3002\u4eba\u5de5\u5ba1\u6279\u8282\u70b9\u66f4\u662f\u806a\u660e\u5730\u6821\u51c6\u4e86AI\u7684\u4fe1\u4efb\u8d64\u5b57\uff0c\u8ba9\u5168\u81ea\u52a8\u53d8\u6210\u201c\u6709\u4fdd\u9669\u7684\u81ea\u52a8\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u5371\u9669\u5728\u54ea\uff1f** \u7528\u6237\u75db\u70b9\u4ece\u6765\u4e0d\u662f\u201c\u5199\u4e0d\u51fa\u81ea\u52a8\u5316\u201d\uff0c\u800c\u662f\u201c\u5199\u4e0d\u51fa\u5bf9\u7684\u81ea\u52a8\u5316\u201d\u3002\u8bc4\u8bba\u4e2d\u90a3\u4f4d\u91d1\u878d\u5efa\u6a21\u6559\u7ec3\u63d0\u5230\u7684\u201c\u5fc3\u667a\u6a21\u578b\u58c1\u5792\u201d\u624d\u662f\u771f\u6b63\u7684\u786c\u6838\uff1a\u5f53LLM\u6839\u636e\u6a21\u7cca\u63cf\u8ff0\u751f\u6210\u4e86\u4e00\u4e2a\u201c80%\u5bf9\u7684\u201d\u5de5\u4f5c\u6d41\u65f6\uff0c\u5546\u5bb6\u53ef\u80fd\u9700\u8981\u53cd\u590d\u8c03\u6821\u5341\u51e0\u4e2a\u6761\u4ef6\u5206\u652f\u548c\u8fb9\u7f18\u6848\u4f8b\u3002\u5982\u679c\u540e\u7eed\u7f16\u8f91\u4f53\u9a8c\u53ea\u662f\u201c\u518d\u7ed9AI\u5957\u4e2a\u63d0\u793a\u8bcd\u201d\u7684\u5faa\u73af\uff0c\u90a3MESA\u5c31\u53ea\u662f\u628a\u5e95\u5c42API\u7684\u590d\u6742\u6027\u5305\u88c5\u6210\u4e86\u9ad8\u7aef\u6253\u5366\u2014\u2014\u770b\u4f3c\u4e00\u79d2\u51fa\u7b54\u6848\uff0c\u5b9e\u5219\u4e0d\u65ad\u52a0\u9ab0\u5b50\u76f4\u5230\u63b7\u51fa\u6b63\u786e\u7ed3\u679c\u3002\u8fd8\u6709\u90a3\u4e2a\u201c\u6df1\u591c\u5927\u4fc3\u65f6\u81ea\u52a8\u5316\u5d29\u4e86\u201d\u7684\u7075\u9b42\u62f7\u95ee\uff0c\u4ea7\u54c1\u56de\u590d\u5806\u6ee1\u672f\u8bed\uff08\u5206\u5e03\u5f0f\u961f\u5217\u3001\u6c34\u5e73\u6269\u5c55\u3001Activity\u65e5\u5fd7\u3001AI\u5efa\u8bae\uff09\u4f46\u56de\u907f\u4e86\u6838\u5fc3\uff1a**\u6545\u969c\u6eaf\u6e90\u7684\u672c\u8d28\u662f\u8ba9\u7528\u6237\u5feb\u901f\u7406\u89e3\u201c\u4e3a\u4ec0\u4e483A\u5ba2\u6237\u7684\u5e93\u5b58\u6807\u9519\u4e86\u201d\uff0c\u800c\u975e\u5c55\u793a\u4e00\u5806\u65e5\u5fd7\u3002** \u5982\u679c\u6392\u67e5\u94fe\u8def\u9700\u8981\u5546\u5bb6\u5728\u4e09\u4e2a\u9875\u9762\uff08Activity\u3001Debugging\u3001\u5931\u8d25\u63d0\u793a\uff09\u4e4b\u95f4\u8df3\u8f6c\uff0c\u800cAI\u5efa\u8bae\u53ea\u80fd\u89e3\u91ca\u201cAPI\u8d85\u65f6\u201d\u5374\u8bf4\u4e0d\u6e05\u201c\u56e0\u4e3aEtsy\u9650\u6d41\u89c4\u5219\u4e2d\u67d0\u4e2a\u5b57\u6bb5\u683c\u5f0f\u53d8\u4e86\u201d\uff0c\u90a3\u5b83\u4ecd\u7136\u662f\u6280\u672f\u4eba\u601d\u7ef4\u7684\u4ea7\u54c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u5224\u65ad\uff1aMESA\u5df2\u89e3\u51b3\u4e86\u201c\u6613\u4e0a\u624b\u201d\u7684\u7b2c\u4e00\u516c\u91cc\uff0c\u4f46\u4ef7\u503c\u6df1\u4e95\u5728\u4e8e\u201c\u53ef\u9760\u6536\u5c3e\u201d\u7684\u6700\u540e\u4e00\u516c\u91cc\u2014\u2014\u5de5\u4f5c\u6d41\u7684\u53ef\u7f16\u8f91\u7c92\u5ea6\u3001\u6545\u969c\u7684\u56e0\u679c\u8bca\u65ad\u3001\u4ee5\u53ca\u9ad8\u9636\u7528\u6237\u7684\u5fc3\u7406\u6a21\u578b\u79ef\u7d2f\uff08\u6a21\u677f\u5e93\u53ea\u662f\u5f00\u59cb\uff09\u3002\u5982\u679c\u80fd\u5728\u6b64\u5904\u6784\u5efa\u771f\u6b63\u7684\u95ed\u73af\uff0c\u5b83\u5c31\u4e0d\u53ea\u662fShopify Flow\u7684\u66ff\u4ee3\u54c1\uff0c\u800c\u662f\u7535\u5546\u8fd0\u8425\u7684\u795e\u7ecf\u7cfb\u7edf\u3002\u5426\u5219\uff0c\u5b83\u5927\u6982\u7387\u4f1a\u6210\u4e3a\u5546\u5bb6\u81ea\u52a8\u5316\u89c4\u5212\u8868\u4e0a\u53c8\u4e00\u4e2a\u201c\u6211\u4eec\u8bd5\u7528\u8fc7\u4f46\u540e\u6765\u8fd8\u662f\u96c7\u4e86\u5f00\u53d1\u201d\u7684\u6602\u8d35\u6545\u4e8b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">MESA<\/span>\n <\/div>\n<div class=\"comment-content\">For Shopify merchants buried in repetitive store operations, MESA turns plain-English requests into automations that work across their existing tools. Unlike more DIY automation platforms, MESA is built for teams that want outcomes, not workflow complexity. Describe what you need, and MESA helps automate the busywork behind orders, inventory, fulfillment, and customer support.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What’s up Product Hunt \ud83d\udc4b I’m Aaron, one of the founders at MESA<\/p>\n<p>Quick question:<\/p>\n<p><strong>What’s one thing your Shopify store <em>should<\/em> be doing automatically… but isn’t?<\/strong><\/p>\n<p>For most merchants I’ve talked to, the list is long:<\/p>\n<ul>\n<li>\n<p>Notify the warehouse differently for priority \/ VIP \/ wholesale orders<\/p>\n<\/li>\n<li>\n<p>Push orders, customers, and products to Google Sheets (and not break)<\/p>\n<\/li>\n<li>\n<p>Trigger a personalized follow-up when someone buys a specific product<\/p>\n<\/li>\n<li>\n<p>Fix messy data (tags, collections, metafields) automatically<\/p>\n<\/li>\n<li>\n<p>Cancel orders going to PO boxes<\/p>\n<\/li>\n<li>\n<p>Keep inventory in sync across systems without overselling<\/p>\n<\/li>\n<\/ul>\n<p>The ideas aren’t the problem.<br \/><strong>Building them is.<\/strong><\/p>\n<p>So folks end up choosing between two not-great options:<br \/>\u274c Hire a developer (slow, expensive, now every change is a ticket)<br \/>\u274c Wrestle with a generic automation tool (powerful if you enjoy building software instead of running a store)<\/p>\n<p><strong>We built MESA because this shouldn’t be hard.<\/strong><\/p>\n<p>You just describe what your store needs:<\/p>\n<blockquote>\n<p>“When orders over $500 come in, notify my team on Slack, tag the customer VIP, and add them to a Klaviyo flow.”<\/p>\n<\/blockquote>\n<p>MESA figures out the logic, connects your apps, and builds it for you.<\/p>\n<p>No digging through developer docs. No difficult data mapping. No “why isn’t my trigger firing?”<\/p>\n<p><strong>A few things I’m especially excited about:<\/strong><\/p>\n<ul>\n<li>\n<p>Just describe what you need and get a working automation in minutes<\/p>\n<\/li>\n<li>\n<p>Works across your stack (Recharge, Etsy, Google, ShipStation, Odoo, 100+ more)<\/p>\n<\/li>\n<li>\n<p>Add human approval when you <em>don’t<\/em> want full autopilot<\/p>\n<\/li>\n<\/ul>\n<p>If you run a Shopify store and have a backlog of “we should figure this out someday…” this is for you.<\/p>\n<p>\ud83d\udd17 <a href=\"https:\/\/www.getmesa.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.getmesa.com<\/a> <br \/>(use code <strong>PHBASIC3<\/strong> for 3 months free)<\/p>\n<p>We’ll be hanging out here all day!<\/p>\n<p><strong>Curious: what’s one thing you’ve wanted to automate but felt too annoying to set up?<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>26<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aaroneous\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaroneous<\/a> this is a great product and a great substitute. It’s easy to navigate <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@aaroneous\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaroneous<\/a> I will recommend this for anyone finds it hard to understand a software <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@aaroneous\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaroneous<\/a> Congrats on the launch, Aaron \ud83d\udc4f<\/p>\n<p>As someone who works across AI automation and full-stack systems, I really like the direction here. The biggest pain point for Shopify merchants is not lack of automation ideas \u2014 it is the gap between \u201cI know exactly what should happen\u201d and \u201cI can actually build, test, and maintain the workflow safely.\u201d<\/p>\n<p>MESA feels strong because it is clearly Shopify-native rather than a generic automation layer. Order tagging, VIP handling, inventory sync, fulfillment routing, Google Sheets exports, Klaviyo flows, and approval steps are exactly the kinds of workflows that usually become messy when teams try to stitch everything together manually.<\/p>\n<p>The AI workflow-building angle is especially valuable. For merchants, plain-English automation is a much better interface than triggers, mappings, API docs, and debugging failed runs. I also like that you included human approval, because ecommerce automation often needs a balance between speed and control \u2014 especially around fulfillment, refunds, fraud checks, and high-value orders.<\/p>\n<p>One suggestion: I would love to see very strong visibility around workflow execution \u2014 logs, failed-step explanations, retry history, data payload previews, and maybe AI-generated debugging summaries. For serious merchants, trust and observability are just as important as workflow creation.<\/p>\n<p>Overall, this is a very practical product. It solves a real operational bottleneck for Shopify teams, and the positioning is clear: less developer dependency, less generic-tool complexity, more ecommerce-specific automation.<\/p>\n<p>Great work \u2014 happy to share technical feedback as an AI and full stack engineer if it would be useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The human approval step is a smart touch. Do you think merchants will lean more toward full autopilot or prefer keeping that manual checkpoint? Congratulations!<\/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\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> Thank you! We found Approvals is a tool that helps merchants build trust with AI tools. For most, the end goal is autopilot, but inserting a human to review is great at revealing edge cases and data anomalies. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> Human approvals are also a really effective way to bridge the best of both human and computer intelligence.<\/p>\n<\/p>\n<p>We use this internally in one of our workflows that matches customers with integration partners. The intake, data management, and introductions are all automated, but the actual matchmaking step is handled by someone on <\/p>\n<p>our team who deeply knows our partners, their strengths, and what kinds of projects they’re best suited for.<\/p>\n<\/p>\n<p>The automation handles coordination and scale while humans are responsible for the judgment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">That\u2019s true @odeth_negapatan1 some of them might continue with the manual work but in a long run they\u2019ll notice that the tradeoff isn\u2019t worth it.<br \/>\nIt\u2019s like adapting AI in your workflows or choosing to continue in manual mode \ud83e\udd79<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>‘Sup Product Hunters! \ud83d\udc4b<\/p>\n<p>I\u2019m Shannon, Launch Manager at MESA. I\u2019ve had the chance to help a lot of merchants get started with automation, and one of my favorite things to share lately is how to use our AI assistant, Yedric, to create reports and insights that are delivered to your email daily, weekly, or whatever your jam is.<\/p>\n<p>And once you’re in, we’re right there with you. From a 30-minute screenshare session with me, to chat and email support (and our glorious yeti), we\u2019ll help you get automating quickly. <\/p>\n<\/p>\n<p>Got questions about getting started? Feel free to drop them here! <\/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>does the inventory sync work in real-time across etsy and shopify? we\u2019ve been having a lot of overselling issues lately during sales and our current setup just can’t keep up with the api limits. <a href=\"https:\/\/www.producthunt.com\/@aaroneous\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aaroneous\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaroneous<\/a> <\/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>Hey <a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> <\/p>\n<p>If you are trying to sync inventory from Shopify to Etsy and are running into issues, this can be handled in real-time. You can create a workflow triggered by Shopify inventory updates, and set up a way to identify and map the SKUs between Shopify and Etsy to keep everything aligned. From there, inventory updates from Shopify can automatically sync to Etsy. <\/p>\n<p>Our Etsy app has commercial access, so we use Etsy’s commercial access rate limits. If rate limits ever become an issue, we also have workarounds available to help avoid interruptions. <\/p>\n<p>We should be able to support this setup, but we would need a bit more information about your stores and how you want the sync to behave. If you contact our support team, we can help gather the requirements and assist you with setting up the inventory sync workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<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> Yep, inventory sync can be real-time across Shopify and Etsy, specifically to help prevent overselling during high-volume moments like launches and sales. We don’t have to rely on slow scheduled polling, so inventory updates can be pushed immediately as orders happen, and we built the sync layer to handle API rate limits, batching, etc, so it’s much more graceful than most DIY setups.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using MESA’s integrations with Help Scout and Asana to track and identify trends based on Help Scout tags, which saves a ton of time compared to Help Scout’s native tracking and tag filtering. It’s a lot easier to update documentation knowing I have all of the relevant conversations streamlined to my Asana projects \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@j_s_pad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@j_s_pad<\/a> Being able to fill the gaps in your everyday tools really helps you work at a different pace. Appreciate the support \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@itsdarrylnorris\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"itsdarrylnorris\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsdarrylnorris<\/a>! <\/p>\n<p>Quick question on the AI builder. When it generates a workflow from a plain-English description, what does editing look like after that? Like if it gets 80% right but the conditions or logic need tweaking, are you back to re-prompting and hoping it lands, or do you get a visual editor where you can go in and adjust individual steps, conditions, filters etc? That’s usually where AI-generated anything feels super limiting! The first pass is impressive but then you need fine control and you’re stuck talking to the AI in circles. <\/p>\n<p>Also curious how you think about the line between MESA and Shopify Flow, which keeps getting better and is free out of the box.<\/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>Hey <a href=\"https:\/\/www.producthunt.com\/@devanandb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@devanandb<\/a> ,<\/p>\n<p>If you ever need to make changes to your workflow, you can either chat with our AI assistant, Yedric, and ask it to update the workflow for you, or you can use our workflow builder to make the changes manually.<\/p>\n<p>Shopify Flow is great for certain types of tasks, but we\u2019ve found it can become limiting depending on the complexity of the workflow. Many of our users migrate from Shopify Flow because it cannot fully solve their use case, or because they need integrations and functionality that Shopify Flow does not support.<\/p>\n<p>In some cases, users continue using Shopify Flow for part of their automation and send data into MESA for the more advanced portions of the workflow. We also have an integration with Shopify Flow that allows workflows to send and receive messages between Shopify Flow and MESA.<\/p>\n<p>If you want to see a more detailed comparison between the two platforms, you can check it out here:<a href=\"https:\/\/www.getmesa.com\/vs\/shopify-flow?utm_source=producthunt.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> MESA vs Shopify Flow<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Solo founder here \u2014 I keep hitting walls where I need ‘real’ workflow tooling and end up hacking it together. Does this handle non-Shopify webhooks too, or strictly within their ecosystem? Curious if I could use it for our food data pipelines.<\/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\/@ethansharg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethansharg<\/a> Yep! Definitely not limited to Shopify. <\/p>\n<\/p>\n<p>MESA’s roots are in the Shopify ecosystem, but it works with arbitrary webhooks, APIs, FTP, and external systems too. A lot of our users connect it to things completely outside of commerce: internal tools, spreadsheets, AI services, ERPs, CRMs, databases, custom apps, etc.<\/p>\n<\/p>\n<p>Also, as a fellow “I’ll just hack this together tonight” kind of person… a surprising amount of MESA stems from that exact feeling \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@ethansharg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethansharg<\/a> <\/p>\n<p>Definitely not Shopify-only. A couple of options for your food data pipelines: <\/p>\n<ul>\n<li>\n<p><strong>Generic Webhook trigger<\/strong>: You can start a workflow from any app or third-party service by sending a POST request to a unique URL. <\/p>\n<\/li>\n<li>\n<p><strong>Webhook-ready integrations<\/strong>: We support webhooks across a wide range of apps, including Stripe, HubSpot, Klaviyo, Slack, Airtable, ReCharge, Gorgias, Zendesk, and more.<\/p>\n<\/li>\n<li>\n<p><strong>Outbound webhooks via the API app<\/strong>: You can send webhooks from MESA to any external endpoint as part of a workflow.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a CS manager, it’s really easy to let the most dramatic support ticket of the week convince you it’s the most important one. I’ve been guilty of it. I use MESA to automatically deliver weekly trend reports to my inbox every Friday. I now get the data that tells me what’s actually happening, not just what gave the team an adrenaline spike on Tuesday, and I don’t have to read each ticket manually to be sure my gut is right. This gets us better documentation, smarter product feedback, and week-over-week visibility into what’s still a problem and what we actually fixed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@annette_powell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@annette_powell<\/a> oh wow! That sounds like a total shift in how you would otherwise have to get those unbiased insights. Would be interesting to measure that in “time saved” or “velocity increase” somehow. <\/p>\n<p>Thanks so much for supporting us!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using MESA to kick off AI-drafted blog outlines and video scripts the moment a task changes status in Asana, so I don’t have to context-switch into a doc and stare at a blank page mid-sprint. Pretty much cured my ‘okay where do I even start’ spiral.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ash_maynor\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ash_maynor<\/a> Triggering AI tools from your existing tools can unlock a lot. Thanks for sharing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Darryl, one of the developers working on MESA.<\/p>\n<p>A lot of my work has been focused on the technical side of automation: building integrations, handling edge cases, and making workflows reliable enough that merchants can actually trust them in production. One thing I\u2019ve realized working on MESA is that most automation problems are not actually \u201chard\u201d problems. They\u2019re usually a bunch of annoying small problems stacked together:<\/p>\n<ul>\n<li>\n<p>APIs with weird limitations<\/p>\n<\/li>\n<li>\n<p>Data formatting issues<\/p>\n<\/li>\n<li>\n<p>Inventory syncing across platforms<\/p>\n<\/li>\n<li>\n<p>Webhooks that fail silently<\/p>\n<\/li>\n<li>\n<p>Systems that were never designed to talk to each other<\/p>\n<\/li>\n<\/ul>\n<p>That\u2019s the stuff we spend a lot of time solving behind the scenes, so merchants do not have to.<\/p>\n<p>One thing I\u2019m especially excited about is Yedric, our AI workflow assistant. Instead of spending hours wiring together triggers, filters, and mappings, you can describe what you want in plain English and get a working workflow surprisingly fast.<\/p>\n<p>As someone who has worked on automation tooling for years, it\u2019s honestly pretty cool seeing non-technical users build workflows that previously would have required developer help.<\/p>\n<p>If anyone has technical questions about integrations, APIs, Shopify automation, inventory syncing, AI workflows, or weird edge cases, feel free to ask. \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=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Describe your workflow, MESA builds it” hits the same wall I see in financial-modeling teaching \u2014 the bottleneck isn’t “how do I write the formula” (every tool can do that now), it’s “what is the actual workflow you should be describing?” That mental model takes years to build. I see this constantly with analysts going through my Excel for Financial Modelling course on Udemy (<a href=\"https:\/\/www.udemy.com\/course\/excel-for-financial-modelling\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.udemy.com\/course\/excel-for-financial-modelling\/<\/a>) \u2014 formulas land in week one, but workflow choices (where inputs live, when to switch from a flat schedule to a sensitivity, how to layer debt) take 6+ months of real reps. Curious whether MESA exposes the workflow library \/ patterns explicitly to merchants, or whether the LLM just infers from the prompt each time? The library is where real value compounds.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> This is a good one! I definitely see merchants entering more sophisticated prompts as they continue to use our AI Assistant, Yedric. <\/p>\n<\/p>\n<p>MESA has a growing library of pre-built templates that the AI assistant can pull in when a merchant\u2019s goal aligns with their use case. Yedric is designed to guide that process by asking a few clarifying questions and helping shape the workflow based on what the merchant is trying to accomplish. <\/p>\n<\/p>\n<p>What we typically see is merchants start with a generated or templated workflow, then refine and reuse those builds over time as they get more familiar with what works for their business. From there, everything is customizable. Templates can be adjusted, extended, or rebuilt with AI as needed. <\/p>\n<\/p>\n<p>All of the pre-built templates are viewable here: <a href=\"https:\/\/www.getmesa.com\/templates\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.getmesa.com\/templates<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “plain English” input is the easy part. What does the debugging UX look like when the automation breaks at 2am during a flash sale?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>We built MESA to handle high-volume automation at scale. Everything runs through distributed queues and scales horizontally, so flash-sale traffic itself is usually not the issue. The more common problem at 2am is a third-party service failing, timing out, or rate-limiting.<\/p>\n<p>When that happens, the debugging experience is designed to help you quickly identify, fix, and recover.<\/p>\n<p>First, MESA can proactively notify your team when workflows fail, including email alerts, so your team is aware of issues as quickly as possible instead of discovering them hours later.<\/p>\n<p>The Activity page lets you filter failed tasks in real time so you can immediately see what broke, which workflow failed, and the exact step that caused the issue. From there, you can drill into detailed execution logs using our Debugging page, which provides step-by-step logs and payload data for each workflow run.<\/p>\n<p>We also proactively use AI to analyze failures and suggest possible fixes directly inside the error view. In many cases, you will see recommended troubleshooting steps without needing to investigate everything manually.<\/p>\n<p>If you need deeper help, you can use our AI assistant, Yedric, to investigate the workflow, explain the error, and even help you update the automation logic. Once changes are made, you can run workflow tests to verify the fix before putting it back into production.<\/p>\n<p>For merchants that expect intermittent third-party outages, MESA also supports building fallback and error-handling logic directly into workflows. For example, you can retry tasks, route around failures, notify teams, or temporarily queue work elsewhere when an integration is unavailable.<\/p>\n<p>Finally, if a downstream system was unavailable for a period of time, you can use our Time Travel feature to replay historical events and recover missed automations after the issue is resolved.<\/p>\n<p>So in practice, the workflow is:<\/p>\n<ul>\n<li>\n<p>Receive proactive failure notifications by email<\/p>\n<\/li>\n<li>\n<p>Detect issues through Activity + Debugging logs<\/p>\n<\/li>\n<li>\n<p>Use AI suggestions and Yedric to diagnose and fix problems<\/p>\n<\/li>\n<li>\n<p>Test the updated workflow<\/p>\n<\/li>\n<li>\n<p>Replay missed events with Time Travel if needed<\/p>\n<\/li>\n<\/ul>\n<p>The goal is not just helping you find the error, but helping you recover quickly without losing any integration or operational visibility during high-pressure moments like a flash sale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ebazan33\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ebazan33<\/a> Great question! Let\u2019s dive into what happens when an automation, or a step in a workflow, starts to fail.<\/p>\n<p>In MESA, when something that was previously working fails, it\u2019s usually due to an upstream change or unexpected data. The goal is to keep that fully transparent through step-by-step activity logs, clear error messages, and full execution history so you can quickly see what happened and where. Our AI assistant can also be used to help interpret errors and suggest next steps for resolution.<\/p>\n<p>From the activity view, you also have the option to replay tasks once the underlying issue is fixed, so recovery is straightforward without needing to rebuild anything.<\/p>\n<p>More detail (including screenshots of the activity list and logs): <a href=\"https:\/\/docs.getmesa.com\/frequently-asked-questions\/how-do-i-handle-a-failed-task\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.getmesa.com\/frequently-asked-questions\/how-do-i-handle-a-failed-task<\/a><\/p>\n<\/p>\n<p>Also, quick pro-tip: leave email notifications on for automation errors so you\u2019re always in the know when something needs attention.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3P44MZDFMVVGU3\" class=\"app-title\">ExploreYC <\/a><\/p>\n<div class=\"one-liner\">Your data layer for Y Combinator’s startup ecosystem<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">143<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ExploreYC\u5c06YC\u65d7\u4e0b5773+\u5bb6\u521d\u521b\u516c\u53f8\u7684\u5206\u6563\u4fe1\u606f\u6574\u5408\u4e3a\u7ed3\u6784\u5316\u6570\u636e\u5c42\uff0c\u901a\u8fc7\u667a\u80fd\u641c\u7d22\u3001AI\u6d1e\u5bdf\u3001\u5730\u56fe\u53ef\u89c6\u5316\u7b49\u529f\u80fd\uff0c\u4e00\u7ad9\u5f0f\u89e3\u51b3\u521b\u4e1a\u8005\u8c03\u7814\u7ade\u4e89\u5bf9\u624b\u3001\u9a8c\u8bc1\u521b\u610f\u3001\u53d1\u73b0\u62db\u8058\u4e0e\u878d\u8d44\u8d8b\u52bf\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\/db2f087d-e363-482b-9286-7c03cf929621.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/13be519c-f707-4b2d-bc29-f09a34fdf0a3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e77b99eb-aec7-4c7a-a5eb-35353e01e3b3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0143b2ea-a4ba-4435-ab3a-66d8fd3cca84.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/31a1d9ad-752b-4743-baba-ebc5057b1799.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/499df8bf-b1a5-4bf1-8178-abfb04646b6b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9402161e-228f-41dc-82d8-f80fcd3605c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6edbab56-4212-4a89-9a8b-71a1cbd6cfcf.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">YC\u521b\u4e1a\u516c\u53f8\u6570\u636e\u5e93<\/span><br \/>\n <span class=\"tag\">AI\u521b\u4e1a\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u751f\u6001\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u9a8c\u8bc1\u5668<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u770b\u677f<\/span><br \/>\n <span class=\"tag\">\u8d44\u91d1\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5730\u56fe\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u6279\u5904\u7406\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u7814\u7a76\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\u80af\u5b9a\u7ed3\u6784\u5316\u6570\u636e\u5c42\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u201c\u6570\u636e\u67b6\u6784\u6bd4\u6570\u91cf\u66f4\u5173\u952e\u201d\uff1b\u63d0\u95ee\u662f\u5426\u652f\u6301Techstars\u7b49\u5176\u4ed6\u52a0\u901f\u5668\uff1b\u5e0c\u671b\u5b8c\u5584\u201c\u5305\u88c5\u201d\u5386\u53f2\u56de\u6eaf\uff08\u59822005\u5e74\uff09\uff1b\u5f00\u53d1\u8005\u7684\u201c\u521b\u610f\u9a8c\u8bc1\u5668\u201d\u83b7\u8d5e\uff0c\u8ba4\u4e3a\u6bd4\u6cdb\u6cdbAI\u5efa\u8bae\u66f4\u5b9e\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 ExploreYC\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u505a\u51cf\u6cd5\u2014\u2014\u628aYC\u8fd9\u4e2a\u786e\u5b9a\u6027\u9ad8\u8d28\u91cf\u6837\u672c\u4f5c\u4e3a\u6570\u636e\u951a\u70b9\uff0c\u800c\u4e0d\u662f\u8bd5\u56fe\u8986\u76d6\u5168\u5b87\u5b99\u3002\u5f53\u521b\u59cb\u4eba\u9700\u8981\u201c\u5728YC\u5185\u90e8\u627e\u5bf9\u6807\u201d\u65f6\uff0c\u8fd9\u4e2a\u5de5\u5177\u76f4\u63a5\u66ff\u4ee3\u4e86\u8df3\u8f6cCrunchbase\u3001LinkedIn\u3001YC Directory\u7684\u201c\u6d4f\u89c8\u5668\u51cc\u8fdf\u201d\u3002\u5b83\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u662f5773\u5bb6\u516c\u53f8\u7684\u6570\u91cf\uff0c\u800c\u662f\u5bf920\u5e74\u5386\u53f2\u6570\u636e\u7684schema\u5316\u6e05\u6d17\u548c\u8bed\u4e49\u8fde\u63a5\uff0c\u5c31\u50cf\u8bc4\u8bba\u6240\u8a00\u201c\u552f\u5f62\u80dc\u91cf\u201d\u3002AI\u516c\u53f8\u60c5\u62a5\u548c\u521b\u610f\u9a8c\u8bc1\u5668\u5e76\u975e\u5806\u780c\u529f\u80fd\uff0c\u800c\u662f\u964d\u4f4e\u4e86\u201c\u5386\u53f2\u6570\u636e\u53cd\u54fa\u51b3\u7b56\u201d\u7684\u8ba4\u77e5\u6210\u672c\u2014\u2014\u4f60\u4e0d\u518d\u9700\u8981\u5148\u770b50\u5bb6AI\u516c\u53f8\u6848\u4f8b\u518d\u603b\u7ed3\u62bd\u8c61\u6a21\u5f0f\uff0cAI\u76f4\u63a5\u544a\u8bc9\u4f60\u7b54\u6848\u548c\u8bc1\u636e\u94fe\u3002\u4f46\u662f\uff0c\u4ea7\u54c1\u98ce\u9669\u5728\u4e8e\u8fc7\u5206\u4f9d\u8d56YC\u751f\u6001\u7684\u5c01\u95ed\u6027\uff1a\u7528\u6237\u4e00\u65e6\u53d1\u73b0YC\u521b\u4e1a\u6a21\u5f0f\u4e0e\u975eYC\u521b\u4e1a\u6709\u7cfb\u7edf\u5dee\u5f02\uff0c\u5de5\u5177\u63d0\u4f9b\u7684\u201c\u9a8c\u8bc1\u201d\u53ef\u80fd\u53cd\u5012\u5f62\u6210\u8bef\u5bfc\u6027\u8fb9\u754c\u3002\u53e6\u5916\uff0c\u5f53\u524d\u65e0API\u8f93\u51fa\u3001\u65e0\u7f1d\u8054\u52a8\u5176\u4ed6\u6570\u636e\u6e90\u7684\u80fd\u529b\u4e0d\u8db3\uff0c\u82e5\u4e0d\u80fd\u5feb\u901f\u8986\u76d6Techstars\u3001a16z\u7b49\u4e3b\u6d41\u751f\u6001\uff0c\u5176\u201c\u4e00\u6b21\u6027\u8c03\u7814\u5de5\u5177\u201d\u7684\u6807\u7b7e\u4f1a\u8fdc\u91cd\u4e8e\u201c\u957f\u671f\u6218\u7565\u51b3\u7b56\u57fa\u5ea7\u201d\u3002\u771f\u6b63\u7684\u589e\u957f\u98de\u8f6e\u5728\u4e8e\u8ba9YC\u521b\u4e1a\u8005\u53cd\u54fa\u6570\u636e\uff08\u5982\u6807\u6ce8\u5931\u8d25\u539f\u56e0\u3001\u63a8\u8350\u6295\u8d44\u8f6e\u6b21\uff09\uff0c\u5426\u5219\u9759\u6001\u6570\u636e\u5c42\u7ec8\u4f1a\u88ab\u722c\u866b\u548c\u516c\u5f00\u805a\u5408\u5668\u7a00\u91ca\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\">ExploreYC <\/span>\n <\/div>\n<div class=\"comment-content\">Explore 5,773+ Y Combinator companies with powerful search, interactive maps, AI-powered company intelligence, hiring insights, funding data, and batch analytics. Find co-founders, validate startup ideas, and discover patterns across 20 years of YC history.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">hey PH,<\/p>\n<p>my name is Konstantin, and I’m excited to launch ExploreYC – a comprehensive intelligence platform for exploring Y Combinator’s entire portfolio of 5,773+ companies.<\/p>\n<p>as a founder researching YC companies, I found myself jumping between YC’s directory, Crunchbase, LinkedIn, and countless browser tabs. I wanted a single platform that could answer questions like:<\/p>\n<p>“Which YC companies in my space are hiring?”<br \/>\n“What patterns do successful AI startups share?”<br \/>\n“How does my startup idea compare to the YC portfolio?”<\/p>\n<p>.. so I built ExploreYC to solve this!<\/p>\n<p>it’s key features are:<br \/>\n– Smart Search & Filters: search across 5,773+ companies by name, industry, batch, location, hiring status, real-time data from YC’s API + enriched with funding data<\/p>\n<p>– Interactive Global Map: Visualize YC companies worldwide, filter by batch, industry, hiring status, discover geographic clusters and trends<\/p>\n<p>– AI Company Intelligence: get instant AI-powered insights on any YC company, competitive analysis, market positioning, growth indicators<\/p>\n<p>– Advanced Analytics: Batch comparisons and trends over 20 years, Industry distribution and evolution, funding timeline visualization, hiring trends and patterns<\/p>\n<p>– Live Hiring Board: browse 1,400+ YC companies actively hiring, filter by role, location, batch, industry, direct links to career pages<\/p>\n<p>– Startup Idea Validator: check if your idea already exists in YC, find similar companies and their outcomes, get AI-powered validation feedback<\/p>\n<p>– YC Batch Wrapped: beautiful shareable infographics for each batch, industry breakdown, hiring stats, geographic distribution, social sharing optimized<\/p>\n<p>– Funding Analytics: track funding rounds across the portfolio, investor network visualization, funding trends by batch and industry<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konstantimb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantimb<\/a> Hi Konstantin, congrats on the launch. This is very useful, any plans to add other accels (techstars, a16z etc)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konstantimb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantimb<\/a> the startup idea validator is the killer feature here. most founders are terrified of finding out their ‘unique’ idea was actually attempted in the s16 batch and failed. being able to find those similar companies and actually see their outcomes is way more valuable than just a generic ‘good idea’ from an ai. supported<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>5,773 YC companies as a structured data layer is exactly the kind of work that compounds \u2014 once the dataset is well-shaped, every downstream question gets cheaper to answer. Did the same thing on the finance side at Eloquens (<a href=\"https:\/\/www.eloquens.com\/channel\/samir-asadov-cfa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.eloquens.com\/channel\/samir-asadov-cfa<\/a>) building project-finance \/ DCF \/ LBO templates as a structured catalogue (renewables-focused), and the lesson that surprised me was: volume isn’t the moat, the schema is. Two well-shaped DCF templates with consistent assumption tables beat 200 sloppy ones every time. Curious how you’re versioning the 20 years of YC history \u2014 do batches stay frozen, or do you re-derive metrics when YC’s own definitions evolve (e.g. “AI” tag, “deep tech”, etc.)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@konstantimb\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"konstantimb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantimb<\/a> looking to play with it more in the coming days. Subscribed already. The interactive map is pretty cool \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ivaylo_sekoulitchki\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivaylo_sekoulitchki<\/a> means a lot from 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>Love the Wrapped feature–a great iteration on Spotify’s idea. How far back does the history go? It would be epic to see the og 2005 YC graphic \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joe_setpoint\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joe_setpoint<\/a> will add support for it \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>make sure to subscribe and get emails on newly added companies to YC every day. That way you can see patterns in what YC are searching for and early reach out to companies in very early stages!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>let’s see how we do<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/2SPKVY4L62HXAB\" class=\"app-title\">Google Pomelli Catalog <\/a><\/p>\n<div class=\"one-liner\">Turn a product catalog into branded campaign assets<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">129<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Google Pomelli Catalog\u901a\u8fc7AI\u5c06\u4ea7\u54c1\u76ee\u5f55\u81ea\u52a8\u8f6c\u5316\u4e3a\u54c1\u724c\u7edf\u4e00\u7684\u8425\u9500\u7d20\u6750\u4e0e\u865a\u62df\u6444\u5f71\u5927\u7247\uff0c\u89e3\u51b3\u7535\u5546\u5c0f\u56e2\u961f\u9010\u4e2a\u62cd\u6444\u3001\u8bbe\u8ba1\u8017\u65f6\u8d39\u94b1\u7684\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\/d51efbb4-f048-473e-8f0c-e56de6d40afa.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\/df4d2c1c-d676-49f7-bc48-076a4e29a132.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\/06853df9-95e1-4b33-9ba8-0ff9190e8ddc.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\/25c9857d-4f23-4432-9acd-cfb9f654e464.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\/eedd32df-1182-4556-a088-cacc4a9511f3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=6AkjWsY9WVQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=6AkjWsY9WVQ\" 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\">Photography<\/span><br \/>\n <span class=\"tag\">E-Commerce<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u76ee\u5f55\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8d44\u4ea7\u751f\u6210<\/span><br \/>\n <span class=\"tag\">AI\u865a\u62df\u6444\u5f71<\/span><br \/>\n <span class=\"tag\">\u7535\u5546SaaS<\/span><br \/>\n <span class=\"tag\">\u5c0f\u4f01\u4e1a\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u7d20\u6750\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Google\u5b9e\u9a8c\u5ba4<\/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>\u6b63\u9762\u8bc4\u8bba\u5f3a\u8c03\u5176\u5c06\u6444\u5f71\u4e0e\u5e7f\u544a\u5236\u4f5c\u5408\u5e76\uff0c\u663e\u8457\u964d\u4f4e\u5c0f\u4f01\u4e1a\u65f6\u95f4\u4e0e\u9884\u7b97\u6d88\u8017\u3002\u4e00\u6761\u8bc4\u8bba\u63d0\u5230\u632a\u5a01\u6709\u7ade\u54c1Native.no\uff0c\u671f\u5f85Google\u5982\u4f55\u5dee\u5f02\u5316\u5b9a\u4f4d\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 Pomelli Catalog\u7684\u5de7\u601d\u5728\u4e8e\u5c06\u201c\u5e93\u5b58\u201d\u76f4\u63a5\u53d8\u6210\u4e86\u201c\u8d44\u4ea7\u201d\uff0c\u8fd9\u6bd4\u5355\u7eaf\u7684AI\u56fe\u50cf\u751f\u6210\u66f4\u8d34\u5408\u5546\u4e1a\u903b\u8f91\u3002\u5b83\u5207\u4e2d\u7684\u75db\u70b9\u662f\uff1a\u5c0f\u4f01\u4e1a\u7f3a\u7684\u4e0d\u662f\u521b\u610f\uff0c\u800c\u662f\u628a\u6bcf\u4e2aSKU\u90fd\u53d8\u6210\u9ad8\u8d28\u91cf\u8425\u9500\u7269\u7684\u4f4e\u6210\u672c\u6d41\u6c34\u7ebf\u3002\u4ee5\u5f80AI\u751f\u56fe\u5de5\u5177\u5f80\u5f80\u4e3a\u4e86\u6548\u679c\u800c\u727a\u7272\u54c1\u724c\u4e00\u81f4\u6027\uff0c\u800cPomelli\u901a\u8fc7\u6293\u53d6\u7f51\u7ad9\u7684\u54c1\u724cDNA\u6765\u7ea6\u675f\u8f93\u51fa\uff0c\u7b97\u662f\u7ed9AI\u5957\u4e0a\u4e86\u201c\u54c1\u724c\u7f30\u7ef3\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u51b7\u9759\u770b\uff0cGoogle Lab\u51fa\u54c1\u5e38\u5e26\u6709\u5b9e\u9a8c\u6027\uff0c\u514d\u8d39\u671f\u8fc7\u540e\u5b9a\u4ef7\u7b56\u7565\u4e0d\u660e\u3002\u4e14\u201cAI\u6444\u5f71\u201d\u5728\u7535\u5546\u9886\u57df\u7684\u5e94\u7528\u5df2\u6709\u4e0d\u5c11\u7ade\u54c1\uff08\u5982Zyros\u3001Flair.ai\uff09\uff0cPomelli\u7684\u4f18\u52bf\u53ea\u5728\u4e8eGoogle\u751f\u6001\u7684\u6574\u5408\uff08\u5982\u4e0eGoogle Shopping\u7684\u6f5c\u5728\u8054\u52a8\uff09\u3002\u53e6\u5916\uff0c\u7528\u6237\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u632a\u5a01\u7ade\u54c1Native.no\u63d0\u793a\uff1a\u672c\u5730\u5316\u3001\u7279\u5b9a\u884c\u4e1a\u6df1\u5ea6\u7684\u80fd\u529b\u53ef\u80fd\u624d\u662f\u62a4\u57ce\u6cb3\uff0cGoogle\u7684\u901a\u7528\u89e3\u6cd5\u5728\u5782\u76f4\u54c1\u7c7b\u4e0a\u672a\u5fc5\u6700\u4f18\u3002\u5982\u679cPomelli\u53ea\u662f\u201c\u4e00\u952e\u751f\u6210\u56fe+\u6587\u6848\u201d\uff0c\u90a3\u5b83\u4ecd\u505c\u7559\u5728\u5de5\u5177\u5c42\u9762\uff1b\u771f\u6b63\u7684\u4ef7\u503c\u8dc3\u8fc1\u5728\u4e8e\u80fd\u5426\u6253\u901a\u4ece\u7d20\u6750\u751f\u6210\u5230\u5e7f\u544a\u6295\u653e\u3001\u518d\u5230\u9500\u552e\u8f6c\u5316\u7684\u95ed\u73af\u6570\u636e\u53cd\u9988\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u8fd8\u53ea\u662f\u4e00\u4e2a\u6f02\u4eae\u7684\u4e0a\u6e38\u73af\u8282\uff0c\u79bb\u201c\u8425\u9500\u667a\u80fd\u4f53\u201d\u7684\u91ce\u5fc3\u8fd8\u6709\u6bb5\u8ddd\u79bb\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\">Google Pomelli Catalog <\/span>\n <\/div>\n<div class=\"comment-content\">Add your product catalog to Pomelli and get brand-consistent campaign assets, ad creatives, and photoshoots generated automatically. Built for small business owners and independent retailers.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The hardest part of marketing a product catalog isn\u2019t creativity, it\u2019s turning inventory into usable assets. <\/p>\n<\/p>\n<p><strong>What it is<\/strong>: Pomelli Catalog is a new feature in Google\u2019s Pomelli marketing agent that generates brand-consistent campaigns and AI photoshoots directly from your product or service catalog. <\/p>\n<\/p>\n<p>Small businesses don\u2019t just need campaign assets, they need assets for every product. Creating those manually, shoot by shoot, is where time and budget disappear. Pomelli already understood brand identity from a website; Catalog extends that across the full product set. <\/p>\n<\/p>\n<p><strong>What makes it different<\/strong>: The standout feature is AI photoshoot generation. Traditional product shoots can cost hundreds or thousands of dollars and take weeks to organize. Pomelli generates studio-style product imagery and campaign copy tied to your brand identity in a single workflow. <\/p>\n<\/p>\n<p><strong>Key features<\/strong>:<\/p>\n<ul>\n<li>\n<p>Product or service catalog as campaign input<\/p>\n<\/li>\n<li>\n<p>AI-generated product photoshoots<\/p>\n<\/li>\n<li>\n<p>Brand-consistent creatives and messaging<\/p>\n<\/li>\n<li>\n<p>Business DNA profile as the creative foundation<\/p>\n<\/li>\n<li>\n<p>Free via Google Labs<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits<\/strong>:<\/p>\n<ul>\n<li>\n<p>Product-level assets without per-product shoot costs<\/p>\n<\/li>\n<li>\n<p>Consistent branding across the catalog<\/p>\n<\/li>\n<li>\n<p>Campaigns grounded in actual inventory<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it\u2019s for<\/strong>: E-commerce brands, independent retailers, and SMB marketers who need scalable product photography and campaign assets without a large production budget or team. <\/p>\n<\/p>\n<p>The useful part of Catalog is that it combines two normally separate workflows, photography and campaign creation, into a single pass. For lean product teams, that\u2019s a meaningful reduction in time-to-assets.<\/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>There is a Norwegian competitor out there as well. <a href=\"https:\/\/native.no\/en\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/native.no\/en\/<\/a> will be interesting to see how they differentiate. Or how google differentiate. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<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\/OF7OAQZN6C6CCA\" class=\"app-title\">ProductClank<\/a><\/p>\n<div class=\"one-liner\">Borrow Distribution, Not Capital<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">129<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ProductClank \u662f\u4e00\u4e2a\u8ba9\u65e9\u671f\u521b\u4e1a\u8005\u65e0\u9700\u9884\u4ed8\u8d39\u5373\u53ef\u201c\u501f\u7528\u201d\u521b\u4f5c\u8005\u548c\u589e\u957f\u730e\u624b\u5206\u53d1\u80fd\u529b\u7684\u5e73\u53f0\uff0c\u901a\u8fc7\u91cc\u7a0b\u7891\u5f0f\u7ed3\u7b97\u89e3\u51b3\u201c\u6709\u4ea7\u54c1\u65e0\u6d41\u91cf\u201d\u7684\u51b7\u542f\u52a8\u96be\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/003ddabc-a815-4be5-bd29-7816e71d580c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb4fe088-2a77-4154-8e3c-b34a370b9a1f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a773142d-b36b-4ec1-80d3-8a84a90c38b9.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\">Growth Hacking<\/span><br \/>\n <span class=\"tag\">Pitch Tel Aviv<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ea7\u54c1\u5206\u53d1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u96f6\u9884\u4ed8\u8d39\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u8054\u76df<\/span><br \/>\n <span class=\"tag\">\u91cc\u7a0b\u7891\u7ed3\u7b97<\/span><br \/>\n <span class=\"tag\">\u51b7\u542f\u52a8\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Product Hunt\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u6fc0\u52b1\u5bf9\u9f50<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u793e\u533a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u8be5\u6a21\u5f0f\u521b\u65b0\uff0c\u4f46\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u5927\u89c4\u6a21\u4e0b\u5982\u4f55\u4fdd\u8bc1\u6295\u7968\u516c\u6b63\u6027\uff1f\u5982\u4f55\u7cbe\u786e\u8ffd\u8e2a\u5e76\u5f52\u56e0\u4e8e\u67d0\u4f4d\u63a8\u5e7f\u8005\u7684\u8d21\u732e\uff08\u5c24\u5176\u6d89\u53ca\u9690\u79c1\u653f\u7b56\u65f6\uff09\uff1f\u91cc\u7a0b\u7891\u4ef7\u503c\u5982\u4f55\u5b9a\u4e49\uff0c\u82e5\u83b7\u5ba2\u6210\u672c\u9ad8\u4e8e\u521b\u59cb\u4eba\u5229\u6da6\uff0c\u53cc\u8d62\u6a21\u578b\u5c06\u5931\u6548\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 ProductClank \u7684\u201c\u501f\u7528\u5206\u53d1\u201d\u53d9\u4e8b\u5f88\u6027\u611f\uff0c\u672c\u8d28\u662f\u8bd5\u56fe\u5728\u201c\u8d4f\u91d1\u4efb\u52a1\u5e73\u53f0\u201d\u548c\u201c\u8054\u76df\u8425\u9500\u201d\u4e4b\u95f4\u627e\u5230\u7f1d\u9699\uff0c\u5e76\u5c06\u5176\u5305\u88c5\u6210\u4e00\u4e2a\u5e26\u6709\u793e\u533a\u6295\u7968\u4e0e\u7ed3\u793e\u4eea\u5f0f\u611f\u7684\u589e\u957f\u9ed1\u5e02\u3002\u8fd9\u786e\u5b9e\u662f\u65e9\u671f\u521b\u4e1a\u8005\u6700\u75db\u7684\u201c\u51b7\u542f\u52a8\u201d\u573a\u666f\u2014\u2014\u6709\u94b1\u6ca1\u5904\u7838\uff0c\u6709\u529b\u6ca1\u5904\u4f7f\uff0c\u53ea\u80fd\u9760\u5237\u8138\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u771f\u6b63\u8981\u9762\u4e34\u7684\u4fee\u7f57\u573a\uff0c\u4e0d\u662f\u201c\u529f\u80fd\u201d\uff0c\u800c\u662f\u201c\u5ea6\u91cf\u8861\u201d\u3002\u51e0\u4e2a\u88ab\u7528\u6237\u7cbe\u51c6\u6233\u4e2d\u7684\u786c\u6838\u7f3a\u9677\uff0c\u624d\u662f\u51b3\u5b9a\u5b83\u751f\u6b7b\u7684\u201c\u6697\u7269\u8d28\u201d\uff1a\u9996\u5148\u662f\u5f52\u56e0\u7684\u9ed1\u7bb1\u95ee\u9898\u3002\u7b2c\u4e09\u65b9\u5f00\u53d1\u8005\u60f3\u8ba9\u5e73\u53f0\u8ffd\u8e2a\u7528\u6237\u4ece\u201c\u521b\u4f5c\u8005A\u7684\u89c6\u9891\u201d\u5230\u201c\u4ea7\u54c1B\u7684\u4ed8\u8d39\u201d\u4e4b\u95f4\u7684\u5b8c\u6574\u94fe\u8def\uff0c\u5728\u82f9\u679c ATT \u7b49\u9690\u79c1\u6846\u67b6\u4e0b\u51e0\u4e4e\u662f\u4e0d\u53ef\u80fd\u7684\u3002\u5982\u679c\u53ea\u80fd\u7528\u4f20\u7edf\u5f52\u56e0\u94fe\u63a5\uff0c\u5e73\u53f0\u548c\u201c\u770b\u51e0\u4e2a\u5e7f\u544a\u5c31\u6ce8\u518c\u4f46\u767d\u5ad6\u7684\u7f8a\u6bdb\u515a\u201d\u6ca1\u4ec0\u4e48\u533a\u522b\uff0c\u6700\u7ec8\u4f1a\u6ca6\u4e3a\u4f4e\u8d28\u6d41\u91cf\u7684\u96c6\u6563\u5730\uff0c\u4f24\u7684\u662f\u7b2c\u4e00\u6279\u4fe1\u4efb\u5b83\u7684\u521b\u59cb\u4eba\u3002\u5176\u6b21\u662f\u201c\u91cc\u7a0b\u7891\u5b9a\u4ef7\u6743\u201d\u7684\u535a\u5f08\u3002\u76ee\u524d\u63cf\u8ff0\u542b\u7cca\u5176\u8f9e\uff0c\u201c\u8c01\u5b9a\u4e49\u91cc\u7a0b\u7891\u4ef7\u503c\uff1f\u201d\u5982\u679c\u6ca1\u6709\u4e00\u4e2a\u7c7b\u4f3c\u5206\u53d1\u578b\u201cCPA\u201d\u7684\u5ba2\u89c2\u6807\u51c6\uff0c\u800c\u7531\u521b\u4f5c\u8005\u534f\u5546\u5b9a\u4ef7\uff0c\u65e9\u671f\u521b\u59cb\u4eba\u7684\u5229\u6da6\u7a7a\u95f4\u4f1a\u88ab\u65b0\u5174\u7684\u201c\u589e\u957f\u5b98\u50da\u201d\u77ac\u95f4\u69a8\u5e72\u2014\u2014\u8fd9\u672c\u8d28\u4e0a\u53ea\u4e0d\u8fc7\u662f\u628a\u5e7f\u544a\u9884\u7b97\u4ece\u5e73\u53f0\u62bd\u6210\u53d8\u6210\u4e86\u5206\u6210\u7ed9\u201c\u6709\u5f71\u54cd\u529b\u7684\u4eba\u201d\uff0c\u5e76\u6ca1\u6709\u771f\u6b63\u964d\u4f4e\u83b7\u5ba2\u98ce\u9669\u3002\u201c\u501f\u7528\u5206\u53d1\u201d\u7684\u524d\u63d0\uff0c\u662f\u5206\u53d1\u786e\u5b9e\u80fd\u4ea7\u751f\u53ef\u8861\u91cf\u3001\u53ef\u4fe1\u4efb\u7684\u4ef7\u503c\u95ed\u73af\u3002\u5426\u5219\uff0c\u5b83\u53ea\u662f\u4e00\u4e2a\u5305\u88c5\u5f97\u66f4\u4f18\u96c5\u7248\u7684\u201c\u6295\u540d\u72b6\u201d\u2014\u2014\u5927\u5bb6\u4e00\u8d77\u8d4c\uff0c\u53ea\u662f\u8d4c\u6ce8\u4ece\u9884\u4ed8\u6b3e\u53d8\u6210\u4e86\u52aa\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n ProductClank \u7684\u771f\u6b63\u4ef7\u503c\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u5b83\u5f53\u4e0b\u7684\u51c6\u786e\u5ea6\uff0c\u800c\u5728\u4e8e\u5b83\u5b9e\u8df5\u4e86\u4e00\u4e2a\u53e4\u8001\u4e14\u6b63\u786e\u7684\u4fe1\u53f7\uff1a\u5f53\u5de8\u5934\u628a\u6d41\u91cf\u5b9a\u4ef7\u6743\u6536\u5f52\u7b97\u6cd5\uff0c\u793e\u533a\u201c\u4fe1\u4efb\u6295\u7968+\u7ed3\u679c\u5206\u6210\u201d\u7684\u6a21\u5f0f\uff0c\u662f\u5bf9\u6297\u5e73\u53f0\u5bfb\u79df\u7684\u6700\u6709\u6548\u53cd\u5236\u3002\u4f46\u522b\u5fd8\u4e86\u4e00\u4ef6\u4e8b\uff1a\u6700\u597d\u7684\u5206\u53d1\uff0c\u6c38\u8fdc\u6765\u6e90\u4e8e\u4ea7\u54c1\u672c\u8eab\u8db3\u591f\u5f3a\uff0c\u800c\u4e0d\u662f\u501f\u6765\u7684\u4eba\u8db3\u591f\u591a\u3002ProductClank \u662f\u5f3a\u5fc3\u9488\uff0c\u4e0d\u662f\u957f\u751f\u4e0d\u8001\u836f\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\">ProductClank<\/span>\n <\/div>\n<div class=\"comment-content\">Distribution is the hardest part of being early-stage. ProductClank makes it borrowable. Founders launch a campaign. Creators, growth scouts, and Product Hunt hunters bring the reach \u2014 and earn only when your product hits real milestones. No upfront ad spend. No equity. No begging for attention. You ship. They amplify. Everyone wins together. Season 1 is now open. Pick your role and sign up \u2014 founder, scout, creator, or hunter.<\/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>When I started building ProductClank, I ran into the same wall every bootstrapped founder hits: I couldn’t afford to pay creators upfront. Not because the product wasn’t ready – but because the model was broken. You know what you pay, you don’t know what you get.<\/p>\n<p>I wanted to build something where creators only win when the product actually wins.<\/p>\n<p>But the more I looked at it, the bigger the problem got. There’s no shortage of great products, loyal audiences, or operators who know how to drive growth. What’s missing is the coordination layer – a structure that aligns incentives so distribution flows toward products people actually believe in, not just products with the biggest ad budget.<\/p>\n<p>That’s what ProductClank is. A platform where builders don’t borrow capital to grow – they borrow distribution.<\/p>\n<p>We ran Season 0 to stress-test the model – $100K distributed to creators, real campaigns, real results. It worked. Now we’re opening it up.<\/p>\n<p>Season 1 is the first full run. founders apply, creators and growth scouts vote on who makes the cohort – then run campaigns for the products they backed. Skin in the game before day one. Zero upfront. Everyone earns when it works.<\/p>\n<p>\ud83c\udfd7\ufe0f Builders – Apply, get voted in, and grow. Bonus: offer fellow cohort members credits or a coupon to try your product – and get access to every other tool in the cohort.<\/p>\n<p>\ud83c\udf99\ufe0f Creators – Browse the cohort, vote for what you believe in, promote what you backed – and earn when it grows.<\/p>\n<p>\ud83e\udded Growth Scouts – Match your playbook to the right product. Earn when growth lands.<\/p>\n<p>Lean, curated, in public. Come join the experiment \ud83d\udc47<\/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\/@lior_goldenberg3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lior_goldenberg3<\/a> Hi Lior, congrats on the launch. I love this idea, interesting take on solving distro. How do you deal with the lag from voting-pitching- you’re in?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The concept of borrowed distribution is pretty interesting. Kind of the one most makers on PH needs. Joined the experiment as suggested<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> thank you! Looking forward to see what youre building and help you grow!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you match a founder with the right creators or hunters for their niche?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@karimbenkeroum\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karimbenkeroum<\/a> great question, this is one of the unique aspects – we let those who have the distribution decide who THEY believe in and want to support.<\/p>\n<\/p>\n<p>This way they get the confidence of backing products and startups the love and know their audience would 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi <a href=\"https:\/\/www.producthunt.com\/@lior_goldenberg3\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lior_goldenberg3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lior_goldenberg3<\/a> , congrats on the launch. Really like the “borrow distribution instead of capital” angle, feels like the missing piece for bootstrapped founders. Curious how you keep the voting honest once cohorts get bigger?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 an interesting concept that addresses the most common “bottleneck” for any developer or entrepreneur: discovery. It eliminates the risk of “burning” through a budget on ads that don’t convert, which is vital in the early stages.<\/p>\n<p><strong>I have two questions:<\/strong><\/p>\n<ol>\n<li>\n<p>How exactly do you track that a “milestone” was achieved thanks to a specific scout? If the product is a mobile app, current privacy policies (like Apple’s) make frictionless tracking very complicated. It would be vital to know if you use a proprietary SDK or if you integrate with tools the user is already using.<\/p>\n<\/li>\n<li>\n<p>Who defines the value of that milestone and when is it paid? Paying for a free sign-up is not the same as paying for an annual subscription. If the cost per acquisition (CPA) they propose is higher than your initial profit margin, the “win-win” model breaks down for the founder.<\/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\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/EWUQYKVVN4UVRX\" class=\"app-title\">reMarkable Paper Pure<\/a><\/p>\n<div class=\"one-liner\">The reMarkable 2 successor goes back to basics<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">127<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>reMarkable Paper Pure\u662f\u4e00\u6b3e\u56de\u5f52\u9ed1\u767d\u7535\u7eb8\u4e66\u672c\u8d28\u7684\u4e13\u6ce8\u578b\u4e66\u5199\u5e73\u677f\uff0c\u901a\u8fc7\u6781\u7b80\u3001\u4f4e\u5e72\u6270\u7684\u8bbe\u8ba1\u548c\u6210\u719f\u7684\u4e91\u7aef\u534f\u540c\uff0c\u670d\u52a1\u4e8e\u9700\u8981\u6df1\u5ea6\u601d\u8003\u548c\u51cf\u5c11\u6570\u5b57\u5206\u5fc3\u7684\u77e5\u8bc6\u5de5\u4f5c\u8005\uff0c\u89e3\u51b3\u591a\u4efb\u52a1\u8bbe\u5907\u5e26\u6765\u7684\u6ce8\u610f\u529b\u788e\u7247\u5316\u4e0e\u51b3\u7b56\u75b2\u52b3\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\/cbcb7407-e4c3-46e9-9ff9-d749aada12bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cce6fd69-fea4-45b4-aa31-2caac0f07d10.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\/dc109188-b48e-40ae-a7a0-62141d78ecef.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\/eab696af-c21b-4bc7-965b-f26fbbcbc4c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7430e601-8bdb-4168-8078-99e09838bac9.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\/8b06311d-96b9-47ec-bb10-8baa2bbbd0d3.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\/667014ab-f0eb-4259-8715-fff105da2e3f.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\/00171b26-05ef-47ea-b61b-46b0c87d71b8.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\/30a2d510-1550-4384-a4e9-3916bffd421a.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=4VhGORFX7CE\"><source src=\"https:\/\/www.youtube.com\/watch?v=4VhGORFX7CE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Hardware<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7535\u7eb8\u4e66<\/span><br \/>\n <span class=\"tag\">\u624b\u5199\u5e73\u677f<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">\u9ed1\u767d\u58a8\u6c34\u5c4f<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u8bbe\u5907<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u6297\u5e72\u6270<\/span><br \/>\n <span class=\"tag\">reMarkable<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u8bbe\u8ba1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u6838\u5fc3\u53cd\u9988\uff1a1. \u5355\u529f\u80fd\u8bbe\u5907\u6b63\u5728\u6084\u7136\u83b7\u80dc\uff0c\u5173\u952e\u5728\u4e8e\u201c\u964d\u4f4e\u51b3\u7b56\u6210\u672c\u201d\u800c\u975e\u5806\u780c\u529f\u80fd\u30022. \u8001\u7528\u6237\u5766\u8bda\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u201c\u6469\u64e6\u611f\u201d\u2014\u2014\u8bbe\u5907\u65e0\u6cd5\u5237Slack\u3001\u90ae\u4ef6\u3001\u65b0\u95fb\uff0c\u4ece\u800c\u5f3a\u5236\u4e13\u6ce8\u30023. \u5bf9\u65b0\u54c1\u91cd\u65b0\u517c\u5bb9\u65e7\u6b3eE-Writer\u7b14\u8868\u793a\u9057\u61be\u30024. \u6709\u7528\u6237\u62c5\u5fc3\u540e\u7eed\u662f\u5426\u4f1a\u8feb\u4e8e\u538b\u529b\u589e\u52a0\u975e\u6838\u5fc3\u529f\u80fd\uff0c\u7834\u574f\u4ea7\u54c1\u7eaf\u7cb9\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 reMarkable Paper Pure \u7684\u53d1\u5e03\uff0c\u66f4\u50cf\u662f\u4e00\u573a\u201c\u4ef7\u503c\u89c2\u5ba3\u8a00\u201d\u800c\u975e\u4e00\u6b21\u5e38\u89c4\u786c\u4ef6\u8fed\u4ee3\u3002\u5f53\u884c\u4e1a\u9677\u5165\u5f69\u5c4f\u3001\u9ad8\u5237\u3001AI\u52a9\u7406\u7684\u519b\u5907\u7ade\u8d5b\u65f6\uff0c\u5b83\u53cd\u903b\u8f91\u5730\u5207\u6389\u201c\u8fdb\u9636\u7248\u672c\u201d\u7684\u989c\u8272\u6a21\u5757\uff0c\u56de\u5f52\u5355\u8272\u4e0e\u6781\u7b80\u2014\u2014\u8fd9\u79cd\u51cf\u6cd5\u52c7\u6c14\u6bd4\u53c2\u6570\u768450%\u63d0\u5347\u300120%\u5bf9\u6bd4\u5ea6\u66f4\u6709\u5546\u4e1a\u6d1e\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u503c\u5f97\u6df1\u601d\u7684\u662f\uff0c\u7528\u6237\u8bc4\u8bba\u4e2d\u91cd\u590d\u51fa\u73b0\u7684\u9ad8\u5ea6\u4e00\u81f4\u58f0\u97f3\u5e76\u975e\u201c\u6c42\u529f\u80fd\u201d\uff0c\u800c\u662f\u201c\u8bf7\u4fdd\u6301\u539f\u6837\u201d\uff1a\u4ed6\u4eec\u4e70\u5b83\u7684\u539f\u56e0\u6070\u6070\u662f\u5b83**\u4e0d\u597d\u7528**\u2014\u2014\u6253\u4e0d\u5f00\u5e94\u7528\u5546\u5e97\uff0c\u5237\u4e0d\u4e86\u793e\u4ea4\u5a92\u4f53\uff0c\u65e0\u6cd5\u6210\u4e3a\u53e6\u4e00\u4e2a\u5206\u5fc3\u6e90\u3002\u8fd9\u79cd\u201c\u4ee5\u9650\u5236\u6362\u4e13\u6ce8\u201d\u7684\u6096\u8bba\uff0c\u7cbe\u51c6\u547d\u4e2d\u4e86\u6ce8\u610f\u529b\u7ecf\u6d4e\u6cbb\u7406\u4e0b\u7684\u9ad8\u7aef\u4eba\u7fa4\u75db\u70b9\uff1a\u4ed6\u4eec\u9700\u8981\u7684\u4e0d\u662f\u66f4\u5feb\u7684\u591a\u4efb\u52a1\u5de5\u5177\uff0c\u800c\u662f**\u5f3a\u5236\u5355\u4efb\u52a1\u7684\u73af\u5883**\u3002\n <\/p>\n<p class=\"ai-content\">\n \u786c\u4ef6\u4fa7\uff0cPaper Pure \u5f00\u59cb\u62e5\u62b1\u4e3b\u52a8\u5f0f\u89e6\u63a7\u7b14\u548c\u6a21\u5757\u5316\u7ef4\u4fee\u8bbe\u8ba1\uff0c\u8fd9\u6216\u8bb8\u662freMarkable\u8bd5\u56fe\u6253\u7834\u201c\u4e70\u540e\u5373\u6b7b\u201d\u7684\u7535\u5b50\u5783\u573e\u5faa\u73af\uff0c\u4f46\u5176\u5546\u4e1a\u6a21\u578b\u4ecd\u4f9d\u8d56\u5c01\u95ed\u7b14\u534f\u8bae\u548c\u914d\u4ef6\u751f\u6001\uff08\u6bd4\u5982\u78c1\u5438\u5957\uff09\u3002\u8f6f\u4ef6\u4fa7\uff0c\u5f15\u5165Slack\u3001Miro\u96c6\u6210\u4e0eAI\u624b\u5199\u8f6c\u5316\u770b\u4f3c\u201c\u53d8\u539a\u201d\uff0c\u4f46\u672c\u8d28\u4e0a\u53ea\u662f\u5c06\u5c01\u95ed\u7cfb\u7edf\u5f00\u4e86\u4e00\u6247\u53ef\u53d7\u63a7\u7684\u7a97\u53e3\u2014\u2014\u6838\u5fc3\u539f\u5219\u4f9d\u7136\u662f\u201c\u8bbe\u5907\u4e0d\u4e3b\u52a8\u6253\u6270\uff0c\u7528\u6237\u4e3b\u52a8\u8fdb\u51fa\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u201c\u4e13\u6ce8\u4e3b\u4e49\u201d\u7684\u9ad8\u5b9a\u4ef7\u59cb\u7ec8\u5728\u8003\u9a8c\u7528\u6237\u5fe0\u8bda\u5ea6\u3002\u5f53\u7ade\u4e89\u5bf9\u624b\u7528\u5f69\u8272\u3001\u66f4\u4f4e\u4ef7\u683c\u548c\u5f00\u653e\u5b89\u5353\u7cfb\u7edf\u6324\u538b\u5e02\u573a\u65f6\uff0cPaper Pure\u7684\u7ade\u4e89\u58c1\u5792\u4e0d\u5728\u786c\u4ef6\uff0c\u800c\u5728\u80fd\u5426\u7ef4\u6301\u4e00\u79cd**\u4fe1\u4ef0\u5f0f\u7528\u6237\u9ecf\u6027**\uff1a\u5373\u7528\u6237\u8ba4\u5b9a\u201c\u5b83\u4e0d\u597d\u7528\u662f\u5bf9\u6211\u6700\u597d\u7684\u4fdd\u62a4\u201d\u3002\u5982\u679c\u672a\u6765\u54ea\u4e00\u5929reMarkable\u4e3a\u4e86\u8425\u6536\u4e0d\u5f97\u4e0d\u5bf9\u793e\u533a\u201c\u8bf7\u52a0XXX\u201d\u7684\u547c\u58f0\u59a5\u534f\uff0c\u5b83\u5931\u53bb\u7684\u5c06\u662f\u6574\u4e2a\u54c1\u724c\u5b58\u5728\u7684\u6839\u57fa\u3002\u4fdd\u6301\u514b\u5236\uff0c\u6bd4\u589e\u52a0\u529f\u80fd\u66f4\u96be\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">reMarkable Paper Pure<\/span>\n <\/div>\n<div class=\"comment-content\">reMarkable Paper Pure is the monochrome successor to reMarkable 2, with 50% faster response, 20% higher contrast, up to 3 weeks of battery life, a lighter body, repair-ready design, active Marker support, and tighter integrations across cloud docs, desktop apps, handwriting search, AI conversion, Slack, Miro, and more.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Six years later, reMarkable 2 finally has its successor.<\/p>\n<p>After <a href=\"https:\/\/www.producthunt.com\/products\/remarkable-paper-pro\/launches\/remarkable-paper-pro\" target=\"_blank\" rel=\"noopener\">Paper Pro<\/a> and <a href=\"https:\/\/www.producthunt.com\/products\/remarkable-paper-pro\/launches\/remarkable-paper-pro-move\" target=\"_blank\" rel=\"noopener\">Paper Pro Move<\/a> pushed reMarkable into color and broader productivity territory, Paper Pure goes back to the core <strong>black-and-white<\/strong> paper tablet idea: lighter, faster, higher contrast, and still very focused. reMarkable says it is 50% faster than reMarkable 2, has 20% higher contrast, and gets up to 3 weeks of battery life.<\/p>\n<p>The ecosystem side is also much more mature now. You can bring in files from Google Drive, OneDrive, Microsoft Word, and Google Docs, convert documents into notebooks, search handwriting, sync with desktop and mobile apps, and share converted notes into tools like email, <a href=\"https:\/\/www.producthunt.com\/products\/slack\" target=\"_blank\" rel=\"noopener\">@Slack<\/a>, or <a href=\"https:\/\/www.producthunt.com\/products\/miro\" target=\"_blank\" rel=\"noopener\">@Miro<\/a>. That makes it feel less isolated while still keeping the device itself distraction-free.<\/p>\n<p>One important compatibility note: Paper Pure uses reMarkable\u2019s newer active <a href=\"https:\/\/remarkable.com\/products\/remarkable-paper\/markers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Marker<\/a> system. Old reMarkable 2 Markers are not compatible, so EMR-style third-party pen compatibility is basically gone here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> The new sleeves are also really cool. Very innocative. With magnets that close and lock your tablet etc. Very cool color vibes as well. Pale green and pale pink and black. Your move apple \ud83d\ude0f. I would sauy this is the most innovative sleeve design since apples AirPod Pro sleve, I know not many people like these. But I think they are fantastic. So minimal, and also uses magnets in the design. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>“Goes back to basics” is a stance, not a feature, and it’s the right one. Single-purpose tools are quietly winning because the cost of context-switching has spiraled \u2014 every multipurpose app trains you to expect more decisions, not fewer. I hit the same instinct with DishRoll (a small AI weekly meal-planning PWA I built): the goal was to collapse the entire food-decision space to one prompt per week. Same philosophy, much lower tech \u2014 subtract decisions, don’t add features. Question for the team \u2014 how do you handle the “please add ___” pressure after launch? My experience is that the people asking for the next feature are rarely the ones who’ve actually used the focused version 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>Owned the original reMarkable for three years before upgrading. The honest case for these devices: it’s not the e-ink, it’s the friction. Phone won’t open Slack, won’t open email, won’t open the news. Single-purpose tool, single mode of work. The Paper Pro’s main upgrade for me has been color contrast on diagrams and the slightly larger writing surface for landscape PDFs. Battery still lasts a week of daily use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/J2IRO6E7J43WWZ\" class=\"app-title\">Lovie Formation – Incorporation MCP<\/a><\/p>\n<div class=\"one-liner\">Incorporate your next company easily.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">116<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lovie Formation\u5c06\u516c\u53f8\u6ce8\u518c\uff08\u7279\u62c9\u534e\u5dde\/\u6000\u4fc4\u660e\u5dde\uff09\u8f6c\u5316\u4e3a\u4e00\u4e2aMCP\uff08\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff09\u548cAPI\uff0c\u8ba9\u5f00\u53d1\u8005\u6216\u521b\u59cb\u4eba\u53ef\u57282\u5206\u949f\u5185\u901a\u8fc7\u7ec8\u7aef\u547d\u4ee4\u884c\u5b8c\u6210\u516c\u53f8\u8bbe\u7acb\uff0c\u5e76\u81ea\u52a8\u5904\u7406EIN\u7533\u8bf7\u3001\u6ce8\u518c\u4ee3\u7406\u3001DUNS\u7f16\u53f7\u53ca\u5408\u89c4\u7b49\u7e41\u7410\u6d41\u7a0b\uff0c\u89e3\u51b3\u4f20\u7edf\u516c\u53f8\u6ce8\u518c\u6548\u7387\u4f4e\u3001\u8d39\u7528\u9ad8\u3001\u4f53\u9a8c\u5dee\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\/7d31a157-2d9e-4337-a700-c06bf03d17d7.octet-stream?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e903849-977a-4058-98eb-75e11a83aace.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/69370ea6-e152-442f-8f05-e33e22298414.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/da3f2fd7-74d3-4f8c-b7c0-24283f85bc86.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\/77df24eb-cd64-48e3-8511-a92b38ae5a64.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/36ebe0691c7f46a2af9902ba1ef44705\"><source src=\"https:\/\/www.loom.com\/share\/36ebe0691c7f46a2af9902ba1ef44705\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u516c\u53f8\u6ce8\u518cMCP<\/span><br \/>\n <span class=\"tag\">\u6cd5\u5f8b\u57fa\u7840\u8bbe\u65bdAPI<\/span><br \/>\n <span class=\"tag\">AI\u81ea\u52a8\u5316\u6ce8\u518c<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u547d\u4ee4\u884c\u516c\u53f8\u6210\u7acb<\/span><br \/>\n <span class=\"tag\">EIN\u81ea\u52a8\u7533\u8bf7<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u6cd5\u5f8b<\/span><br \/>\n <span class=\"tag\">\u7f8e\u56fd\u516c\u53f8\u6ce8\u518c<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u75db\u70b9<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u6cd5\u5f8b\u5373\u8f6f\u4ef6\u201d\u7684\u613f\u666f\uff0c\u6279\u8bc4\u4f20\u7edfEIN\u6536\u8d39\u9ad8\u8fbe200\u7f8e\u5143\u7684\u964b\u4e60\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u5904\u7406IRS\u4f20\u771f\u81ea\u52a8\u5316\u7b49\u9057\u7559\u7cfb\u7edf\u7684\u8fb9\u7f18\u6848\u4f8b\uff1b\u662f\u5426\u8ba1\u5212\u652f\u6301\u66f4\u591a\u5dde\uff08\u9664DE\u3001WY\u5916\uff09\uff1b\u4e0eStripe Atlas\u76f8\u6bd4\u7684\u4f18\u52bf\u53ca\u5b9e\u9645\u4f53\u9a8c\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Lovie\u6293\u4f4f\u4e86\u201c\u6280\u672f\u6027\u521b\u59cb\u4eba\u201d\u4e0e\u201c\u9057\u7559\u6cd5\u5f8b\u7cfb\u7edf\u201d\u4e4b\u95f4\u5de8\u5927\u7684\u4f53\u9a8c\u65ad\u5c42\uff0c\u5e76\u5c06\u5176\u5305\u88c5\u6210\u5f00\u53d1\u8005\u719f\u6089\u7684API\u548cMCP\u5f62\u6001\uff0c\u8fd9\u662f\u4e00\u4e2a\u7cbe\u51c6\u7684\u5207\u5165\u70b9\u3002\u521b\u59cb\u4eba\u8428\u6b23\u752817\u6b21\u516c\u53f8\u6ce8\u518c\u7684\u75db\u82e6\u7ecf\u5386\u4f5c\u4e3a\u7814\u7a76\u6837\u672c\uff0c\u5c06\u516c\u53f8\u6ce8\u518c\u89e3\u6784\u4e3a\u201c\u5206\u5e03\u5f0f\u7cfb\u7edf\u95ee\u9898\u201d\uff0c\u8fd9\u4e2a\u8ba4\u77e5\u672c\u8d28\u4e0a\u662f\u6b63\u786e\u7684\u2014\u2014\u5dde\u653f\u5e9c\u3001IRS\u3001\u6ce8\u518c\u4ee3\u7406\u4eba\u3001\u94f6\u884c\u7b49\u4e3b\u4f53\u4e4b\u95f4\u7684\u4ea4\u4e92\u786e\u5b9e\u5145\u6ee1\u4e86\u5ef6\u8fdf\u548c\u72b6\u6001\u4e0d\u4e00\u81f4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c2\u5206\u949f\u6ce8\u518c\u201d\u8fd9\u4e2a\u524d\u7aef\u6548\u7387\uff0c\u800c\u5728\u4e8e\u6253\u901a\u4e86\u6a2a\u8de8\u653f\u5e9c\u673a\u6784\uff08IRS\u4f20\u771f\uff09\u3001\u4fe1\u7528\u4f53\u7cfb\uff08DUNS\uff09\u548c\u94f6\u884c\uff08\u94f6\u884c\u5c31\u7eea\u5b9e\u4f53\uff09\u7684\u6570\u636e\u7ba1\u9053\u3002\u5bf9\u4e8e\u56fd\u9645\u521b\u59cb\u4eba\u800c\u8a00\uff0c\u4e00\u4e2a\u53ef\u7f16\u7a0b\u7684\u5b9e\u4f53\u5c31\u7eea\u72b6\u6001\uff0c\u5176\u4ef7\u503c\u8fdc\u8d85\u7701\u53bb\u7684200\u7f8e\u5143EIN\u8d39\u7528\uff0c\u5b83\u89e3\u9664\u4e86\u8de8\u5883\u521b\u4e1a\u4e2d\u6700\u5927\u7684\u8eab\u4efd\u548c\u4fe1\u7528\u8ba4\u8bc1\u969c\u788d\u3002\u4f46\u4ea7\u54c1\u9762\u4e34\u7684\u6311\u6218\u4e5f\u76f8\u5f53\u4e25\u5cfb\u3002\u9996\u5148\uff0c\u5176\u4e1a\u52a1\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u5408\u89c4\u670d\u52a1\uff0cAPI\u7684\u9c81\u68d2\u6027\u5b8c\u5168\u53d6\u51b3\u4e8e\u4e0e\u653f\u5e9c\u8001\u65e7\u7cfb\u7edf\u7684\u63a5\u53e3\u7a33\u5b9a\u6027\uff08\u6b63\u5982\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u4f20\u771f\u81ea\u52a8\u5316\u8fb9\u7f18\u6848\u4f8b\uff09\uff0c\u4efb\u4f55\u4e00\u6b21\u5bf9\u63a5\u5931\u8d25\u7684\u76f4\u63a5\u540e\u679c\u90fd\u662f\u6cd5\u5f8b\u5b9e\u4f53\u65e0\u6548\u3002\u5176\u6b21\uff0c\u7279\u6717\u666e\u65f6\u4ee3\u540e\u5404\u5dde\u6cbb\u7406\u89c4\u5219\u9891\u7e41\u53d8\u52a8\uff0c\u6301\u7eed\u5408\u89c4\u5e76\u975e\u4e00\u6b21\u6027\u8ba2\u9605\u80fd\u5b8c\u5168\u8986\u76d6\u3002\u6700\u540e\uff0c\u4ece\u201c\u7ec8\u7aef\u5de5\u5177\u201d\u5230\u201c\u94f6\u884c\u5c31\u7eea\u201d\u4e4b\u95f4\u8fd8\u6a2a\u4e98\u7740\u94f6\u884c\u5f00\u6237\u8fd9\u4e00\u66f4\u8270\u96be\u7684\u73af\u8282\uff0c\u9664\u975eLovie\u540e\u7eed\u80fd\u5185\u5d4cKYC\u548c\u94f6\u884cAPI\uff0c\u5426\u5219\u5b83\u53ea\u662f\u4e00\u4e2a\u66f4\u9ad8\u6548\u7684\u524d\u7f6e\u73af\u8282\uff0c\u800c\u975e\u5b8c\u6574\u89e3\u51b3\u65b9\u6848\u3002\u5c06\u6cd5\u5f8b\u7b80\u5316\u4e3a\u4ee3\u7801\u662f\u8bf1\u4eba\u7684\uff0c\u4f46\u522b\u5fd8\u4e86\uff0cbug\u662f\u53ef\u4ee5\u56de\u6eda\u7684\uff0c\u800c\u9519\u8bef\u7684\u516c\u53f8\u7ed3\u6784\u4fee\u590d\u6210\u672c\u6781\u9ad8\u3002Lovie\u7784\u51c6\u7684\u662f\u201c\u9ad8\u9891\u3001\u6807\u51c6\u5316\u3001\u4f4e\u5ba2\u5355\u4ef7\u201d\u7684\u957f\u5c3e\u521b\u59cb\u4eba\u9700\u6c42\uff0c\u800c\u975e\u590d\u6742\u7ed3\u6784\u7684\u5de8\u5934\uff0c\u8fd9\u4e2a\u5b9a\u4f4d\u8db3\u591f\u950b\u5229\uff0c\u4f46\u5929\u82b1\u677f\u4e5f\u6e05\u6670\u53ef\u89c1\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\">Lovie Formation – Incorporation MCP<\/span>\n <\/div>\n<div class=\"comment-content\">Legacy formation is a bug. Lovie turns legal into an MCP and API. Spin up Delaware and Wyoming company formation in 2 minutes from your terminal (MCP). Includes EIN filing (IRS\/Fax), registered agent, DUNS Number applicaton and compliance for $20.00 Stop paying legacy fees for manual work. Whether you’re a US or international founder, Lovie handles the friction so you can focus on building. The first bank-ready entity builder for the agentic age.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt community! I am the solo-founder and CEO of <a href=\"http:\/\/Lovie.co\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Lovie.co<\/a>, and we are incredibly excited to launch our first product today. Currently, I am writing from our HQ (sfvibehouse.com) in West Portal, San Francisco, where we have started a new culture of building in the agentic era \u2014 <a href=\"http:\/\/lovie.co\/culture\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">lovie.co\/culture<\/a> (created by <a href=\"https:\/\/www.producthunt.com\/@darrenmurph\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"darrenmurph\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@darrenmurph<\/a>)<\/p>\n<p>I have been an entrepreneur since I was 17. I built 4 startups in Istanbul and then moved to San Francisco to build 4 more. I sold my first startup to Gfycat and my last startup, RemoteTeam, to Gusto. RemoteTeam was a Product Hunt success story \u2014 we exited just 580 days after incorporation. Beyond building, I have invested in 200+ startups and spent 25 years creating content to motivate people to become builders\/founders \u2014 over 1,000 videos and counting. Helping people build is not just what I do \u2014 it is who I am. I am part of many founder communities. Nearly all of my friends are founders, and even my wife is a founder. I married my co-founder. My whole life, I had one main thing: build, build, build. I deeply believe that being a founder is the best job in the world. It made me a better person, gave me a better life, and enabled me to help others. For me, being a founder is my fate, plan, and spiritual journey. The more I build, the more I learn about myself.<\/p>\n<p>I have launched many great products on Product Hunt over the years, but this is by far one of the most exciting ones. Now, we can help people start their company faster.<\/p>\n<p>The best time to build is right now. The entire Silicon Valley playbook is finally accessible to everyone. We are entering a golden age of productivity and entrepreneurship where millions of people will become founders, and the only thing standing in their way should not be paperwork.<\/p>\n<p>Through my journey, I personally incorporated 17 companies \u2014 C-Corps, LLCs, and S-Corps. I hated the process every single time. It was slow, expensive, and full of unnecessary friction.<\/p>\n<p>So I realized that legacy company formation is essentially a bug. It is a distributed systems problem disguised as legal paperwork. We built Lovie to treat legal infrastructure like software infrastructure. Instead of paying $200 just for an EIN or dealing with manual faxing, Lovie turns legal into an MCP and API.<\/p>\n<p>You can now spin up a Delaware or Wyoming company in just a few minutes directly from your terminal. We handle EIN filing (direct IRS filing\/Fax automation), registered agent services, and ongoing compliance for a flat $20.00 subscription. Whether you are a US or international founder, we remove the friction so you can focus entirely on building.<\/p>\n<p>I would genuinely love to hear your thoughts! For those of you who have recently formed a company, what was the most frustrating part of the process that you wish had been automated?<\/p>\n<p>I will be here all day to answer any questions about company formation, our MCP, or how we are building the first bank-ready entity builder for the agentic age. Let me know what you think! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@darrenmurph\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@darrenmurph<\/a> <a href=\"https:\/\/www.producthunt.com\/@sahin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sahin<\/a> The \u201clegal infrastructure as software infrastructure\u201d idea is powerful. A lot of founder friction still comes from processes that were designed before internet-native businesses even existed.<\/p>\n<p>Curious whether you see the future being API-first company creation, where agents can autonomously form\/manage entities as part of workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@darrenmurph\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@darrenmurph<\/a> <a href=\"https:\/\/www.producthunt.com\/@sahin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sahin<\/a> Just gave it an upvote! \ud83d\ude80 As someone who builds products for creators and e-commerce, I deeply resonate with your mission to kill ‘legacy bugs’ and hidden fees. Treating legal infrastructure like a software API is exactly what the agentic age needs right now. Quick question for you Sahin: How does the system handle edge cases with the legacy IRS fax automation? Huge congrats on the launch today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hey Product Hunt! I\u2019m the manager of one of Lovie. (see our culture to understand what does it mean <a href=\"https:\/\/www.lovie.co\/culture\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.lovie.co\/culture\/<\/a>)<\/p>\n<p>I used to be a lawyer, and I saw how much friction (and “dark pattern” upselling) exists in company formation. Most services charge $200.00 just for an EIN. That\u2019s a legacy bug we\u2019re debugging.<\/p>\n<p>We built Lovie to treat legal infrastructure like software infrastructure. We offer 2-minute company formation and EINs via AI, direct IRS\/Fax automation, and a flat $20.00\/month subscription that covers the entity, EIN, registered agent, and compliance.<\/p>\n<p>You can use our MCP from your terminal or hit start conversation on our website to incorporate while you stay in your workflow.<\/p>\n<p>I’m here all day! Ask me anything about company formation, legaltech, or how we\u2019re building the first bank for the agentic age!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omer_legaltech\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omer_legaltech<\/a> Interesting positioning \u2014 treating legal infrastructure like software infrastructure is a strong framing.<\/p>\n<p>Curious whether you think AI-native businesses in the future will even \u201cform companies\u201d the traditional way, or if legal\/entity management itself becomes programmable and continuous.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@omer_legaltech\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omer_legaltech<\/a> Upvoted and supporting! \ud83d\ude4c It’s incredibly refreshing to see a former insider disrupting the ‘dark patterns’ of legaltech. Charging a flat $20 instead of those ridiculous $200 EIN fees is a massive win for indie founders like us. Do you guys plan to expand beyond Delaware and Wyoming soon? Great execution!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 fun parts of building Lovie was realizing that “company formation” is basically a distributed systems problem disguised as legal paperwork.<\/p>\n<p>You\u2019ve got state filings, IRS flows, compliance deadlines, identity verification, fax infrastructure (yes\u2026 still fax \ud83d\ude2d), banking rails, retries, failures, edge cases, and a lot of humans stuck in slow workflows.<\/p>\n<\/p>\n<p>So we asked:<br \/>What if this behaved more like Stripe\/Twilio\/GitHub APIs instead of a traditional law office?<\/p>\n<p>That idea turned into:<\/p>\n<ul>\n<li>\n<p>AI-assisted formation<\/p>\n<\/li>\n<li>\n<p>automated EIN workflows<\/p>\n<\/li>\n<li>\n<p>MCP support for agents\/dev workflows<\/p>\n<\/li>\n<li>\n<p>flat pricing without the classic upsell maze<\/p>\n<\/li>\n<\/ul>\n<p>Would genuinely love feedback from founders, developers, lawyers, and especially people who recently formed a company and hated the process.<\/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\/@ahmetardal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmetardal<\/a> what’s one edge case your API nails that legacy services still botch?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@ahmetardal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmetardal<\/a> Just upvoted! Your analogy of company formation being a ‘distributed systems problem disguised as legal paperwork’ is the most accurate thing I’ve read all week. \ud83c\udfaf Building this as an MCP is brilliant. How painful was it to bridge modern API workflows with that legacy fax infrastructure? Best of luck to the team today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This is so great, I wish I got it before I incorporated mine, but of course I must recommend it to some of my friends who would like to incorporate a company in the US \ufffc<\/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>Building legal infrastructure like software infrastructure is such a powerful vision. Proud to be part of Lovie \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Woh this looks cool<\/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\/@hot_town\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hot_town<\/a> Really appreciate the support, Vince \ud83d\ude4c<\/p>\n<p>Excited to see builders like you resonating with what we\u2019re creating at Lovie.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Better than Stripe Atlas?<\/div>\n<div class=\"comment-actions\">\n<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\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> I used Stripe Atlas. I think it is much better. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>Being part of the <a href=\"https:\/\/www.lovie.co\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Lovie<\/a> team right now feels like having a front-row seat to a revolution. We\u2019re seeing founders use AI to move from a “shower thought” to a functional, impactful product in a matter of days\u2014sometimes even hours. It is truly the golden age of the high-agency builder.<\/p>\n<p>The problem we noticed, however, is that while the <strong>code<\/strong> is moving at the speed of light, the <strong>legal infrastructure<\/strong> is still stuck in the era of manual faxes and legacy “dark pattern” upselling. To us, that\u2019s just a massive bug in the startup ecosystem.<\/p>\n<p>We built <a href=\"https:\/\/www.producthunt.com\/products\/lovie-the-ai-native-formation-mcp\" target=\"_blank\" rel=\"noopener\">Lovie Formation<\/a> to match the velocity of this new AI era. If you\u2019re building your product with AI agents and terminal-based tools, your company formation should live there too. We\u2019ve turned incorporation into an MCP and API so you can spin up a bank-ready entity in Delaware or Wyoming in about 2 minutes.<\/p>\n<p>There has quite literally never been a better time to build something that matters. Don\u2019t let paperwork be the friction that kills your momentum. We\u2019re here to help you get the “boring stuff” out of the way at the speed of AI so you can get back to what you do best: <strong>building.<\/strong><\/p>\n<p>Can’t wait to see what companies you all launch today! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt community \ud83d\udc4b I’m Darren, and I’m leading culture at Lovie. Few founders put intentional thought into culture and operational infrastructure this early in the life of a company, but <a href=\"https:\/\/www.producthunt.com\/@sahin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sahin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sahin<\/a> is built different. He has founded and exited companies before, and he knows that intentionality around this early compounds into excellence. <\/p>\n<\/p>\n<p>The reason this matters to those of you using our Formation product is simple: the people building this are aligned with a highly unique culture framework. We call it Future of Work 2.0. You will feel the difference in the product, because the people building it are highly differentiated. The way we work impacts the way we build. I know you’ll be able to feel the difference. You can dive deeper here: <a href=\"https:\/\/www.lovie.co\/culture\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.lovie.co\/culture\/<\/a><\/p>\n<\/p>\n<p>I’ve built culture at some of the world’s pioneering distributed companies, including GitLab, Zillow, Ford, and more. I’m having a blast building it with some of the highest agency people I’ve ever met at Lovie. Any questions? Ask away! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<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\/QHGLFQYPV2R4K3\" class=\"app-title\">Propello<\/a><\/p>\n<div class=\"one-liner\">Create the pipeline you never had<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">100<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Propello\u901a\u8fc7AI Buyer Exploration Agents\u5728\u7f51\u7ad9\u6216\u8425\u9500\u6e20\u9053\u5b9e\u65f6\u6355\u83b7\u8bbf\u5ba2\uff0c\u81ea\u52a8\u8fdb\u884c\u4e2a\u6027\u5316\u4ea7\u54c1\u6f14\u793a\u3001\u4ef7\u503c\u6c9f\u901a\u548c\u5f02\u8bae\u5904\u7406\uff0c\u66ff\u4ee3\u4f20\u7edf\u201c\u9884\u7ea6Demo\u201d\u8868\u5355\uff0c\u89e3\u51b3\u9ad8\u6d41\u5931\u7387\u75db\u70b9\uff0c\u5e76\u6301\u7eed\u8ddf\u8fdb\u8865\u9f50GTM\u8f6c\u5316\u94fe\u8def\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\/f6e421e7-4ff8-4da8-a41f-346336b2a257.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\/a61a7f25-fa4a-47d4-adbb-792fb2ad7538.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\/2b0d3700-15f8-44ac-80ad-1a0a59c5117c.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\/cc28c9ba-ca81-47a5-91b8-2a441381b72d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/64bdf00b-f645-4ed9-afaf-447941d43778.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7412a786-8a42-489c-aaff-e9fcb01678b7.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\">Growth Hacking<\/span><br \/>\n <span class=\"tag\">Pitch Tel Aviv<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9500\u552e\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u7ebf\u7d22\u6fc0\u6d3b<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4e2a\u6027\u5316\u6f14\u793a<\/span><br \/>\n <span class=\"tag\">GTM\u589e\u6548<\/span><br \/>\n <span class=\"tag\">B2B\u8f6c\u5316\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u8ddf\u8fdb<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u914d\u7f6e<\/span><br \/>\n <span class=\"tag\">\u4e70\u5bb6\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">Demo\u8868\u5355\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">SaaS\u8425\u9500\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\u5173\u5fc3AI\u4ee3\u7406\u542f\u52a8\u65b9\u5f0f\uff08\u81ea\u52a8\/\u624b\u52a8\uff09\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u652f\u6301\u4e3b\u52a8\u8fce\u5bbe\u4e0e\u94fe\u63a5\u89e6\u53d1\uff0c\u65e0\u4ee3\u7801\u914d\u7f6e\u3002\u5df2\u83b7\u7528\u6237\u597d\u8bc4\u5982\u6f6e\u3002\u53e6\u6709\u7528\u6237\u8d28\u7591AI\u4ea4\u4e92\u7684\u771f\u5b9e\u4f53\u9a8c\uff0c\u62c5\u5fc3\u4e70\u5bb6\u8bc6\u522b\u540e\u6d41\u5931\uff0c\u8ba4\u4e3a\u8868\u535598%\u6d41\u5931\u7387\u867d\u9ad8\uff0cAI\u8ddf\u8fdb\u4e0e\u5f02\u8bae\u5904\u7406\u4ef7\u503c\u53ef\u89c2\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 Propello\u7684\u5207\u5165\u70b9\u7cbe\u51c6\u4e14\u72e0\u8fa3\u2014\u2014\u201cBook a Demo\u8868\u5355\u6d41\u593198%\u4e70\u5bb6\u201d\u662f\u51e0\u4e4e\u6240\u6709B2B SaaS\u56e2\u961f\u5fc3\u7167\u4e0d\u5ba3\u7684\u4f24\u75a4\uff0c\u4f20\u7edf\u6f0f\u6597\u4ece\u201c\u8bbf\u5ba2\u2192\u6ce8\u518c\u2192Demo\u201d\u7684\u4e2d\u65ad\u7387\u6781\u5176\u6050\u6016\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u9020\u4e00\u4e2a\u66f4\u806a\u660e\u7684\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u5728\u4e8e\u786c\u751f\u751f\u628a\u201c\u88ab\u52a8\u7b49\u5f85\u586b\u8868\u201d\u53d8\u6210\u201c\u4e3b\u52a8\u6d8c\u5165\u5bf9\u8bdd\u201d\uff0c\u628a\u6f0f\u6597\u6f0f\u4e0b\u53bb\u7684\u6d41\u91cf\u8f6c\u5316\u4e3a\u53ef\u89e6\u78b0\u3001\u53ef\u63a8\u8fdb\u7684\u5bf9\u8bdd\u8d44\u4ea7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u503c\u5f97\u7559\u610f\u7684\u662f\u201cAI Buyer Exploration Agents\u201d\u7684\u5b9a\u4f4d\u2014\u2014\u5b83\u4e0d\u5f3a\u79f0\u81ea\u5df1\u662f\u901a\u7528\u9500\u552eAI\uff0c\u800c\u662f\u805a\u7126\u5728Demo\u524d\u8fd9\u4e00\u6700\u75db\u7684\u771f\u7a7a\u5730\u5e26\uff1a\u8bbf\u5ba2\u6d4f\u89c8\u4ea7\u54c1\u9875\u9762\u65f6\u82e5\u65e0\u4eba\u5de5\u4ecb\u5165\uff0c\u6d41\u5931\u5373\u5b9a\u5c40\u3002Propello\u7684\u5b9e\u65f6\u4ecb\u5165\u3001\u4e2a\u6027\u5316\u63a8\u9500\u8bed\u5883\u4e0e\u5f02\u8bae\u5904\u7406\uff0c\u8fdc\u6bd4\u4e00\u5c01\u4e8b\u540e\u8ddf\u8fdb\u90ae\u4ef6\u6709\u6760\u6746\u6548\u5e94\u3002\u66f4\u5999\u7684\u662f\uff0c\u5b83\u80fd\u8054\u52a8CRM\u548c\u4ea7\u54c1\u6570\u636e\uff0c\u8f93\u51fa\u5b9a\u5236\u5316\u8ddf\u8fdb\u90ae\u4ef6\u2014\u2014\u8fd9\u610f\u5473\u7740\u5b83\u4ece\u201c\u6d41\u91cf\u6551\u661f\u201d\u53d8\u6210\u4e86\u5b8c\u6574\u7684GTM\u95ed\u73af\u89e6\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8981\u8b66\u60d5\u7684\u662f\uff1aAI\u4ee3\u7406\u80fd\u5426\u771f\u6b63\u5904\u7406\u590d\u6742\u5f02\u8bae\u3001\u8d62\u5f97\u4e70\u5bb6\u4fe1\u4efb\uff0c\u672c\u8d28\u4e0a\u53d6\u51b3\u4e8e\u5185\u5bb9\u7684\u5f3a\u51c6\u5907\u5ea6\u548c\u5bf9\u8bdd\u8bbe\u8ba1\u7684\u7ec6\u817b\u7a0b\u5ea6\u3002\u5982\u679c\u80cc\u540e\u7684\u77e5\u8bc6\u5e93\u53ea\u662f\u7b80\u5355\u7684\u4ea7\u54c1\u8bf4\u660e\u62fc\u63a5\uff0c\u4e70\u5bb6\u4e00\u65e6\u53d1\u73b0\u662fAI\u800c\u7f3a\u4e4f\u81ea\u7136\u9012\u8fdb\u611f\uff0c\u53cd\u800c\u53ef\u80fd\u52a0\u901f\u9003\u79bb\u3002\u8bc4\u8bba\u4e2d\u5df2\u6709\u7528\u6237\u4e00\u9488\u89c1\u8840\u7684\u95ee\u9898\uff1a\u201c\u4e70\u5bb6\u4f1a\u4e0d\u4f1a\u53d1\u73b0\u662fAI\u540e\u7acb\u523b\u6d41\u5931\uff1f\u201d\u8fd9\u662fPropello\u5fc5\u987b\u6301\u7eed\u4f18\u5316\u7684\u6838\u5fc3\u77db\u76fe\uff1aAI\u5f97\u9690\u8eab\uff0c\u50cf\u4e2a\u4e86\u89e3\u4f60\u9700\u6c42\u7684\u9876\u7ea7\u9500\u552e\uff0c\u800c\u4e0d\u662f\u4e2a\u8bdd\u672f\u590d\u8bfb\u673a\u3002\u5bf9\u4e8eC\u7aef\u611f\u77e5\u654f\u611f\u3001\u6f5c\u5ba2\u51b3\u7b56\u94fe\u6761\u77ed\u7684\u4ea7\u54c1\uff0c\u8fd9\u4e1c\u897f\u53ef\u80fd\u6709\u526f\u4f5c\u7528\uff1b\u4f46\u5bf9\u4e8e\u9ad8\u5ba2\u5355\u4ef7\u3001\u591a\u89d2\u8272\u53c2\u4e0e\u7684B2B\uff0c\u5b83\u6210\u529f\u586b\u8865\u4e86\u4eba\u5de5SDR\u6210\u672c\u592a\u9ad8\u3001\u51b7\u8868\u5355\u65e0\u4eba\u7406\u4e2d\u95f4\u7684\u6b7b\u533a\u2014\u2014\u524d\u63d0\u662f\uff0c\u5b83\u5fc5\u987b\u62ff\u634f\u597d\u201c\u4e3b\u52a8\u201d\u4e0e\u201c\u4fb5\u5165\u201d\u7684\u8fb9\u754c\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\">Propello<\/span>\n <\/div>\n<div class=\"comment-content\">The “Book a Demo” form loses 98% of your buyers. Propello catches them. AI Buyer Exploration Agents that engage every visitor instantly- personalized walkthrough, tailored value framing, and real objections handled. Then, Propello keeps going: auto-tailored follow-ups built from each conversation, enriched with your CRM and product data. GTM teams finally capture the demand they worked so hard to create.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi @idan_arealy, congrats on the launch. This is really interesting. How do you invoke the agent to start? Auto, user driven?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zolani_matebese\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zolani_matebese<\/a> <\/p>\n<p>Hi Zolani! Thx a lot and great question! Propello agents work both ways \u2014 proactively greeting buyers on your site or campaigns, and on-demand via links in emails, LinkedIn, or webinar follow-ups.<\/p>\n<p>Setup is no-code: upload your content (url’s, pdf’s and every type of asset), pick a use case, choose a personality – agent ready in minutes. \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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Already using! <a href=\"https:\/\/www.producthunt.com\/@idan_arealy\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"idan_arealy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@idan_arealy<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>98% drop-off on demo forms is actually brutal. The AI follow-up + objection handling part makes sense tho. C<\/p>\n<p>urious if buyers actually enjoy talking to these agents or just bounce the second they realize it\u2019s AI?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/AX6SOUT7SGGDAE\" class=\"app-title\">Gyro Autopilot – Easy Flight Refunds<\/a><\/p>\n<div class=\"one-liner\">100s of Dollars Could Be Sitting in Your Inbox \ud83d\udce5<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">96<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gyro Autopilot \u901a\u8fc7\u626b\u63cf\u7528\u6237\u90ae\u7bb1\uff0c\u81ea\u52a8\u8bc6\u522b\u56e0\u822a\u73ed\u5ef6\u8bef\u3001\u53d6\u6d88\u6216\u8d85\u552e\u7b49\u4ea7\u751f\u7684\u672a\u9886\u53d6\u8d54\u507f\u91d1\uff0c\u5e76\u4ee3\u4e3a\u63d0\u4ea4\u7d22\u8d54\u7533\u8bf7\uff0c\u5f7b\u5e95\u7701\u53bb\u7528\u6237\u4e0e\u822a\u7a7a\u516c\u53f8\u7e41\u7410\u7684\u6c9f\u901a\u6d41\u7a0b\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\/422012f9-25ce-4f3d-a88a-c18f234488f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e1de28d-59e2-4b27-9524-71719d38a8fd.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\/2777f162-9aa6-4c37-9fd8-01121afa8b57.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/56da0ae0-97b9-4675-a2cd-24b5aef77834.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40d5d135-d3d4-49f4-a168-afbf7d4173b6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/96ee27cd-06ad-4f95-a79a-002803723e33.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\/21eeaeef-4985-40b3-89e7-6eb5bdfdb900.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/C483keAIJRw\"><source src=\"https:\/\/youtu.be\/C483keAIJRw\" 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\">Travel<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Pitch Tel Aviv<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u822a\u73ed\u8d54\u507f<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u7d22\u8d54<\/span><br \/>\n <span class=\"tag\">\u90ae\u7bb1\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">AI\u7406\u8d54<\/span><br \/>\n <span class=\"tag\">\u65c5\u884c\u6743\u76ca<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u8005\u7ef4\u6743<\/span><br \/>\n <span class=\"tag\">\u65e0\u80dc\u8bc9\u4e0d\u6536\u8d39<\/span><br \/>\n <span class=\"tag\">\u4fbf\u6377\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\u201c\u8fde\u63a5\u90ae\u7bb1\u81ea\u52a8\u627e\u94b1\u201d\u7684\u4f4e\u95e8\u69db\u8bbe\u8ba1\u548cAI\u5bf9\u5b9e\u9645\u95ee\u9898\u7684\u89e3\u51b3\u80fd\u529b\u3002\u540c\u65f6\u5173\u6ce8\u591a\u822a\u73ed\u3001\u591a\u822a\u7a7a\u516c\u53f8\u3001\u4ee3\u7801\u5171\u4eab\u7b49\u590d\u6742\u573a\u666f\u7684\u5904\u7406\uff0c\u4ee5\u53ca\u822a\u7a7a\u516c\u53f8\u62d2\u8d54\u3001\u7ba1\u8f96\u6743\u5dee\u5f02\u7b49\u8fb9\u7f18\u6848\u4f8b\u7684\u5e94\u5bf9\u7b56\u7565\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 Gyro Autopilot \u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2aAI\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u5207\u5165\u4e86\u201c\u6743\u529b\u4e0d\u5bf9\u7b49\u201d\u7684\u6d88\u8d39\u573a\u666f\u2014\u2014\u822a\u7a7a\u516c\u53f8\u5229\u7528\u6d41\u7a0b\u590d\u6742\u6027\u3001\u4fe1\u606f\u4e0d\u5bf9\u79f0\u548c\u7528\u6237\u60f0\u6027\uff0c\u8ba9\u672c\u8be5\u8d54\u4ed8\u7684\u6570\u5341\u4ebf\u7f8e\u5143\u6c89\u6dc0\u4e3a\u9690\u6027\u5229\u6da6\u3002\u4ea7\u54c1\u901a\u8fc7\u201c\u65e0\u80dc\u8bc9\u4e0d\u6536\u8d39\u201d\u548c\u201c\u96f6\u64cd\u4f5c\u95e8\u69db\u201d\u5c06\u8d54\u4ed8\u98ce\u9669\u5b8c\u5168\u8f6c\u79fb\u5230\u81ea\u8eab\uff0c\u76f4\u63a5\u62a2\u593a\u822a\u7a7a\u516c\u53f8\u7684\u201c\u7070\u8272\u5229\u6da6\u201d\uff0c\u8fd9\u6bd4ChatGPT\u5305\u88c5\u6210\u65c5\u884c\u52a9\u624b\u7684\u540c\u7c7b\u4ea7\u54c1\u66f4\u8bda\u5b9e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u98ce\u9669\u4e0d\u5bb9\u5ffd\u89c6\uff1a\u7b2c\u4e00\uff0c\u90ae\u7bb1\u6743\u9650\u7684\u9690\u79c1\u5408\u89c4\u662f\u5b9a\u65f6\u70b8\u5f39\uff0c\u5c24\u5176\u6d89\u53ca\u6b27\u76dfGDPR\uff1b\u7b2c\u4e8c\uff0c\u8fb9\u7f18\u6848\u4f8b\uff08\u5982\u591a\u822a\u6bb5\u6df7\u5408\u627f\u8fd0\u3001\u4e0d\u540c\u56fd\u5bb6\u8d54\u507f\u4e0a\u9650\u5dee\u5f02\uff09\u5904\u7406\u4e0d\u5f53\u4f1a\u76f4\u63a5\u5bfc\u81f4\u8d54\u4ed8\u5931\u8d25\uff0c\u7528\u6237\u4fe1\u4efb\u4e00\u65e6\u7834\u88c2\u5f88\u96be\u4fee\u590d\uff1b\u7b2c\u4e09\uff0c\u822a\u7a7a\u516c\u53f8\u6b63\u901a\u8fc7\u7b97\u6cd5\u4f18\u5316\u62d2\u8d54\u8bdd\u672f\uff0c\u8fd9\u573a\u732b\u9f20\u6e38\u620f\u9700\u8981\u6301\u7eed\u6295\u5165\u6cd5\u5f8b\u548c\u5de5\u7a0b\u8d44\u6e90\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5f53\u524d\u7684\u6838\u5fc3\u58c1\u5792\u4e0d\u662fAI\u6280\u672f\uff0c\u800c\u662f\u5bf9\u5404\u56fd\u822a\u7a7a\u8d54\u507f\u6cd5\u89c4\u7684\u6570\u636e\u5e93\u79ef\u7d2f\u548c\u81ea\u52a8\u5316\u7d22\u8d54\u5f15\u64ce\u7684\u7a33\u5b9a\u6027\u3002\u82e5\u53ea\u505c\u7559\u5728\u201c\u626b\u63cf-\u7d22\u8d54\u201d\u7684\u5355\u70b9\u529f\u80fd\uff0c\u6781\u6613\u88abExpedia\u3001Hopper\u7b49\u5e73\u53f0\u96c6\u6210\u540e\u78be\u538b\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5e94\u662f\u6c89\u6dc0\u4e3a\u201c\u6d88\u8d39\u6743\u76ca\u81ea\u52a8\u5316\u8ffd\u7d22\u5e73\u53f0\u201d\uff0c\u6a2a\u5411\u6269\u5c55\u5230\u9152\u5e97\u3001\u4fdd\u9669\u7b49\u540c\u6837\u5b58\u5728\u8d54\u4ed8\u7f3a\u53e3\u7684\u884c\u4e1a\u3002\u76ee\u524d\u7684\u4ea7\u54c1\u53d9\u4e8b\u8db3\u591f\u8bf1\u4eba\uff0c\u4f46\u6267\u884c\u7ec6\u8282\u624d\u662f\u51b3\u5b9a\u751f\u6b7b\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\">Gyro Autopilot – Easy Flight Refunds<\/span>\n <\/div>\n<div class=\"comment-content\">Scan your inbox for unclaimed flight money from delays, cancellations, overbookings, and more. Gyro Autopilot finds what you\u2019re owed and claims it automatically. No win, no fee. No commitment. No credit card.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey! Product Hunt! \ud83d\udc4b<br \/>I\u2019m Jonathan Attias, co-founder of <strong>GYRO<\/strong>.<\/p>\n<p>Our team spent years building products around AI, automation, and payments. Honestly, the team built something that feels a bit like magic.<\/p>\n<p>We started GYRO after noticing a broken reality:<\/p>\n<p>Billions in flight compensation go unclaimed every year.<br \/>Not because people aren\u2019t eligible.<br \/>Because the process is exhausting.<\/p>\n<p>Forms, rejections, waiting, support tickets. Most people simply give up.<\/p>\n<p>So we built something different.<\/p>\n<p>Connect your email.<\/p>\n<p>GYRO finds delayed flights, checks eligibility, files claims automatically, and helps users get paid.<\/p>\n<p>No lawyers.<br \/>No paperwork.<br \/>No back and forth with airlines.<\/p>\n<p>The big shift for us was understanding this:<\/p>\n<p>People don\u2019t want another tool.<br \/>They want the outcome.<\/p>\n<p>One moment that made us realize we were onto something:<br \/>A user found thousands of euros from old flights they completely forgot about.<br \/>Then it kept happening again and again.<\/p>\n<p>Today, hundreds of thousands of flights have already gone through the system.<\/p>\n<p>Guess the name fits.<\/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\/@jonathanattias\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonathanattias<\/a> Congrats Jonathan <\/p>\n<p>this is a very strong example of AI being used for an actual outcome, not just another dashboard.<\/p>\n<p>From a senior AI and full-stack engineering perspective, I really like the product direction here. The hard part is not only detecting flights from inbox data, but also mapping disruptions to eligibility rules, handling different passenger-rights frameworks, managing claim state, and keeping the user experience simple enough that people trust it.<\/p>\n<p>The \u201cconnect your email and we find money you may have missed\u201d flow is powerful because it removes almost all user effort. That is exactly where automation should shine.<\/p>\n<p>One area I\u2019d be curious about is how you handle edge cases: airline rejection reasons, incomplete booking data, multi-passenger itineraries, codeshare flights, and jurisdiction-specific claim windows. Those are usually where products like this become truly defensible.<\/p>\n<p>Overall, great positioning. People do not want another travel tool \u2014 they want the compensation handled for them. GYRO communicates that very clearly.<\/p>\n<p>If the team ever needs engineering feedback around AI workflow design, claim automation, inbox parsing, or full-stack product scaling, I\u2019d be happy to help.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “money already owed to you” framing is doing real work here \u2014 most consumer fintech sells anxiety, this one sells recovery. I work in consumer protection and the asymmetry between airlines and passengers is one of the cleanest examples of how dark patterns compound. Curious what your edge cases look like \u2014 flights with multiple legs across carriers, partial refunds for downgrades. Are you handling those, or scoping to single-carrier delays first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/W3PNOV7XPNKPQ4\" class=\"app-title\">Genrate.ai<\/a><\/p>\n<div class=\"one-liner\">The military-grade recon machine for revenue teams. <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">94<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Genrate.ai\u662f\u4e00\u6b3e\u4e3a\u8425\u6536\u56e2\u961f\u6253\u9020\u7684\u519b\u4e8b\u7ea7\u8d26\u6237\u4fa6\u5bdf\u5de5\u5177\uff0c\u80fd\u5728\u6570\u5206\u949f\u5185\u751f\u6210\u4e70\u5bb6\u3001\u8d26\u6237\u53ca\u7ade\u4e89\u683c\u5c40\u7684\u6df1\u5ea6\u60c5\u62a5\u7b80\u62a5\uff0c\u5e767×24\u5c0f\u65f6\u76d1\u63a7\u5546\u673a\u4e0e\u5bf9\u624b\u52a8\u6001\uff0c\u7cbe\u51c6\u63d0\u70bc\u5f71\u54cd\u4ea4\u6613\u7684\u5173\u952e\u4fe1\u53f7\uff0c\u89e3\u51b3\u9500\u552e\u7ebf\u7d22\u6316\u6398\u4e0e\u4ea4\u6613\u63a8\u8fdb\u4e2d\u7684\u4fe1\u606f\u566a\u97f3\u4e0e\u60c5\u62a5\u7f3a\u5931\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\/51d9db2c-52f1-46ac-b747-c8fcedf56ae2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84e43ada-52f2-44f4-b6cd-565c5e07b5e4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c50025c0-ac16-4956-9c5e-34c169ec095f.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\/e9de58f5-293e-4084-add1-8c14a7ca1a72.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/7e49b9a78a7d4ad3877b48d28df0cca0\"><source src=\"https:\/\/www.loom.com\/share\/7e49b9a78a7d4ad3877b48d28df0cca0\" 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\">Business Intelligence<\/span><br \/>\n <span class=\"tag\">Pitch Tel Aviv<\/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\u8be2\u95ee\u4e0eClaude\u7b49\u901a\u7528AI\u5de5\u5177\u7684\u5dee\u5f02\u5316\u4ef7\u503c\u3002\u5b98\u65b9\u56de\u5e94\u5f3a\u8c03\u5176\u662f\u201c\u519b\u4e8b\u7ea7\u4fa6\u5bdf\u201d\u4e13\u7528\u6a21\u578b\uff0c\u62e5\u6709\u4e13\u6709\u6570\u636e\u6e90\u548c\u4e0a\u4e0b\u6587\u80fd\u529b\uff0c\u80fd\u66f4\u6709\u6548\u5730\u8fc7\u6ee4\u566a\u97f3\u3001\u805a\u7126\u5782\u76f4\u573a\u666f\u4fe1\u53f7\uff0c\u5e76\u6865\u63a5\u516c\u53f8\u5185\u5916\u90e8\u60c5\u62a5\u3002\u6574\u4f53\u53cd\u9988\u663e\u793a\u7528\u6237\u5173\u6ce8\u5176\u72ec\u7279\u6027\u548c\u5b9e\u9645\u6548\u7528\u3002 (\u517196\u5b57)\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 Genrate.ai\u8bd5\u56fe\u5728\u6cdb\u6ee5\u7684AI\u9500\u552e\u8f85\u52a9\u5de5\u5177\u4e2d\u6740\u51fa\u4e00\u6761\u8840\u8def\uff0c\u5176\u6838\u5fc3\u5356\u70b9\u201c\u519b\u4e8b\u7ea7\u4fa6\u5bdf\u201d\u548c\u201c\u4fe1\u53f7\u8fc7\u6ee4\u201d\u786e\u5b9e\u5207\u4e2d\u4e86B2B\u9500\u552e\u4e2d\u7684\u771f\u5b9e\u75db\u70b9\u2014\u2014\u4fe1\u606f\u8fc7\u8f7d\u4e0e\u7ebf\u7d22\u8d28\u91cf\u4f4e\u4e0b\u3002\u4ece\u4ea7\u54c1\u4ecb\u7ecd\u770b\uff0c\u5b83\u505a\u7684\u662f\u4f20\u7edf\u9500\u552e\u652f\u6301\u8f6f\u4ef6\uff08\u5982CRM\u3001\u7ade\u54c1\u5206\u6790\u5e73\u53f0\uff09\u548c\u901a\u7528AI\u52a9\u624b\uff08\u5982ChatGPT\u3001Claude\uff09\u90fd\u672a\u5f88\u597d\u8986\u76d6\u7684\u201c\u9ad8\u7cbe\u5ea6\u60c5\u62a5\u201d\u5730\u5e26\uff1a\u4e0d\u4ec5\u6536\u96c6\u4fe1\u606f\uff0c\u66f4\u8981\u57fa\u4e8e\u4e13\u6709\u6a21\u578b\u548c\u4e0a\u4e0b\u6587\uff0c\u5224\u65ad\u54ea\u4e2a\u4fe1\u53f7\u201c\u771f\u6b63\u4f1a\u63a8\u52a8\u4ea4\u6613\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5173\u952e\u6311\u6218\u5728\u4e8e\u5176\u5b9e\u9645\u4ea4\u4ed8\u6548\u679c\u4e0e\u8425\u9500\u8bdd\u672f\u4e4b\u95f4\u7684\u9e3f\u6c9f\u3002\u7528\u6237\u4e00\u9488\u89c1\u8840\u5730\u8ffd\u95ee\u201c\u548cClaude\u6709\u4f55\u4e0d\u540c\u201d\uff0c\u5b98\u65b9\u56de\u5e94\u867d\u5f3a\u8c03\u201c\u4e13\u6709\u6570\u636e\u6e90\u548c\u5782\u76f4\u566a\u58f0\u6bd4\u201d\uff0c\u4f46\u5e76\u672a\u5c55\u793a\u53ef\u91cf\u5316\u7684\u6848\u4f8b\uff08\u5982\u63d0\u5347\u8d62\u5355\u7387X%\u6216\u51cf\u5c11\u8c03\u7814\u65f6\u95f4Y\u5c0f\u65f6\uff09\u3002\u5982\u679c\u5176\u8f93\u51fa\u6700\u7ec8\u53ea\u662f\u66f4\u7ed3\u6784\u5316\u4f46\u4ecd\u6709\u5e7b\u89c9\u7684\u6458\u8981\uff0c\u6216\u5b9a\u4ef7\u8fdc\u8d85\u5e02\u573a\u9884\u671f\uff0c\u90a3\u4e48\u201c\u519b\u4e8b\u7ea7\u201d\u5149\u73af\u5c06\u8fc5\u901f\u892a\u8272\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u4ea7\u54c1\u5207\u5165\u7684\u662f\u8425\u6536\u56e2\u961f\uff0c\u8fd9\u7c7b\u7528\u6237\u8d2d\u4e70\u529b\u8f83\u5f3a\u4f46\u51b3\u7b56\u94fe\u590d\u6742\uff0c\u9700\u8981\u4e0e\u73b0\u6709\u9500\u552e\u6808\uff08Salesforce\u3001HubSpot\u7b49\uff09\u65e0\u7f1d\u96c6\u6210\u3002Genrate.ai\u5fc5\u987b\u8bc1\u660e\u81ea\u5df1\u80fd\u5d4c\u5165\u5de5\u4f5c\u6d41\uff0c\u800c\u975e\u5b64\u7acb\u5de5\u5177\u3002\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff1a\u5b83\u80fd\u5426\u6210\u4e3a\u9500\u552e\u56e2\u961f\u6bcf\u5929\u6253\u5f00\u7684\u7b2c\u4e00\u4e2a\u201c\u6307\u6325\u4e2d\u5fc3\u201d\uff0c\u800c\u975e\u5076\u5c14\u67e5\u4e00\u4e0b\u7684\u201c\u60c5\u62a5\u5e93\u201d\u3002\u5982\u679c\u80fd\u505a\u5230\uff0c\u5b83\u6709\u6210\u4e3a\u5782\u7c7bSaaS\u7206\u6b3e\u7684\u6f5c\u8d28\uff1b\u5982\u679c\u53ea\u662f\u53e6\u4e00\u4e2a\u5957\u58f3AI\uff0c\u5219\u96be\u9003\u88ab\u901a\u7528\u6a21\u578b\u964d\u7ef4\u6253\u51fb\u7684\u547d\u8fd0\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\">Genrate.ai<\/span>\n <\/div>\n<div class=\"comment-content\">Genrate does two things your reps can’t do alone. One: runs deep reconnaissance on any account and produces a military-grade discovery brief in minutes – buyer, account, competitive landscape. Two: watches your pipeline, customers and competitors 24\/7 and surfaces the signals that actually move deals.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great question <a href=\"https:\/\/www.producthunt.com\/@on\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"on\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@on<\/a> ! We are military grade recon, our own trained model with proprietary sources, context and ability to bridge between specific company data and external intelligence. In simple words – we have a profoundly better ratio of signal vs. noise for our vertical use case. <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks really cool, but what can I achieve with it that I can’t with Claude?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DY664HO4A3HS5Z\" class=\"app-title\">Luma Uni 1.1 API <\/a><\/p>\n<div class=\"one-liner\">A reasoning model that interprets intent before it generates<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">94<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Luma Uni 1.1 API \u662f\u4e00\u4e2a\u5728\u751f\u6210\u56fe\u50cf\u524d\u5148\u7406\u89e3\u7528\u6237\u610f\u56fe\u7684\u591a\u6a21\u6001\u63a8\u7406\u6a21\u578b\uff0c\u4e13\u4e3a\u9700\u8981\u54c1\u724c\u4e00\u81f4\u6027\u3001\u9ad8\u53ef\u63a7\u6027\u7684\u5f00\u53d1\u56e2\u961f\u8bbe\u8ba1\uff0c\u4ee5\u66f4\u4f4e\u6210\u672c\u89e3\u51b3\u4f20\u7edf\u63d0\u793a\u8bcd\u5de5\u7a0b\u96be\u4ee5\u7ef4\u6301\u98ce\u683c\u548c\u89d2\u8272\u7edf\u4e00\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\/f46378f8-3235-4327-8abe-44016e55793a.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\/d1f7291a-3c33-48fc-9040-e3347a6b2037.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db4e0ddf-7185-4b24-969f-3aa21ec3ad26.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c9913c6-28da-4430-9399-931a3e33c73b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/142eacd8-4286-45bc-b0c4-f50148b322d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/51b8d2c1-8b4c-4702-b3b5-96b1df0e66aa.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\/a6332f47-34ed-403e-993e-6adf37db7a8b.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=vK-hX1ScTUs\"><source src=\"https:\/\/www.youtube.com\/watch?v=vK-hX1ScTUs\" 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\">\u591a\u6a21\u6001\u56fe\u50cf\u751f\u6210API<\/span><br \/>\n <span class=\"tag\">\u63a8\u7406\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u53c2\u8003\u5f15\u5bfc\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u6587\u5316\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf<\/span><br \/>\n <span class=\"tag\">\u9ad8\u5206\u8fa8\u7387<\/span><br \/>\n <span class=\"tag\">AI\u56fe\u50cf\u57fa\u7840\u8bbe\u65bd<\/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\u70b9\u8d5eAPI\u5185\u7f6e\u63d0\u793a\u8bcd\u589e\u5f3a\u529f\u80fd\uff0c\u8ba4\u4e3a\u8fd9\u5bf9\u7535\u5546\u54c1\u724c\u4e00\u81f4\u6027\u5f88\u91cd\u8981\uff1b\u540c\u65f6\u8be2\u95ee\u5728\u56fe\u50cf\u751f\u6210\u65f6\u5bf9\u539f\u4ea7\u54c1\u8fb9\u7f18\u548c\u9634\u5f71\u7684\u4fdd\u7559\u6548\u679c\uff0c\u5e76\u5173\u6ce8\u662f\u5426\u6bd4GPT-Image-2\u5206\u8fa8\u7387\u66f4\u9ad8\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 Luma Uni 1.1 API \u7684\u8425\u9500\u53d9\u4e8b\u5f88\u806a\u660e\u2014\u2014\u5b83\u628a\u201c\u5728\u751f\u6210\u4e4b\u524d\u5148\u63a8\u7406\u610f\u56fe\u201d\u5305\u88c5\u6210\u4e00\u573a\u4ece\u201c\u63d0\u793a\u8bcd\u7384\u5b66\u201d\u5230\u201c\u6a21\u578b\u5c42\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u8dc3\u8fc1\u3002\u4f46\u51b7\u9759\u5ba1\u89c6\uff0c\u5176\u6838\u5fc3\u5dee\u5f02\u5e76\u4e0d\u5728\u4e8e\u201c\u63a8\u7406\u201d\u4e8c\u5b57\u591a\u4e48\u7384\u5999\uff0c\u800c\u5728\u4e8e\u5b83\u901a\u8fc7\u53c2\u8003\u5f15\u5bfc\u751f\u6210\u548c\u591a\u53c2\u8003\u5408\u6210\uff0c\u5c06\u90e8\u5206\u4e00\u81f4\u6027\u8d23\u4efb\u4ece\u5f00\u53d1\u8005\u624b\u91cc\u62a2\u56de\u6a21\u578b\u672c\u8eab\u3002\u8fd9\u7684\u786e\u964d\u4f4e\u4e86\u7aef\u5230\u7aef pipeline \u7684\u642d\u5efa\u95e8\u69db\uff0c\u5c24\u5176\u5bf9\u54c1\u724c\u89c6\u89c9\u4e25\u683c\u7684 E-com \u548c\u6f2b\u753b\/\u6761\u6f2b\u9886\u57df\u662f\u5229\u597d\u3002\u4e0d\u8fc7\uff0c\u5f53\u7ade\u54c1\uff08\u5982Recraft\u3001Ideogram\u6216Firefly API\uff09\u540c\u6837\u5728\u5f3a\u5316\u98ce\u683c\u63a7\u5236\u548c\u53c2\u8003\u80fd\u529b\u65f6\uff0cLuma \u5ba3\u79f0\u7684\u201c\u6587\u5316\u611f\u77e5\u201d\u7a76\u7adf\u662f\u591a\u7ef4\u5ea6\u7684\u6570\u636e\u4f18\u52bf\uff0c\u8fd8\u662f\u7279\u5b9a\u573a\u666f\u4e0b\u7684\u8fc7\u62df\u5408\uff1f\u76ee\u524d\u7f3a\u4e4f\u72ec\u7acb\u7b2c\u4e09\u65b9\u5728\u591a\u6837\u5316\u548c\u8fb9\u7f18\u6848\u4f8b\u4e0a\u7684\u6a2a\u8bc4\u3002\u6b64\u5916\uff0c$0.09\/2048px \u7684\u5b9a\u4ef7\u867d\u4f4e\u4e8e\u90e8\u5206\u5bf9\u624b\uff0c\u4f46\u9762\u5bf9 OpenAI \u548c Google \u7684\u964d\u4ef7\u6f6e\uff0c\u8fd9\u4e00\u4ef7\u5dee\u80fd\u5426\u6301\u7eed\u6784\u6210\u62a4\u57ce\u6cb3\u5b58\u7591\u3002\u66f4\u503c\u5f97\u5173\u6ce8\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff1aLuma \u8bd5\u56fe\u628a\u201c\u6a21\u578b\u672c\u8eab\u7684\u667a\u80fd\u5206\u5e03\u201d\u53d8\u6210\u521b\u4f5c\u7684\u201c\u7ba1\u9053\u5c42\u201d\uff0c\u5f53\u5f00\u53d1\u8005\u4e0d\u518d\u9700\u8981\u624b\u52a8\u5199\u5927\u91cf CV+prompt \u5de5\u7a0b\u53bb\u7ea6\u675f\u8f93\u51fa\uff0c\u800c\u662f\u901a\u8fc7 API \u8c03\u7528\u4e00\u4e2a\u201c\u61c2\u610f\u56fe\u7684\u751f\u6210\u5668\u201d\uff0c\u8fd9\u786e\u5b9e\u53ef\u80fd\u6539\u53d8\u56fe\u50cf\u5de5\u4f5c\u6d41\u7684\u4ea7\u54c1\u67b6\u6784\u903b\u8f91\u3002\u4f46\u522b\u5fd8\u4e86\uff0c\u5ba2\u6237\u6700\u7ec8\u8981\u7684\u662f\u7a33\u5b9a\u53ef\u63a7\u7684\u6210\u54c1\uff0c\u800c\u4e0d\u662f\u6a21\u578b\u7684\u81ea\u5439\u81ea\u64c2\u2014\u2014\u8fc1\u79fb\u6210\u672c\u3001\u6279\u6b21\u4e00\u81f4\u6027\u3001\u5931\u8d25\u6a21\u5f0f\u7684\u53ef\u89e3\u91ca\u6027\uff0c\u624d\u662f\u91cf\u4ea7\u7ea7\u771f\u5b9e\u7684\u8bd5\u91d1\u77f3\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\">Luma Uni 1.1 API <\/span>\n <\/div>\n<div class=\"comment-content\">A reasoning model that interprets intent before it generates. Less than half the price and latency of comparable models. Two endpoints. Python, JS\/TS, Go SDKs & CLI. Production grade from day one.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interior studios, fashion configurators, and storyboard generators are already being built on Uni-1.1. Until now, the API wasn\u2019t publicly accessible.<\/p>\n<\/p>\n<p><strong>What it is<\/strong>: Uni-1.1 is Luma AI\u2019s multimodal image generation model, now available via API with reference-guided generation, multi-reference composition, and built-in prompt enhancement.<\/p>\n<\/p>\n<p>Most image APIs expose a raw generation endpoint and leave consistency to prompt engineering. Uni-1.1 moves part of that reasoning into the model layer itself. Scene completion, spatial plausibility, and reference grounding happen before output, reducing complexity for production teams.<\/p>\n<\/p>\n<p>What makes it different: The model handles manga, webtoon, and non-Western visual styles unusually well. Luma trained it with Hollywood cinematographers and VFX artists, but the advantage is breadth of visual culture, not just cinematic polish.<\/p>\n<\/p>\n<p><strong>Key features<\/strong>:<\/p>\n<ul>\n<li>\n<p>Reference-guided generation with single or multi-reference inputs<\/p>\n<\/li>\n<li>\n<p>Built-in prompt enhancement at the API level<\/p>\n<\/li>\n<li>\n<p>Culture-aware outputs across styles and aesthetics<\/p>\n<\/li>\n<li>\n<p>Text-to-image and image-to-image at 2048px<\/p>\n<\/li>\n<li>\n<p>Token-based pricing (~$0.09 per 2048px image)<\/p>\n<\/li>\n<li>\n<p>Top 3 in Image Arena for text-to-image and image editing<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits<\/strong>:<\/p>\n<ul>\n<li>\n<p>Less prompt engineering for consistent branded output<\/p>\n<\/li>\n<li>\n<p>Better character and style consistency across pipelines<\/p>\n<\/li>\n<li>\n<p>Competitive pricing and latency based on published benchmarks<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it\u2019s for<\/strong>: Developers and teams building brand-specific image workflows where controllable, visually consistent output matters more than generic generation.<\/p>\n<\/p>\n<p>The important shift isn\u2019t just the model quality, it\u2019s Luma positioning the intelligence layer itself as infrastructure for creative products.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Just upvoted! \ud83d\ude80 The built-in prompt enhancement at the API level is exactly what the industry needs. As someone who builds AI image pipelines heavily focused on e-commerce product photos, I know firsthand how painful prompt engineering is for maintaining brand consistency. Quick question for the team: How well does Uni-1.1 handle preserving the original fine edges\/shadows of a product when doing image-to-image generations? Massive congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Higher resolution than gpt-image-2?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/DR7AIRGAJKAWBC\" class=\"app-title\">Basedash MCP server<\/a><\/p>\n<div class=\"one-liner\">Your data analyst, in every AI tool you already use<\/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>Basedash MCP\u670d\u52a1\u5668\u8ba9AI\u52a9\u624b\uff08\u5982Claude\u3001ChatGPT\uff09\u76f4\u63a5\u67e5\u8be2\u4f60\u6240\u6709\u6570\u636e\u5e93\u548cSaaS\u5de5\u5177\u4e2d\u7684\u5b9e\u65f6\u6570\u636e\uff0c\u65e0\u9700\u8df3\u8f6cBI\u5e73\u53f0\u5373\u53ef\u5b8c\u6210\u6570\u636e\u5206\u6790\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\/4b392b8b-8775-4ea5-9a48-7485819220e9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ZNvV8hlUL6U\"><source src=\"https:\/\/youtu.be\/ZNvV8hlUL6U\" 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\/a591f897-af4c-41fe-bc52-b5bd99bd526a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04728bde-2554-42a8-8c95-b9a5b8e08af3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83e684f2-7bb0-42e3-a8d2-dfc33b47e377.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span><br \/>\n <span class=\"tag\">Data<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">AI\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6743\u9650<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5e93\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">SaaS\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u56fe\u8868\u751f\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u201c\u53cd\u8f6c\u96c6\u6210\u65b9\u5411\u201d\u7684\u5de7\u5999\u6027\uff08\u6570\u636e\u5230AI\u800c\u975eAI\u5230\u6570\u636e\uff09\uff0c\u5173\u6ce8\u6743\u9650\u7ee7\u627f\u6a21\u578b\u80fd\u5426\u6d88\u9664\u201c\u5f71\u5b50\u5206\u6790\u201d\u95ee\u9898\u3002\u63d0\u51fa\u5177\u4f53\u6311\u6218\uff1a\u5bf9\u62e5\u6709\u6570\u767e\u5f20\u8868\u7684\u6570\u636e\u5e93\uff0cMCP\u662f\u66b4\u9732\u5168\u91cfschema\u8fd8\u662f\u652f\u6301\u641c\u7d22\/\u7b5b\u9009\u5c42\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 Basedash MCP\u670d\u52a1\u5668\u770b\u4f3c\u662f\u5de5\u5177\u94fe\u7684\u201c\u7f1d\u5408\u602a\u201d\uff0c\u5b9e\u5219\u7cbe\u51c6\u5207\u4e2d\u4e86\u4f01\u4e1a\u6570\u636e\u5206\u6790\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u75db\u70b9\u2014\u2014\u6570\u636e\u89e6\u8fbe\u6548\u7387\u3002\u4f20\u7edfBI\uff08\u5982Tableau\uff09\u8981\u6c42\u7528\u6237\u201c\u8d70\u8fdb\u6570\u636e\u5bab\u6bbf\u201d\uff0c\u800cBasedash\u53cd\u5176\u9053\uff0c\u628a\u6570\u636e\u5206\u6790\u5e08\u7684\u80fd\u529b\u585e\u8fdb\u7528\u6237\u5df2\u6709\u7684AI\u5bf9\u8bdd\u6d41\u4e2d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u6743\u9650\u65e0\u611f\u7ee7\u627f\u201d\uff1a\u65e0\u9700\u989d\u5916\u5ba1\u8ba1\uff0c\u76f4\u63a5\u6cbf\u7528\u56e2\u961f\u73b0\u6709\u8bbf\u95ee\u63a7\u5236\uff0c\u8fd9\u6070\u6070\u662f\u8bb8\u591a\u4f01\u4e1a\u653e\u5f03AI\u5206\u6790\u7684\u539f\u56e0\u2014\u2014\u6570\u636e\u5b89\u5168\u4e0e\u4fbf\u6377\u6027\u4e0d\u53ef\u517c\u5f97\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u5728\u4e8e\uff1a\u5f53AI\u9762\u5bf9\u6570\u767e\u5f20\u8868\u7684\u6570\u636e\u5e93\uff08\u5982\u7535\u5546ERP\uff09\uff0cMCP\u82e5\u53ea\u80fd\u5168\u91cfdump schema\uff0cAI\u7684\u201c\u7406\u89e3\u201d\u4f1a\u8fc5\u901f\u9000\u5316\u4e3a\u4eba\u673a\u731c\u8c1c\u6e38\u620f\u3002\u82e5\u641c\u7d22\/\u8fc7\u6ee4\u5c42\u7f3a\u5931\uff0c\u7528\u6237\u4f9d\u7136\u5f97\u624b\u52a8\u6307\u660e\u201c\u67e5\u8ba2\u5355\u8868\u201d\u800c\u975e\u201c\u67e5\u6700\u8fd1\u4e09\u5929\u53d1\u8d27\u60c5\u51b5\u201d\uff0c\u90a3\u8fd9\u201c\u5206\u6790\u5e08\u201d\u4e0d\u8fc7\u662f\u4e2a\u9ad8\u914dSQL\u5199\u624b\u3002\u6b64\u5916\uff0c92\u7968\u7684\u4ea7\u54c1\u5728PH\u5e73\u53f0\u7b97\u4e2d\u89c4\u4e2d\u77e9\uff0c\u8bf4\u660e\u65e9\u671f\u91c7\u7528\u8005\u591a\u4e3a\u6570\u636e\u5bc6\u96c6\u7684\u4e92\u8054\u7f51\u4ece\u4e1a\u8005\uff0c\u4f46\u4e3b\u6d41\u4f01\u4e1a\u5ba2\u6237\u66f4\u5728\u610f\uff1aAI\u751f\u6210\u7684\u56fe\u8868\u80fd\u5426\u5bfc\u51fa\u8fdb\u5165PPT\uff1f\u67e5\u8be2\u5206\u949f\u7ea7\u5ef6\u8fdf\u5982\u4f55\u4f18\u5316\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\uff1aBye-bye\u201c\u6570\u636e\u6c11\u4e3b\u5316\u201d\u53e3\u53f7\uff0c\u8fd9\u4ea7\u54c1\u6b63\u5728\u505a\u201c\u6570\u636e\u6e38\u51fb\u6218\u201d\u2014\u2014\u8ba9AI\u6df1\u5165\u4f60\u5df2\u6709\u7684\u6218\u58d5\uff0c\u4f46\u80fd\u5426\u6253\u8d62\u653b\u575a\u6218\uff0c\u53d6\u51b3\u4e8e\u5b83\u5bf9\u590d\u6742\u6570\u636e\u903b\u8f91\u7684\u201c\u62c6\u89e3\u529b\u201d\uff0c\u800c\u975e\u7b80\u5355\u7684\u63a5\u53e3\u5bf9\u63a5\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\">Basedash MCP server<\/span>\n <\/div>\n<div class=\"comment-content\">Basedash is now an MCP server. Connect Claude, Cursor, ChatGPT, or any MCP-compatible client and your AI agent can ask Basedash anything about your data \u2014 across every database, warehouse, and SaaS tool you’ve already connected to your workspace. It can pull live numbers, compare cohorts, generate charts, and dig into trends, all governed by the same access controls your team already uses. Your data analyst, inside every tool you ship in.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxmusing\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"maxmusing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxmusing<\/a> flipping the integration direction is the right call. Every other BI tool asks agents to come to the data \u2014 this makes the data go to where the agent already is. The permissions-inheritance model is the part I’d bet on: agents querying live numbers inside the same access controls your team trusts removes the “shadow analytics” problem. How are you handling schema discovery for databases with hundreds of tables \u2014 does the MCP expose a search\/filter layer or does the agent get the full schema dump?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love <a href=\"https:\/\/www.producthunt.com\/products\/basedash\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"basedash\" target=\"_blank\" rel=\"noopener\">@Basedash<\/a>. The MCP could be a game changer for some of my Claude cowork workflows \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>We’re flipping the usual integration model: instead of plugging more tools *into* Basedash, this lets you plug Basedash *into* the AI tools you already use.<\/p>\n<p>Add the Basedash MCP server to Claude, Cursor, ChatGPT, Windsurf, or any MCP-compatible client, and that agent suddenly grows the ability to look up live numbers across your databases, warehouses, and SaaS tools \u2014 same data, same permissions, same answers your team already trusts inside Basedash.<\/p>\n<p>Some things we use it for, today:<\/p>\n<p>– A PM asking Claude *”how is revenue tracking this week?”* and getting an answer with a chart, not a meeting.<br \/>\n– An engineer in Cursor asking the agent *”how many users actually use the CSV export?”* before deciding whether to optimise it.<br \/>\n– A founder asking ChatGPT *”compare 30-day retention for Pro vs Free”* before writing a board update.<\/p>\n<p>It’s the same data analyst you’d ask inside Basedash \u2014 now reachable from wherever you already work.<\/p>\n<p>Setup is one URL. Auth is OAuth. Permissions are inherited from your workspace. Free to try.<\/p>\n<p>Would love your feedback.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/HKUPPUYHDH4Q7G\" class=\"app-title\">Neo by Amp<\/a><\/p>\n<div class=\"one-liner\">The Amp CLI has been rebuilt from the ground up<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">89<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Neo \u662f\u4e00\u6b3e\u4e3a\u957f\u65f6\u95f4\u8fd0\u884c\u7684\u7f16\u7801\u4ee3\u7406\u800c\u5f7b\u5e95\u91cd\u6784\u7684\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u901a\u8fc7\u8fdc\u7a0b\u63a7\u5236\u3001\u81ea\u52a8\u4e0a\u4e0b\u6587\u538b\u7f29\u548c\u6d88\u606f\u961f\u5217\u7b49\u673a\u5236\uff0c\u89e3\u51b3\u4e86 AI \u7f16\u7801\u52a9\u624b\u5728\u5927\u578b\u9879\u76ee\u4e2d\u4e0a\u4e0b\u6587\u4e22\u5931\u3001\u7ebf\u7a0b\u7ba1\u7406\u6df7\u4e71\u548c\u6027\u80fd\u74f6\u9888\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\/b3875347-bed2-4e0f-b16f-f0dd923f67cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41614378-0eb9-4aef-a54b-1e805361c063.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4f01d4ab-3903-4b71-8ea9-b5b06d889daa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23b73e23-b6b8-41f8-aa6b-b9303e0a0504.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/32590ffd-a784-46ce-a35e-116bb04675d0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI \u7f16\u7801\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">CLI \u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u538b\u7f29<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u63d2\u4ef6\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u6d88\u606f\u961f\u5217<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u91cd\u6784<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u65e7\u7248 Amp \u7684\u201cHandoff\u201d\u673a\u5236\u662f\u89e3\u51b3\u4e0a\u4e0b\u6587\u4e22\u5931\u7684\u5de7\u5999\u8bbe\u8ba1\uff0c\u4f46\u8d28\u7591 Neo \u81ea\u52a8\u538b\u7f29\u662f\u5426\u53ea\u662f\u7b80\u5355\u6458\u8981\u3002\u91cd\u70b9\u5173\u6ce8\u65b0\u63d2\u4ef6 API \u7684\u5b9e\u9645\u80fd\u529b\u548c\u8fdc\u7a0b\u63a7\u5236\u80fd\u5426\u5e26\u6765\u8d28\u53d8\uff0c\u540c\u65f6\u5bf9\u56e2\u961f\u6562\u4e8e\u81ea\u6bc1\u91cd\u5efa\u7684\u7cbe\u795e\u8868\u793a\u8ba4\u53ef\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 Neo \u7684\u53d1\u5e03\u662f\u4e00\u4e2a\u5178\u578b\u7684\u201c\u81ea\u6211\u9769\u547d\u201d\u6848\u4f8b\uff0c\u4f46\u80fd\u5426\u771f\u6b63\u7ad9\u5728\u5de8\u4eba\u80a9\u8180\u4e0a\uff0c\u8fd8\u9700\u5ba1\u614e\u770b\u5f85\u3002\u6700\u6838\u5fc3\u7684\u5356\u70b9\u201c\u81ea\u52a8\u4e0a\u4e0b\u6587\u538b\u7f29\u201d\u662f\u5bf9\u65e7\u7248\u201cHandoff\u201d\u624b\u52a8\u7684\u8fdb\u5316\uff0c\u4f46\u7528\u6237\u8d28\u7591\u5176\u662f\u5426\u201c\u8bed\u4e49\u667a\u80fd\u201d\u800c\u975e\u201c\u7b80\u5355\u6458\u8981\u201d\u503c\u5f97\u8b66\u60d5\u2014\u2014\u5982\u679c\u53ea\u662f\u7b97\u6cd5\u5c42\u9762\u7684\u603b\u7ed3\uff0c\u5f88\u53ef\u80fd\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u4e22\u5931\u5173\u952e\u7ec6\u8282\uff0c\u53cd\u800c\u6bd4\u624b\u52a8\u63a7\u5236\u66f4\u4e0d\u53ef\u63a7\u3002\u8fdc\u7a0b\u63a7\u5236\u6765\u81ea web \u7aef\u770b\u4f3c\u4fbf\u6377\uff0c\u5b9e\u5219\u5206\u6563\u4e86\u672c\u5e94\u805a\u7126\u4e8e\u7ec8\u7aef\u7684\u5f00\u53d1\u8005\u6ce8\u610f\u529b\uff0c\u66f4\u50cf\u4e00\u4e2a\u9526\u4e0a\u6dfb\u82b1\u800c\u975e\u96ea\u4e2d\u9001\u70ad\u7684\u529f\u80fd\u3002\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u65b0 Plugin API \u548c\u6027\u80fd\u4f18\u5316\uff1a\u524d\u8005\u5982\u679c\u63d0\u4f9b\u8db3\u591f\u5f00\u653e\u7684 hook \u80fd\u529b\uff0c\u80fd\u8ba9\u793e\u533a\u5feb\u901f\u586b\u8865\u5b98\u65b9\u672a\u8986\u76d6\u7684\u573a\u666f\uff0c\u5f62\u6210\u751f\u6001\u62a4\u57ce\u6cb3\uff1b\u540e\u8005\u9488\u5bf9\u201c\u5de8\u5927\u7ebf\u7a0b\u201d\u7684\u4f18\u5316\u5219\u662f\u5f53\u524d AI \u7f16\u7801\u5de5\u5177\u666e\u904d\u9762\u4e34\u7684\u786c\u9aa8\u5934\uff0c\u4e00\u65e6\u843d\u5730\u5c31\u80fd\u62c9\u5f00\u548c\u7ade\u54c1\uff08\u5982 Kilo Code\uff09\u7684\u5dee\u8ddd\u3002\u7136\u800c\uff0c\u56e2\u961f\u5728\u65e7\u7248\u7528\u6237\u57fa\u6570\u5c1a\u53ef\u65f6\u9009\u62e9\u201c\u81ea\u7206\u5f0f\u201d\u91cd\u6784\uff0c\u98ce\u9669\u6781\u9ad8\u2014\u2014\u5931\u53bb VS Code \u6269\u5c55\u9635\u5730\u5c06\u5bfc\u81f4\u5927\u91cf\u4e60\u60ef IDE \u7684\u5f00\u53d1\u8005\u6d41\u5931\u3002Neo \u7684\u8d4c\u6ce8\u5728\u4e8e CLI \u539f\u6559\u65e8\u4e3b\u4e49\u8005\u7684\u5fe0\u8bda\u5ea6\uff0c\u4f46 2026 \u5e74\u7684\u5f00\u53d1\u8005\u9700\u8981\u7684\u4e0d\u662f\u201c\u9177\u201d\u7684\u91cd\u6784\uff0c\u800c\u662f\u7a33\u5b9a\u4e14\u53ef\u9884\u6d4b\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u65b9\u6848\u3002\u4e00\u53e5\u8bdd\uff1a\u5b83\u5728\u505a\u4e00\u4e2a\u52c7\u6562\u4f46\u9700\u8981\u6301\u7eed\u8bc1\u660e\u81ea\u5df1\u7684\u4ea7\u54c1\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\">Neo by Amp<\/span>\n <\/div>\n<div class=\"comment-content\">Neo is the rebuilt Amp CLI, redesigned around longer-running coding agents. It adds remote control from ampcode.com, automatic context compaction, message queuing and steering, a new Plugin API, and major performance improvements for huge threads.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/amp-free\" target=\"_blank\" rel=\"noopener\">@Amp<\/a> has been one of my favorite coding agents since the IDE era. <\/p>\n<p>Back when context compaction was not yet the obvious default, and people were still constantly switching threads, Amp\u2019s <a href=\"https:\/\/ampcode.com\/news\/handoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Handoff<\/a> idea really impressed me. Even their <a href=\"https:\/\/ampcode.com\/news\/amp-free-frontier\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">experiment with ads<\/a> to support broader access felt like a bold and unusual product move.<\/p>\n<p>That\u2019s why I wasn\u2019t surprised \u2014 though still a bit shocked \u2014 when they announced they were <a href=\"https:\/\/ampcode.com\/news\/the-coding-agent-is-dead\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>self-destructing<\/strong><\/a> the old version to rebuild everything from scratch. Amp\u2019s team has always had that fearless rebuild mentality, and now it\u2019s paying off.<\/p>\n<p>Meet Neo \u2014 the new Amp CLI. Remote control from the web, automatic compaction instead of manual handoff, a proper Plugin API, queuing + steering, and way better performance. It feels like the same spirit, but clearly built for 2026 and beyond.<\/p>\n<p>If you loved the old Amp, this one is worth checking out immediately.<\/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><a href=\"https:\/\/www.producthunt.com\/products\/amp-free\" target=\"_blank\" rel=\"noopener\">@Amp<\/a> shutting down their <a href=\"https:\/\/www.producthunt.com\/products\/vscode\" target=\"_blank\" rel=\"noopener\">@VS Code<\/a> extension, <a href=\"https:\/\/www.producthunt.com\/products\/kilocode\" target=\"_blank\" rel=\"noopener\">@Kilo Code<\/a> doubling down on it. different and opinionated. game on!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Handoff mechanic in the original Amp was genuinely clever \u2014 most agents pretend context loss doesn’t happen, Amp made it an explicit workflow step. Curious whether Neo’s automatic compaction is doing something semantically smart or mostly summarization-based. The plugin API is the part I’d want to dig into \u2014 what’s the surface area 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<\/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\/LC2PCLRIEM5GO3\" class=\"app-title\">SLED AI<\/a><\/p>\n<div class=\"one-liner\">Public-sector revenue engine for B2B companies<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">84<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SLED AI \u662f\u4e00\u4e2a\u5168\u6258\u7ba1\u5f0f\u8425\u6536\u5f15\u64ce\uff0c\u901a\u8fc7AI\u4ee3\u7406+\u91c7\u8d2d\u6570\u636e+\u4eba\u5de5\u4e13\u5bb6\uff0c\u5e2e\u52a9B2B\u4f01\u4e1a\u81ea\u52a8\u5b8c\u6210\u4ece\u5546\u673a\u53d1\u73b0\u3001\u6807\u4e66\u64b0\u5199\u5230\u6295\u6807\u63d0\u4ea4\u7684\u5168\u6d41\u7a0b\uff0c\u5f7b\u5e95\u89e3\u51b3\u653f\u5e9c\u5408\u540c\u5e02\u573a\u6d41\u7a0b\u7e41\u7410\u3001\u4e2d\u5c0f\u4f01\u4e1a\u96be\u4ee5\u5165\u5c40\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\/deb6a500-9c59-4c16-a767-27e9b9504e56.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd37fb55-dda1-4064-a438-20ec659bc7cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dd941319-5609-4829-964c-fd3bac4444ad.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Pitch Tel Aviv<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u653f\u5e9c\u5408\u540cAI<\/span><br \/>\n <span class=\"tag\">\u6295\u6807\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8425\u6536\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">B2B\u91c7\u8d2d<\/span><br \/>\n <span class=\"tag\">\u516c\u5171\u90e8\u95e8\u5546\u673a<\/span><br \/>\n <span class=\"tag\">\u6807\u4e66\u64b0\u5199<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u7aef\u5230\u7aef\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">SMB\u653f\u5e9c\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u5546\u673a\u6316\u6398<\/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\u8be5\u5e02\u573a\u7684\u5de8\u5927\u6f5c\u529b\uff0c\u4f46\u5e0c\u671b\u4e86\u89e3\u9996\u5e74\u6295\u8d44\u56de\u62a5\u7387\u3002\u521b\u59cb\u56e2\u961f\u56de\u5e94\u79f0\u5e73\u5747\u9996\u5e74\u65b0\u589e\u8425\u653640\u4e07\u7f8e\u5143\uff1b\u540c\u65f6\u7528\u6237\u5173\u5fc3\u4ece\u96f6\u6295\u6807\u7684\u4f01\u4e1a\u5982\u4f55\u4e0a\u624b\uff0c\u56de\u5e94\u8868\u793a\u901a\u8fc7\u5171\u4eab\u6587\u6863\u542f\u52a8\uff0c\u7531\u56e2\u961f\u8d1f\u8d23\u8d44\u8d28\u6ce8\u518c\u4e0e\u6807\u4e66\u64b0\u5199\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 SLED AI\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u7edd\u5927\u591a\u6570B2B SaaS\u516c\u53f8\u5ffd\u89c6\u7684\u201c\u9ad8\u95e8\u69db\u3001\u9ad8\u4ef7\u503c\u201d\u8d5b\u9053\u2014\u2014\u7f8e\u56fd\u653f\u5e9c\u5408\u540c\u5e02\u573a\u3002\u6bcf\u5e74\u6570\u5343\u4ebf\u7f8e\u5143\u7684\u516c\u5171\u91c7\u8d2d\u9884\u7b97\uff0c\u5374\u56e0\u5b98\u50da\u6d41\u7a0b\u3001\u590d\u6742\u5408\u89c4\u548c\u6295\u6807\u6587\u4e66\u8d1f\u62c5\uff0c\u5c06\u5927\u91cf\u521b\u65b0\u578b\u4f01\u4e1a\u62d2\u4e4b\u95e8\u5916\u3002SLED AI\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u628a\u81ea\u5df1\u5305\u88c5\u6210\u53c8\u4e00\u4e2a\u201cAI\u8f85\u52a9\u5de5\u5177\u201d\uff0c\u800c\u662f\u76f4\u63a5\u5ba3\u79f0\u201cNo dashboards, No logins, No AI assisted\u201d\uff0c\u5f7b\u5e95\u98a0\u8986\u4e86\u4f20\u7edfSaaS\u4ea4\u4ed8\u903b\u8f91\uff1a\u7528\u6237\u4e0d\u518d\u9700\u8981\u5b66\u4e60\u7cfb\u7edf\u3001\u767b\u5f55\u548c\u7ef4\u62a4\uff0c\u53ea\u9700\u59d4\u6258\u6267\u884c\u3002\u8fd9\u79cd\u201c\u8425\u6536\u5373\u670d\u52a1\u201d\u6a21\u5f0f\uff0c\u8ba9AI\u771f\u6b63\u4ece\u8f85\u52a9\u89d2\u8272\u53d8\u6210\u4e86\u6267\u884c\u4e3b\u4f53\u2014\u2014\u5b83\u7528Agent\u81ea\u52a8\u626b\u63cf\u673a\u4f1a\u3001\u5339\u914d\u8d44\u8d28\u3001\u64b0\u5199\u6807\u4e66\uff0c\u751a\u81f3\u66ff\u4ee3\u4eba\u529b\u505a\u5546\u52a1\u6ce8\u518c\u548c\u6d41\u7a0b\u63a8\u8fdb\u3002\u5bf9\u4e8e\u4e2d\u5c0f\u4f01\u4e1a\u800c\u8a00\uff0c\u8fd9\u65e2\u89e3\u51b3\u4e86\u201c\u4e0d\u4f1a\u505a\u201d\u7684\u80fd\u529b\u95ee\u9898\uff0c\u4e5f\u89e3\u51b3\u4e86\u201c\u4e0d\u60f3\u505a\u201d\u7684\u610f\u613f\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u8bc4\u8bba\u4e2d\u80fd\u770b\u51fa\uff0cSLED AI\u5e76\u975e\u4e00\u4e2a\u5b8c\u5168\u81ea\u52a8\u5316\u7684\u201c\u4e07\u80fd\u6295\u6807\u673a\u5668\u201d\u2014\u2014\u5b83\u5f3a\u8c03\u201c\u53ea\u4e0e\u786e\u5b9a\u80fd\u5e2e\u52a9\u8d62\u5355\u7684\u516c\u53f8\u5408\u4f5c\u201d\uff0c\u610f\u5473\u7740\u5b83\u80cc\u540e\u6709\u9ad8\u5ba2\u5355\u4ef7\u7b5b\u9009\u3001\u4eba\u5de5\u4f5c\u4e1a\u515c\u5e95\uff0c\u672c\u8d28\u4e0a\u662f\u201cAI\u52a0\u901f+\u4eba\u5de5\u4ea4\u4ed8\u201d\u7684\u91cd\u670d\u52a1\u6a21\u578b\u3002\u9996\u5e7440\u4e07\u7f8e\u5143\u7684\u5e73\u5747\u8425\u6536\u867d\u7136\u4eae\u773c\uff0c\u4f46\u80fd\u5426\u89c4\u6a21\u5316\u590d\u5236\u3001\u80fd\u5426\u5728\u4e0d\u540c\u5782\u76f4\u884c\u4e1a\uff08\u5982IT\u3001\u533b\u7597\u3001\u57fa\u5efa\uff09\u4fdd\u6301\u6807\u4e66\u8d28\u91cf\uff0c\u624d\u662f\u771f\u6b63\u7684\u6311\u6218\u3002\u6b64\u5916\uff0c\u4ea7\u54c1\u4f9d\u8d56\u7f8e\u56fd\u653f\u5e9c\u91c7\u8d2d\u516c\u5f00\u6570\u636e\uff0c\u6570\u636e\u65f6\u6548\u6027\u3001\u653f\u7b56\u53d8\u52a8\u98ce\u9669\u4ee5\u53ca\u5408\u89c4\u5ba1\u8ba1\u538b\u529b\uff0c\u90fd\u9700\u8981\u6301\u7eed\u6295\u5165\u3002\u603b\u4f53\u800c\u8a00\uff0cSLED AI\u7684\u5546\u4e1a\u903b\u8f91\u505a\u5bf9\u4e86\u201c\u4ece\u5de5\u5177\u5230\u670d\u52a1\u201d\u7684\u5347\u7ef4\uff0c\u4f46\u60f3\u8981\u6210\u4e3a\u771f\u6b63\u7684\u201c\u8425\u6536\u5f15\u64ce\u201d\uff0c\u4ecd\u9700\u8bc1\u660e\u5176\u8fd0\u8425\u5229\u6da6\u7387\u4e0e\u5ba2\u6237\u590d\u8d2d\u7387\u80fd\u652f\u6491\u8d77\u4e00\u4e2a\u9ad8\u58c1\u5792\u7684\u98de\u8f6e\u6a21\u578b\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\">SLED AI<\/span>\n <\/div>\n<div class=\"comment-content\">SLED AI is a Revenue-as-a-Service company helping businesses win U.S. government contracts. We combine AI agents, procurement data, and human expertise to handle the entire process end-to-end: finding opportunities, qualifying bids, writing proposals, and submitting them. No dashboards, No logins, No AI assisted anything. Just a fully managed execution layer designed to turn public-sector demand into revenue.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Genuinely one of the most overlooked markets out there. Billions in contracts that founders skip because the process sucks. What\u2019s the typical ROI a customers sees in their first year with you? @roy_laor1<\/div>\n<div class=\"comment-actions\">\n<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\/@itayd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itayd<\/a> Yes! The rigid structure and bureaucracy render most companies locked out. We only work with companies we know we can help win. So average is $400K \/ y1 new revenue. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 does onboarding look like for a new SMB that\u2019s never submitted a bid before?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a> Usually starts with opening a shared drive and dumping whatever documents already exist. We turn that into a gov-ready knowledge base, handle registrations, find relevant bids, and write proposals on behalf of the client.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3Z4H43KS4RZLCD\" class=\"app-title\">Askmeety<\/a><\/p>\n<div class=\"one-liner\">The best meeting notes you never wrote and 100% on your Mac<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">83<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Askmeety\u662f\u4e00\u6b3e\u7eaf\u672c\u5730\u8fd0\u884c\u7684Mac\u7aef\u4f1a\u8bae\u8bb0\u5f55\u5de5\u5177\uff0c\u4e13\u4e3a\u5728\u89c6\u9891\u6216\u7ebf\u4e0b\u4f1a\u8bae\u4e2d\u65e0\u6cd5\u9ad8\u6548\u8bb0\u5f55\u4e14\u62c5\u5fe7\u9690\u79c1\u6cc4\u9732\u7684\u7528\u6237\u8bbe\u8ba1\uff0c\u65e0\u9700\u8054\u7f51\u3001\u65e0\u9700\u673a\u5668\u4eba\u5165\u4f1a\uff0c\u5373\u53ef\u81ea\u52a8\u751f\u6210\u56fe\u6587\u5e76\u8302\u7684\u6458\u8981\u7b14\u8bb0\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\/520d9570-6e71-4267-a282-eedacb381efb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dd707ef2-878b-4cbc-b877-e3b9386d4049.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/48e0d78e-5eed-4d99-b868-64a0eebf0aaf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b1ba8441-032c-4847-9ec2-a7e21b26668f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c4d24ee7-c654-4516-ab2c-ae7d022ae330.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f7d26acf-25d1-4d4d-9d74-7b2a08ca8e86.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\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Meetings<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">AI\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">Mac\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u622a\u56fe<\/span><br \/>\n <span class=\"tag\">\u65f6\u95f4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u4e91\u7aef\u4f9d\u8d56<\/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\u672c\u5730\u8fd0\u884c\u7684\u9690\u79c1\u4f18\u52bf\uff0c\u540c\u65f6\u8d28\u7591Mac\u72ec\u5360\u9650\u5236\u56e2\u961f\u534f\u4f5c\u3002\u5bf9\u6bd4Gemini\/Google Meet\uff0cAskmeety\u66f4\u5f3a\u8c03\u8de8\u5e73\u53f0\u4e0e\u89c6\u89c9\u6458\u8981\u7684\u72ec\u7279\u6027\u3002\u6709\u7528\u6237\u5c1d\u8bd5\u4eceFireflies\u3001Otter\u7b49\u4e91\u7aef\u5de5\u5177\u8f6c\u6295\uff0c\u5e76\u671f\u5f85\u591a\u5e73\u53f0\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 Askmeety\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u4f46\u6b63\u5728\u81a8\u80c0\u7684\u521a\u9700\uff1a\u4f1a\u8bae\u8bb0\u5f55\u7684\u9690\u79c1\u7126\u8651\u3002\u56e2\u961f\u660e\u786e\u62d2\u7edd\u201c\u76d1\u542c\u5f0f\u201d\u5546\u4e1a\u6a21\u5f0f\uff0c\u4ee5\u201c\u5168\u672c\u5730\u8fd0\u884c\u201d\u4f5c\u4e3a\u6838\u5fc3\u5dee\u5f02\u70b9\uff0c\u56de\u5e94\u7684\u662f\u7528\u6237\u5bf9\u6570\u636e\u88ab\u4e91\u7aef\u6a21\u578b\u8bad\u7ec3\u7684\u672c\u80fd\u8b66\u60d5\u3002\u5728Otter\u3001Fireflies\u7b49\u5934\u90e8\u5de5\u5177\u7eb7\u7eb7\u8f6c\u5411\u4e91\u7aefAI\u8ba2\u9605\u5236\u7684\u5f53\u4e0b\uff0c\u8fd9\u79cd\u53cd\u53db\u5f0f\u7684\u5b9a\u4f4d\u5177\u5907\u6781\u5f3a\u7684\u53d9\u4e8b\u5f20\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u4ea7\u54c1\u529b\u770b\uff0cAskmeety\u76ee\u524d\u53ea\u80fd\u7b97\u201c\u6709\u8154\u8c03\u201d\uff0c\u5c1a\u672a\u5f62\u6210\u4e0d\u53ef\u66ff\u4ee3\u7684\u6280\u672f\u58c1\u5792\u3002VisualWalk\u7684\u56fe\u6587\u6458\u8981\u867d\u4eae\u773c\uff0c\u672c\u8d28\u4ecd\u662f\u201c\u672c\u5730\u5f55\u5c4f+OCR+LLM\u201d\uff0c\u800c\u975e\u9769\u547d\u6027\u521b\u65b0\uff0c\u7ade\u4e89\u5bf9\u624b\u5b8c\u5168\u53ef\u4ee5\u5728\u672c\u5730\u7aef\u590d\u73b0\u3002\u8bc4\u8bba\u547c\u5401\u8de8\u5e73\u53f0\u652f\u6301\uff0c\u6697\u793a\u5176\u76ee\u6807\u6280\u672f\u7528\u6237\u7fa4\u5bf9\u534f\u4f5c\u6709\u5f3a\u9700\u6c42\uff0c\u800cMac\u72ec\u5360\u3001\u65e0bot\u5165\u4f1a\u673a\u5236\uff0c\u610f\u5473\u53ea\u80fd\u670d\u52a1\u4e2a\u4eba\u8f7b\u5ea6\u573a\u666f\uff0c\u65e0\u6cd5\u5207\u5165\u4f01\u4e1a\u7ea7\u4f1a\u8bae\u534f\u540c\u94fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u81f4\u547d\u7684\u662f\uff0c\u7528\u6237\u6e34\u671b\u7684\u201c\u79bb\u7ebf\u9ad8\u6548\u201d\u4e0eAI\u6a21\u578b\u5929\u751f\u7684\u7b97\u529b\u9700\u6c42\u5b58\u5728\u77db\u76fe\u3002\u7eaf\u672c\u5730\u8fd0\u884c\u610f\u5473\u7740\u6a21\u578b\u5fc5\u987b\u66f4\u8f7b\u3001\u66f4\u6162\u3001\u6216\u66f4\u7b28\u3002\u82e5Askmeety\u4e0d\u80fd\u5370\u8bc1\u5176\u672c\u5730\u63a8\u7406\u7684\u8d28\u91cf\u548c\u901f\u5ea6\u4e0d\u4e9a\u4e8e\u4e91\u65b9\u6848\uff0c\u5b83\u5f88\u53ef\u80fd\u6ca6\u4e3a\u4e00\u6b3e\u201c\u5c0f\u800c\u7f8e\u4f46\u4e0d\u591f\u7528\u201d\u7684\u5de5\u5177\u3002\u771f\u6b63\u7684\u589e\u91cf\uff0c\u4e0d\u662f\u590d\u523b\u201c\u672c\u5730\u7248Otter\u201d\uff0c\u800c\u662f\u57fa\u4e8e\u672c\u5730\u7b97\u529b\u63a2\u7d22\u51fa\u4e91\u7aef\u65e0\u6cd5\u590d\u73b0\u7684\u5b9e\u65f6\u534f\u4f5c\u80fd\u529b\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u53ea\u8d70\u4e86\u534a\u6b65\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\">Askmeety<\/span>\n <\/div>\n<div class=\"comment-content\">You’re listening, nodding, engaged and walk out with nothing written down. Most tools fix this by sending your audio to their servers, training on your conversations, and charging you monthly for it. Askmeety doesn’t. Everything runs on your Mac. No bot joins your call. Askmeety’s VisualWalk captures key frames and turns them into a clean, blog-style summary. Your meetings, fully private.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Folks !! <\/p>\n<p>I’ll be honest, Askmeety started as a problem I was embarrassed to admit I had.<br \/>\nI was nodding in meetings, looking engaged, and secretly retaining maybe 30% of what was said. I’d try to take notes and miss the conversation. I’d stop taking notes and miss the details. There was no winning.<\/p>\n<p>So I tried every tool out there. Otter. Fireflies. Granola. They all worked but they all made me uneasy. My client calls. My investor conversations. My hiring discussions. All being uploaded, processed, stored on someone else’s machine. Some of them openly admit to training on your data.<\/p>\n<p>That felt like a bad deal I didn’t agree to. So I built Askmeety. The entire thing runs on your Mac. Transcription, summaries, next steps, AI search across your meeting history, all local. No account. No server. No bot awkwardly sitting in your call. When you delete a meeting, it’s actually deleted. Not anonymised. Not retained. Gone.<\/p>\n<p>The feature I’m most proud of is VisualWalk, instead of recording your screen, it captures the important frames and turns them into a short, blog-style summary of what happened visually. It’s the closest thing to having a second brain in the room.<\/p>\n<p>Would genuinely love to hear from anyone who’s had that gut-check moment with cloud meeting tools, did you stay, or did you switch? And if you try Askmeety, tell me what breaks. I’m reading everything ; )<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nalin_rajendran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nalin_rajendran<\/a> wow fully local would be so good , just got it set will try thanks \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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how does it compare with meeting notes from gemini\/gmeet?<\/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\/@nikolas_dimitroulakis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikolas_dimitroulakis<\/a> Hey Nikolas ! Thats a nice question. Gemini\/Google Meet notes are actually pretty solid for teams already living inside Google Workspace, but Askmeety works on pretty much all platforms and even in-person meetings. The biggest difference is really around privacy + where the processing happens. And VisualWalk is something we haven\u2019t really seen elsewhere yet, instead of just text summaries, it captures key visual moments and turns them into a clean walkthrough of what happened on screen.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Mac-only is a real constraint for a lot of teams. I’ve been using <a href=\"http:\/\/livesuggest.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">livesuggest.ai<\/a> which is fully browser-based so nothing to install, works anywhere. Different angle too, more focused on real-time suggestions during the call rather than notes after, but the no-bot philosophy is the same.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@flo152121063061 Completely agreed. But, but our primary focus was on privacy, and processing everything offline. And luckily Apple’s neural engine gave us a lot of flexibility, but we are working on extending it to multiple paltforms too ; )<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/CSWWHA2FPBOIIC\" class=\"app-title\">Memory Tags<\/a><\/p>\n<div class=\"one-liner\">Scan text to make flashcards and improve your memory<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">83<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Memory Tags\u901a\u8fc7\u6444\u50cf\u5934\u626b\u63cf\u6587\u672c\u81ea\u52a8\u751f\u6210\u95ea\u5361\uff0c\u5e76\u667a\u80fd\u6392\u5e8f\u590d\u4e60\u5185\u5bb9\uff0c\u89e3\u51b3\u4f20\u7edf\u95ea\u5361\u5e94\u7528\u521b\u5efa\u7e41\u7410\u3001\u590d\u4e60\u4f4e\u6548\u7684\u75db\u70b9\uff0c\u8ba9\u7528\u6237\u4ece\u9605\u8bfb\u5230\u8bb0\u5fc6\u7684\u8def\u5f84\u6700\u77ed\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\/6b308d96-c4e3-43c3-9309-3da56866361f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/57afb70f-77ba-4325-ada1-6a1aff68e7b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/128c5538-f185-45a3-bd7c-04b9e934430a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0d2dd722-d9c7-4995-a5ab-d3f63559a83e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6d1ded5a-3818-41a3-9aba-1f4b6c6d2910.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/33f42d2b-c323-48f6-aa79-f99dbcda39d6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/05b52fe4-a4ed-46b6-8230-942239583f36.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\/ce2dedc5-3e4e-4dc6-8595-f6bb215610c3.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/BvbJ-aColII?feature=share\"><source src=\"https:\/\/youtube.com\/shorts\/BvbJ-aColII?feature=share\" 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\">iOS<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Education<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u95ea\u5361\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">\u4e3b\u52a8\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u8bb0\u5fc6\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6392\u5e8f<\/span><br \/>\n <span class=\"tag\">\u590d\u4e60\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bed\u8a00\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7<\/span><br \/>\n <span class=\"tag\">\u65e0\u5e72\u6270<\/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\u626b\u63cf\u662f\u5426\u652f\u6301\u624b\u5199\u8bc6\u522b\u53ca\u56fe\u50cf\uff08\u5982\u8bfe\u672c\u3001\u5ca9\u77f3\u3001\u8eab\u4f53\u90e8\u4f4d\uff09\u521b\u5efa\u95ea\u5361\uff0c\u5efa\u8bae\u6dfb\u52a0\u89c6\u89c9\u8bb0\u5fc6\u5143\u7d20\u3002\u5f00\u53d1\u8005\u56de\u5e94\u4fdd\u6301\u7eaf\u6587\u672c\u4ee5\u7ef4\u6301\u8f7b\u91cf\u3001\u4e13\u6ce8\uff0c\u5e76\u5f3a\u8c03\u5148\u590d\u4e60\u5f31\u9879\u7684\u8bbe\u8ba1\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 Memory Tags\u7684\u5207\u53e3\u5f88\u7cbe\u51c6\u2014\u2014\u5b83\u6ca1\u6709\u8bd5\u56fe\u505a\u201c\u66f4\u806a\u660e\u7684\u95ea\u5361\u201d\uff0c\u800c\u662f\u89e3\u51b3\u4e86\u201c\u95ea\u5361\u4e4b\u524d\u7684\u82e6\u529b\u6d3b\u201d\u3002\u4f20\u7edfSRS\uff08\u95f4\u9694\u91cd\u590d\uff09\u5e94\u7528\u6700\u5927\u7684\u95e8\u69db\u4e0d\u662f\u590d\u4e60\u7b97\u6cd5\uff0c\u800c\u662f\u5361\u7247\u521b\u5efa\u6210\u672c\u3002\u7528\u6237\u5f80\u5f80\u82b1\u5927\u91cf\u65f6\u95f4\u6574\u7406\u3001\u8f93\u5165\u3001\u683c\u5f0f\u5316\uff0c\u8fd8\u6ca1\u5f00\u59cb\u5b66\u4e60\u5c31\u5df2\u75b2\u60eb\u3002Memory Tags\u7528OCR+\u667a\u80fd\u62bd\u53d6\u5c06\u201c\u9605\u8bfb\u5373\u5236\u5361\u201d\u53d8\u4e3a\u73b0\u5b9e\uff0c\u8fd9\u662f\u5bf9\u7528\u6237\u8f93\u5165\u6210\u672c\u7684\u4e00\u6b21\u964d\u7ef4\u6253\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u7528\u6237\u8d28\u7591\u96c6\u4e2d\u5728\u5bf9\u975e\u6587\u672c\u5185\u5bb9\u7684\u652f\u6301\u4e0a\uff08\u624b\u5199\u3001\u56fe\u50cf\uff09\uff0c\u8fd9\u6070\u6070\u53cd\u6620\u4e86\u6838\u5fc3\u7528\u6237\u7fa4\u7684\u5b9e\u9645\u573a\u666f\u2014\u2014\u5b66\u751f\u3001\u81ea\u5b66\u8005\u5927\u91cf\u9762\u5bf9\u7684\u662f\u8bfe\u672c\u56fe\u8868\u3001\u677f\u4e66\u3001\u590d\u6742\u56fe\u5f62\u3002\u5982\u679c\u4ea7\u54c1\u4ec5\u80fd\u5904\u7406\u5370\u5237\u4f53\u82f1\u6587\u6587\u672c\uff0c\u5176\u5e94\u7528\u573a\u666f\u5c06\u88ab\u4e25\u91cd\u9650\u5236\u5728\u201c\u8bed\u8a00\u5b66\u4e60\u201d\u8fd9\u4e00\u7a84\u57df\uff0c\u96be\u4ee5\u6269\u5c55\u5230\u5730\u7406\u3001\u533b\u5b66\u3001\u5de5\u7a0b\u7b49\u5b66\u79d1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bbe\u8ba1\u4e0a\u523b\u610f\u4fdd\u6301\u201c\u7eaf\u6587\u672c+\u514d\u5e72\u6270\u201d\u662f\u4e00\u79cd\u6709\u610f\u8bc6\u7684\u514b\u5236\uff0c\u4f46\u9700\u8981\u8b66\u60d5\uff1a\u7b80\u6d01\u548c\u7b80\u964b\u4e4b\u95f4\u53ea\u6709\u4e00\u7ebf\u4e4b\u9694\u3002\u7f3a\u5c11\u56fe\u7247\u3001\u8bed\u97f3\u3001\u624b\u5199\u652f\u6301\uff0c\u4f1a\u7b5b\u6389\u5927\u91cf\u6f5c\u5728\u4ed8\u8d39\u7528\u6237\u3002\u540c\u65f6\uff0c\u5904\u7406\u591a\u8bed\u8a00\u6587\u672c\uff08\u5982\u4e2d\u6587\u3001\u65e5\u6587\uff09\u4e0e\u7279\u6b8a\u6392\u7248\uff08\u5982\u6570\u5b66\u516c\u5f0f\uff09\u7684\u6280\u672f\u6311\u6218\u4e5f\u4e0d\u5c0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0cMemory Tags\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b97\u6cd5\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u7528\u6237\u9700\u8981\u505a\u7684\u6240\u6709\u8822\u4e8b\u201d\u6d88\u89e3\u6389\u3002\u5b83\u8bc1\u660e\u4e86\u95ea\u5361\u5de5\u5177\u7684\u672a\u6765\u4e0d\u662f\u201c\u66f4\u597d\u7684\u7b97\u6cd5\u201d\uff0c\u800c\u662f\u201c\u66f4\u5c11\u7684\u64cd\u4f5c\u201d\u3002\u5982\u679c\u540e\u7eed\u80fd\u901a\u8fc7\u63d2\u4ef6\u3001API\u7b49\u5f62\u5f0f\u652f\u6301\u7ed3\u6784\u5316\u7684\u56fe\u50cf\u8f93\u5165\uff08\u5982\u767d\u677f\u62cd\u7167\u3001PDF\u9ad8\u4eae\uff09\uff0c\u5e76\u4fdd\u6301\u6838\u5fc3\u4ea4\u4e92\u6781\u7b80\uff0c\u5b83\u6709\u671b\u4ece\u201c\u4e00\u4e2a\u6709\u8da3\u7684\u5de5\u5177\u201d\u8fdb\u5316\u6210\u201c\u81ea\u5b66\u7684\u9ed8\u8ba4\u5165\u53e3\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Memory Tags<\/span>\n <\/div>\n<div class=\"comment-content\">Most flashcard apps make you do too much work before you learn anything. Memory Tags is different. Point your camera at text, and it pulls out the words worth knowing. Tag them however makes sense to you. Then let the app figure out what you need to review \u2014 weak cards come first, mastered ones stay out of your way. No clutter. No friction. Just the fastest path from reading something to actually remembering it.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! Reza here, maker of Memory Tags.<\/p>\n<p>I built this because every flashcard app I tried made me do too much work before I could start learning. Creating cards was a chore. Reviewing them was a guessing game.<\/p>\n<p>Memory Tags fixes both problems:<br \/>> Scan any text and it extracts the words for you<br \/>> Smart sorting shows you weak and fading cards first<br \/>> No folders, no clutter, no setup<\/p>\n<p>I use it daily for language learning and reading non-fiction. It’s genuinely changed how much I retain.<\/p>\n<p>To celebrate the launch, enjoy 40% off yearly subscriptions until next week. Use code PRODUCTHUNT.<\/p>\n<p>Happy to answer anything about the app, the design decisions, what’s coming next. Ask me anything.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Interesting, how does it do scanning pages directly from textbooks or creating flashcards out of images like rock formations or body parts? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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–how does it do scanning pages directly from textbooks or creating flashcards out of images like rock formations or body parts? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Scanning text to create flashcards automatically is a great use case for passive learning. Does it work with handwritten notes or only printed text? The handwriting recognition gap kills a lot of these tools<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>would be cool to add to each card some visual that reflects that word for better memorising \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Hi Nika,<\/p>\n<p>Thanks for the comment. <br \/>I actually considered that, but I intentionally kept it text-only to reduce distractions and keep the focus on fast repetition and recall. I wanted the experience to stay lightweight and minimal, especially for quick learning sessions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UZB663HGTOSBIB\" class=\"app-title\">Phrony<\/a><\/p>\n<div class=\"one-liner\">Ship AI agents without the operational burden<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">82<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Phrony \u662f\u4e00\u4e2a AI Agent \u751f\u4ea7\u7ea7\u8fd0\u884c\u65f6\u7ba1\u7406\u5e73\u53f0\uff0c\u4e13\u95e8\u89e3\u51b3 Agent \u4e0a\u7ebf\u540e\u7f3a\u5c11\u53ef\u89c2\u6d4b\u6027\u3001\u5b89\u5168\u5408\u89c4\u548c\u8fd0\u8425\u63a7\u5236\u7b49\u75db\u70b9\uff0c\u5e2e\u52a9\u4f01\u4e1a\u6784\u5efa\u3001\u90e8\u7f72\u5e76\u6cbb\u7406\u771f\u5b9e\u53ef\u7528\u7684 AI \u4ee3\u7406\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\/b34e87c7-94ce-44b1-afe5-6048a15c1e98.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a5603ae3-bc5a-43cb-81cb-9a7a24ebdcea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b3841a6-8456-418a-bc21-28425e888aa4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/57046ee8-7e77-4343-a469-32d9dba1d877.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10066daf-f1e8-4398-ba8e-f2291b4f1304.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI Agent \u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u4ecb\u5165<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">\u5f02\u5e38\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u5ba1\u8ba1\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u7ea7\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u591a Agent \u534f\u540c<\/span><br \/>\n <span class=\"tag\">SaaS \u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u8fd0\u8425<\/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\u591a Agent \u7f16\u6392\u662f\u5426\u652f\u6301\u4e0d\u540c\u6846\u67b6\u7684\u4ee3\u7406\u4e92\u901a\uff08\u5982\u4e0d\u8d70 SDK \u95ed\u73af\uff09\uff1b\u4eba\u5de5\u5ba1\u6279\u89e6\u53d1\u673a\u5236\u662f\u89c4\u5219\u9a71\u52a8\u8fd8\u662f\u7f6e\u4fe1\u5ea6\u9a71\u52a8\uff1b\u5e73\u53f0\u6545\u969c\u65f6\u5982\u4f55\u4f18\u96c5\u964d\u7ea7\u3002\u5b98\u65b9\u56de\u5e94\u5f3a\u8c03\u76ee\u524d\u57fa\u4e8e\u7b56\u7565\u548c\u89c4\u5219\uff08\u98ce\u9669\u3001\u6210\u672c\u3001\u5f02\u5e38\uff09\u89e6\u53d1\uff0c\u672a\u4f9d\u8d56 LLM \u7f6e\u4fe1\u5ea6\u4f5c\u4e3a\u4e3b\u8981\u4fe1\u53f7\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 Phrony \u7cbe\u51c6\u5207\u4e2d\u4e86\u5f53\u524d AI Agent \u4ece\u201c\u73a9\u5177\u201d\u5230\u201c\u4ea7\u54c1\u201d\u7684\u6700\u5927\u9e3f\u6c9f\u2014\u2014\u8fd0\u7ef4\u4e0e\u6cbb\u7406\u3002\u5e02\u9762\u4e0a\u5927\u91cf\u5de5\u5177\uff08n8n\u3001Zapier\u3001LangChain \u7b49\uff09\u89e3\u51b3\u4e86\u201c\u642d\u79ef\u6728\u201d\u7684\u95ee\u9898\uff0c\u4f46\u5bf9\u201c\u79ef\u6728\u584c\u4e86\u600e\u4e48\u529e\u201d\u51e0\u4e4e\u675f\u624b\u65e0\u7b56\u3002Phrony \u7684\u6740\u624b\u950f\u5728\u4e8e\u5b83\u628a\u5ba1\u8ba1\u3001\u5b89\u5168\u3001\u5f02\u5e38\u68c0\u6d4b\u548c\u4eba\u5de5\u4ecb\u5165\u76f4\u63a5\u4f5c\u4e3a\u201c\u8fd0\u884c\u65f6\u201d\u57fa\u7840\u8bbe\u65bd\u5185\u7f6e\u8fdb\u6765\uff0c\u800c\u975e\u4e8b\u540e\u6253\u8865\u4e01\u3002\u8fd9\u79cd\u201c\u7aef\u5230\u7aef\u8fd0\u884c\u6cbb\u7406\u201d\u7684\u5b9a\u4f4d\uff0c\u6bd4\u5355\u7eaf\u505a\u7f16\u6392\u6216\u76d1\u63a7\u66f4\u5177\u6218\u7565\u7eb5\u6df1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u51b7\u9759\u5ba1\u89c6\u5176\u62a4\u57ce\u6cb3\u3002\u9996\u5148\uff0c\u5e73\u53f0\u4e00\u65e6\u6df1\u5ea6\u8026\u5408\uff0c\u5ba2\u6237\u7684 Agent \u5c06\u9762\u4e34\u4e25\u91cd\u9501\u5b9a\u98ce\u9669\uff08\u867d\u56de\u5e94\u80fd\u964d\u7ea7\u4f46\u672a\u63d0\u53ef\u8fc1\u79fb\u6027\uff09\uff0c\u8fd9\u5bf9\u8ffd\u6c42\u7075\u6d3b\u6027\u7684\u6280\u672f\u56e2\u961f\u662f\u81f4\u547d\u4f24\u3002\u5176\u6b21\uff0c\u4eba\u5de5\u5ba1\u6279\u89e6\u53d1\u673a\u5236\u76ee\u524d\u4ecd\u662f\u201c\u786e\u5b9a\u6027\u7684\u89c4\u5219+\u5f02\u5e38\u4fe1\u53f7\u201d\uff0c\u672c\u8d28\u4e0a\u8fd8\u662f\u9884\u8bbe\u597d\u7684\u201cIf-Then\u201d\u7cfb\u7edf\uff0c\u5e76\u672a\u771f\u6b63\u89e3\u51b3\u201cAgent \u4e0d\u786e\u5b9a\u6027\u5bfc\u81f4\u7684\u4e0d\u9760\u8c31\u201d\u8fd9\u4e00\u6838\u5fc3\u77db\u76fe\u2014\u2014\u5373 LLM \u7684\u4e0d\u53ef\u9884\u6d4b\u6027\u6c38\u8fdc\u65e0\u6cd5\u88ab\u9759\u6001\u89c4\u5219\u5b8c\u5168\u515c\u5e95\u3002\u5176\u201c\u4e0d\u4f9d\u8d56 LLM \u7f6e\u4fe1\u5ea6\u201d\u7684\u8bf4\u8f9e\uff0c\u770b\u4f3c\u52a1\u5b9e\uff0c\u5b9e\u5219\u66b4\u9732\u4e86\u5f53\u524d\u5e73\u53f0\u5bf9 Agent \u5185\u5728\u4e0d\u786e\u5b9a\u6027\u7684\u65e0\u5948\u9009\u62e9\uff1a\u7ba1\u4e0d\u4f4f\u5927\u8111\uff0c\u5c31\u7ba1\u4f4f\u624b\u811a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u77ed\u671f\u6765\u770b\uff0cPhrony \u5bf9\u91d1\u878d\u3001\u533b\u7597\u3001\u653f\u52a1\u7b49\u5f3a\u76d1\u7ba1\u884c\u4e1a\u6781\u5177\u5438\u5f15\u529b\uff0c\u56e0\u4e3a\u5ba1\u8ba1\u548c\u964d\u7ea7\u80fd\u529b\u662f\u786c\u9700\u6c42\u3002\u957f\u671f\u800c\u8a00\uff0c\u82e5\u4e0d\u80fd\u8fdb\u5316\u51fa\u66f4\u667a\u80fd\u7684\u3001\u57fa\u4e8e\u8bed\u4e49\u7406\u89e3\u800c\u975e\u7b80\u5355\u89c4\u5219\u7684\u98ce\u9669\u9884\u6d4b\u80fd\u529b\uff0c\u5176\u201c\u63a7\u5236\u201d\u53ea\u80fd\u505c\u7559\u5728\u6d41\u7a0b\u5c42\u9762\uff0c\u65e0\u6cd5\u89e6\u53ca Agent \u7684\u201c\u610f\u8bc6\u201d\u98ce\u9669\u3002\u53e6\u5916\uff0c\u652f\u6301\u8de8\u6846\u67b6 Agent \u4e92\u64cd\u4f5c\uff0882\u7968\u7684\u91cf\u7ea7\u4e0b\u5c1a\u672a\u56de\u7b54\uff09\u662f\u6269\u5708\u7684\u5173\u952e\uff0c\u4e0d\u7136\u5b83\u6700\u7ec8\u4f1a\u6210\u4e3a\u53e6\u4e00\u4e2a\u6f02\u4eae\u7684\u201c\u7b3c\u5b50\u201d\u3002\u4e00\u53e5\u8bdd\uff1a\u597d\u4ea7\u54c1\uff0c\u4f46\u9700\u8981\u8b66\u60d5\u7406\u6027\u6295\u8d44\u548c\u7528\u6237\u89c4\u6a21\u7684\u74f6\u9888\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\">Phrony<\/span>\n <\/div>\n<div class=\"comment-content\">Phrony is where AI agents live, run, and stay under control. We handle the parts that get hard once agents hit production: multi-agent orchestration, human-in-the-loop escalation, full audit trails, anomaly detection, and the security layer companies actually need. All built in, not bolted on. One platform to build, deploy, and govern real AI agents.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’m Max, co-founder of Phrony.<\/p>\n<p>Right now most “AI agents” are really just workflows. n8n, Zapier, a Python script with some LLM calls glued together. Works fine until something breaks. Then you’re staring at a half-finished run with no idea which step failed, why, or what to do about it.<\/p>\n<p>So we built Phrony. It’s the runtime layer where real agents live and run, with the boring-but-essential stuff baked in: full audit trails, human-in-the-loop escalation, anomaly detection, RBAC, secrets vault, multi-agent orchestration.<\/p>\n<p>Built for teams shipping real agents, but useful for anyone who wants their agents to stay under control once they leave the laptop.<\/p>\n<p>Curious for anyone here running agents or workflows in production: what broke first?<\/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\/@max_bols\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@max_bols<\/a> Hi Max, Congrats on the launch. Love the governance\/audit layer as that is becoming increasingly important. How do you handle graceful deg if all my agents are in your platform?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! The fact that anomaly detection can auto-terminate a run is wild (in a good way). Most tools just log and pray. Upvoted \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats! upvoted<\/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>Looks great congrats on the launch! Quick one: does the multi-agent orchestration support agents written in different frameworks talking to each other? Or do they all have to live inside Phrony’s own SDK?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. Curious about the HITL escalation layer. What triggers a human approval today? Is it rule-based (e.g. tool calls above a cost threshold), confidence-based (the agent itself flags uncertainty), or configurable per-agent? Feels like the hardest UX problem in production agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@francesco2689\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@francesco2689<\/a> <\/p>\n<p>Thanks! You’ve put your finger on the hardest part.<\/p>\n<p>Today it’s mostly policy and rule-driven, configurable per agent. Typical triggers:<\/p>\n<ul>\n<li>\n<p>Risk or anomaly scores crossing a threshold<\/p>\n<\/li>\n<li>\n<p>Sensitive tool categories or anything with external side effects<\/p>\n<\/li>\n<li>\n<p>Actions above a cost\/value limit<\/p>\n<\/li>\n<li>\n<p>Policy violations<\/p>\n<\/li>\n<li>\n<p>Execution patterns that deviate from expected behavior<\/p>\n<\/li>\n<\/ul>\n<p>When one fires, the runtime pauses, preserves the full run state, and routes the task to a human to approve, reject, or redirect.<\/p>\n<p>We intentionally don’t rely on raw LLM confidence as the primary signal. It’s too inconsistent across models and prompts. We use it as one input in the pipeline, not the trigger. <\/p>\n<p>Escalation is configurable at four levels: organization, agent, tool\/integration, and step\/workflow checkpoints.<\/p>\n<p>On your last point: the real tradeoff is autonomy vs operator trust vs interruption fatigue. Too many approvals kill the automation, too few kill the trust. That’s why we lean on deterministic guardrails plus anomaly\/behavioral signals instead of putting static gates 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is really interesting! Especially the part about keeping the LLM in place. Been building agents the past few months and the lack of visibility once they hit production is genuinely scary. 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{"id":215,"date":"2026-05-08T11:57:49","date_gmt":"2026-05-08T03:57:49","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/08\/2026-05-07\/"},"modified":"2026-05-08T11:57:49","modified_gmt":"2026-05-08T03:57:49","slug":"2026-05-07","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/08\/2026-05-07\/","title":{"rendered":"PH\u70ed\u699c | 2026-05-07"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-07<\/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 | 2026-05-07<\/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\/CGJHDKWTJR4FOU\" class=\"app-title\">FlowMarket<\/a><\/p>\n<div class=\"one-liner\">A social network of AI agents generating B2B deals<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">425<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FlowMarket\u662f\u4e00\u4e2aAI\u4ee3\u7406\u793e\u4ea4\u7f51\u7edc\uff0c\u901a\u8fc7\u81ea\u52a8\u53d1\u73b0\u3001\u5339\u914d\u548c\u64ae\u5408B2B\u4ea4\u6613\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5728\u65e0\u5e7f\u544a\u6295\u5165\u548c\u9500\u552e\u56e2\u961f\u7684\u60c5\u51b5\u4e0b\uff0c\u5b9e\u65f6\u83b7\u53d6\u7cbe\u51c6\u5546\u673a\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\/fefdf7f1-3c48-474d-922a-d1529378b116.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/637153db-3b99-4700-ae2b-53614d4190e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/008396ca-830a-48c8-811d-dbec9828b07d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9e8256a7-a0c6-4006-ae08-f93a3285864b.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\/8e57779b-dc71-42c0-aebc-ca7ee4af81b0.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/_Jg5IVrANUI\"><source src=\"https:\/\/youtu.be\/_Jg5IVrANUI\" 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\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u793e\u4ea4\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">B2B\u5546\u673a\u64ae\u5408<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u9500\u552e<\/span><br \/>\n <span class=\"tag\">\u53bb\u4e2d\u4ecb\u5316<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4f9b\u9700\u5bf9\u63a5<\/span><br \/>\n <span class=\"tag\">AI\u8c08\u5224<\/span><br \/>\n <span class=\"tag\">B2B\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u610f\u56fe\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u96f6\u6210\u672c\u83b7\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\u666e\u904d\u5173\u5fc3\uff1a\u5982\u4f55\u5b9e\u73b0\u51b7\u542f\u52a8\u548c\u5782\u76f4\u805a\u7126\uff1f\u4ee3\u7406\u5982\u4f55\u907f\u514d\u201c\u865a\u5047\u610f\u56fe\u201d\u4fe1\u53f7\uff1f\u4fe1\u4efb\u5c42\u548c\u9a8c\u8bc1\u673a\u5236\u662f\u4ec0\u4e48\uff1f\u4ee3\u7406\u80fd\u5426\u5b66\u4e60\u4f01\u4e1a\u53cd\u9988\u5e76\u52a8\u6001\u8c03\u6574\uff1f\u4e0e\u624b\u52a8\u7814\u7a76\u76f8\u6bd4\uff0c\u4ee3\u7406\u7684\u5dee\u5f02\u5316\u4f18\u52bf\u5728\u54ea\u91cc\uff1f\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 FlowMarket\u7684\u6784\u60f3\u6293\u4f4f\u4e86B2B\u83b7\u5ba2\u7684\u6838\u5fc3\u75db\u70b9\uff1a\u6548\u7387\u4f4e\u4e0b\u3001\u566a\u97f3\u9ad8\u3001\u4f9d\u8d56\u4e2d\u4ecb\u3002\u5176\u201c\u80a1\u7968\u4ea4\u6613\u6240\u5f0f\u5339\u914d\u201d\u7684\u6bd4\u55bb\u76f8\u5f53\u6027\u611f\uff0c\u4f46\u201cAI\u4ee3\u7406\u793e\u4ea4\u7f51\u7edc\u201d\u7684\u5b9a\u4f4d\u66f4\u50cf\u662f\u4e00\u4e2a\u6fc0\u8fdb\u7684\u613f\u666f\uff0c\u800c\u975e\u6210\u719f\u7684\u4ea7\u54c1\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u4ef7\u503c\u70b9\u5728\u4e8e\u201c\u53bb\u4e2d\u4ecb\u5316\u201d\u4e0e\u201c\u610f\u56fe\u5339\u914d\u201d\u7684\u7ed3\u5408\u3002** \u4f20\u7edfB2B\u5e73\u53f0\uff08\u5982LinkedIn\u3001Upwork\uff09\u4f9d\u8d56\u7528\u6237\u4e3b\u52a8\u641c\u7d22\u548c\u7533\u8bf7\uff0c\u800cFlowMarket\u8bd5\u56fe\u8ba9AI\u4ee3\u74067×24\u5c0f\u65f6\u5728\u540e\u53f0\u81ea\u52a8\u53d1\u73b0\u548c\u8c08\u5224\uff0c\u7406\u8bba\u4e0a\u80fd\u5927\u5e45\u964d\u4f4e\u4eba\u529b\u6210\u672c\u548c\u65f6\u95f4\u6210\u672c\u3002\u8fd9\u7c7b\u4f3c\u4e8e\u5c06\u201c\u88ab\u52a8\u641c\u7d22\u5f15\u64ce\u201d\u5347\u7ea7\u4e3a\u201c\u4e3b\u52a8\u64ae\u5408\u5f15\u64ce\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u4f46\u95ee\u9898\u540c\u6837\u5c16\u9510\uff1a**\n <\/p>\n<p class=\"ai-content\">\n 1. **\u7f51\u7edc\u6548\u5e94\u4e0e\u51b7\u542f\u52a8\u7684\u6096\u8bba**\uff1a\u4ea7\u54c1\u5728\u65e0\u7528\u6237\u65f6\u6beb\u65e0\u4ef7\u503c\u3002\u7528\u6237\u660e\u786e\u8d28\u7591\u201c\u6ca1\u6709\u5173\u952e\u89c4\u6a21\uff0c\u5339\u914d\u65e0\u6cd5\u594f\u6548\u201d\u3002\u56e2\u961f\u76ee\u524d\u514d\u8d39\u4f7f\u7528\u3001\u751a\u81f3\u6ca1\u6709\u5546\u4e1a\u6a21\u5f0f\uff0c\u8bd5\u56fe\u590d\u5236\u65e9\u671f\u793e\u4ea4\u7f51\u7edc\u7684\u589e\u957f\u8def\u5f84\u3002\u8fd9\u5728B2B\u9886\u57df\u98ce\u9669\u6781\u9ad8\u2014\u2014\u4f01\u4e1a\u7528\u6237\u66f4\u770b\u91cdROI\uff0c\u800c\u975e\u201c\u6709\u8da3\u201d\u3002\u5982\u679c\u6ca1\u6709\u5782\u76f4\u9886\u57df\u7684\u5b9a\u70b9\u7206\u7834\uff08\u5982\u53ea\u505aSaaS\u6216\u8bbe\u8ba1\u670d\u52a1\uff09\uff0c\u5927\u6982\u7387\u53d8\u6210\u4f4e\u8d28\u566a\u97f3\u6c60\u3002\n <\/p>\n<p class=\"ai-content\">\n 2. **\u4fe1\u4efb\u4e0e\u5047\u4fe1\u53f7**\uff1a\u7528\u6237\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\u201c\u5982\u4f55\u9632\u6b62\u865a\u5047\u610f\u56fe\uff1f\u201d\u5f53\u524d\u65b9\u6848\u4f9d\u8d56\u4eba\u5de5\u63d0\u793a\u548c\u6700\u7ec8\u4eba\u5de5\u5ba1\u6838\uff0c\u8fd9\u672c\u8d28\u4e0a\u4ecd\u662f\u4e00\u4e2a\u201c\u9ad8\u7ea7\u804a\u5929\u673a\u5668\u4eba+\u4eba\u5de5\u515c\u5e95\u201d\u7684\u7cfb\u7edf\u3002\u771f\u6b63\u7684AI\u64ae\u5408\u9700\u8981\u53cd\u590d\u7684\u4fe1\u7528\u8bc4\u7ea7\u3001\u4ea4\u4e92\u5386\u53f2\u3001\u751a\u81f3\u5408\u540c\u5c65\u7ea6\u6570\u636e\u6765\u8bad\u7ec3\uff0c\u800cFlowMarket\u5728\u65e0\u5b66\u4e60\u7b97\u6cd5\u3001\u65e0\u9a8c\u8bc1\u673a\u5236\u7684\u60c5\u51b5\u4e0b\uff0c\u6781\u6613\u88ab\u201c\u8425\u9500\u4ee3\u7406\u201d\u5237\u5c4f\uff0c\u5bfc\u81f4\u4e70\u5bb6\u6536\u5230\u5927\u91cf\u4f4e\u8d28\u5339\u914d\u3002\n <\/p>\n<p class=\"ai-content\">\n 3. **\u4e0e\u73b0\u6709\u5de5\u5177\u7684\u5173\u7cfb**\uff1a\u56e2\u961f\u58f0\u79f0\u8981\u201c\u9769\u547dB2B\u201d\uff0c\u4f46\u5b9e\u9645\u843d\u5730\u573a\u666f\u66f4\u50cf\u662f\u4e00\u4e2a\u667a\u80fd\u5339\u914d\u7248\u7684\u201c\u963f\u91cc1688\u201d\u3002\u5bf9\u4e8e\u6709\u6210\u719f\u9500\u552e\u6d41\u7a0b\u7684\u4f01\u4e1a\uff0cAI\u80fd\u5426\u66ff\u4ee3CRM\u3001\u9500\u552e\u6f0f\u6597\u548c\u4eba\u5de5\u8c08\u5224\u4e2d\u7684\u5fae\u5999\u4fe1\u4efb\u5efa\u7acb\uff1f\u76ee\u524d\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u83b7\u53d6\u7ebf\u7d22\u7684\u8865\u5145\u6e20\u9053\u201d\uff0c\u800c\u975e\u98a0\u8986\u6027\u5f15\u64ce\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u7ed3\u8bba\uff1a\u521b\u610f\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u6267\u884c\u58c1\u5792\u6781\u9ad8\u3002** \u5b83\u7684\u751f\u6b7b\u7ebf\u4e0d\u5728\u6280\u672f\uff0c\u800c\u5728\u80fd\u5426\u57283-6\u4e2a\u6708\u5185\uff0c\u5728\u4e00\u4e2a\u5782\u76f4\u9886\u57df\u5185\u83b7\u5f97\u8db3\u591f\u5bc6\u5ea6\u7684\u771f\u5b9e\u5356\u5bb6\u4e0e\u4e70\u5bb6\uff0c\u5e76\u5efa\u7acb\u8ba9\u53cc\u65b9\u4fe1\u4efb\u7684\u95ed\u73af\u6570\u636e\u3002\u5982\u679c\u505a\u4e0d\u5230\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u597d\u770b\u7684\u201c\u6280\u672f\u6f14\u793a\u201d\uff0c\u800c\u975e\u5546\u4e1a\u5229\u5668\u3002\u5efa\u8bae\u56e2\u961f\u653e\u5f03\u201c\u5927\u800c\u5168\u201d\u7684\u53d9\u4e8b\uff0c\u5148\u8bc1\u660e\u4e00\u4e2a\u5fae\u5faa\u73af\u7684\u53ef\u884c\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\">FlowMarket<\/span>\n <\/div>\n<div class=\"comment-content\">FlowMarket is a network of AI agents that automatically discover, match, and generate B2B deals. Create your agent in minutes and let it run 24\/7, finding partners, engaging with other agents, and delivering qualified leads. FlowMarket provides real-time, algorithmic deal flow and direct supply-demand matching, without the need for intermediaries, heavy advertising budgets, or large sales teams. On FlowMarket, your AI agents can find new customers within minutes and negotiate deals with them.<\/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 Steffen, founder of FlowMarket.<\/p>\n<p>We\u2019re building something quite different from traditional lead gen tools. Instead of databases, scraping, or cold outreach, FlowMarket is a live network of AI agents.<\/p>\n<p>Each company creates an agent that represents them. These agents:<br \/>\n– discover in-market companies<br \/>\n– match based on what they\u2019re looking for \/ offering<br \/>\n– interact and negotiate with other agents<br \/>\n– surface real opportunities for you to close<\/p>\n<p>The goal: make B2B discovery as fast and algorithmic as a stock exchange.<\/p>\n<p>Why we built this: Lead generation is broken: too manual, too noisy, too dependent on intermediaries. We wanted to remove friction and let companies connect directly, in real time.<\/p>\n<p>Happy to answer everything \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>28<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@steffen_rehmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steffen_rehmann<\/a> what is your seeding strategy? Any vertical focus or hand-recruited users?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@steffen_rehmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steffen_rehmann<\/a> Hello, congratulations on the launch. I checked the website and it looks useful, but I still can\u2019t fully understand what exactly it does. How does it find and bring leads? Where does it interact with them \u2014 through email, social media, or somewhere else? What\u2019s the overall workflow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@steffen_rehmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steffen_rehmann<\/a> Interesting concept. One thing I keep wondering with AI-driven GTM systems is how you prevent \u201cfalse intent\u201d signals \u2014 where agents appear interested but there\u2019s no real buying urgency behind the interaction.<\/p>\n<p>Curious how you think about that layer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 dont understand the problem \/ solution. Could you explain? Who is the customer here? What is their problem and how do you solve it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> Good questions Andr\u00e9. Our platform is agent to agent social network, suitable for B2B sales and buying agents. f. e. you have a company, providing design services. You offer, well, design. You are searching for accountant, let’s say from UK. How do you normally market your service? You turn to google ads, LinkedIn, cold outreach or network. It works, but its slow and expensive.<\/p>\n<\/p>\n<p>Instead of this, we automatically match your agent (which represents your company) with agents of those companies, who are looking for services which you are offering, as well as providing product\/services, which you are looking for. Agents negotiate between themselves. If they agree, you take over the conversation and exchange contact data with other side. Makes sense?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> Sure! The customer is any B2B company looking for clients, partners, suppliers, or business opportunities. The problem: B2B lead generation is still very manual and noisy, databases, scraping, cold outreach, endless filtering. Our solution: companies create AI agents that continuously search, match, and qualify opportunities on their behalf inside a live network of other company 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>Hey Davit! It’s awesome B2B startup founders gonna love you cause it simplyfies all the sales process and it’s making it more performant than ever. What about the pricing? How is the business model?<\/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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Hi Germ\u00e1n, thanks for your support! Which pricing? \ud83d\ude42 It’s free, no business model, at least for now and as long as we can cover token usage! We want to revolutionise B2B, not simply earn couple of bucks with it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Thank you so much \ud83d\ude4c That\u2019s exactly the hope, reducing friction in B2B discovery and making the process far more dynamic and efficient. As for business model, as Davit wrote, no business model, we grow the network and see where it leads (think of early Facebook, LinkedIn, Twitter)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Here because <a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Recommended the product.<\/p>\n<p>Congratulations on the launch. As someone who has done Sales, GTM and CS, I appreciate what you’re building!<\/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\/@yashchoudhary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yashchoudhary<\/a> Thanks Yash \ud83d\ude42 Both for support and for appreciating our platform!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> <a href=\"https:\/\/www.producthunt.com\/@yashchoudhary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yashchoudhary<\/a> Thank you so much \ud83d\ude4c And huge thanks to @davitausberlin as well \ud83d\ude04<\/p>\n<p>Really appreciate that feedback, especially from someone with experience in Sales, GTM, and CS. A lot of the idea actually came from seeing how fragmented and manual B2B discovery still is in practice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do your agents learn? I don’t mean learning from each other, but from people at the company. Sometimes, CS team will point out that certain type of customers are great\/awful to work with (both in terms of cooperation & revenue). Sometimes, you’ll have a pattern of new customers showing up on inbound because your competition went bankrupt or they had a data breach. <\/p>\n<p>I guess you know where I’m going with it \ud83d\ude42 Just curious how proactive FlowMarket can be?<\/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\/@philip_kubinski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philip_kubinski<\/a> Right now, you get what your prompt. you can give large chunk of information to your agent and prompt it in proper way. For now this is it. We don’t have learning algo, because we need lots of agents, lets say, critical mass, to have enough data to train the agents. But it will come, earlier than later. Great point btw!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@philip_kubinski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philip_kubinski<\/a> honestly, this is one of the most interesting parts long term \ud83d\ude42 Our view is that the real value won\u2019t come only from AI-to-AI interactions, but from continuously incorporating human feedback loops from the companies themselves. Over time, the agent should start behaving less like a static lead gen tool and more like a continuously adapting business development layer for the company.<\/p>\n<\/p>\n<p>We\u2019re still early, but the long-term vision is definitely proactive agents that can detect patterns, adjust targeting dynamically, and surface opportunities humans may not notice 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>Cool marketplace concept! For someone looking to source, what\u2019s the advantage of using an agent versus doing the research manually?<\/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\/@kelvinhach\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kelvinhach<\/a> Thanks Kelvin. You should be joking \ud83d\ude42 Agents can match instantly via basically limitless set of criteria, be it price, feature set, geography, you name it. Imagine efficiency like on stock exchange. There are two walls: supply and demand, and platform matches best suitable bids and offers with each other, and agents discuss the details. Human has no chance to compete with it \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kelvinhach\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kelvinhach<\/a> Thank you. The main advantage is continuous discovery. Humans do research manually once in a while, while agents can search, evaluate, match, and monitor opportunities 24\/7 across the network, including opportunities you probably wouldn\u2019t have found manually.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I\u2019m Davit, co-founder of FlowMarket.<\/p>\n<\/p>\n<p>For years I worked in B2B lead generation, outbound campaigns, visitor identification, scraping\u2026 and honestly, over time it started feeling increasingly broken. Too much noise, too much spam, too much manual work just to find the right business connection.<\/p>\n<\/p>\n<p>So we started building something radically different.<\/p>\n<\/p>\n<p>FlowMarket is a live network of AI agents representing companies. Instead of searching static databases or blasting cold emails, companies create an AI agent that actively works on their behalf.<\/p>\n<\/p>\n<p>These agents can:<\/p>\n<ul>\n<li>\n<p>discover companies already in-market<\/p>\n<\/li>\n<li>\n<p>understand supply and demand<\/p>\n<\/li>\n<li>\n<p>match compatible businesses<\/p>\n<\/li>\n<li>\n<p>communicate with other agents<\/p>\n<\/li>\n<li>\n<p>negotiate opportunities automatically<\/p>\n<\/li>\n<\/ul>\n<p>The vision is simple: make B2B discovery work more like a real-time marketplace or stock exchange \u2014 fast, dynamic, and driven by matching intent instead of scraping data.<\/p>\n<\/p>\n<p>This project has been an emotional rollercoaster to build. A lot of late nights, pivots, failures, rebuilding, rethinking\u2026 but seeing the first real business matches happen automatically felt a bit surreal.<\/p>\n<\/p>\n<p>We\u2019re still early, but I genuinely believe AI agents will fundamentally change how companies find each other online.<\/p>\n<p>Would love to hear your thoughts, feedback, criticism, ideas, anything really \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is actually really cool, initially it may sound silly (whenever I hear of “network for AI Agents”) but doing B2B outreach with Agentic AI is not easy<\/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\/@matheus_paranhos1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matheus_paranhos1<\/a> Thanks Matt! I don’t even think it should sound silly, we are midst agentic revolution, I think it’s a best time to switch B2B sales and marketing to agentic\/algorithmic approach.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@matheus_paranhos1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matheus_paranhos1<\/a> Thank you \ud83d\ude4c And yes, I completely understand that reaction \ud83d\ude04 \u201csocial network for AI agents\u201d can initially sound a bit sci-fi or gimmicky.<\/p>\n<p>But once you actually try to build autonomous B2B outreach and matching systems, you realize how hard the problem really is. That\u2019s exactly why we started thinking about agents not as isolated tools, but as participants in a network that can continuously discover, communicate, and negotiate with each other.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Very interesting take on B2B discovery. Turning companies into AI agents that can discover, match, and negotiate with each other feels much more scalable than traditional lead gen. The stock exchange for business opportunities positioning is strong. Curious to see how the agent-to-agent interactions evolve over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexia_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexia_li<\/a> Thanks for your interest and support Alexia. As for your question, I think this is a future of B2B, not ads, not cold outreach, but this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"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> Thank you, really appreciate that \ud83d\ude4c And yes, that\u2019s exactly the core idea, moving from static databases and manual prospecting toward a continuously evolving network where agents actively search for compatible opportunities on behalf of companies.<\/p>\n<p>I think the really interesting part starts once the network becomes dense enough: agents learning who to trust, which matches convert, how to negotiate better, and eventually creating entirely new forms of B2B discovery that don\u2019t really exist today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>stock exchange framing is sharp. liquidity is the whole game though, the matching can’t really sing until u hit critical mass per vertical.<\/p>\n<\/p>\n<p>what i’m most curious about is the trust layer. if both sides are agents pitching themselves, whats stopping everyone from over-claiming on capabilities and fit? any verification on the roadmap or is it pure prompt-vs-prompt rn?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> Thanks for your questions SaaS. Legit points!<\/p>\n<\/p>\n<p>I won’t lie and tell you, we have a critical mass. I think we need another couple of weeks to get it, but we are moving quickly and adding more and more agents.<\/p>\n<\/p>\n<p>As for agents behaviour: you get what you feed into agent and how your prompt him. If you give details information (FAQ, pricing etc.) and prompt properly, it will work pretty well. If you simply take over platform defaults, you get slop conversations. But at the end, human is in the loop and takes decision whether continue the conversation (send contact data) or not.<\/p>\n<\/p>\n<p>Plus we want to add learning layer, this is too early though.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> great point re: verification<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> 100% agree, liquidity\/critical mass is probably the central challenge of the whole model. Without enough density per vertical, the network effect doesn\u2019t really emerge. And yes, the trust layer is equally critical. Long term, I don\u2019t think \u201cprompt vs prompt\u201d systems alone are enough.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thanks a lot! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The agent-to-agent marketplace idea is interesting. The biggest thing I\u2019d want to see over time is how trust and quality signals evolve as the network grows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@farrukh_butt1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farrukh_butt1<\/a> Thank you! I think trust\/reputation layers will become one of the most important parts of systems like this over time. Not just \u201cis this company legit?\u201d, but also things like:<\/p>\n<ul>\n<li>\n<p>quality of past interactions<\/p>\n<\/li>\n<li>\n<p>conversion patterns<\/p>\n<\/li>\n<li>\n<p>reliability<\/p>\n<\/li>\n<li>\n<p>responsiveness<\/p>\n<\/li>\n<li>\n<p>long-term partnership outcomes<\/p>\n<\/li>\n<\/ul>\n<p>I suspect agent networks without strong trust signals will eventually become noisy very quickly, so we see that as a core part of the long-term evolution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@farrukh_butt1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farrukh_butt1<\/a> Absolutely! I think trust and reputation signals will become critical as networks like this grow. Otherwise, agent marketplaces could become noisy very quickly. Long term, we want the system to learn from interaction quality, successful outcomes, reliability, and real business relationships, not just matching keywords.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great! Congrats \ud83d\udc4f <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thank you !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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> thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Kept seeing ‘AI agents for sales’ stuff for a year but most of it is just chatbots wearing an agent t-shirt. This is actually a structurally different idea. Pulling for you guys!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ermakovich_sergey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ermakovich_sergey<\/a> Thank you, really appreciate that \ud83d\ude4c And honestly, that\u2019s exactly what we\u2019re trying to avoid \u2014 just wrapping a chatbot into \u201cagent\u201d branding. We wanted to rethink the actual structure of B2B discovery itself, not just automate messages.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ermakovich_sergey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ermakovich_sergey<\/a> Thanks Sergey. We are trying our best!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is indeed not a traditional lead generation tool, as a B2B marketer, I’m curious to try it <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yuze_li09\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuze_li09<\/a> Thanks Yuze, you are absolutely right! If we can pull it over, this network will revolutionise B2B!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Multi-agent B2B matching is a bold thesis. Cold start of an agent network feels like the hardest part, curious how you tackled it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maks_bilski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maks_bilski<\/a> It is super hard. But we are getting more and more agents each day. I hope we’ll reach a critical mass soon. Thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maks_bilski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maks_bilski<\/a> Absolutely, the cold start problem is indeed the hardest part of the whole idea.<\/p>\n<p>Right now we\u2019re tackling it by focusing on very specific B2B niches first, where supply and demand are already active, instead of trying to build a generic network from day one. Once enough relevant agents exist in a segment, the matching quality improves very quickly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launch guys, can’t wait to try it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ikalimullin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ikalimullin<\/a> Thanks Ilnur! We would love to welcome Brila on our platform!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@ikalimullin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ikalimullin<\/a> Thank you so much! Really excited to hear what you think once you try it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Quick question: is this more for digital products, or rather for industrial ones (like Alibaba but with algrithmic matching?) Good luck<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@konstantinalikhanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantinalikhanov<\/a> Thanks! It is for any company in B2B, be it industrial, digital or anything inbetween.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@konstantinalikhanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantinalikhanov<\/a> Thank you! \ud83d\ude4c Actually, both.<\/p>\n<p>Right now, we see especially strong traction from digital services, SaaS, agencies, AI tools, and B2B service providers because onboarding is very fast and the agents can immediately start matching demand and supply.<\/p>\n<p>But the bigger long-term vision is much closer to what you described: algorithmic B2B matching for the entire economy, including industrial products, manufacturing, wholesale, logistics, distributors, suppliers, etc.<\/p>\n<p>In a way, you can think about it as a mix between:<\/p>\n<ul>\n<li>\n<p>LinkedIn<\/p>\n<\/li>\n<li>\n<p>Alibaba<\/p>\n<\/li>\n<li>\n<p>lead generation platforms<\/p>\n<\/li>\n<li>\n<p>and autonomous AI agents negotiating with each other<\/p>\n<\/li>\n<\/ul>\n<p>The key difference is that instead of manually searching marketplaces, the agents actively discover and approach relevant counterparties for you.<\/p>\n<p>So yes \u2014 industrial use cases are actually a very important part of where we want to go \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\">A network of agents makes sense. What\u2019s the social aspect? Thanks.<\/div>\n<div class=\"comment-actions\">\n<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\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> Social aspect is basically posting by agents, to improve own visibility and mine in-app credits.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> Good question \ud83d\ude4c The \u201csocial\u201d part is less about human posting\/content feeds and more about the interaction layer between agents and companies. Every company has an agent profile with its own goals, needs, offers, relationships, matches, and communication history. Agents can:<\/p>\n<ul>\n<li>\n<p>follow and discover other agents<\/p>\n<\/li>\n<li>\n<p>interact with each other continuously<\/p>\n<\/li>\n<li>\n<p>build long-term matching patterns<\/p>\n<\/li>\n<li>\n<p>exchange opportunities and referrals<\/p>\n<\/li>\n<li>\n<p>improve recommendations based on network behavior<\/p>\n<\/li>\n<\/ul>\n<p>So instead of a static database, the system becomes a living ecosystem where the value grows as more agents participate and interact.<\/p>\n<p>In a way, the agents themselves become the social layer, constantly networking on behalf of humans.<\/p>\n<p>Long term, we also want humans to be able to participate more directly around the agent network: reputation, trust, introductions, collaboration signals, etc.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@davitausberlin thanks guys. So, agent social network?<\/p>\n<p>Or would it be hybrid human + agent social network?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product 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\/@alara_akcasiz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alara_akcasiz<\/a> Thanks Alara! I appreciate 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch <a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> !<\/p>\n<\/p>\n<p>Do you plan to have a search menu to find existing agents. Currently you can scroll down, but it would be helpful if we can search for them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Thanks! Use the chat window, its universal one, you can create new agent or you can search for existing 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>I’ve read through all the comments. One question that I can’t get out of my mind is: Wouldn’t the success of this product depend entirely on the number of buyers that you can bring into the system? There will be a never ending supply on the seller side of things, but it’s the buyers that are going to make it successful.<\/p>\n<\/p>\n<p>And the reason cold outreach works is because often buyers don’t know they need a product or service that you are offering, so many of your potential buyers are not in market.<\/p>\n<\/p>\n<p>Additionally, doesn’t it require the buyer to be technically savvy? I work with several non-tech b2b businesses in the UK and if I explained this system to them they’d look at me like I’m a bit odd.<\/p>\n<\/p>\n<p>Cool concept, but lots of challenges ahead.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peterclaridge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterclaridge<\/a> Peter, great feedback, honestly. You really thought through it.<\/p>\n<\/p>\n<p>The first concern: buyers. It’s not big deal. Think of LinkedIn. Who is buyer here? Who is seller? The answers is, we all are buyers and sellers. There is no business which only buys or only sells. Even if you offer, let’s say B2B lead gen, you still need data, automation, various software, accounting, HR etc.<\/p>\n<\/p>\n<p>Second point is much more complex. Right now, buying agents accept whatever they know that they have to buy. They can’t decide to buy something, which isn’t in their instructions. This is something, we have to work on. Is solvable though.<\/p>\n<\/p>\n<p>For now we approach tech savvy users, later we’ll see.<\/p>\n<\/p>\n<p>Thanks once again for support and your questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The agent-to-agent matching angle is the interesting part for me. It feels like one of the more unconventional B2B ideas launched recently. Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Thank you! We are coming for leading B2B platforms incl. LinkedIn \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>Hey <a href=\"https:\/\/www.producthunt.com\/@steffen_rehmann\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"steffen_rehmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steffen_rehmann<\/a> congrats on the launch! Super interesting product and looking forward to try it. <\/p>\n<p>How are you guys thinking about building liquidity in the marketplace tho? I reckon it’ll be quite easy to attract folks who want to sell something but don’t want to buy anything. Are you seeing that? <\/p>\n<p>Kudos to the team <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@steffen_rehmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steffen_rehmann<\/a> <a href=\"https:\/\/www.producthunt.com\/@vincenzo_bianco2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vincenzo_bianco2<\/a> Thanks for your support Vincenzo. Hard questions \ud83d\ude42 For now we are happy to invite anyone who joins, quantity over quality, which after some time will translate itself into quality of the network. We are at the very beginning of our journey, and don’t have an early critical mass.<\/p>\n<p>The good thing is though, you can leave your agent on FlowMarket and let it work. When it finds interesting leads, you’ll be notified. Basically zero effort sales.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 such an interesting direction, congrats on the launch, it actually feels like you\u2019re trying to redefine how companies even find each other, not just optimize lead gen.<\/p>\n<p>I\u2019m really curious about how the agent-to-agent negotiation works in practice. Like, how much autonomy do these agents actually have when it comes to decision-making? <\/p>\n<p>Are they just qualifying and matching, or can they handle parts of pricing, terms, or deal structure too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> Thami Thanks for good questions. You are absolutely right, we try to redefine the way, how companies find each other, especially early discovery stage. While the final deals should be signed by humans, discover is something, which can automated end to end.<\/p>\n<\/p>\n<p>Right now, the quality of conversation depends on how good you prompt your agent and how good the data\/information is, which you provide to your agent. You can simply copy\/paste your FAQs, productsheets etc. and your agent will negotiate based on this. Final decision whether to continue the talks, or stop is up to you (human in the loop).<\/p>\n<\/p>\n<p>Having said that, the system is still evolving and improving!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you see this as a replacement for tools like Clay\/Apollo or is this meant to help supplement existing lead generation tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> In ideal case it is replacement for whole B2B discovery journey as we know it. Its a bold claim, but if we manage to pull it over, then yes, thats the goal.<\/p>\n<\/p>\n<p>The old way: you start by not knowing who needs your product. So you pay for ads to catch people while they are searching for your solution, or you proactively approach them and in best case 3% convert to demos\/conversations etc.<\/p>\n<\/p>\n<p>The problem of this is inefficiency. It’s like selling stocks without stock exchange – hey, I have 100 NVIDIA stocks, do you know anyone, who needs them?<\/p>\n<\/p>\n<p>Now enter algorithmic B2B: demand and supply is matched instantly, you don’t have to look proactively or spend money on ads. You prepare your agent so it can efficiently talk with other agents and you find the companies, which are right now in the market. Make sense?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Okay this is actually kinda wild, AI agents doing B2B deals with each other 24\/7 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@le_ng_c_dan_nhi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@le_ng_c_dan_nhi<\/a> \ud83d\ude42 Yes right, but I don’t think its that wild, the tech is there and its mature enough. Now we have to change minds of people in B2B and move them from old way of doing things, to new 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Building a consumer nutrition app and was eyeing agent flows for our restaurant\/grocery partnerships side \u2014 how do you balance autonomous outreach vs user-in-the-loop approval? Feels like trust is the make-or-break for outbound agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ethansharg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethansharg<\/a> Good question Ethan. At the end of every conversation there is human in the loop, deciding – ok, sounds like legit leads and sends contact data. Or decides, no this lead isn’t good, the agent f. e. overpromised or there is some missing information. In such case human can ask agent to continue conversation or simply write down this lead.<\/p>\n<\/p>\n<p>For now this is the easiest way, later we can increase the level of autonomy for 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>The “social network of agents” framing is the most interesting thing here. Traditional B2B lead gen is sequential \u2014 you reach out, wait, follow up. Agents operating in a network layer where deal context is shared and matched changes the structure entirely. One question: how does FlowMarket handle intent signal freshness, or is it more static profile matching?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> Thanks Moh, you have summarised everything pretty well. It is static for now, f.e. your company is searching for HR SaaS, or accountant, you mention it to your agent, so that it accepts the offers from this direction. But once you don’t have this need any more, agent’s doesn’t know it right away, you have to somehow notify him that your needs changed. Same for your offerings, f. e. if pricing has changed, currently you simply have to give this info to agent. We are thinking about how to make these things more dynamic, so that agent needs less babysitting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">AI agents networking with each other to close deals, we sure did skip the LinkedIn era fast. Does the human stay in the loop or does it close deals autonomously? \ufffc<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anusuya_bhuyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anusuya_bhuyan<\/a> Thanks Anusuya, you wrote it absolutely correctly. The idea of this network was created, when I was frustrated by LinkedIn (long story:) ) So my our idea was to create something, which will replace LinkedIn for good.<\/p>\n<\/p>\n<p>Human is still in the loop, anything else would be too risky for now. But not sure, for how long \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\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/S6IM5WTBU4BUVH\" class=\"app-title\">Claude Agents for Financial Services<\/a><\/p>\n<div class=\"one-liner\">Finance agent templates for pitches, KYC, and closing books<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">212<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Claude Agents for Financial Services\u4e3a\u94f6\u884c\u3001\u57fa\u91d1\u548c\u4fdd\u9669\u516c\u53f8\u7684\u5206\u6790\u5e08\u4e0e\u8fd0\u8425\u56e2\u961f\u63d0\u4f9b\u4e86\u5341\u4e2a\u9884\u6784\u5efa\u7684\u91d1\u878d\u4e13\u7528AI\u4ee3\u7406\u6a21\u677f\uff0c\u5c06\u8017\u65f6\u6570\u6708\u7684\u81ea\u5b9a\u4e49\u5de5\u7a0b\u538b\u7f29\u4e3a\u51e0\u5929\u90e8\u7f72\uff0c\u89e3\u51b3\u91d1\u878d\u5de5\u4f5c\u6d41\u4e2d\u6570\u636e\u63a5\u5165\u590d\u6742\u3001\u5408\u89c4\u8981\u6c42\u9ad8\u548c\u8de8\u5de5\u5177\u534f\u540c\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\/933b35be-7e9c-4ce9-8998-90cfae883af6.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\/5df19721-93ac-4f88-9f5a-6ce9a120e98f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/467c3043-2f7d-4eec-b32d-9d94f905ae23.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9dfee9fe-0c2e-4c0c-95df-e1ea25407380.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b6e47c4-7839-4f47-a47b-3446f6749baf.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\/ff01e149-d441-4e7d-97f3-630f31531e67.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=foxeK2AXfHQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=foxeK2AXfHQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Fintech<\/span><br \/>\n <span class=\"tag\">Investing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u91d1\u878dAI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">Claude\u6a21\u677f<\/span><br \/>\n <span class=\"tag\">\u6295\u8d44\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">KYC\u7b5b\u67e5<\/span><br \/>\n <span class=\"tag\">\u6708\u7ed3\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u8fde\u63a5\u5668<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/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\u9ad8\u5ea6\u8ba4\u53ef\u4ece\u804a\u5929\u754c\u9762\u5230\u7ed3\u6784\u5316\u4efb\u52a1\u4ee3\u7406\u7684\u8dc3\u8fc1\uff0c\u8ba4\u4e3a\u201c\u5305\u88c5\u201d\u964d\u4f4e\u4e86\u843d\u5730\u8d1f\u62c5\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\u4e24\u70b9\uff1a\u4ee3\u7406\u4e0e\u9057\u7559\u5408\u89c4\u8f6f\u4ef6\u7684\u96c6\u6210\u662f\u5426\u65e0\u7f1d\uff1f\u6a21\u677f\u662f\u5373\u63d2\u5373\u7528\u8fd8\u662f\u9700\u6309\u516c\u53f8\u5b9a\u5236\uff1f\u53e6\u6709\u4eba\u8be2\u95ee\u662f\u5426\u5177\u5907\u652f\u4ed8\u516c\u53f8\u6570\u636e\u6cc4\u9732\u68c0\u6d4b\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 Anthropic\u8fd9\u6ce2\u64cd\u4f5c\u7cbe\u51c6\u5207\u4e2d\u4e86\u91d1\u878d\u884c\u4e1a\u201c\u60f3\u505aAI\u4f46\u4e0d\u6562\u505a\u201d\u7684\u5c34\u5c2c\u3002\u8fc7\u53bb\u4e24\u5e74\uff0c\u65e0\u6570\u6295\u884c\u548c\u57fa\u91d1\u5185\u90e8\u56e2\u961f\u5728\u62ffClaude\u539f\u578b\u641e\u6697\u5ea6\u9648\u4ed3\uff0c\u7ed3\u679c\u5361\u5728\u6570\u636e\u6574\u5408\u548c\u5408\u89c4\u5ba1\u8ba1\u4e0a\u3002\u8fd9\u5957\u6a21\u677f\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u662f\u70b9\u72b6\u80fd\u529b\uff0c\u800c\u662f\u628a\u201c\u4ece\u96f6\u7ec4\u88c5\u201d\u53d8\u6210\u4e86\u201c\u5f00\u7bb1\u63d2\u7535\u201d\u2014\u2014\u9884\u63a5FactSet\u3001PitchBook\u3001\u7a46\u8fea\u7b49\u6838\u5fc3\u6570\u636e\u6e90\uff0c\u914d\u5408\u7ec6\u7c92\u5ea6\u6743\u9650\u548c\u5ba1\u8ba1\u65e5\u5fd7\uff0c\u7b49\u4e8e\u76f4\u63a5\u7ed9\u4e86\u7532\u65b9\u4e00\u4e2a\u80fd\u8fc7\u5408\u89c4\u5173\u7684\u6807\u51c6\u5316\u5165\u573a\u5238\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u522b\u6025\u7740\u5439\u3002\u6a21\u677f\u5316\u7b56\u7565\u662f\u628a\u53cc\u5203\u5251\uff1a\u91d1\u878d\u5de5\u4f5c\u6d41\u770b\u4f3c\u6807\u51c6\uff0c\u5b9e\u9645\u6bcf\u4e2a\u673a\u6784\u7684\u98ce\u9669\u504f\u597d\u3001\u6c47\u62a5\u7ebf\u3001\u5ba1\u6279\u94fe\u5dee\u5f02\u5de8\u5927\u3002\u8bc4\u8bba\u91cc\u90a3\u53e5\u201c\u9700\u8981\u5b9a\u5236\u5417\u201d\u95ee\u5230\u4e86\u8981\u5bb3\u2014\u2014\u9884\u6784\u5efa\u7684\u201csubagent\u201d\u548c\u201cconnectors\u201d\u518d\u5b8c\u7f8e\uff0c\u4e5f\u67b6\u4e0d\u4f4f\u67d0\u5bb6\u94f6\u884c\u975e\u8981\u5bf9\u63a5\u5185\u90e8\u8001\u6389\u7259\u7684MS Access\u6570\u636e\u5e93\u3002GitHub marketplace\u7684\u5f00\u653e\u6027\u867d\u597d\uff0c\u4f46\u82e5\u6a21\u677f\u7f3a\u4e4f\u7075\u6d3b\u7684\u201c\u70ed\u63d2\u62d4\u201d\u63a5\u53e3\u548c\u5bf9\u975e\u4e3b\u6d41\u6570\u636e\u6e90\u7684\u81ea\u9002\u914d\u80fd\u529b\uff0c\u6700\u7ec8\u4ecd\u4f1a\u6ca6\u4e3a\u4e00\u534a\u5b9a\u5236\u4e00\u534a\u5e9f\u5f03\u7684\u534a\u6210\u54c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cAnthropic\u6ca1\u7ed9\u8fd9\u5957\u65b9\u6848\u8d77\u82b1\u54e8\u7684\u540d\u5b57\uff0c\u76f4\u63a5\u53eb\u201cTemplates\u201d\uff0c\u8bf4\u660e\u5176\u5b9a\u4f4d\u52a1\u5b9e\uff1a\u4e0d\u662f\u8981\u53d6\u4ee3\u5f6d\u535a\u7ec8\u7aef\uff0c\u800c\u662f\u5148\u5e2e\u56e2\u961f\u7701\u638970%\u7684\u91cd\u590d\u6027\u4f53\u529b\u6d3b\u3002\u5bf9\u4e8e\u88abExcel\u548cPPT\u6298\u78e8\u7684\u521d\u7ea7\u5206\u6790\u5e08\uff0c\u7701\u4e0b\u641c\u6570\u636e\u3001\u6574\u683c\u5f0f\u7684\u65f6\u95f4\u53bb\u4e13\u6ce8\u5224\u65ad\uff0c\u8fd9\u786e\u5b9e\u662f\u771f\u751f\u4ea7\u529b\u3002\u4f46\u5bf9\u4e8e\u5782\u6d8e\u201cAI\u81ea\u52a8\u751f\u6210\u5168\u5957pitchbook\u201d\u7684\u4e70\u65b9\u9ad8\u7ba1\u2014\u2014\u8fd8\u662f\u5148\u770b\u770b\u81ea\u5bb6\u7684KYC\u6743\u9650\u77e9\u9635\u80fd\u4e0d\u80fd\u548cClaude\u7684credential vaults\u5e72\u676f\u5427\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Claude Agents for Financial Services<\/span>\n <\/div>\n<div class=\"comment-content\">Ten pre-built Claude agent templates for investment research, KYC screening, and month-end close. Each ships with connectors and subagents. For analysts and ops teams at banks, funds, and insurers.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Anthropic just shipped something financial services teams have been building internally for the last two years.<\/p>\n<\/p>\n<p><strong>What it is<\/strong>: Ten pre-built Claude agent templates covering core financial workflows, from pitchbook creation and KYC screening to general ledger reconciliation and month-end close. <\/p>\n<\/p>\n<p>Each template includes domain-specific instructions, governed connectors to existing financial data providers like FactSet, PitchBook, Moody\u2019s, and Dun & Bradstreet, plus subagents for tasks like comparables analysis or methodology checks. <\/p>\n<\/p>\n<p>The goal is straightforward: deploy Claude on real financial workflows in days instead of months of custom engineering. <\/p>\n<\/p>\n<p><strong>What makes it different<\/strong>: Most finance AI tools are chat interfaces layered on top of documents. These are structured, task-specific agent architectures. <\/p>\n<\/p>\n<p>The Pitch Builder agent generates target lists, runs comps, and drafts pitchbooks; the KYC Screener assembles entity files, reviews source documents, and packages escalations for compliance review. Each agent is connected to the data sources the workflow actually depends on.<\/p>\n<\/p>\n<p><strong>Key features<\/strong>:<\/p>\n<ul>\n<li>\n<p>Ten agent templates across research, coverage, and operations<\/p>\n<\/li>\n<li>\n<p>Deployable in Claude Cowork, Claude Code, or as Managed Agents<\/p>\n<\/li>\n<li>\n<p>Per-tool permissions, credential vaults, and audit logs<\/p>\n<\/li>\n<li>\n<p>Connectors for providers including Moody\u2019s, IBISWorld, Guidepoint, Verisk, and SS&C IntraLinks<\/p>\n<\/li>\n<li>\n<p>Available through GitHub\u2019s financial services marketplace<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits<\/strong>:<\/p>\n<ul>\n<li>\n<p>Cuts finance-agent deployment from months to days<\/p>\n<\/li>\n<li>\n<p>Keeps workflows inside approval and compliance processes<\/p>\n<\/li>\n<li>\n<p>Maintains context across Excel, PowerPoint, and Word<\/p>\n<\/li>\n<li>\n<p>Gives compliance and engineering teams full audit visibility<\/p>\n<\/li>\n<\/ul>\n<p>Who it\u2019s for: Analysts, operations teams, and compliance staff at banks, hedge funds, insurers, and asset managers running AI workflows on governed financial data. <\/p>\n<\/p>\n<p>The meaningful part isn\u2019t the individual capabilities. It\u2019s the packaging: the architecture is pre-assembled, connectors are already wired in, and deployment paths are documented. For enterprise teams, that removes most of the implementation burden. <\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Does it also detect leaks within payment companies (hypothetically)? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Yep this feels like a very natural use case. Right away see the value, makes sense, congratulations on the ship excited to see the next release!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Just upvoted! \ud83d\ude80 Seeing Claude move from just a chat interface to structured, task-specific agent architectures is a massive leap for enterprise workflows. At ClipBG, we build automated AI image pipelines for e-commerce, and we deeply agree with your point: the real value is in the ‘packaging’ that removes the implementation burden for operations teams. Quick question: How seamless is the integration between these financial subagents and legacy compliance software? Incredible launch today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">If Claude handles the grunt work \ufffchere the time savings are enormous. Are these plug and play or need customisation per firm? \ufffc<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IVEPQYVA4UMJAQ\" class=\"app-title\">Lingo.dev v1<\/a><\/p>\n<div class=\"one-liner\">Localization engineering platform for consistent translation<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">200<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lingo.dev v1 \u662f\u4e00\u4e2a\u9762\u5411\u5de5\u7a0b\u56e2\u961f\u7684AI\u672c\u5730\u5316\u5f15\u64ce\u5e73\u53f0\uff0c\u901a\u8fc7\u914d\u7f6e\u5316\u7684\u72b6\u6001\u5316\u7ffb\u8bd1API\u3001\u672f\u8bed\u5e93\u3001\u54c1\u724c\u8bed\u6c14\u89c4\u5219\u548cAI\u8d28\u91cf\u8bc4\u5206\uff0c\u89e3\u51b3\u591a\u8bed\u8a00\u4ea7\u54c1\u5728\u6301\u7eed\u53d1\u5e03\u4e2d\u51fa\u73b0\u7684\u672f\u8bed\u6f02\u79fb\u548c\u4e00\u81f4\u6027\u5931\u63a7\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\/bb78bcf7-e0cc-4c43-95a1-3a522fe3fbb8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/36985927-5ffe-4229-a5b7-585d4988b29e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bff812e9-da06-4f22-a052-2162909e9560.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u672c\u5730\u5316<\/span><br \/>\n <span class=\"tag\">\u7ffb\u8bd1\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u672f\u8bed\u5e93<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8bed\u6c14\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">CI\/CD\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u72b6\u6001\u5316API<\/span><br \/>\n <span class=\"tag\">LLM\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u8d28\u91cf\u8bc4\u5206<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\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\u666e\u904d\u8ba4\u53ef\u5176CI\/CD\u65e0\u7f1d\u96c6\u6210\u548c\u7ffb\u8bd1\u4e00\u81f4\u6027\uff0c\u4f46\u53cd\u9988\u5b9a\u4ef7\u9875\u9762\u5b58\u5728\u663e\u793a\u95ee\u9898\u4e14\u4ef7\u683c\u4e0d\u591f\u6e05\u6670\u3002\u6709\u5f00\u53d1\u8005\u8ffd\u95ee\uff1a\u5f53\u54c1\u724c\u8bed\u6c14\u8981\u6c42\u6b63\u5f0f\u800c\u5730\u533a\u504f\u597d\u968f\u610f\u65f6\u5982\u4f55\u88c1\u51b3\uff1f\u4ee5\u53ca\u57282-3\u4e2a\u5730\u533a\u95f4\u5982\u4f55\u907f\u514dtoken\u81a8\u80c0\u4fdd\u6301\u672f\u8bed\u7d27\u51d1\u3002\u4e5f\u6709\u7528\u6237\u8be2\u95ee\u6d88\u8d39\u8005\u5e94\u7528\u4f55\u65f6\u5e94\u542f\u52a8\u672c\u5730\u5316\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Lingo.dev v1 \u7684\u6838\u5fc3\u53d9\u4e8b\u5f88\u806a\u660e\uff1a\u5b83\u628a\u201c\u7ffb\u8bd1\u201d\u548c\u201c\u672c\u5730\u5316\u201d\u5f7b\u5e95\u62c6\u5f00\uff0c\u5e76\u5ba3\u79f0\u540e\u8005\u662f\u4e00\u4e2a\u7eaf\u7cb9\u7684\u5de5\u7a0b\u95ee\u9898\u3002\u8fd9\u79cd\u5b9a\u4f4d\u4e0d\u4ec5\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u5f53\u4e0bLLM\u7ffb\u8bd1\u70ed\u6f6e\u4e2d\u7684\u4e00\u4e2a\u5de8\u5927\u76f2\u70b9\u2014\u2014\u6a21\u578b\u65e0\u72b6\u6001\u3001\u672f\u8bed\u6f02\u79fb\u3001\u6bcf\u6b21\u8bf7\u6c42\u90fd\u662f\u201c\u5931\u5fc6\u201d\u2014\u2014\u4e5f\u987a\u52bf\u5c06\u81ea\u8eab\u5305\u88c5\u6210\u4e86\u201cAI\u65f6\u4ee3\u7684\u672c\u5730\u5316\u57fa\u7840\u8bbe\u65bd\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u5f62\u6001\u4e0a\u770b\uff0cLingo.dev \u6ca1\u6709\u8bd5\u56fe\u91cd\u590d\u9020\u7ffb\u8bd1\u8f6e\u5b50\uff0c\u800c\u662f\u6784\u5efa\u4e86\u4e00\u4e2a\u56f4\u7ed5LLM\u7684\u4e0a\u4e0b\u6587\u7ba1\u9053\uff1a\u672f\u8bed\u8868\u6ce8\u5165\u3001\u54c1\u724c\u8bed\u6c14\u89c4\u5219\u3001\u6309\u5730\u533a\u6a21\u578b\u94fe\u3001\u81ea\u4ea4\u53c9\u8d28\u91cf\u8bc4\u5206\u3002\u8fd9\u5957\u7ec4\u5408\u62f3\u7684\u903b\u8f91\u786e\u5b9e\u6210\u7acb\uff0c\u5c24\u5176\u662f\u901a\u8fc7\u5b9e\u9645\u7814\u7a76\uff08RAL\uff09\u6570\u636e\u652f\u6491\u2014\u2014\u6ce8\u516572\u6761\u672f\u8bed\u5c31\u80fd\u8ba9Mistral\u6a21\u578b\u903c\u8fd1Google Gemini\u7684\u7ffb\u8bd1\u8d28\u91cf\uff0c\u6210\u672c\u5374\u5927\u5e45\u964d\u4f4e\u3002\u8fd9\u76f4\u63a5\u544a\u8bc9\u5e02\u573a\uff1a\u8d35\u7684\u4e0d\u4e00\u5b9a\u597d\uff0c\u914d\u7f6e\u5f97\u5f53\u624d\u662f\u738b\u9053\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u6240\u58f0\u79f0\u7684\u201c\u4e00\u81f4\u6027\u89e3\u51b3\u65b9\u6848\u201d\u662f\u5426\u771f\u7684\u80fd\u5728\u590d\u6742\u591a\u8bed\u8a00\u3001\u591a\u7ef4\u5ea6\u7684\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u4e2d\u4fdd\u6301\u9c81\u68d2\u6027\uff1f\u7528\u6237\u7684\u8bc4\u8bba\u4e5f\u6307\u51fa\u4e86\u51e0\u4e2a\u5173\u952e\u7591\u8651\uff1a\u54c1\u724c\u8bed\u6c14\u548c\u5730\u533a\u504f\u597d\u51b2\u7a81\u65f6\u5982\u4f55\u88c1\u51b3\uff1f\u5728\u591a\u4e2a\u5730\u533a\u95f4\u7ef4\u62a4\u672f\u8bed\u5e93\u7684\u540c\u65f6\u5982\u4f55\u907f\u514dtoken\u6210\u672c\u98d9\u5347\uff1f\u8fd9\u4e9b\u4e0d\u662f\u5c0f\u95ee\u9898\uff0c\u800c\u662f\u4efb\u4f55\u89c4\u6a21\u5316\u672c\u5730\u5316\u9879\u76ee\u5fc5\u7136\u9047\u5230\u7684\u201c\u5927\u5934\u201d\u3002\u5982\u679cLingo.dev\u53ea\u7ed9\u51fa\u4e86\u201c\u914d\u7f6e\u4e00\u6b21\u5c31\u884c\u201d\u8fd9\u79cd\u6a21\u7cca\u7b54\u6848\uff0c\u90a3\u5b83\u79bb\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u8fd8\u6709\u8ddd\u79bb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b9a\u4ef7\u9875\u9762\u7834\u635f\u3001\u4ef7\u683c\u4e0d\u900f\u660e\uff0c\u8fd9\u4e9b\u7ec6\u8282\u66b4\u9732\u4e86\u8be5\u56e2\u961f\u5728\u5546\u4e1a\u5316\u6210\u719f\u5ea6\u4e0a\u7684\u77ed\u677f\u3002\u5f00\u53d1\u8005\u5de5\u5177\u7c7b\u4ea7\u54c1\uff0c\u5b9a\u4ef7\u900f\u660e\u4e14\u53ef\u9884\u671f\u662f\u83b7\u53d6\u4ed8\u8d39\u4f01\u4e1a\u7528\u6237\u7684\u5e95\u7ebf\u3002\u76ee\u524d\u201c\u7528\u7231\u53d1\u7535\u201d\u7684\u514d\u8d39\u5c42\u6216\u8bb8\u80fd\u8ba9\u793e\u533a\u4fdd\u6301\u70ed\u60c5\uff0c\u4f46\u8981\u60f3\u771f\u6b63\u64ac\u52a8\u4f01\u4e1a\u9884\u7b97\uff0c\u5fc5\u987b\u7ed9\u51fa\u6e05\u6670\u3001\u53ef\u91cf\u5316\u7684\u4ef7\u503c\u6a21\u578b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u8bc4\uff1aLingo.dev \u6293\u4f4f\u4e86LLM\u65f6\u4ee3\u672c\u5730\u5316\u7684\u771f\u95ee\u9898\uff0c\u6280\u672f\u8def\u5f84\u5408\u7406\uff0c\u7814\u7a76\u624e\u5b9e\uff0c\u4f46\u4ea7\u54c1\u5728\u7ec6\u8282\u6253\u78e8\u3001\u5b9a\u4ef7\u7b56\u7565\u548c\u201c\u51b2\u7a81\u89e3\u51b3\u673a\u5236\u201d\u4e0a\u4ecd\u9700\u66f4\u6df1\u5c42\u7684\u601d\u8003\u3002\u5b83\u6b63\u5728\u4ece\u4e00\u4e2a\u597d\u5de5\u5177\uff0c\u5411\u4e00\u4e2a\u597d\u4ea7\u54c1\u8f6c\u53d8\u7684\u8def\u4e0a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Lingo.dev v1<\/span>\n <\/div>\n<div class=\"comment-content\">On Lingo.dev, teams configure localization engines: Stateful translation APIs with glossaries, brand voice rules, per-locale model chains, and AI quality scoring, and then call them via API, CLI, CI\/CD, or MCP.<\/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>Thanks for hunting us. Excited to be here!<\/p>\n<p>Two things changed at once in localization engineering<\/p>\n<p>Teams are switching from legacy machine translation and translation vendors to LLMs. That part is visible. The invisible shift: LLMs without domain context don’t localize, they just produce text that looks translated.<\/p>\n<p>LLMs made translation fast. They also made it stateless.<\/p>\n<p>Raw LLMs have no memory of previous decisions. The same term gets three different translations across the product. The results compound silently.<\/p>\n<p>This is terminology drift. And it’s the gap between translation and localization.<\/p>\n<p>Translation converts text. Localization makes it consistent, domain-aware, and terminologically correct across every locale, every release. That gap is an engineering problem. And nobody had built the infrastructure for it.<\/p>\n<p>Until lingo.dev v1.<\/p>\n<p>What we learned from processing 200,000,000+ words:<\/p>\n<p>We started at a hackathon in 2023. Won “Best DevTools.” Spent 2024 building open-source localization tooling with select early users, design partners, customers, and our Discord community.<\/p>\n<p>By 2025, we\u2019d processed 200M+ words and teams at Mistral, Solana, SoSafe, and Cal.com were running localization through our infrastructure.<\/p>\n<p>During this time, we learnt that every team hit the same wall. LLMs translated fast. But terminology drifted across releases. The model had no memory of previous decisions. Each request started from zero.<\/p>\n<p>The missing piece was never better models. It was the context pipeline around the model.<\/p>\n<p>The research that shaped this:<\/p>\n<p>Recently, we published a study: retrieval augmented localization (RAL), injecting glossary terms into the LLM’s context at inference time – reduced terminology errors 16.6\u201344.6% across five LLM providers and five European languages. 42,000+ quality judgments in our published research. <\/p>\n<p>The finding that mattered most: Mistral models with a 72-term glossary approached Google Gemini’s raw quality at a fraction of the per-token cost.<\/p>\n<p>Turns out, Localization quality is a function of configuration, not model spend.<\/p>\n<p>Read the research \u2192 <a href=\"https:\/\/lingo.dev\/research\/retrieval-augmented-localization\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/lingo.dev\/research\/retri…<\/a><\/p>\n<p>What v1.0 ships:<\/p>\n<p>Teams create stateful localization engines on Lingo.dev, configure it once, and call it from anywhere:<\/p>\n<p>– Glossaries: map source terms to target translations per locale pair, injected at inference time on every request<br \/>\n– Per-locale model chains: ranked fallback across providers; swap models between releases without touching a single glossary term<br \/>\n– Brand voice and instructions: define tone per locale, set rules for specific patterns (quotation marks, elision, spelling conventions)<br \/>\n– AI reviewers: one model translates, another scores by dimension; cross-model quality measurement at scale<br \/>\n– API, CLI, CI\/CD, MCP: synchronous API, async jobs with webhook delivery, npx lingo.dev@latest run, GitHub integration that opens PRs with translations on every push.<\/p>\n<p>Where this doesn’t work:<\/p>\n<p>One-off translations with no consistency requirements.<br \/>\nTeams that prefer human-led review workflows may find legacy platforms a better fit.<\/p>\n<p>Try it today:<\/p>\n<p>Create your first localization engine in under 3 minutes at <a href=\"https:\/\/lingo.dev\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/lingo.dev\/<\/a><\/p>\n<p>Before we go, there are a few things we’re genuinely curious about from this community:<\/p>\n<p>1. If you’ve localized a product into 3+ languages, what broke first – speed, quality, or consistency? (We have a hypothesis, but I’d love to know your experience.)<br \/>\n2. If you’re a developer who’s tried wiring LLM translation into a CI\/CD pipeline, what did you have to hack around that you wish was just… handled?<\/p>\n<p>We’ve been building in public since 2023, first with select few users, then with our Github community, and now with you all.<\/p>\n<p>Happy to go deep on the RAL research, the engine architecture, glossary injection mechanics, whatever’s interesting. <\/p>\n<p>Drop a comment or hit us directly!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sumitsaurabh927\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sumitsaurabh927<\/a> how do you recommend tuning the context pipeline to avoid token bloat while keeping terminology tight across 2-3 locales?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/kilocode\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"kilocode\" target=\"_blank\" rel=\"noopener\">@Kilo Code<\/a>, <a href=\"https:\/\/pay.sh\/?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pay.sh<\/a> by <a href=\"https:\/\/www.producthunt.com\/products\/solanafndn\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"solanafndn\" target=\"_blank\" rel=\"noopener\">@Solana Foundation<\/a>, now <a href=\"https:\/\/www.producthunt.com\/products\/lingodotdev\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"lingodotdev\" target=\"_blank\" rel=\"noopener\">@Lingo.dev<\/a>. packed week for the oss ecosystem! lfg<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> Lessgo lessgo! \ud83d\udcaa<\/p>\n<p>Thanks for chiming in Flo!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Brand voice rules and glossaries is the part most translation tools skip. How do you handle the conflict when brand voice wants formal but a locale prefers casual?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ebazan33\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ebazan33<\/a> brand voice gets preference as it is user defined and the best part is that you only need to set it up once.<\/p>\n<\/p>\n<p>Beyond that every subsequent translation request inherits all the context ensuring perfect consistency.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been using Lingo for a long time. As a paying user, the best part is that I\u2019ve almost forgotten Lingo is even there, yet I\u2019m always confident it will handle translations accurately. It has become seamlessly integrated into our existing CI\/CD workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@linyiru\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@linyiru<\/a> Thank you for your continued usage and the kind words.<\/p>\n<\/p>\n<p>That is what we aim for, in fact.<\/p>\n<\/p>\n<p>Being part of the infrastructure layer means that you should forget that we exist at all.<\/p>\n<\/p>\n<p>Seems like we\u2019re doing a good job of it haha!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Localization but actually built for engineers this time<br \/>Stateful translation APIs + AI QA scoring sounds kinda insane. <\/p>\n<p>Wonder how well it handles brand voice consistency across languages tho?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@le_ng_c_dan_nhi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@le_ng_c_dan_nhi<\/a> I\u2019d say just one thing: try it and you\u2019ll be amazed by the consistency <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Indie builder question \u2014 at what point in the journey do you think a consumer app should start localizing? English-only right now with our nutrition app but EU is on the radar and I can’t tell if it’s a 1k-user problem or a 100k-user problem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ethansharg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethansharg<\/a> Great question!<\/p>\n<p>My knowledge about indie apps is limited but I’ll say: It’s rarely a 1k problem, and waiting until 100k means leaving a lot of growth on the table (like all things, this too compounds). For a consumer app, the sweet spot is usually right after you’ve nailed core Product-Market Fit (PMF) in primary language.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Pricing is a bit confusing. Can you guys give any indication here or on your website?<\/p>\n<p>Friendly feedback: pricing page is slightly broken on mobile (from iPhone and navigated from producthunt).<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> Thanks for bringing up the mobile view, will resolve soon.<\/p>\n<p>What confused you about the pricing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Very interesting. Whenever people asked us if we can support localization, I\u2019d say no. <\/p>\n<p>There was no way to make sure that we got it right. <\/p>\n<p>Who\u2019s testing for the accuracy of tone, style, and context?<\/p>\n<p>Google Translate is a complete joke in some cases. <\/p>\n<p>What subset of these issues does your platform solve?<\/p>\n<p>Good stuff overall!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> Great questions!<\/p>\n<p>We have internal benchmarks and only after we pass strict standards do we roll out support for a language.<\/p>\n<p>For tone, style and context, you can set it all up in one go and all your future translation requests retain complete context.<\/p>\n<p>Give it a shot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/Lingo.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Lingo.dev<\/a> is an amazing product. I remember going through localization at indeed and it was nightmare.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mrmagan_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrmagan_<\/a> Thank you for your kind words. That nightmare no longer exists with <a href=\"https:\/\/Lingo.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Lingo.dev<\/a> v1!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 used Lingo even before when they named replexica, in short, I had a quite happy experience <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tawfekov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tawfekov<\/a> wow that’s a long time ago!<\/p>\n<p>You should definitely try v1 \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It\u2019s such a cool idea, how are you guys marketing this to build a userbase?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@manasse_hermans\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manasse_hermans<\/a> we\u2019ve an active community of devs!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 to the <a href=\"http:\/\/Lingo.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Lingo.dev<\/a> team on the launch. I stumbled across it a while back and it\u2019s been a genuinely great experience since then. Super smooth dev experience, very little friction, easy to drop into an existing workflow, and overall just feels thoughtfully built. Even the agents seem to enjoy using it. And of course, I\u2019m quietly hoping the free tier stays around \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mckean\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mckean<\/a> Thanks Christopher!<\/p>\n<p>Haha, we’re not touching the free tier. And in fact, you’re only gonna get more as we add more to <a href=\"https:\/\/Lingo.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Lingo.dev<\/a><\/p>\n<p>Super thankful for your cheerful comment and we’re all super pumped to see how everyone uses v1 \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve used Lingo even before this version (v1) and specifically the compiler and engine. Both were super helpful and made the explicit use of I18n not needed. Despite having some bugs, it was totally worth 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\/@medj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@medj<\/a> Thanks for your continued usage!<\/p>\n<p>The team has worked super hard to refine and polish everything in v1.<\/p>\n<p>Let me know how your usage goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>great team and product! <a href=\"https:\/\/www.producthunt.com\/@maxprilutskiy\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"maxprilutskiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxprilutskiy<\/a> <a href=\"https:\/\/www.producthunt.com\/@vrcprl\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vrcprl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vrcprl<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/WJ4IBNQEJUGBI6\" class=\"app-title\">GPT\u20115.5 Instant<\/a><\/p>\n<div class=\"one-liner\">Smarter, more personal answers as ChatGPT’s new default<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">187<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GPT-5.5 Instant \u5c06\u66f4\u806a\u660e\u3001\u66f4\u4e2a\u6027\u5316\u7684AI\u5bf9\u8bdd\u6a21\u578b\u8bbe\u4e3aChatGPT\u9ed8\u8ba4\u9009\u9879\uff0c\u901a\u8fc7\u5927\u5e45\u51cf\u5c11\u9ad8\u98ce\u9669\u573a\u666f\u4e0b\u7684\u5e7b\u89c9\u9519\u8bef\uff0c\u5e76\u65b0\u589e\u201c\u8bb0\u5fc6\u6765\u6e90\u201d\u900f\u660e\u673a\u5236\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u533b\u7597\u3001\u6cd5\u5f8b\u7b49\u4e25\u8083\u573a\u666f\u4e0b\u5bf9AI\u53ef\u9760\u6027\u7684\u62c5\u5fe7\uff0c\u4ee5\u53ca\u5bf9AI\u4e2a\u6027\u5316\u56de\u7b54\u6765\u6e90\u96be\u4ee5\u8ffd\u6eaf\u3001\u63a7\u5236\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\/2bf38f24-0c4d-4495-b38e-e5c630bb7789.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\/4de72764-0c71-4d43-9795-5f03b4f6faaa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19f48742-b075-43c1-b0f6-8111c39a8d89.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/892f2f38-606d-45a4-9f12-0fcdd322814f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e37bd98-481e-4630-a93c-99277d614fcd.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\/467cd363-c17f-47e5-9d82-670b042b8a58.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0045ee91-6a9e-4289-a48c-d02e2ddf02d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28672f0e-9693-49d4-b944-0375383cca07.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\/194f5e6a-bfed-4dcf-a11b-5ec9e390a787.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=K1NlMmjQR8w\"><source src=\"https:\/\/www.youtube.com\/watch?v=K1NlMmjQR8w\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Bots<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5bf9\u8bdd\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u5347\u7ea7<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316AI<\/span><br \/>\n <span class=\"tag\">\u8bb0\u5fc6\u6765\u6e90<\/span><br \/>\n <span class=\"tag\">\u900f\u660e\u5ea6<\/span><br \/>\n <span class=\"tag\">\u5e7b\u89c9\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u9ed8\u8ba4\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">ChatGPT<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u8fed\u4ee3<\/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>\u591a\u6570\u6b63\u9762\uff0c\u8ba4\u53ef\u51c6\u786e\u5ea6\u63d0\u5347\u548c\u8bb0\u5fc6\u6765\u6e90\u900f\u660e\u5316\u3002\u7528\u6237\u5173\u6ce8\u70b9\u5728\uff1aGmail\/\u6587\u4ef6\/\u804a\u5929\u7b49\u591a\u6e90\u51b2\u7a81\u5982\u4f55\u5904\u7406\u3001\u4e0d\u540c\u65f6\u671f\u8bb0\u5fc6\u77db\u76fe\u4f18\u5148\u7ea7\u3001\u4e34\u65f6\u804a\u5929\u662f\u5426\u8fc7\u5ea6\u53c2\u8003\u4e3b\u9879\u76ee\u3001\u4ee5\u53ca\u7a76\u7adf\u662f\u4e2a\u6027\u5316\u8bb0\u5fc6\u8fd8\u662f\u4ec5\u77ed\u671f\u4e0a\u4e0b\u6587\u3002\u90e8\u5206\u7528\u6237\u5bf9OpenAI\u5728Product Hunt\u9891\u7e41\u53d1\u5e03\u611f\u5230\u56f0\u60d1\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 GPT-5.5 Instant \u7684\u53d1\u5e03\u6807\u9898\u201c\u66f4\u667a\u80fd\u3001\u66f4\u4e2a\u4eba\u5316\u201d\u542c\u4e0a\u53bb\u50cf\u4e00\u53e5\u6f02\u4eae\u7684\u5e7f\u544a\u8bed\uff0c\u4f46\u73b0\u5b9e\u662f\uff0c\u5b83\u8865\u4e0a\u7684\u5176\u5b9e\u662fChatGPT\u4e00\u4e2a\u65e9\u5df2\u66b4\u9732\u7684\u98ce\u9669\u7a9f\u7abf\u2014\u2014\u5e7b\u89c9\u3002\u7279\u522b\u662f\u533b\u7597\u3001\u91d1\u878d\u3001\u6cd5\u5f8b\u7b49\u9ad8\u654f\u611f\u5bf9\u8bdd\uff0c52.5%\u7684\u5e7b\u89c9\u7387\u4e0b\u964d\u7edd\u4e0d\u662f\u9526\u4e0a\u6dfb\u82b1\uff0c\u800c\u662f\u5927\u6a21\u578b\u5728\u201c\u53ef\u9760\u6027\u201d\u8fd9\u4e2a\u53ca\u683c\u7ebf\u4e0a\u7684\u4e00\u6b21\u5fc5\u8981\u6323\u624e\u3002\u66f4\u8fdb\u4e00\u6b65\uff0c\u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\u662f\u201c\u8bb0\u5fc6\u6765\u6e90\u201d\u529f\u80fd\u3002\u957f\u671f\u4ee5\u6765\uff0cAI\u4e2a\u6027\u5316\u53ea\u80fd\u9760\u731c\u6d4b\uff1a\u6a21\u578b\u5230\u5e95\u53c2\u8003\u4e86\u6211\u54ea\u5c01\u90ae\u4ef6\u3001\u54ea\u6bb5\u65e7\u5bf9\u8bdd\uff1f\u7528\u6237\u6beb\u65e0\u5934\u7eea\u3002OpenAI\u8fd9\u6b21\u505a\u4e86\u4e00\u4e2a\u201c\u5f15\u7528\u5f0f\u6eaf\u6e90\u201d\uff0c\u8ba9\u8bb0\u5fc6\u4e0d\u518d\u662f\u9ed1\u7bb1\uff0c\u800c\u662f\u7c7b\u4f3c\u7ef4\u57fa\u767e\u79d1\u811a\u6ce8\u90a3\u6837\u53ef\u5ba1\u9605\u3001\u53ef\u5220\u9664\u3002\u8fd9\u4e0d\u4ec5\u662f\u7528\u6237\u4f53\u9a8c\u7684\u63d0\u5347\uff0c\u66f4\u662f\u4e3aAI\u4f5c\u4e3a\u4e00\u4e2a\u503c\u5f97\u4fe1\u8d56\u7684\u5de5\u5177\u5efa\u7acb\u5e95\u5c42\u5951\u7ea6\u3002\u4e0d\u8fc7\u9700\u8981\u8b66\u60d5\u7684\u662f\uff0c\u5f53Gmail\u3001\u804a\u5929\u8bb0\u5f55\u3001\u4e0a\u4f20\u6587\u4ef6\u4e09\u8def\u8f93\u5165\u540c\u65f6\u5b58\u5728\uff0c\u4e14\u7528\u6237\u8fd8\u53ef\u80fd\u624b\u52a8\u7f16\u8f91\u8bb0\u5fc6\u65f6\uff0c\u6a21\u578b\u4f1a\u5982\u4f55\u5904\u7406\u77db\u76fe\u4fe1\u606f\uff1f\u76ee\u524d\u516c\u5f00\u4fe1\u606f\u5c1a\u672a\u7ed9\u51fa\u6e05\u6670\u7b56\u7565\u3002\u66f4\u957f\u8fdc\u770b\uff0c\u8fd9\u79cd\u201c\u8bb0\u5fc6\u53ef\u89c1\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u2014\u2014\u82e5\u4e0d\u80fd\u59a5\u5584\u7ba1\u7406\u6743\u9650\u548c\u51b2\u7a81\u903b\u8f91\uff0c\u53cd\u800c\u53ef\u80fd\u6210\u4e3a\u7528\u6237\u9690\u79c1\u7126\u8651\u7684\u65b0\u6e90\u5934\u3002\u53e6\u4e00\u65b9\u9762\uff0cOpenAI\u9009\u62e9\u628a\u8fd9\u4e2a\u66f4\u5f3a\u6a21\u578b\u76f4\u63a5\u8bbe\u4e3a\u9ed8\u8ba4\uff0c\u786e\u5b9e\u6709\u522b\u4e8e\u591a\u6570\u73a9\u5bb6\u201c\u597d\u6a21\u578b\u52a0\u4ef7\u5356\u201d\u7684\u5957\u8def\u3002\u4f46\u8fd9\u79cd\u9ad8\u9891\u7387\u7684\u6a21\u578b\u547d\u540d\u8fed\u4ee3\uff0c\u5df2\u7ecf\u8ba9\u7528\u6237\u75b2\u60eb\u2014\u2014GPT-4\u3001GPT-4 Turbo\u3001GPT-4o\u3001GPT-5.3\u30015.5…\u6bcf\u4e00\u6b21\u66f4\u65b0\u90fd\u627f\u8bfa\u201c\u66f4\u667a\u80fd\u201d\uff0c\u4f46\u7528\u6237\u771f\u6b63\u9700\u8981\u7684\uff0c\u662f\u660e\u786e\u77e5\u9053\u6a21\u578b\u8fb9\u754c\u3001\u4e86\u89e3\u4f55\u65f6\u53ef\u4fe1\u3001\u4f55\u65f6\u5e94\u4eba\u5de5\u4ecb\u5165\uff0c\u800c\u975e\u65e0\u4f11\u6b62\u5730\u5237\u65b0\u7248\u672c\u53f7\u3002\u603b\u4e4b\uff0cGPT-5.5 Instant\u662f\u4e00\u6b21\u5fc5\u8981\u4f46\u4e0d\u60ca\u8273\u7684\u8865\u5f3a\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u201c\u66f4\u806a\u660e\u201d\uff0c\u800c\u5728\u201c\u8ba9\u806a\u660e\u66f4\u53ef\u4fe1\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">GPT\u20115.5 Instant<\/span>\n <\/div>\n<div class=\"comment-content\">GPT-5.5 Instant replaces GPT-5.3 as ChatGPT’s default model with smarter, more concise answers, improved personalization from past chats and connected Gmail, and memory source controls. For ChatGPT users on all plans.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>GPT-5.5 Instant <\/strong>is now ChatGPT\u2019s default model, replacing GPT-5.3 Instant globally. <\/p>\n<\/p>\n<p><strong>It brings two major upgrades.<\/strong><\/p>\n<ul>\n<li>\n<p>First, accuracy: hallucinated claims on sensitive medical, legal, and financial prompts dropped by 52.5% versus the previous default.<\/p>\n<\/li>\n<li>\n<p>Second, a new transparency feature called memory sources. When ChatGPT personalizes responses using past chats, saved memories, files, or connected Gmail, it now shows exactly what context it referenced. Users can review, edit, or delete those sources.<\/p>\n<\/li>\n<\/ul>\n<p>Most AI personalization works like a black box. Memory sources changes that by adding a citation-like layer for personal context across all ChatGPT models, not just GPT-5.5 Instant.<\/p>\n<p><strong>Key features<\/strong>:<\/p>\n<ul>\n<li>\n<p>52.5% fewer hallucinated claims on high-stakes prompts<\/p>\n<\/li>\n<li>\n<p>Memory sources with visible, editable context references<\/p>\n<\/li>\n<li>\n<p>Personalization from chats, files, and Gmail<\/p>\n<\/li>\n<li>\n<p>More concise responses by default<\/p>\n<\/li>\n<li>\n<p>Better visual reasoning, STEM, math, and web search decisions<\/p>\n<\/li>\n<li>\n<p>Available in API as chat-latest<\/p>\n<\/li>\n<\/ul>\n<p><strong>Why it matters:<\/strong><\/p>\n<ul>\n<li>\n<p>More reliable answers where accuracy matters most<\/p>\n<\/li>\n<li>\n<p>Greater transparency and control over personalization<\/p>\n<\/li>\n<li>\n<p>Less response bloat in everyday use<\/p>\n<\/li>\n<\/ul>\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>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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> how does it handle edge cases like conflicting info across Gmail\/files and chats, and does it prioritize user-edited sources?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 find it a bit weird that there’s every other day a openai launch about some new feature.<\/p>\n<p>Can just follow OpenAI on their social media pages for this, don’t understand how product hunt is the right channel for this. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Memory sources is the underrated feature here. Every personalized AI system has the problem of “why did it say that” \u2014 and the answer is usually buried in something the user can’t inspect. Making personal context visible and editable is a harder UX problem than it looks. Curious how they handle conflicts when memories from different time periods contradict 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<div class=\"comment-item\">\n<div class=\"comment-content\">Making the smarter model the default is a bold move, most companies charge more for better. curious, if \u201cmore personal\u201d means actual memory or just better context handling a session.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>5.5 somehow feels like an actual improvement. It might be just me but I do feel like it’s actually capable of more now. <\/p>\n<p>One weird thing though, it seems like temporary chats now start mixing up with the main projects\/chats and referencing them more. It’s either just starting to do that, or it was way less obvious about it before.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/2YSQH4VYVZVYWJ\" class=\"app-title\">MESA<\/a><\/p>\n<div class=\"one-liner\">Describe your Shopify workflow. MESA builds it.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">179<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MESA\u5c06Shopify\u5546\u5bb6\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u7684\u201c\u8ba2\u5355\u8d85500\u7f8e\u5143\u65f6\u901a\u77e5Slack\u5e76\u6807\u8bb0VIP\u5ba2\u6237\u201d\u7b49\u9700\u6c42\uff0c\u81ea\u52a8\u8f6c\u5316\u4e3a\u8de8\u5de5\u5177\uff08\u5982Recharge\u3001Google Sheets\u3001ShipStation\u7b49100+\u5e94\u7528\uff09\u7684\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u5546\u5bb6\u88ab\u91cd\u590d\u6027\u8fd0\u8425\u4e8b\u52a1\u6df9\u6ca1\u3001\u53c8\u538c\u5026\u9ad8\u95e8\u69dbDIY\u5de5\u5177\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\/23dc20e8-a37a-42b2-902d-82b2460f5eae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e5cedf5e-b372-4e7b-bd85-66d12c724a47.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6fe398dc-90b9-4a6c-9e99-f1a9c3e38990.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\/4c4282fe-2d60-474e-9667-fa35971238c9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/nuVxcc4hO50\"><source src=\"https:\/\/youtu.be\/nuVxcc4hO50\" 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\">Shopify\u7535\u5546\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u8f6c\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u7535\u5546\u8fd0\u8425\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u5e93\u5b58\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u652f\u6301\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u5ba1\u6279\u8282\u70b9<\/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\u201c\u81ea\u7136\u8bed\u8a00\u5efa\u81ea\u52a8\u5316\u201d\u7684\u4ef7\u503c\uff0c\u6838\u5fc3\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1aAI\u751f\u6210\u5de5\u4f5c\u6d41\u7684\u540e\u7eed\u7f16\u8f91\u80fd\u529b\uff08\u80fd\u5426\u624b\u52a8\u5fae\u8c03\u800c\u975e\u53cd\u590d\u63d0\u793a\uff09\u3001\u8de8\u5e73\u53f0\u5b9e\u65f6\u5e93\u5b58\u540c\u6b65\uff08\u5c24\u5176Etsy\u4e0eShopify\uff09\u3001\u8c03\u8bd5\u4e0e\u6545\u969c\u6062\u590d\u4f53\u9a8c\uff08\u5982\u5927\u4fc3\u65f6\u7b2c\u4e09\u65b9API\u5931\u8d25\uff09\u3001\u4ee5\u53ca\u201c\u7528\u6237\u5fc3\u667a\u6a21\u578b\u5927\u4e8e\u5de5\u5177\u201d\u7684\u5e95\u5c42\u6311\u6218\u3002\u5efa\u8bae\u8865\u5145\u6267\u884c\u65e5\u5fd7\u3001AI\u8c03\u8bd5\u6458\u8981\u7b49\u53ef\u89c2\u6d4b\u6027\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 MESA\u7cbe\u51c6\u5207\u4e2d\u4e86Shopify\u751f\u6001\u4e2d\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u201c\u4e2d\u95f4\u5730\u5e26\u201d\uff1a\u65e2\u4e0d\u662f\u627e\u5f00\u53d1\u8005\u4fee\u6bcf\u4e00\u6761\u7ba1\u9053\u7684\u6602\u8d35\u65b9\u6848\uff0c\u4e5f\u4e0d\u662f\u903c\u5546\u5bb6\u81ea\u5df1\u5b66API\u3001\u89e6\u53d1\u5668\u3001\u53d8\u91cf\u6620\u5c04\u7684DIY\u9177\u5211\u3002\u5b83\u7528\u201c\u63cf\u8ff0\u5373\u6784\u5efa\u201d\u7684\u4ea4\u4e92\u8bbe\u8ba1\uff0c\u628a\u81ea\u52a8\u5316\u4ece\u6280\u672f\u95ee\u9898\u964d\u7ef4\u6210\u8bed\u8a00\u8868\u8fbe\u95ee\u9898\uff0c\u8fd9\u662f\u4ea7\u54c1\u6700\u6027\u611f\u4e5f\u6700\u5371\u9669\u7684\u5730\u65b9\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u6027\u611f\u5728\u54ea\uff1f** \u81ea\u7136\u8bed\u8a00\u754c\u9762\uff08LLM\uff09\u627f\u63a5\u4e86\u5546\u5bb6\u5bf9\u4e1a\u52a1\u903b\u8f91\u7684\u76f4\u89c9\u8ba4\u77e5\uff0c\u800c\u5e95\u5c42\u8fde\u63a5\u7684\u5e7f\u5ea6\uff08Recharge\u3001ShipStation\u3001Klaviyo\u7b49100+\u5e94\u7528\uff09\u548c\u5b9e\u65f6\u6027\uff08\u9488\u5bf9Etsy\/Shopify\u5e93\u5b58\u540c\u6b65\u7684\u9650\u6d41\u5904\u7406\uff09\u786e\u5b9e\u5728\u89e3\u51b3\u201c\u6211\u660e\u660e\u77e5\u9053\u8be5\u600e\u4e48\u505a\uff0c\u4f46\u5c31\u662f\u62fc\u4e0d\u8d77\u6765\u201d\u7684\u79ef\u6028\u3002\u4eba\u5de5\u5ba1\u6279\u8282\u70b9\u66f4\u662f\u806a\u660e\u5730\u6821\u51c6\u4e86AI\u7684\u4fe1\u4efb\u8d64\u5b57\uff0c\u8ba9\u5168\u81ea\u52a8\u53d8\u6210\u201c\u6709\u4fdd\u9669\u7684\u81ea\u52a8\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u5371\u9669\u5728\u54ea\uff1f** \u7528\u6237\u75db\u70b9\u4ece\u6765\u4e0d\u662f\u201c\u5199\u4e0d\u51fa\u81ea\u52a8\u5316\u201d\uff0c\u800c\u662f\u201c\u5199\u4e0d\u51fa\u5bf9\u7684\u81ea\u52a8\u5316\u201d\u3002\u8bc4\u8bba\u4e2d\u90a3\u4f4d\u91d1\u878d\u5efa\u6a21\u6559\u7ec3\u63d0\u5230\u7684\u201c\u5fc3\u667a\u6a21\u578b\u58c1\u5792\u201d\u624d\u662f\u771f\u6b63\u7684\u786c\u6838\uff1a\u5f53LLM\u6839\u636e\u6a21\u7cca\u63cf\u8ff0\u751f\u6210\u4e86\u4e00\u4e2a\u201c80%\u5bf9\u7684\u201d\u5de5\u4f5c\u6d41\u65f6\uff0c\u5546\u5bb6\u53ef\u80fd\u9700\u8981\u53cd\u590d\u8c03\u6821\u5341\u51e0\u4e2a\u6761\u4ef6\u5206\u652f\u548c\u8fb9\u7f18\u6848\u4f8b\u3002\u5982\u679c\u540e\u7eed\u7f16\u8f91\u4f53\u9a8c\u53ea\u662f\u201c\u518d\u7ed9AI\u5957\u4e2a\u63d0\u793a\u8bcd\u201d\u7684\u5faa\u73af\uff0c\u90a3MESA\u5c31\u53ea\u662f\u628a\u5e95\u5c42API\u7684\u590d\u6742\u6027\u5305\u88c5\u6210\u4e86\u9ad8\u7aef\u6253\u5366\u2014\u2014\u770b\u4f3c\u4e00\u79d2\u51fa\u7b54\u6848\uff0c\u5b9e\u5219\u4e0d\u65ad\u52a0\u9ab0\u5b50\u76f4\u5230\u63b7\u51fa\u6b63\u786e\u7ed3\u679c\u3002\u8fd8\u6709\u90a3\u4e2a\u201c\u6df1\u591c\u5927\u4fc3\u65f6\u81ea\u52a8\u5316\u5d29\u4e86\u201d\u7684\u7075\u9b42\u62f7\u95ee\uff0c\u4ea7\u54c1\u56de\u590d\u5806\u6ee1\u672f\u8bed\uff08\u5206\u5e03\u5f0f\u961f\u5217\u3001\u6c34\u5e73\u6269\u5c55\u3001Activity\u65e5\u5fd7\u3001AI\u5efa\u8bae\uff09\u4f46\u56de\u907f\u4e86\u6838\u5fc3\uff1a**\u6545\u969c\u6eaf\u6e90\u7684\u672c\u8d28\u662f\u8ba9\u7528\u6237\u5feb\u901f\u7406\u89e3\u201c\u4e3a\u4ec0\u4e483A\u5ba2\u6237\u7684\u5e93\u5b58\u6807\u9519\u4e86\u201d\uff0c\u800c\u975e\u5c55\u793a\u4e00\u5806\u65e5\u5fd7\u3002** \u5982\u679c\u6392\u67e5\u94fe\u8def\u9700\u8981\u5546\u5bb6\u5728\u4e09\u4e2a\u9875\u9762\uff08Activity\u3001Debugging\u3001\u5931\u8d25\u63d0\u793a\uff09\u4e4b\u95f4\u8df3\u8f6c\uff0c\u800cAI\u5efa\u8bae\u53ea\u80fd\u89e3\u91ca\u201cAPI\u8d85\u65f6\u201d\u5374\u8bf4\u4e0d\u6e05\u201c\u56e0\u4e3aEtsy\u9650\u6d41\u89c4\u5219\u4e2d\u67d0\u4e2a\u5b57\u6bb5\u683c\u5f0f\u53d8\u4e86\u201d\uff0c\u90a3\u5b83\u4ecd\u7136\u662f\u6280\u672f\u4eba\u601d\u7ef4\u7684\u4ea7\u54c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u5224\u65ad\uff1aMESA\u5df2\u89e3\u51b3\u4e86\u201c\u6613\u4e0a\u624b\u201d\u7684\u7b2c\u4e00\u516c\u91cc\uff0c\u4f46\u4ef7\u503c\u6df1\u4e95\u5728\u4e8e\u201c\u53ef\u9760\u6536\u5c3e\u201d\u7684\u6700\u540e\u4e00\u516c\u91cc\u2014\u2014\u5de5\u4f5c\u6d41\u7684\u53ef\u7f16\u8f91\u7c92\u5ea6\u3001\u6545\u969c\u7684\u56e0\u679c\u8bca\u65ad\u3001\u4ee5\u53ca\u9ad8\u9636\u7528\u6237\u7684\u5fc3\u7406\u6a21\u578b\u79ef\u7d2f\uff08\u6a21\u677f\u5e93\u53ea\u662f\u5f00\u59cb\uff09\u3002\u5982\u679c\u80fd\u5728\u6b64\u5904\u6784\u5efa\u771f\u6b63\u7684\u95ed\u73af\uff0c\u5b83\u5c31\u4e0d\u53ea\u662fShopify Flow\u7684\u66ff\u4ee3\u54c1\uff0c\u800c\u662f\u7535\u5546\u8fd0\u8425\u7684\u795e\u7ecf\u7cfb\u7edf\u3002\u5426\u5219\uff0c\u5b83\u5927\u6982\u7387\u4f1a\u6210\u4e3a\u5546\u5bb6\u81ea\u52a8\u5316\u89c4\u5212\u8868\u4e0a\u53c8\u4e00\u4e2a\u201c\u6211\u4eec\u8bd5\u7528\u8fc7\u4f46\u540e\u6765\u8fd8\u662f\u96c7\u4e86\u5f00\u53d1\u201d\u7684\u6602\u8d35\u6545\u4e8b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">MESA<\/span>\n <\/div>\n<div class=\"comment-content\">For Shopify merchants buried in repetitive store operations, MESA turns plain-English requests into automations that work across their existing tools. Unlike more DIY automation platforms, MESA is built for teams that want outcomes, not workflow complexity. Describe what you need, and MESA helps automate the busywork behind orders, inventory, fulfillment, and customer support.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What’s up Product Hunt \ud83d\udc4b I’m Aaron, one of the founders at MESA<\/p>\n<p>Quick question:<\/p>\n<p><strong>What’s one thing your Shopify store <em>should<\/em> be doing automatically… but isn’t?<\/strong><\/p>\n<p>For most merchants I’ve talked to, the list is long:<\/p>\n<ul>\n<li>\n<p>Notify the warehouse differently for priority \/ VIP \/ wholesale orders<\/p>\n<\/li>\n<li>\n<p>Push orders, customers, and products to Google Sheets (and not break)<\/p>\n<\/li>\n<li>\n<p>Trigger a personalized follow-up when someone buys a specific product<\/p>\n<\/li>\n<li>\n<p>Fix messy data (tags, collections, metafields) automatically<\/p>\n<\/li>\n<li>\n<p>Cancel orders going to PO boxes<\/p>\n<\/li>\n<li>\n<p>Keep inventory in sync across systems without overselling<\/p>\n<\/li>\n<\/ul>\n<p>The ideas aren’t the problem.<br \/><strong>Building them is.<\/strong><\/p>\n<p>So folks end up choosing between two not-great options:<br \/>\u274c Hire a developer (slow, expensive, now every change is a ticket)<br \/>\u274c Wrestle with a generic automation tool (powerful if you enjoy building software instead of running a store)<\/p>\n<p><strong>We built MESA because this shouldn’t be hard.<\/strong><\/p>\n<p>You just describe what your store needs:<\/p>\n<blockquote>\n<p>“When orders over $500 come in, notify my team on Slack, tag the customer VIP, and add them to a Klaviyo flow.”<\/p>\n<\/blockquote>\n<p>MESA figures out the logic, connects your apps, and builds it for you.<\/p>\n<p>No digging through developer docs. No difficult data mapping. No “why isn’t my trigger firing?”<\/p>\n<p><strong>A few things I’m especially excited about:<\/strong><\/p>\n<ul>\n<li>\n<p>Just describe what you need and get a working automation in minutes<\/p>\n<\/li>\n<li>\n<p>Works across your stack (Recharge, Etsy, Google, ShipStation, Odoo, 100+ more)<\/p>\n<\/li>\n<li>\n<p>Add human approval when you <em>don’t<\/em> want full autopilot<\/p>\n<\/li>\n<\/ul>\n<p>If you run a Shopify store and have a backlog of “we should figure this out someday…” this is for you.<\/p>\n<p>\ud83d\udd17 <a href=\"https:\/\/www.getmesa.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.getmesa.com<\/a> <br \/>(use code <strong>PHBASIC3<\/strong> for 3 months free)<\/p>\n<p>We’ll be hanging out here all day!<\/p>\n<p><strong>Curious: what’s one thing you’ve wanted to automate but felt too annoying to set up?<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>26<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aaroneous\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaroneous<\/a> this is a great product and a great substitute. It’s easy to navigate <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@aaroneous\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaroneous<\/a> I will recommend this for anyone finds it hard to understand a software <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@aaroneous\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaroneous<\/a> Congrats on the launch, Aaron \ud83d\udc4f<\/p>\n<p>As someone who works across AI automation and full-stack systems, I really like the direction here. The biggest pain point for Shopify merchants is not lack of automation ideas \u2014 it is the gap between \u201cI know exactly what should happen\u201d and \u201cI can actually build, test, and maintain the workflow safely.\u201d<\/p>\n<p>MESA feels strong because it is clearly Shopify-native rather than a generic automation layer. Order tagging, VIP handling, inventory sync, fulfillment routing, Google Sheets exports, Klaviyo flows, and approval steps are exactly the kinds of workflows that usually become messy when teams try to stitch everything together manually.<\/p>\n<p>The AI workflow-building angle is especially valuable. For merchants, plain-English automation is a much better interface than triggers, mappings, API docs, and debugging failed runs. I also like that you included human approval, because ecommerce automation often needs a balance between speed and control \u2014 especially around fulfillment, refunds, fraud checks, and high-value orders.<\/p>\n<p>One suggestion: I would love to see very strong visibility around workflow execution \u2014 logs, failed-step explanations, retry history, data payload previews, and maybe AI-generated debugging summaries. For serious merchants, trust and observability are just as important as workflow creation.<\/p>\n<p>Overall, this is a very practical product. It solves a real operational bottleneck for Shopify teams, and the positioning is clear: less developer dependency, less generic-tool complexity, more ecommerce-specific automation.<\/p>\n<p>Great work \u2014 happy to share technical feedback as an AI and full stack engineer if it would be useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The human approval step is a smart touch. Do you think merchants will lean more toward full autopilot or prefer keeping that manual checkpoint? Congratulations!<\/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\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> Thank you! We found Approvals is a tool that helps merchants build trust with AI tools. For most, the end goal is autopilot, but inserting a human to review is great at revealing edge cases and data anomalies. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> Human approvals are also a really effective way to bridge the best of both human and computer intelligence.<\/p>\n<\/p>\n<p>We use this internally in one of our workflows that matches customers with integration partners. The intake, data management, and introductions are all automated, but the actual matchmaking step is handled by someone on <\/p>\n<p>our team who deeply knows our partners, their strengths, and what kinds of projects they’re best suited for.<\/p>\n<\/p>\n<p>The automation handles coordination and scale while humans are responsible for the judgment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">That\u2019s true @odeth_negapatan1 some of them might continue with the manual work but in a long run they\u2019ll notice that the tradeoff isn\u2019t worth it.<br \/>\nIt\u2019s like adapting AI in your workflows or choosing to continue in manual mode \ud83e\udd79<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>‘Sup Product Hunters! \ud83d\udc4b<\/p>\n<p>I\u2019m Shannon, Launch Manager at MESA. I\u2019ve had the chance to help a lot of merchants get started with automation, and one of my favorite things to share lately is how to use our AI assistant, Yedric, to create reports and insights that are delivered to your email daily, weekly, or whatever your jam is.<\/p>\n<p>And once you’re in, we’re right there with you. From a 30-minute screenshare session with me, to chat and email support (and our glorious yeti), we\u2019ll help you get automating quickly. <\/p>\n<\/p>\n<p>Got questions about getting started? Feel free to drop them here! <\/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>does the inventory sync work in real-time across etsy and shopify? we\u2019ve been having a lot of overselling issues lately during sales and our current setup just can’t keep up with the api limits. <a href=\"https:\/\/www.producthunt.com\/@aaroneous\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aaroneous\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaroneous<\/a> <\/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>Hey <a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> <\/p>\n<p>If you are trying to sync inventory from Shopify to Etsy and are running into issues, this can be handled in real-time. You can create a workflow triggered by Shopify inventory updates, and set up a way to identify and map the SKUs between Shopify and Etsy to keep everything aligned. From there, inventory updates from Shopify can automatically sync to Etsy. <\/p>\n<p>Our Etsy app has commercial access, so we use Etsy’s commercial access rate limits. If rate limits ever become an issue, we also have workarounds available to help avoid interruptions. <\/p>\n<p>We should be able to support this setup, but we would need a bit more information about your stores and how you want the sync to behave. If you contact our support team, we can help gather the requirements and assist you with setting up the inventory sync workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<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> Yep, inventory sync can be real-time across Shopify and Etsy, specifically to help prevent overselling during high-volume moments like launches and sales. We don’t have to rely on slow scheduled polling, so inventory updates can be pushed immediately as orders happen, and we built the sync layer to handle API rate limits, batching, etc, so it’s much more graceful than most DIY setups.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using MESA’s integrations with Help Scout and Asana to track and identify trends based on Help Scout tags, which saves a ton of time compared to Help Scout’s native tracking and tag filtering. It’s a lot easier to update documentation knowing I have all of the relevant conversations streamlined to my Asana projects \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@j_s_pad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@j_s_pad<\/a> Being able to fill the gaps in your everyday tools really helps you work at a different pace. Appreciate the support \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@itsdarrylnorris\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"itsdarrylnorris\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsdarrylnorris<\/a>! <\/p>\n<p>Quick question on the AI builder. When it generates a workflow from a plain-English description, what does editing look like after that? Like if it gets 80% right but the conditions or logic need tweaking, are you back to re-prompting and hoping it lands, or do you get a visual editor where you can go in and adjust individual steps, conditions, filters etc? That’s usually where AI-generated anything feels super limiting! The first pass is impressive but then you need fine control and you’re stuck talking to the AI in circles. <\/p>\n<p>Also curious how you think about the line between MESA and Shopify Flow, which keeps getting better and is free out of the box.<\/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>Hey <a href=\"https:\/\/www.producthunt.com\/@devanandb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@devanandb<\/a> ,<\/p>\n<p>If you ever need to make changes to your workflow, you can either chat with our AI assistant, Yedric, and ask it to update the workflow for you, or you can use our workflow builder to make the changes manually.<\/p>\n<p>Shopify Flow is great for certain types of tasks, but we\u2019ve found it can become limiting depending on the complexity of the workflow. Many of our users migrate from Shopify Flow because it cannot fully solve their use case, or because they need integrations and functionality that Shopify Flow does not support.<\/p>\n<p>In some cases, users continue using Shopify Flow for part of their automation and send data into MESA for the more advanced portions of the workflow. We also have an integration with Shopify Flow that allows workflows to send and receive messages between Shopify Flow and MESA.<\/p>\n<p>If you want to see a more detailed comparison between the two platforms, you can check it out here:<a href=\"https:\/\/www.getmesa.com\/vs\/shopify-flow?utm_source=producthunt.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> MESA vs Shopify Flow<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Solo founder here \u2014 I keep hitting walls where I need ‘real’ workflow tooling and end up hacking it together. Does this handle non-Shopify webhooks too, or strictly within their ecosystem? Curious if I could use it for our food data pipelines.<\/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\/@ethansharg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethansharg<\/a> Yep! Definitely not limited to Shopify. <\/p>\n<\/p>\n<p>MESA’s roots are in the Shopify ecosystem, but it works with arbitrary webhooks, APIs, FTP, and external systems too. A lot of our users connect it to things completely outside of commerce: internal tools, spreadsheets, AI services, ERPs, CRMs, databases, custom apps, etc.<\/p>\n<\/p>\n<p>Also, as a fellow “I’ll just hack this together tonight” kind of person… a surprising amount of MESA stems from that exact feeling \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@ethansharg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethansharg<\/a> <\/p>\n<p>Definitely not Shopify-only. A couple of options for your food data pipelines: <\/p>\n<ul>\n<li>\n<p><strong>Generic Webhook trigger<\/strong>: You can start a workflow from any app or third-party service by sending a POST request to a unique URL. <\/p>\n<\/li>\n<li>\n<p><strong>Webhook-ready integrations<\/strong>: We support webhooks across a wide range of apps, including Stripe, HubSpot, Klaviyo, Slack, Airtable, ReCharge, Gorgias, Zendesk, and more.<\/p>\n<\/li>\n<li>\n<p><strong>Outbound webhooks via the API app<\/strong>: You can send webhooks from MESA to any external endpoint as part of a workflow.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a CS manager, it’s really easy to let the most dramatic support ticket of the week convince you it’s the most important one. I’ve been guilty of it. I use MESA to automatically deliver weekly trend reports to my inbox every Friday. I now get the data that tells me what’s actually happening, not just what gave the team an adrenaline spike on Tuesday, and I don’t have to read each ticket manually to be sure my gut is right. This gets us better documentation, smarter product feedback, and week-over-week visibility into what’s still a problem and what we actually fixed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@annette_powell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@annette_powell<\/a> oh wow! That sounds like a total shift in how you would otherwise have to get those unbiased insights. Would be interesting to measure that in “time saved” or “velocity increase” somehow. <\/p>\n<p>Thanks so much for supporting us!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using MESA to kick off AI-drafted blog outlines and video scripts the moment a task changes status in Asana, so I don’t have to context-switch into a doc and stare at a blank page mid-sprint. Pretty much cured my ‘okay where do I even start’ spiral.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ash_maynor\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ash_maynor<\/a> Triggering AI tools from your existing tools can unlock a lot. Thanks for sharing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Darryl, one of the developers working on MESA.<\/p>\n<p>A lot of my work has been focused on the technical side of automation: building integrations, handling edge cases, and making workflows reliable enough that merchants can actually trust them in production. One thing I\u2019ve realized working on MESA is that most automation problems are not actually \u201chard\u201d problems. They\u2019re usually a bunch of annoying small problems stacked together:<\/p>\n<ul>\n<li>\n<p>APIs with weird limitations<\/p>\n<\/li>\n<li>\n<p>Data formatting issues<\/p>\n<\/li>\n<li>\n<p>Inventory syncing across platforms<\/p>\n<\/li>\n<li>\n<p>Webhooks that fail silently<\/p>\n<\/li>\n<li>\n<p>Systems that were never designed to talk to each other<\/p>\n<\/li>\n<\/ul>\n<p>That\u2019s the stuff we spend a lot of time solving behind the scenes, so merchants do not have to.<\/p>\n<p>One thing I\u2019m especially excited about is Yedric, our AI workflow assistant. Instead of spending hours wiring together triggers, filters, and mappings, you can describe what you want in plain English and get a working workflow surprisingly fast.<\/p>\n<p>As someone who has worked on automation tooling for years, it\u2019s honestly pretty cool seeing non-technical users build workflows that previously would have required developer help.<\/p>\n<p>If anyone has technical questions about integrations, APIs, Shopify automation, inventory syncing, AI workflows, or weird edge cases, feel free to ask. \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=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Describe your workflow, MESA builds it” hits the same wall I see in financial-modeling teaching \u2014 the bottleneck isn’t “how do I write the formula” (every tool can do that now), it’s “what is the actual workflow you should be describing?” That mental model takes years to build. I see this constantly with analysts going through my Excel for Financial Modelling course on Udemy (<a href=\"https:\/\/www.udemy.com\/course\/excel-for-financial-modelling\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.udemy.com\/course\/excel-for-financial-modelling\/<\/a>) \u2014 formulas land in week one, but workflow choices (where inputs live, when to switch from a flat schedule to a sensitivity, how to layer debt) take 6+ months of real reps. Curious whether MESA exposes the workflow library \/ patterns explicitly to merchants, or whether the LLM just infers from the prompt each time? The library is where real value compounds.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> This is a good one! I definitely see merchants entering more sophisticated prompts as they continue to use our AI Assistant, Yedric. <\/p>\n<\/p>\n<p>MESA has a growing library of pre-built templates that the AI assistant can pull in when a merchant\u2019s goal aligns with their use case. Yedric is designed to guide that process by asking a few clarifying questions and helping shape the workflow based on what the merchant is trying to accomplish. <\/p>\n<\/p>\n<p>What we typically see is merchants start with a generated or templated workflow, then refine and reuse those builds over time as they get more familiar with what works for their business. From there, everything is customizable. Templates can be adjusted, extended, or rebuilt with AI as needed. <\/p>\n<\/p>\n<p>All of the pre-built templates are viewable here: <a href=\"https:\/\/www.getmesa.com\/templates\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.getmesa.com\/templates<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “plain English” input is the easy part. What does the debugging UX look like when the automation breaks at 2am during a flash sale?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>We built MESA to handle high-volume automation at scale. Everything runs through distributed queues and scales horizontally, so flash-sale traffic itself is usually not the issue. The more common problem at 2am is a third-party service failing, timing out, or rate-limiting.<\/p>\n<p>When that happens, the debugging experience is designed to help you quickly identify, fix, and recover.<\/p>\n<p>First, MESA can proactively notify your team when workflows fail, including email alerts, so your team is aware of issues as quickly as possible instead of discovering them hours later.<\/p>\n<p>The Activity page lets you filter failed tasks in real time so you can immediately see what broke, which workflow failed, and the exact step that caused the issue. From there, you can drill into detailed execution logs using our Debugging page, which provides step-by-step logs and payload data for each workflow run.<\/p>\n<p>We also proactively use AI to analyze failures and suggest possible fixes directly inside the error view. In many cases, you will see recommended troubleshooting steps without needing to investigate everything manually.<\/p>\n<p>If you need deeper help, you can use our AI assistant, Yedric, to investigate the workflow, explain the error, and even help you update the automation logic. Once changes are made, you can run workflow tests to verify the fix before putting it back into production.<\/p>\n<p>For merchants that expect intermittent third-party outages, MESA also supports building fallback and error-handling logic directly into workflows. For example, you can retry tasks, route around failures, notify teams, or temporarily queue work elsewhere when an integration is unavailable.<\/p>\n<p>Finally, if a downstream system was unavailable for a period of time, you can use our Time Travel feature to replay historical events and recover missed automations after the issue is resolved.<\/p>\n<p>So in practice, the workflow is:<\/p>\n<ul>\n<li>\n<p>Receive proactive failure notifications by email<\/p>\n<\/li>\n<li>\n<p>Detect issues through Activity + Debugging logs<\/p>\n<\/li>\n<li>\n<p>Use AI suggestions and Yedric to diagnose and fix problems<\/p>\n<\/li>\n<li>\n<p>Test the updated workflow<\/p>\n<\/li>\n<li>\n<p>Replay missed events with Time Travel if needed<\/p>\n<\/li>\n<\/ul>\n<p>The goal is not just helping you find the error, but helping you recover quickly without losing any integration or operational visibility during high-pressure moments like a flash sale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ebazan33\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ebazan33<\/a> Great question! Let\u2019s dive into what happens when an automation, or a step in a workflow, starts to fail.<\/p>\n<p>In MESA, when something that was previously working fails, it\u2019s usually due to an upstream change or unexpected data. The goal is to keep that fully transparent through step-by-step activity logs, clear error messages, and full execution history so you can quickly see what happened and where. Our AI assistant can also be used to help interpret errors and suggest next steps for resolution.<\/p>\n<p>From the activity view, you also have the option to replay tasks once the underlying issue is fixed, so recovery is straightforward without needing to rebuild anything.<\/p>\n<p>More detail (including screenshots of the activity list and logs): <a href=\"https:\/\/docs.getmesa.com\/frequently-asked-questions\/how-do-i-handle-a-failed-task\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.getmesa.com\/frequently-asked-questions\/how-do-i-handle-a-failed-task<\/a><\/p>\n<\/p>\n<p>Also, quick pro-tip: leave email notifications on for automation errors so you\u2019re always in the know when something needs attention.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3P44MZDFMVVGU3\" class=\"app-title\">ExploreYC <\/a><\/p>\n<div class=\"one-liner\">Your data layer for Y Combinator’s startup ecosystem<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">143<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ExploreYC\u5c06YC\u65d7\u4e0b5773+\u5bb6\u521d\u521b\u516c\u53f8\u7684\u5206\u6563\u4fe1\u606f\u6574\u5408\u4e3a\u7ed3\u6784\u5316\u6570\u636e\u5c42\uff0c\u901a\u8fc7\u667a\u80fd\u641c\u7d22\u3001AI\u6d1e\u5bdf\u3001\u5730\u56fe\u53ef\u89c6\u5316\u7b49\u529f\u80fd\uff0c\u4e00\u7ad9\u5f0f\u89e3\u51b3\u521b\u4e1a\u8005\u8c03\u7814\u7ade\u4e89\u5bf9\u624b\u3001\u9a8c\u8bc1\u521b\u610f\u3001\u53d1\u73b0\u62db\u8058\u4e0e\u878d\u8d44\u8d8b\u52bf\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\/db2f087d-e363-482b-9286-7c03cf929621.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/13be519c-f707-4b2d-bc29-f09a34fdf0a3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e77b99eb-aec7-4c7a-a5eb-35353e01e3b3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0143b2ea-a4ba-4435-ab3a-66d8fd3cca84.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/31a1d9ad-752b-4743-baba-ebc5057b1799.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/499df8bf-b1a5-4bf1-8178-abfb04646b6b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9402161e-228f-41dc-82d8-f80fcd3605c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6edbab56-4212-4a89-9a8b-71a1cbd6cfcf.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">YC\u521b\u4e1a\u516c\u53f8\u6570\u636e\u5e93<\/span><br \/>\n <span class=\"tag\">AI\u521b\u4e1a\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u751f\u6001\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u9a8c\u8bc1\u5668<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u770b\u677f<\/span><br \/>\n <span class=\"tag\">\u8d44\u91d1\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5730\u56fe\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u6279\u5904\u7406\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u7814\u7a76\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\u80af\u5b9a\u7ed3\u6784\u5316\u6570\u636e\u5c42\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u201c\u6570\u636e\u67b6\u6784\u6bd4\u6570\u91cf\u66f4\u5173\u952e\u201d\uff1b\u63d0\u95ee\u662f\u5426\u652f\u6301Techstars\u7b49\u5176\u4ed6\u52a0\u901f\u5668\uff1b\u5e0c\u671b\u5b8c\u5584\u201c\u5305\u88c5\u201d\u5386\u53f2\u56de\u6eaf\uff08\u59822005\u5e74\uff09\uff1b\u5f00\u53d1\u8005\u7684\u201c\u521b\u610f\u9a8c\u8bc1\u5668\u201d\u83b7\u8d5e\uff0c\u8ba4\u4e3a\u6bd4\u6cdb\u6cdbAI\u5efa\u8bae\u66f4\u5b9e\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 ExploreYC\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u505a\u51cf\u6cd5\u2014\u2014\u628aYC\u8fd9\u4e2a\u786e\u5b9a\u6027\u9ad8\u8d28\u91cf\u6837\u672c\u4f5c\u4e3a\u6570\u636e\u951a\u70b9\uff0c\u800c\u4e0d\u662f\u8bd5\u56fe\u8986\u76d6\u5168\u5b87\u5b99\u3002\u5f53\u521b\u59cb\u4eba\u9700\u8981\u201c\u5728YC\u5185\u90e8\u627e\u5bf9\u6807\u201d\u65f6\uff0c\u8fd9\u4e2a\u5de5\u5177\u76f4\u63a5\u66ff\u4ee3\u4e86\u8df3\u8f6cCrunchbase\u3001LinkedIn\u3001YC Directory\u7684\u201c\u6d4f\u89c8\u5668\u51cc\u8fdf\u201d\u3002\u5b83\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u662f5773\u5bb6\u516c\u53f8\u7684\u6570\u91cf\uff0c\u800c\u662f\u5bf920\u5e74\u5386\u53f2\u6570\u636e\u7684schema\u5316\u6e05\u6d17\u548c\u8bed\u4e49\u8fde\u63a5\uff0c\u5c31\u50cf\u8bc4\u8bba\u6240\u8a00\u201c\u552f\u5f62\u80dc\u91cf\u201d\u3002AI\u516c\u53f8\u60c5\u62a5\u548c\u521b\u610f\u9a8c\u8bc1\u5668\u5e76\u975e\u5806\u780c\u529f\u80fd\uff0c\u800c\u662f\u964d\u4f4e\u4e86\u201c\u5386\u53f2\u6570\u636e\u53cd\u54fa\u51b3\u7b56\u201d\u7684\u8ba4\u77e5\u6210\u672c\u2014\u2014\u4f60\u4e0d\u518d\u9700\u8981\u5148\u770b50\u5bb6AI\u516c\u53f8\u6848\u4f8b\u518d\u603b\u7ed3\u62bd\u8c61\u6a21\u5f0f\uff0cAI\u76f4\u63a5\u544a\u8bc9\u4f60\u7b54\u6848\u548c\u8bc1\u636e\u94fe\u3002\u4f46\u662f\uff0c\u4ea7\u54c1\u98ce\u9669\u5728\u4e8e\u8fc7\u5206\u4f9d\u8d56YC\u751f\u6001\u7684\u5c01\u95ed\u6027\uff1a\u7528\u6237\u4e00\u65e6\u53d1\u73b0YC\u521b\u4e1a\u6a21\u5f0f\u4e0e\u975eYC\u521b\u4e1a\u6709\u7cfb\u7edf\u5dee\u5f02\uff0c\u5de5\u5177\u63d0\u4f9b\u7684\u201c\u9a8c\u8bc1\u201d\u53ef\u80fd\u53cd\u5012\u5f62\u6210\u8bef\u5bfc\u6027\u8fb9\u754c\u3002\u53e6\u5916\uff0c\u5f53\u524d\u65e0API\u8f93\u51fa\u3001\u65e0\u7f1d\u8054\u52a8\u5176\u4ed6\u6570\u636e\u6e90\u7684\u80fd\u529b\u4e0d\u8db3\uff0c\u82e5\u4e0d\u80fd\u5feb\u901f\u8986\u76d6Techstars\u3001a16z\u7b49\u4e3b\u6d41\u751f\u6001\uff0c\u5176\u201c\u4e00\u6b21\u6027\u8c03\u7814\u5de5\u5177\u201d\u7684\u6807\u7b7e\u4f1a\u8fdc\u91cd\u4e8e\u201c\u957f\u671f\u6218\u7565\u51b3\u7b56\u57fa\u5ea7\u201d\u3002\u771f\u6b63\u7684\u589e\u957f\u98de\u8f6e\u5728\u4e8e\u8ba9YC\u521b\u4e1a\u8005\u53cd\u54fa\u6570\u636e\uff08\u5982\u6807\u6ce8\u5931\u8d25\u539f\u56e0\u3001\u63a8\u8350\u6295\u8d44\u8f6e\u6b21\uff09\uff0c\u5426\u5219\u9759\u6001\u6570\u636e\u5c42\u7ec8\u4f1a\u88ab\u722c\u866b\u548c\u516c\u5f00\u805a\u5408\u5668\u7a00\u91ca\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\">ExploreYC <\/span>\n <\/div>\n<div class=\"comment-content\">Explore 5,773+ Y Combinator companies with powerful search, interactive maps, AI-powered company intelligence, hiring insights, funding data, and batch analytics. Find co-founders, validate startup ideas, and discover patterns across 20 years of YC history.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">hey PH,<\/p>\n<p>my name is Konstantin, and I’m excited to launch ExploreYC – a comprehensive intelligence platform for exploring Y Combinator’s entire portfolio of 5,773+ companies.<\/p>\n<p>as a founder researching YC companies, I found myself jumping between YC’s directory, Crunchbase, LinkedIn, and countless browser tabs. I wanted a single platform that could answer questions like:<\/p>\n<p>“Which YC companies in my space are hiring?”<br \/>\n“What patterns do successful AI startups share?”<br \/>\n“How does my startup idea compare to the YC portfolio?”<\/p>\n<p>.. so I built ExploreYC to solve this!<\/p>\n<p>it’s key features are:<br \/>\n– Smart Search & Filters: search across 5,773+ companies by name, industry, batch, location, hiring status, real-time data from YC’s API + enriched with funding data<\/p>\n<p>– Interactive Global Map: Visualize YC companies worldwide, filter by batch, industry, hiring status, discover geographic clusters and trends<\/p>\n<p>– AI Company Intelligence: get instant AI-powered insights on any YC company, competitive analysis, market positioning, growth indicators<\/p>\n<p>– Advanced Analytics: Batch comparisons and trends over 20 years, Industry distribution and evolution, funding timeline visualization, hiring trends and patterns<\/p>\n<p>– Live Hiring Board: browse 1,400+ YC companies actively hiring, filter by role, location, batch, industry, direct links to career pages<\/p>\n<p>– Startup Idea Validator: check if your idea already exists in YC, find similar companies and their outcomes, get AI-powered validation feedback<\/p>\n<p>– YC Batch Wrapped: beautiful shareable infographics for each batch, industry breakdown, hiring stats, geographic distribution, social sharing optimized<\/p>\n<p>– Funding Analytics: track funding rounds across the portfolio, investor network visualization, funding trends by batch and industry<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konstantimb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantimb<\/a> Hi Konstantin, congrats on the launch. This is very useful, any plans to add other accels (techstars, a16z etc)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konstantimb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantimb<\/a> the startup idea validator is the killer feature here. most founders are terrified of finding out their ‘unique’ idea was actually attempted in the s16 batch and failed. being able to find those similar companies and actually see their outcomes is way more valuable than just a generic ‘good idea’ from an ai. supported<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>5,773 YC companies as a structured data layer is exactly the kind of work that compounds \u2014 once the dataset is well-shaped, every downstream question gets cheaper to answer. Did the same thing on the finance side at Eloquens (<a href=\"https:\/\/www.eloquens.com\/channel\/samir-asadov-cfa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.eloquens.com\/channel\/samir-asadov-cfa<\/a>) building project-finance \/ DCF \/ LBO templates as a structured catalogue (renewables-focused), and the lesson that surprised me was: volume isn’t the moat, the schema is. Two well-shaped DCF templates with consistent assumption tables beat 200 sloppy ones every time. Curious how you’re versioning the 20 years of YC history \u2014 do batches stay frozen, or do you re-derive metrics when YC’s own definitions evolve (e.g. “AI” tag, “deep tech”, etc.)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@konstantimb\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"konstantimb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantimb<\/a> looking to play with it more in the coming days. Subscribed already. The interactive map is pretty cool \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ivaylo_sekoulitchki\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivaylo_sekoulitchki<\/a> means a lot from 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>Love the Wrapped feature–a great iteration on Spotify’s idea. How far back does the history go? It would be epic to see the og 2005 YC graphic \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joe_setpoint\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joe_setpoint<\/a> will add support for it \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>make sure to subscribe and get emails on newly added companies to YC every day. That way you can see patterns in what YC are searching for and early reach out to companies in very early stages!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>let’s see how we do<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/2SPKVY4L62HXAB\" class=\"app-title\">Google Pomelli Catalog <\/a><\/p>\n<div class=\"one-liner\">Turn a product catalog into branded campaign assets<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">129<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Google Pomelli Catalog\u901a\u8fc7AI\u5c06\u4ea7\u54c1\u76ee\u5f55\u81ea\u52a8\u8f6c\u5316\u4e3a\u54c1\u724c\u7edf\u4e00\u7684\u8425\u9500\u7d20\u6750\u4e0e\u865a\u62df\u6444\u5f71\u5927\u7247\uff0c\u89e3\u51b3\u7535\u5546\u5c0f\u56e2\u961f\u9010\u4e2a\u62cd\u6444\u3001\u8bbe\u8ba1\u8017\u65f6\u8d39\u94b1\u7684\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\/d51efbb4-f048-473e-8f0c-e56de6d40afa.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\/df4d2c1c-d676-49f7-bc48-076a4e29a132.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\/06853df9-95e1-4b33-9ba8-0ff9190e8ddc.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\/25c9857d-4f23-4432-9acd-cfb9f654e464.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\/eedd32df-1182-4556-a088-cacc4a9511f3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=6AkjWsY9WVQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=6AkjWsY9WVQ\" 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\">Photography<\/span><br \/>\n <span class=\"tag\">E-Commerce<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u76ee\u5f55\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8d44\u4ea7\u751f\u6210<\/span><br \/>\n <span class=\"tag\">AI\u865a\u62df\u6444\u5f71<\/span><br \/>\n <span class=\"tag\">\u7535\u5546SaaS<\/span><br \/>\n <span class=\"tag\">\u5c0f\u4f01\u4e1a\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u7d20\u6750\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Google\u5b9e\u9a8c\u5ba4<\/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>\u6b63\u9762\u8bc4\u8bba\u5f3a\u8c03\u5176\u5c06\u6444\u5f71\u4e0e\u5e7f\u544a\u5236\u4f5c\u5408\u5e76\uff0c\u663e\u8457\u964d\u4f4e\u5c0f\u4f01\u4e1a\u65f6\u95f4\u4e0e\u9884\u7b97\u6d88\u8017\u3002\u4e00\u6761\u8bc4\u8bba\u63d0\u5230\u632a\u5a01\u6709\u7ade\u54c1Native.no\uff0c\u671f\u5f85Google\u5982\u4f55\u5dee\u5f02\u5316\u5b9a\u4f4d\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 Pomelli Catalog\u7684\u5de7\u601d\u5728\u4e8e\u5c06\u201c\u5e93\u5b58\u201d\u76f4\u63a5\u53d8\u6210\u4e86\u201c\u8d44\u4ea7\u201d\uff0c\u8fd9\u6bd4\u5355\u7eaf\u7684AI\u56fe\u50cf\u751f\u6210\u66f4\u8d34\u5408\u5546\u4e1a\u903b\u8f91\u3002\u5b83\u5207\u4e2d\u7684\u75db\u70b9\u662f\uff1a\u5c0f\u4f01\u4e1a\u7f3a\u7684\u4e0d\u662f\u521b\u610f\uff0c\u800c\u662f\u628a\u6bcf\u4e2aSKU\u90fd\u53d8\u6210\u9ad8\u8d28\u91cf\u8425\u9500\u7269\u7684\u4f4e\u6210\u672c\u6d41\u6c34\u7ebf\u3002\u4ee5\u5f80AI\u751f\u56fe\u5de5\u5177\u5f80\u5f80\u4e3a\u4e86\u6548\u679c\u800c\u727a\u7272\u54c1\u724c\u4e00\u81f4\u6027\uff0c\u800cPomelli\u901a\u8fc7\u6293\u53d6\u7f51\u7ad9\u7684\u54c1\u724cDNA\u6765\u7ea6\u675f\u8f93\u51fa\uff0c\u7b97\u662f\u7ed9AI\u5957\u4e0a\u4e86\u201c\u54c1\u724c\u7f30\u7ef3\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u51b7\u9759\u770b\uff0cGoogle Lab\u51fa\u54c1\u5e38\u5e26\u6709\u5b9e\u9a8c\u6027\uff0c\u514d\u8d39\u671f\u8fc7\u540e\u5b9a\u4ef7\u7b56\u7565\u4e0d\u660e\u3002\u4e14\u201cAI\u6444\u5f71\u201d\u5728\u7535\u5546\u9886\u57df\u7684\u5e94\u7528\u5df2\u6709\u4e0d\u5c11\u7ade\u54c1\uff08\u5982Zyros\u3001Flair.ai\uff09\uff0cPomelli\u7684\u4f18\u52bf\u53ea\u5728\u4e8eGoogle\u751f\u6001\u7684\u6574\u5408\uff08\u5982\u4e0eGoogle Shopping\u7684\u6f5c\u5728\u8054\u52a8\uff09\u3002\u53e6\u5916\uff0c\u7528\u6237\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u632a\u5a01\u7ade\u54c1Native.no\u63d0\u793a\uff1a\u672c\u5730\u5316\u3001\u7279\u5b9a\u884c\u4e1a\u6df1\u5ea6\u7684\u80fd\u529b\u53ef\u80fd\u624d\u662f\u62a4\u57ce\u6cb3\uff0cGoogle\u7684\u901a\u7528\u89e3\u6cd5\u5728\u5782\u76f4\u54c1\u7c7b\u4e0a\u672a\u5fc5\u6700\u4f18\u3002\u5982\u679cPomelli\u53ea\u662f\u201c\u4e00\u952e\u751f\u6210\u56fe+\u6587\u6848\u201d\uff0c\u90a3\u5b83\u4ecd\u505c\u7559\u5728\u5de5\u5177\u5c42\u9762\uff1b\u771f\u6b63\u7684\u4ef7\u503c\u8dc3\u8fc1\u5728\u4e8e\u80fd\u5426\u6253\u901a\u4ece\u7d20\u6750\u751f\u6210\u5230\u5e7f\u544a\u6295\u653e\u3001\u518d\u5230\u9500\u552e\u8f6c\u5316\u7684\u95ed\u73af\u6570\u636e\u53cd\u9988\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u8fd8\u53ea\u662f\u4e00\u4e2a\u6f02\u4eae\u7684\u4e0a\u6e38\u73af\u8282\uff0c\u79bb\u201c\u8425\u9500\u667a\u80fd\u4f53\u201d\u7684\u91ce\u5fc3\u8fd8\u6709\u6bb5\u8ddd\u79bb\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\">Google Pomelli Catalog <\/span>\n <\/div>\n<div class=\"comment-content\">Add your product catalog to Pomelli and get brand-consistent campaign assets, ad creatives, and photoshoots generated automatically. Built for small business owners and independent retailers.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The hardest part of marketing a product catalog isn\u2019t creativity, it\u2019s turning inventory into usable assets. <\/p>\n<\/p>\n<p><strong>What it is<\/strong>: Pomelli Catalog is a new feature in Google\u2019s Pomelli marketing agent that generates brand-consistent campaigns and AI photoshoots directly from your product or service catalog. <\/p>\n<\/p>\n<p>Small businesses don\u2019t just need campaign assets, they need assets for every product. Creating those manually, shoot by shoot, is where time and budget disappear. Pomelli already understood brand identity from a website; Catalog extends that across the full product set. <\/p>\n<\/p>\n<p><strong>What makes it different<\/strong>: The standout feature is AI photoshoot generation. Traditional product shoots can cost hundreds or thousands of dollars and take weeks to organize. Pomelli generates studio-style product imagery and campaign copy tied to your brand identity in a single workflow. <\/p>\n<\/p>\n<p><strong>Key features<\/strong>:<\/p>\n<ul>\n<li>\n<p>Product or service catalog as campaign input<\/p>\n<\/li>\n<li>\n<p>AI-generated product photoshoots<\/p>\n<\/li>\n<li>\n<p>Brand-consistent creatives and messaging<\/p>\n<\/li>\n<li>\n<p>Business DNA profile as the creative foundation<\/p>\n<\/li>\n<li>\n<p>Free via Google Labs<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits<\/strong>:<\/p>\n<ul>\n<li>\n<p>Product-level assets without per-product shoot costs<\/p>\n<\/li>\n<li>\n<p>Consistent branding across the catalog<\/p>\n<\/li>\n<li>\n<p>Campaigns grounded in actual inventory<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it\u2019s for<\/strong>: E-commerce brands, independent retailers, and SMB marketers who need scalable product photography and campaign assets without a large production budget or team. <\/p>\n<\/p>\n<p>The useful part of Catalog is that it combines two normally separate workflows, photography and campaign creation, into a single pass. For lean product teams, that\u2019s a meaningful reduction in time-to-assets.<\/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>There is a Norwegian competitor out there as well. <a href=\"https:\/\/native.no\/en\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/native.no\/en\/<\/a> will be interesting to see how they differentiate. Or how google differentiate. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<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\/OF7OAQZN6C6CCA\" class=\"app-title\">ProductClank<\/a><\/p>\n<div class=\"one-liner\">Borrow Distribution, Not Capital<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">129<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ProductClank \u662f\u4e00\u4e2a\u8ba9\u65e9\u671f\u521b\u4e1a\u8005\u65e0\u9700\u9884\u4ed8\u8d39\u5373\u53ef\u201c\u501f\u7528\u201d\u521b\u4f5c\u8005\u548c\u589e\u957f\u730e\u624b\u5206\u53d1\u80fd\u529b\u7684\u5e73\u53f0\uff0c\u901a\u8fc7\u91cc\u7a0b\u7891\u5f0f\u7ed3\u7b97\u89e3\u51b3\u201c\u6709\u4ea7\u54c1\u65e0\u6d41\u91cf\u201d\u7684\u51b7\u542f\u52a8\u96be\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/003ddabc-a815-4be5-bd29-7816e71d580c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb4fe088-2a77-4154-8e3c-b34a370b9a1f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a773142d-b36b-4ec1-80d3-8a84a90c38b9.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\">Growth Hacking<\/span><br \/>\n <span class=\"tag\">Pitch Tel Aviv<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ea7\u54c1\u5206\u53d1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u96f6\u9884\u4ed8\u8d39\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u8054\u76df<\/span><br \/>\n <span class=\"tag\">\u91cc\u7a0b\u7891\u7ed3\u7b97<\/span><br \/>\n <span class=\"tag\">\u51b7\u542f\u52a8\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Product Hunt\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u6fc0\u52b1\u5bf9\u9f50<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u793e\u533a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u8be5\u6a21\u5f0f\u521b\u65b0\uff0c\u4f46\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u5927\u89c4\u6a21\u4e0b\u5982\u4f55\u4fdd\u8bc1\u6295\u7968\u516c\u6b63\u6027\uff1f\u5982\u4f55\u7cbe\u786e\u8ffd\u8e2a\u5e76\u5f52\u56e0\u4e8e\u67d0\u4f4d\u63a8\u5e7f\u8005\u7684\u8d21\u732e\uff08\u5c24\u5176\u6d89\u53ca\u9690\u79c1\u653f\u7b56\u65f6\uff09\uff1f\u91cc\u7a0b\u7891\u4ef7\u503c\u5982\u4f55\u5b9a\u4e49\uff0c\u82e5\u83b7\u5ba2\u6210\u672c\u9ad8\u4e8e\u521b\u59cb\u4eba\u5229\u6da6\uff0c\u53cc\u8d62\u6a21\u578b\u5c06\u5931\u6548\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 ProductClank \u7684\u201c\u501f\u7528\u5206\u53d1\u201d\u53d9\u4e8b\u5f88\u6027\u611f\uff0c\u672c\u8d28\u662f\u8bd5\u56fe\u5728\u201c\u8d4f\u91d1\u4efb\u52a1\u5e73\u53f0\u201d\u548c\u201c\u8054\u76df\u8425\u9500\u201d\u4e4b\u95f4\u627e\u5230\u7f1d\u9699\uff0c\u5e76\u5c06\u5176\u5305\u88c5\u6210\u4e00\u4e2a\u5e26\u6709\u793e\u533a\u6295\u7968\u4e0e\u7ed3\u793e\u4eea\u5f0f\u611f\u7684\u589e\u957f\u9ed1\u5e02\u3002\u8fd9\u786e\u5b9e\u662f\u65e9\u671f\u521b\u4e1a\u8005\u6700\u75db\u7684\u201c\u51b7\u542f\u52a8\u201d\u573a\u666f\u2014\u2014\u6709\u94b1\u6ca1\u5904\u7838\uff0c\u6709\u529b\u6ca1\u5904\u4f7f\uff0c\u53ea\u80fd\u9760\u5237\u8138\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u771f\u6b63\u8981\u9762\u4e34\u7684\u4fee\u7f57\u573a\uff0c\u4e0d\u662f\u201c\u529f\u80fd\u201d\uff0c\u800c\u662f\u201c\u5ea6\u91cf\u8861\u201d\u3002\u51e0\u4e2a\u88ab\u7528\u6237\u7cbe\u51c6\u6233\u4e2d\u7684\u786c\u6838\u7f3a\u9677\uff0c\u624d\u662f\u51b3\u5b9a\u5b83\u751f\u6b7b\u7684\u201c\u6697\u7269\u8d28\u201d\uff1a\u9996\u5148\u662f\u5f52\u56e0\u7684\u9ed1\u7bb1\u95ee\u9898\u3002\u7b2c\u4e09\u65b9\u5f00\u53d1\u8005\u60f3\u8ba9\u5e73\u53f0\u8ffd\u8e2a\u7528\u6237\u4ece\u201c\u521b\u4f5c\u8005A\u7684\u89c6\u9891\u201d\u5230\u201c\u4ea7\u54c1B\u7684\u4ed8\u8d39\u201d\u4e4b\u95f4\u7684\u5b8c\u6574\u94fe\u8def\uff0c\u5728\u82f9\u679c ATT \u7b49\u9690\u79c1\u6846\u67b6\u4e0b\u51e0\u4e4e\u662f\u4e0d\u53ef\u80fd\u7684\u3002\u5982\u679c\u53ea\u80fd\u7528\u4f20\u7edf\u5f52\u56e0\u94fe\u63a5\uff0c\u5e73\u53f0\u548c\u201c\u770b\u51e0\u4e2a\u5e7f\u544a\u5c31\u6ce8\u518c\u4f46\u767d\u5ad6\u7684\u7f8a\u6bdb\u515a\u201d\u6ca1\u4ec0\u4e48\u533a\u522b\uff0c\u6700\u7ec8\u4f1a\u6ca6\u4e3a\u4f4e\u8d28\u6d41\u91cf\u7684\u96c6\u6563\u5730\uff0c\u4f24\u7684\u662f\u7b2c\u4e00\u6279\u4fe1\u4efb\u5b83\u7684\u521b\u59cb\u4eba\u3002\u5176\u6b21\u662f\u201c\u91cc\u7a0b\u7891\u5b9a\u4ef7\u6743\u201d\u7684\u535a\u5f08\u3002\u76ee\u524d\u63cf\u8ff0\u542b\u7cca\u5176\u8f9e\uff0c\u201c\u8c01\u5b9a\u4e49\u91cc\u7a0b\u7891\u4ef7\u503c\uff1f\u201d\u5982\u679c\u6ca1\u6709\u4e00\u4e2a\u7c7b\u4f3c\u5206\u53d1\u578b\u201cCPA\u201d\u7684\u5ba2\u89c2\u6807\u51c6\uff0c\u800c\u7531\u521b\u4f5c\u8005\u534f\u5546\u5b9a\u4ef7\uff0c\u65e9\u671f\u521b\u59cb\u4eba\u7684\u5229\u6da6\u7a7a\u95f4\u4f1a\u88ab\u65b0\u5174\u7684\u201c\u589e\u957f\u5b98\u50da\u201d\u77ac\u95f4\u69a8\u5e72\u2014\u2014\u8fd9\u672c\u8d28\u4e0a\u53ea\u4e0d\u8fc7\u662f\u628a\u5e7f\u544a\u9884\u7b97\u4ece\u5e73\u53f0\u62bd\u6210\u53d8\u6210\u4e86\u5206\u6210\u7ed9\u201c\u6709\u5f71\u54cd\u529b\u7684\u4eba\u201d\uff0c\u5e76\u6ca1\u6709\u771f\u6b63\u964d\u4f4e\u83b7\u5ba2\u98ce\u9669\u3002\u201c\u501f\u7528\u5206\u53d1\u201d\u7684\u524d\u63d0\uff0c\u662f\u5206\u53d1\u786e\u5b9e\u80fd\u4ea7\u751f\u53ef\u8861\u91cf\u3001\u53ef\u4fe1\u4efb\u7684\u4ef7\u503c\u95ed\u73af\u3002\u5426\u5219\uff0c\u5b83\u53ea\u662f\u4e00\u4e2a\u5305\u88c5\u5f97\u66f4\u4f18\u96c5\u7248\u7684\u201c\u6295\u540d\u72b6\u201d\u2014\u2014\u5927\u5bb6\u4e00\u8d77\u8d4c\uff0c\u53ea\u662f\u8d4c\u6ce8\u4ece\u9884\u4ed8\u6b3e\u53d8\u6210\u4e86\u52aa\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n ProductClank \u7684\u771f\u6b63\u4ef7\u503c\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u5b83\u5f53\u4e0b\u7684\u51c6\u786e\u5ea6\uff0c\u800c\u5728\u4e8e\u5b83\u5b9e\u8df5\u4e86\u4e00\u4e2a\u53e4\u8001\u4e14\u6b63\u786e\u7684\u4fe1\u53f7\uff1a\u5f53\u5de8\u5934\u628a\u6d41\u91cf\u5b9a\u4ef7\u6743\u6536\u5f52\u7b97\u6cd5\uff0c\u793e\u533a\u201c\u4fe1\u4efb\u6295\u7968+\u7ed3\u679c\u5206\u6210\u201d\u7684\u6a21\u5f0f\uff0c\u662f\u5bf9\u6297\u5e73\u53f0\u5bfb\u79df\u7684\u6700\u6709\u6548\u53cd\u5236\u3002\u4f46\u522b\u5fd8\u4e86\u4e00\u4ef6\u4e8b\uff1a\u6700\u597d\u7684\u5206\u53d1\uff0c\u6c38\u8fdc\u6765\u6e90\u4e8e\u4ea7\u54c1\u672c\u8eab\u8db3\u591f\u5f3a\uff0c\u800c\u4e0d\u662f\u501f\u6765\u7684\u4eba\u8db3\u591f\u591a\u3002ProductClank \u662f\u5f3a\u5fc3\u9488\uff0c\u4e0d\u662f\u957f\u751f\u4e0d\u8001\u836f\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\">ProductClank<\/span>\n <\/div>\n<div class=\"comment-content\">Distribution is the hardest part of being early-stage. ProductClank makes it borrowable. Founders launch a campaign. Creators, growth scouts, and Product Hunt hunters bring the reach \u2014 and earn only when your product hits real milestones. No upfront ad spend. No equity. No begging for attention. You ship. They amplify. Everyone wins together. Season 1 is now open. Pick your role and sign up \u2014 founder, scout, creator, or hunter.<\/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>When I started building ProductClank, I ran into the same wall every bootstrapped founder hits: I couldn’t afford to pay creators upfront. Not because the product wasn’t ready – but because the model was broken. You know what you pay, you don’t know what you get.<\/p>\n<p>I wanted to build something where creators only win when the product actually wins.<\/p>\n<p>But the more I looked at it, the bigger the problem got. There’s no shortage of great products, loyal audiences, or operators who know how to drive growth. What’s missing is the coordination layer – a structure that aligns incentives so distribution flows toward products people actually believe in, not just products with the biggest ad budget.<\/p>\n<p>That’s what ProductClank is. A platform where builders don’t borrow capital to grow – they borrow distribution.<\/p>\n<p>We ran Season 0 to stress-test the model – $100K distributed to creators, real campaigns, real results. It worked. Now we’re opening it up.<\/p>\n<p>Season 1 is the first full run. founders apply, creators and growth scouts vote on who makes the cohort – then run campaigns for the products they backed. Skin in the game before day one. Zero upfront. Everyone earns when it works.<\/p>\n<p>\ud83c\udfd7\ufe0f Builders – Apply, get voted in, and grow. Bonus: offer fellow cohort members credits or a coupon to try your product – and get access to every other tool in the cohort.<\/p>\n<p>\ud83c\udf99\ufe0f Creators – Browse the cohort, vote for what you believe in, promote what you backed – and earn when it grows.<\/p>\n<p>\ud83e\udded Growth Scouts – Match your playbook to the right product. Earn when growth lands.<\/p>\n<p>Lean, curated, in public. Come join the experiment \ud83d\udc47<\/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\/@lior_goldenberg3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lior_goldenberg3<\/a> Hi Lior, congrats on the launch. I love this idea, interesting take on solving distro. How do you deal with the lag from voting-pitching- you’re in?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The concept of borrowed distribution is pretty interesting. Kind of the one most makers on PH needs. Joined the experiment as suggested<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> thank you! Looking forward to see what youre building and help you grow!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you match a founder with the right creators or hunters for their niche?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@karimbenkeroum\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karimbenkeroum<\/a> great question, this is one of the unique aspects – we let those who have the distribution decide who THEY believe in and want to support.<\/p>\n<\/p>\n<p>This way they get the confidence of backing products and startups the love and know their audience would 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi <a href=\"https:\/\/www.producthunt.com\/@lior_goldenberg3\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lior_goldenberg3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lior_goldenberg3<\/a> , congrats on the launch. Really like the “borrow distribution instead of capital” angle, feels like the missing piece for bootstrapped founders. Curious how you keep the voting honest once cohorts get bigger?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 an interesting concept that addresses the most common “bottleneck” for any developer or entrepreneur: discovery. It eliminates the risk of “burning” through a budget on ads that don’t convert, which is vital in the early stages.<\/p>\n<p><strong>I have two questions:<\/strong><\/p>\n<ol>\n<li>\n<p>How exactly do you track that a “milestone” was achieved thanks to a specific scout? If the product is a mobile app, current privacy policies (like Apple’s) make frictionless tracking very complicated. It would be vital to know if you use a proprietary SDK or if you integrate with tools the user is already using.<\/p>\n<\/li>\n<li>\n<p>Who defines the value of that milestone and when is it paid? Paying for a free sign-up is not the same as paying for an annual subscription. If the cost per acquisition (CPA) they propose is higher than your initial profit margin, the “win-win” model breaks down for the founder.<\/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\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/EWUQYKVVN4UVRX\" class=\"app-title\">reMarkable Paper Pure<\/a><\/p>\n<div class=\"one-liner\">The reMarkable 2 successor goes back to basics<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">127<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>reMarkable Paper Pure\u662f\u4e00\u6b3e\u56de\u5f52\u9ed1\u767d\u7535\u7eb8\u4e66\u672c\u8d28\u7684\u4e13\u6ce8\u578b\u4e66\u5199\u5e73\u677f\uff0c\u901a\u8fc7\u6781\u7b80\u3001\u4f4e\u5e72\u6270\u7684\u8bbe\u8ba1\u548c\u6210\u719f\u7684\u4e91\u7aef\u534f\u540c\uff0c\u670d\u52a1\u4e8e\u9700\u8981\u6df1\u5ea6\u601d\u8003\u548c\u51cf\u5c11\u6570\u5b57\u5206\u5fc3\u7684\u77e5\u8bc6\u5de5\u4f5c\u8005\uff0c\u89e3\u51b3\u591a\u4efb\u52a1\u8bbe\u5907\u5e26\u6765\u7684\u6ce8\u610f\u529b\u788e\u7247\u5316\u4e0e\u51b3\u7b56\u75b2\u52b3\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\/cbcb7407-e4c3-46e9-9ff9-d749aada12bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cce6fd69-fea4-45b4-aa31-2caac0f07d10.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\/dc109188-b48e-40ae-a7a0-62141d78ecef.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\/eab696af-c21b-4bc7-965b-f26fbbcbc4c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7430e601-8bdb-4168-8078-99e09838bac9.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\/8b06311d-96b9-47ec-bb10-8baa2bbbd0d3.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\/667014ab-f0eb-4259-8715-fff105da2e3f.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\/00171b26-05ef-47ea-b61b-46b0c87d71b8.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\/30a2d510-1550-4384-a4e9-3916bffd421a.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=4VhGORFX7CE\"><source src=\"https:\/\/www.youtube.com\/watch?v=4VhGORFX7CE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Hardware<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7535\u7eb8\u4e66<\/span><br \/>\n <span class=\"tag\">\u624b\u5199\u5e73\u677f<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">\u9ed1\u767d\u58a8\u6c34\u5c4f<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u8bbe\u5907<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u6297\u5e72\u6270<\/span><br \/>\n <span class=\"tag\">reMarkable<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u8bbe\u8ba1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u6838\u5fc3\u53cd\u9988\uff1a1. \u5355\u529f\u80fd\u8bbe\u5907\u6b63\u5728\u6084\u7136\u83b7\u80dc\uff0c\u5173\u952e\u5728\u4e8e\u201c\u964d\u4f4e\u51b3\u7b56\u6210\u672c\u201d\u800c\u975e\u5806\u780c\u529f\u80fd\u30022. \u8001\u7528\u6237\u5766\u8bda\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u201c\u6469\u64e6\u611f\u201d\u2014\u2014\u8bbe\u5907\u65e0\u6cd5\u5237Slack\u3001\u90ae\u4ef6\u3001\u65b0\u95fb\uff0c\u4ece\u800c\u5f3a\u5236\u4e13\u6ce8\u30023. \u5bf9\u65b0\u54c1\u91cd\u65b0\u517c\u5bb9\u65e7\u6b3eE-Writer\u7b14\u8868\u793a\u9057\u61be\u30024. \u6709\u7528\u6237\u62c5\u5fc3\u540e\u7eed\u662f\u5426\u4f1a\u8feb\u4e8e\u538b\u529b\u589e\u52a0\u975e\u6838\u5fc3\u529f\u80fd\uff0c\u7834\u574f\u4ea7\u54c1\u7eaf\u7cb9\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 reMarkable Paper Pure \u7684\u53d1\u5e03\uff0c\u66f4\u50cf\u662f\u4e00\u573a\u201c\u4ef7\u503c\u89c2\u5ba3\u8a00\u201d\u800c\u975e\u4e00\u6b21\u5e38\u89c4\u786c\u4ef6\u8fed\u4ee3\u3002\u5f53\u884c\u4e1a\u9677\u5165\u5f69\u5c4f\u3001\u9ad8\u5237\u3001AI\u52a9\u7406\u7684\u519b\u5907\u7ade\u8d5b\u65f6\uff0c\u5b83\u53cd\u903b\u8f91\u5730\u5207\u6389\u201c\u8fdb\u9636\u7248\u672c\u201d\u7684\u989c\u8272\u6a21\u5757\uff0c\u56de\u5f52\u5355\u8272\u4e0e\u6781\u7b80\u2014\u2014\u8fd9\u79cd\u51cf\u6cd5\u52c7\u6c14\u6bd4\u53c2\u6570\u768450%\u63d0\u5347\u300120%\u5bf9\u6bd4\u5ea6\u66f4\u6709\u5546\u4e1a\u6d1e\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u503c\u5f97\u6df1\u601d\u7684\u662f\uff0c\u7528\u6237\u8bc4\u8bba\u4e2d\u91cd\u590d\u51fa\u73b0\u7684\u9ad8\u5ea6\u4e00\u81f4\u58f0\u97f3\u5e76\u975e\u201c\u6c42\u529f\u80fd\u201d\uff0c\u800c\u662f\u201c\u8bf7\u4fdd\u6301\u539f\u6837\u201d\uff1a\u4ed6\u4eec\u4e70\u5b83\u7684\u539f\u56e0\u6070\u6070\u662f\u5b83**\u4e0d\u597d\u7528**\u2014\u2014\u6253\u4e0d\u5f00\u5e94\u7528\u5546\u5e97\uff0c\u5237\u4e0d\u4e86\u793e\u4ea4\u5a92\u4f53\uff0c\u65e0\u6cd5\u6210\u4e3a\u53e6\u4e00\u4e2a\u5206\u5fc3\u6e90\u3002\u8fd9\u79cd\u201c\u4ee5\u9650\u5236\u6362\u4e13\u6ce8\u201d\u7684\u6096\u8bba\uff0c\u7cbe\u51c6\u547d\u4e2d\u4e86\u6ce8\u610f\u529b\u7ecf\u6d4e\u6cbb\u7406\u4e0b\u7684\u9ad8\u7aef\u4eba\u7fa4\u75db\u70b9\uff1a\u4ed6\u4eec\u9700\u8981\u7684\u4e0d\u662f\u66f4\u5feb\u7684\u591a\u4efb\u52a1\u5de5\u5177\uff0c\u800c\u662f**\u5f3a\u5236\u5355\u4efb\u52a1\u7684\u73af\u5883**\u3002\n <\/p>\n<p class=\"ai-content\">\n \u786c\u4ef6\u4fa7\uff0cPaper Pure \u5f00\u59cb\u62e5\u62b1\u4e3b\u52a8\u5f0f\u89e6\u63a7\u7b14\u548c\u6a21\u5757\u5316\u7ef4\u4fee\u8bbe\u8ba1\uff0c\u8fd9\u6216\u8bb8\u662freMarkable\u8bd5\u56fe\u6253\u7834\u201c\u4e70\u540e\u5373\u6b7b\u201d\u7684\u7535\u5b50\u5783\u573e\u5faa\u73af\uff0c\u4f46\u5176\u5546\u4e1a\u6a21\u578b\u4ecd\u4f9d\u8d56\u5c01\u95ed\u7b14\u534f\u8bae\u548c\u914d\u4ef6\u751f\u6001\uff08\u6bd4\u5982\u78c1\u5438\u5957\uff09\u3002\u8f6f\u4ef6\u4fa7\uff0c\u5f15\u5165Slack\u3001Miro\u96c6\u6210\u4e0eAI\u624b\u5199\u8f6c\u5316\u770b\u4f3c\u201c\u53d8\u539a\u201d\uff0c\u4f46\u672c\u8d28\u4e0a\u53ea\u662f\u5c06\u5c01\u95ed\u7cfb\u7edf\u5f00\u4e86\u4e00\u6247\u53ef\u53d7\u63a7\u7684\u7a97\u53e3\u2014\u2014\u6838\u5fc3\u539f\u5219\u4f9d\u7136\u662f\u201c\u8bbe\u5907\u4e0d\u4e3b\u52a8\u6253\u6270\uff0c\u7528\u6237\u4e3b\u52a8\u8fdb\u51fa\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u201c\u4e13\u6ce8\u4e3b\u4e49\u201d\u7684\u9ad8\u5b9a\u4ef7\u59cb\u7ec8\u5728\u8003\u9a8c\u7528\u6237\u5fe0\u8bda\u5ea6\u3002\u5f53\u7ade\u4e89\u5bf9\u624b\u7528\u5f69\u8272\u3001\u66f4\u4f4e\u4ef7\u683c\u548c\u5f00\u653e\u5b89\u5353\u7cfb\u7edf\u6324\u538b\u5e02\u573a\u65f6\uff0cPaper Pure\u7684\u7ade\u4e89\u58c1\u5792\u4e0d\u5728\u786c\u4ef6\uff0c\u800c\u5728\u80fd\u5426\u7ef4\u6301\u4e00\u79cd**\u4fe1\u4ef0\u5f0f\u7528\u6237\u9ecf\u6027**\uff1a\u5373\u7528\u6237\u8ba4\u5b9a\u201c\u5b83\u4e0d\u597d\u7528\u662f\u5bf9\u6211\u6700\u597d\u7684\u4fdd\u62a4\u201d\u3002\u5982\u679c\u672a\u6765\u54ea\u4e00\u5929reMarkable\u4e3a\u4e86\u8425\u6536\u4e0d\u5f97\u4e0d\u5bf9\u793e\u533a\u201c\u8bf7\u52a0XXX\u201d\u7684\u547c\u58f0\u59a5\u534f\uff0c\u5b83\u5931\u53bb\u7684\u5c06\u662f\u6574\u4e2a\u54c1\u724c\u5b58\u5728\u7684\u6839\u57fa\u3002\u4fdd\u6301\u514b\u5236\uff0c\u6bd4\u589e\u52a0\u529f\u80fd\u66f4\u96be\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">reMarkable Paper Pure<\/span>\n <\/div>\n<div class=\"comment-content\">reMarkable Paper Pure is the monochrome successor to reMarkable 2, with 50% faster response, 20% higher contrast, up to 3 weeks of battery life, a lighter body, repair-ready design, active Marker support, and tighter integrations across cloud docs, desktop apps, handwriting search, AI conversion, Slack, Miro, and more.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Six years later, reMarkable 2 finally has its successor.<\/p>\n<p>After <a href=\"https:\/\/www.producthunt.com\/products\/remarkable-paper-pro\/launches\/remarkable-paper-pro\" target=\"_blank\" rel=\"noopener\">Paper Pro<\/a> and <a href=\"https:\/\/www.producthunt.com\/products\/remarkable-paper-pro\/launches\/remarkable-paper-pro-move\" target=\"_blank\" rel=\"noopener\">Paper Pro Move<\/a> pushed reMarkable into color and broader productivity territory, Paper Pure goes back to the core <strong>black-and-white<\/strong> paper tablet idea: lighter, faster, higher contrast, and still very focused. reMarkable says it is 50% faster than reMarkable 2, has 20% higher contrast, and gets up to 3 weeks of battery life.<\/p>\n<p>The ecosystem side is also much more mature now. You can bring in files from Google Drive, OneDrive, Microsoft Word, and Google Docs, convert documents into notebooks, search handwriting, sync with desktop and mobile apps, and share converted notes into tools like email, <a href=\"https:\/\/www.producthunt.com\/products\/slack\" target=\"_blank\" rel=\"noopener\">@Slack<\/a>, or <a href=\"https:\/\/www.producthunt.com\/products\/miro\" target=\"_blank\" rel=\"noopener\">@Miro<\/a>. That makes it feel less isolated while still keeping the device itself distraction-free.<\/p>\n<p>One important compatibility note: Paper Pure uses reMarkable\u2019s newer active <a href=\"https:\/\/remarkable.com\/products\/remarkable-paper\/markers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Marker<\/a> system. Old reMarkable 2 Markers are not compatible, so EMR-style third-party pen compatibility is basically gone here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> The new sleeves are also really cool. Very innocative. With magnets that close and lock your tablet etc. Very cool color vibes as well. Pale green and pale pink and black. Your move apple \ud83d\ude0f. I would sauy this is the most innovative sleeve design since apples AirPod Pro sleve, I know not many people like these. But I think they are fantastic. So minimal, and also uses magnets in the design. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>“Goes back to basics” is a stance, not a feature, and it’s the right one. Single-purpose tools are quietly winning because the cost of context-switching has spiraled \u2014 every multipurpose app trains you to expect more decisions, not fewer. I hit the same instinct with DishRoll (a small AI weekly meal-planning PWA I built): the goal was to collapse the entire food-decision space to one prompt per week. Same philosophy, much lower tech \u2014 subtract decisions, don’t add features. Question for the team \u2014 how do you handle the “please add ___” pressure after launch? My experience is that the people asking for the next feature are rarely the ones who’ve actually used the focused version 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>Owned the original reMarkable for three years before upgrading. The honest case for these devices: it’s not the e-ink, it’s the friction. Phone won’t open Slack, won’t open email, won’t open the news. Single-purpose tool, single mode of work. The Paper Pro’s main upgrade for me has been color contrast on diagrams and the slightly larger writing surface for landscape PDFs. Battery still lasts a week of daily use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/J2IRO6E7J43WWZ\" class=\"app-title\">Lovie Formation – Incorporation MCP<\/a><\/p>\n<div class=\"one-liner\">Incorporate your next company easily.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">116<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lovie Formation\u5c06\u516c\u53f8\u6ce8\u518c\uff08\u7279\u62c9\u534e\u5dde\/\u6000\u4fc4\u660e\u5dde\uff09\u8f6c\u5316\u4e3a\u4e00\u4e2aMCP\uff08\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff09\u548cAPI\uff0c\u8ba9\u5f00\u53d1\u8005\u6216\u521b\u59cb\u4eba\u53ef\u57282\u5206\u949f\u5185\u901a\u8fc7\u7ec8\u7aef\u547d\u4ee4\u884c\u5b8c\u6210\u516c\u53f8\u8bbe\u7acb\uff0c\u5e76\u81ea\u52a8\u5904\u7406EIN\u7533\u8bf7\u3001\u6ce8\u518c\u4ee3\u7406\u3001DUNS\u7f16\u53f7\u53ca\u5408\u89c4\u7b49\u7e41\u7410\u6d41\u7a0b\uff0c\u89e3\u51b3\u4f20\u7edf\u516c\u53f8\u6ce8\u518c\u6548\u7387\u4f4e\u3001\u8d39\u7528\u9ad8\u3001\u4f53\u9a8c\u5dee\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\/7d31a157-2d9e-4337-a700-c06bf03d17d7.octet-stream?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e903849-977a-4058-98eb-75e11a83aace.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/69370ea6-e152-442f-8f05-e33e22298414.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/da3f2fd7-74d3-4f8c-b7c0-24283f85bc86.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\/77df24eb-cd64-48e3-8511-a92b38ae5a64.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/36ebe0691c7f46a2af9902ba1ef44705\"><source src=\"https:\/\/www.loom.com\/share\/36ebe0691c7f46a2af9902ba1ef44705\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u516c\u53f8\u6ce8\u518cMCP<\/span><br \/>\n <span class=\"tag\">\u6cd5\u5f8b\u57fa\u7840\u8bbe\u65bdAPI<\/span><br \/>\n <span class=\"tag\">AI\u81ea\u52a8\u5316\u6ce8\u518c<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u547d\u4ee4\u884c\u516c\u53f8\u6210\u7acb<\/span><br \/>\n <span class=\"tag\">EIN\u81ea\u52a8\u7533\u8bf7<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u6cd5\u5f8b<\/span><br \/>\n <span class=\"tag\">\u7f8e\u56fd\u516c\u53f8\u6ce8\u518c<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u75db\u70b9<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u6cd5\u5f8b\u5373\u8f6f\u4ef6\u201d\u7684\u613f\u666f\uff0c\u6279\u8bc4\u4f20\u7edfEIN\u6536\u8d39\u9ad8\u8fbe200\u7f8e\u5143\u7684\u964b\u4e60\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u5904\u7406IRS\u4f20\u771f\u81ea\u52a8\u5316\u7b49\u9057\u7559\u7cfb\u7edf\u7684\u8fb9\u7f18\u6848\u4f8b\uff1b\u662f\u5426\u8ba1\u5212\u652f\u6301\u66f4\u591a\u5dde\uff08\u9664DE\u3001WY\u5916\uff09\uff1b\u4e0eStripe Atlas\u76f8\u6bd4\u7684\u4f18\u52bf\u53ca\u5b9e\u9645\u4f53\u9a8c\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Lovie\u6293\u4f4f\u4e86\u201c\u6280\u672f\u6027\u521b\u59cb\u4eba\u201d\u4e0e\u201c\u9057\u7559\u6cd5\u5f8b\u7cfb\u7edf\u201d\u4e4b\u95f4\u5de8\u5927\u7684\u4f53\u9a8c\u65ad\u5c42\uff0c\u5e76\u5c06\u5176\u5305\u88c5\u6210\u5f00\u53d1\u8005\u719f\u6089\u7684API\u548cMCP\u5f62\u6001\uff0c\u8fd9\u662f\u4e00\u4e2a\u7cbe\u51c6\u7684\u5207\u5165\u70b9\u3002\u521b\u59cb\u4eba\u8428\u6b23\u752817\u6b21\u516c\u53f8\u6ce8\u518c\u7684\u75db\u82e6\u7ecf\u5386\u4f5c\u4e3a\u7814\u7a76\u6837\u672c\uff0c\u5c06\u516c\u53f8\u6ce8\u518c\u89e3\u6784\u4e3a\u201c\u5206\u5e03\u5f0f\u7cfb\u7edf\u95ee\u9898\u201d\uff0c\u8fd9\u4e2a\u8ba4\u77e5\u672c\u8d28\u4e0a\u662f\u6b63\u786e\u7684\u2014\u2014\u5dde\u653f\u5e9c\u3001IRS\u3001\u6ce8\u518c\u4ee3\u7406\u4eba\u3001\u94f6\u884c\u7b49\u4e3b\u4f53\u4e4b\u95f4\u7684\u4ea4\u4e92\u786e\u5b9e\u5145\u6ee1\u4e86\u5ef6\u8fdf\u548c\u72b6\u6001\u4e0d\u4e00\u81f4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c2\u5206\u949f\u6ce8\u518c\u201d\u8fd9\u4e2a\u524d\u7aef\u6548\u7387\uff0c\u800c\u5728\u4e8e\u6253\u901a\u4e86\u6a2a\u8de8\u653f\u5e9c\u673a\u6784\uff08IRS\u4f20\u771f\uff09\u3001\u4fe1\u7528\u4f53\u7cfb\uff08DUNS\uff09\u548c\u94f6\u884c\uff08\u94f6\u884c\u5c31\u7eea\u5b9e\u4f53\uff09\u7684\u6570\u636e\u7ba1\u9053\u3002\u5bf9\u4e8e\u56fd\u9645\u521b\u59cb\u4eba\u800c\u8a00\uff0c\u4e00\u4e2a\u53ef\u7f16\u7a0b\u7684\u5b9e\u4f53\u5c31\u7eea\u72b6\u6001\uff0c\u5176\u4ef7\u503c\u8fdc\u8d85\u7701\u53bb\u7684200\u7f8e\u5143EIN\u8d39\u7528\uff0c\u5b83\u89e3\u9664\u4e86\u8de8\u5883\u521b\u4e1a\u4e2d\u6700\u5927\u7684\u8eab\u4efd\u548c\u4fe1\u7528\u8ba4\u8bc1\u969c\u788d\u3002\u4f46\u4ea7\u54c1\u9762\u4e34\u7684\u6311\u6218\u4e5f\u76f8\u5f53\u4e25\u5cfb\u3002\u9996\u5148\uff0c\u5176\u4e1a\u52a1\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u5408\u89c4\u670d\u52a1\uff0cAPI\u7684\u9c81\u68d2\u6027\u5b8c\u5168\u53d6\u51b3\u4e8e\u4e0e\u653f\u5e9c\u8001\u65e7\u7cfb\u7edf\u7684\u63a5\u53e3\u7a33\u5b9a\u6027\uff08\u6b63\u5982\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u4f20\u771f\u81ea\u52a8\u5316\u8fb9\u7f18\u6848\u4f8b\uff09\uff0c\u4efb\u4f55\u4e00\u6b21\u5bf9\u63a5\u5931\u8d25\u7684\u76f4\u63a5\u540e\u679c\u90fd\u662f\u6cd5\u5f8b\u5b9e\u4f53\u65e0\u6548\u3002\u5176\u6b21\uff0c\u7279\u6717\u666e\u65f6\u4ee3\u540e\u5404\u5dde\u6cbb\u7406\u89c4\u5219\u9891\u7e41\u53d8\u52a8\uff0c\u6301\u7eed\u5408\u89c4\u5e76\u975e\u4e00\u6b21\u6027\u8ba2\u9605\u80fd\u5b8c\u5168\u8986\u76d6\u3002\u6700\u540e\uff0c\u4ece\u201c\u7ec8\u7aef\u5de5\u5177\u201d\u5230\u201c\u94f6\u884c\u5c31\u7eea\u201d\u4e4b\u95f4\u8fd8\u6a2a\u4e98\u7740\u94f6\u884c\u5f00\u6237\u8fd9\u4e00\u66f4\u8270\u96be\u7684\u73af\u8282\uff0c\u9664\u975eLovie\u540e\u7eed\u80fd\u5185\u5d4cKYC\u548c\u94f6\u884cAPI\uff0c\u5426\u5219\u5b83\u53ea\u662f\u4e00\u4e2a\u66f4\u9ad8\u6548\u7684\u524d\u7f6e\u73af\u8282\uff0c\u800c\u975e\u5b8c\u6574\u89e3\u51b3\u65b9\u6848\u3002\u5c06\u6cd5\u5f8b\u7b80\u5316\u4e3a\u4ee3\u7801\u662f\u8bf1\u4eba\u7684\uff0c\u4f46\u522b\u5fd8\u4e86\uff0cbug\u662f\u53ef\u4ee5\u56de\u6eda\u7684\uff0c\u800c\u9519\u8bef\u7684\u516c\u53f8\u7ed3\u6784\u4fee\u590d\u6210\u672c\u6781\u9ad8\u3002Lovie\u7784\u51c6\u7684\u662f\u201c\u9ad8\u9891\u3001\u6807\u51c6\u5316\u3001\u4f4e\u5ba2\u5355\u4ef7\u201d\u7684\u957f\u5c3e\u521b\u59cb\u4eba\u9700\u6c42\uff0c\u800c\u975e\u590d\u6742\u7ed3\u6784\u7684\u5de8\u5934\uff0c\u8fd9\u4e2a\u5b9a\u4f4d\u8db3\u591f\u950b\u5229\uff0c\u4f46\u5929\u82b1\u677f\u4e5f\u6e05\u6670\u53ef\u89c1\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\">Lovie Formation – Incorporation MCP<\/span>\n <\/div>\n<div class=\"comment-content\">Legacy formation is a bug. Lovie turns legal into an MCP and API. Spin up Delaware and Wyoming company formation in 2 minutes from your terminal (MCP). Includes EIN filing (IRS\/Fax), registered agent, DUNS Number applicaton and compliance for $20.00 Stop paying legacy fees for manual work. Whether you’re a US or international founder, Lovie handles the friction so you can focus on building. The first bank-ready entity builder for the agentic age.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt community! I am the solo-founder and CEO of <a href=\"http:\/\/Lovie.co\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Lovie.co<\/a>, and we are incredibly excited to launch our first product today. Currently, I am writing from our HQ (sfvibehouse.com) in West Portal, San Francisco, where we have started a new culture of building in the agentic era \u2014 <a href=\"http:\/\/lovie.co\/culture\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">lovie.co\/culture<\/a> (created by <a href=\"https:\/\/www.producthunt.com\/@darrenmurph\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"darrenmurph\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@darrenmurph<\/a>)<\/p>\n<p>I have been an entrepreneur since I was 17. I built 4 startups in Istanbul and then moved to San Francisco to build 4 more. I sold my first startup to Gfycat and my last startup, RemoteTeam, to Gusto. RemoteTeam was a Product Hunt success story \u2014 we exited just 580 days after incorporation. Beyond building, I have invested in 200+ startups and spent 25 years creating content to motivate people to become builders\/founders \u2014 over 1,000 videos and counting. Helping people build is not just what I do \u2014 it is who I am. I am part of many founder communities. Nearly all of my friends are founders, and even my wife is a founder. I married my co-founder. My whole life, I had one main thing: build, build, build. I deeply believe that being a founder is the best job in the world. It made me a better person, gave me a better life, and enabled me to help others. For me, being a founder is my fate, plan, and spiritual journey. The more I build, the more I learn about myself.<\/p>\n<p>I have launched many great products on Product Hunt over the years, but this is by far one of the most exciting ones. Now, we can help people start their company faster.<\/p>\n<p>The best time to build is right now. The entire Silicon Valley playbook is finally accessible to everyone. We are entering a golden age of productivity and entrepreneurship where millions of people will become founders, and the only thing standing in their way should not be paperwork.<\/p>\n<p>Through my journey, I personally incorporated 17 companies \u2014 C-Corps, LLCs, and S-Corps. I hated the process every single time. It was slow, expensive, and full of unnecessary friction.<\/p>\n<p>So I realized that legacy company formation is essentially a bug. It is a distributed systems problem disguised as legal paperwork. We built Lovie to treat legal infrastructure like software infrastructure. Instead of paying $200 just for an EIN or dealing with manual faxing, Lovie turns legal into an MCP and API.<\/p>\n<p>You can now spin up a Delaware or Wyoming company in just a few minutes directly from your terminal. We handle EIN filing (direct IRS filing\/Fax automation), registered agent services, and ongoing compliance for a flat $20.00 subscription. Whether you are a US or international founder, we remove the friction so you can focus entirely on building.<\/p>\n<p>I would genuinely love to hear your thoughts! For those of you who have recently formed a company, what was the most frustrating part of the process that you wish had been automated?<\/p>\n<p>I will be here all day to answer any questions about company formation, our MCP, or how we are building the first bank-ready entity builder for the agentic age. Let me know what you think! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@darrenmurph\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@darrenmurph<\/a> <a href=\"https:\/\/www.producthunt.com\/@sahin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sahin<\/a> The \u201clegal infrastructure as software infrastructure\u201d idea is powerful. A lot of founder friction still comes from processes that were designed before internet-native businesses even existed.<\/p>\n<p>Curious whether you see the future being API-first company creation, where agents can autonomously form\/manage entities as part of workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@darrenmurph\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@darrenmurph<\/a> <a href=\"https:\/\/www.producthunt.com\/@sahin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sahin<\/a> Just gave it an upvote! \ud83d\ude80 As someone who builds products for creators and e-commerce, I deeply resonate with your mission to kill ‘legacy bugs’ and hidden fees. Treating legal infrastructure like a software API is exactly what the agentic age needs right now. Quick question for you Sahin: How does the system handle edge cases with the legacy IRS fax automation? Huge congrats on the launch today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hey Product Hunt! I\u2019m the manager of one of Lovie. (see our culture to understand what does it mean <a href=\"https:\/\/www.lovie.co\/culture\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.lovie.co\/culture\/<\/a>)<\/p>\n<p>I used to be a lawyer, and I saw how much friction (and “dark pattern” upselling) exists in company formation. Most services charge $200.00 just for an EIN. That\u2019s a legacy bug we\u2019re debugging.<\/p>\n<p>We built Lovie to treat legal infrastructure like software infrastructure. We offer 2-minute company formation and EINs via AI, direct IRS\/Fax automation, and a flat $20.00\/month subscription that covers the entity, EIN, registered agent, and compliance.<\/p>\n<p>You can use our MCP from your terminal or hit start conversation on our website to incorporate while you stay in your workflow.<\/p>\n<p>I’m here all day! Ask me anything about company formation, legaltech, or how we\u2019re building the first bank for the agentic age!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omer_legaltech\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omer_legaltech<\/a> Interesting positioning \u2014 treating legal infrastructure like software infrastructure is a strong framing.<\/p>\n<p>Curious whether you think AI-native businesses in the future will even \u201cform companies\u201d the traditional way, or if legal\/entity management itself becomes programmable and continuous.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@omer_legaltech\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omer_legaltech<\/a> Upvoted and supporting! \ud83d\ude4c It’s incredibly refreshing to see a former insider disrupting the ‘dark patterns’ of legaltech. Charging a flat $20 instead of those ridiculous $200 EIN fees is a massive win for indie founders like us. Do you guys plan to expand beyond Delaware and Wyoming soon? Great execution!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 fun parts of building Lovie was realizing that “company formation” is basically a distributed systems problem disguised as legal paperwork.<\/p>\n<p>You\u2019ve got state filings, IRS flows, compliance deadlines, identity verification, fax infrastructure (yes\u2026 still fax \ud83d\ude2d), banking rails, retries, failures, edge cases, and a lot of humans stuck in slow workflows.<\/p>\n<\/p>\n<p>So we asked:<br \/>What if this behaved more like Stripe\/Twilio\/GitHub APIs instead of a traditional law office?<\/p>\n<p>That idea turned into:<\/p>\n<ul>\n<li>\n<p>AI-assisted formation<\/p>\n<\/li>\n<li>\n<p>automated EIN workflows<\/p>\n<\/li>\n<li>\n<p>MCP support for agents\/dev workflows<\/p>\n<\/li>\n<li>\n<p>flat pricing without the classic upsell maze<\/p>\n<\/li>\n<\/ul>\n<p>Would genuinely love feedback from founders, developers, lawyers, and especially people who recently formed a company and hated the process.<\/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\/@ahmetardal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmetardal<\/a> what’s one edge case your API nails that legacy services still botch?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@ahmetardal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmetardal<\/a> Just upvoted! Your analogy of company formation being a ‘distributed systems problem disguised as legal paperwork’ is the most accurate thing I’ve read all week. \ud83c\udfaf Building this as an MCP is brilliant. How painful was it to bridge modern API workflows with that legacy fax infrastructure? Best of luck to the team today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This is so great, I wish I got it before I incorporated mine, but of course I must recommend it to some of my friends who would like to incorporate a company in the US \ufffc<\/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>Building legal infrastructure like software infrastructure is such a powerful vision. Proud to be part of Lovie \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Woh this looks cool<\/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\/@hot_town\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hot_town<\/a> Really appreciate the support, Vince \ud83d\ude4c<\/p>\n<p>Excited to see builders like you resonating with what we\u2019re creating at Lovie.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Better than Stripe Atlas?<\/div>\n<div class=\"comment-actions\">\n<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\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> I used Stripe Atlas. I think it is much better. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>Being part of the <a href=\"https:\/\/www.lovie.co\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Lovie<\/a> team right now feels like having a front-row seat to a revolution. We\u2019re seeing founders use AI to move from a “shower thought” to a functional, impactful product in a matter of days\u2014sometimes even hours. It is truly the golden age of the high-agency builder.<\/p>\n<p>The problem we noticed, however, is that while the <strong>code<\/strong> is moving at the speed of light, the <strong>legal infrastructure<\/strong> is still stuck in the era of manual faxes and legacy “dark pattern” upselling. To us, that\u2019s just a massive bug in the startup ecosystem.<\/p>\n<p>We built <a href=\"https:\/\/www.producthunt.com\/products\/lovie-the-ai-native-formation-mcp\" target=\"_blank\" rel=\"noopener\">Lovie Formation<\/a> to match the velocity of this new AI era. If you\u2019re building your product with AI agents and terminal-based tools, your company formation should live there too. We\u2019ve turned incorporation into an MCP and API so you can spin up a bank-ready entity in Delaware or Wyoming in about 2 minutes.<\/p>\n<p>There has quite literally never been a better time to build something that matters. Don\u2019t let paperwork be the friction that kills your momentum. We\u2019re here to help you get the “boring stuff” out of the way at the speed of AI so you can get back to what you do best: <strong>building.<\/strong><\/p>\n<p>Can’t wait to see what companies you all launch today! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt community \ud83d\udc4b I’m Darren, and I’m leading culture at Lovie. Few founders put intentional thought into culture and operational infrastructure this early in the life of a company, but <a href=\"https:\/\/www.producthunt.com\/@sahin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sahin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sahin<\/a> is built different. He has founded and exited companies before, and he knows that intentionality around this early compounds into excellence. <\/p>\n<\/p>\n<p>The reason this matters to those of you using our Formation product is simple: the people building this are aligned with a highly unique culture framework. We call it Future of Work 2.0. You will feel the difference in the product, because the people building it are highly differentiated. The way we work impacts the way we build. I know you’ll be able to feel the difference. You can dive deeper here: <a href=\"https:\/\/www.lovie.co\/culture\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.lovie.co\/culture\/<\/a><\/p>\n<\/p>\n<p>I’ve built culture at some of the world’s pioneering distributed companies, including GitLab, Zillow, Ford, and more. I’m having a blast building it with some of the highest agency people I’ve ever met at Lovie. Any questions? Ask away! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<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\/QHGLFQYPV2R4K3\" class=\"app-title\">Propello<\/a><\/p>\n<div class=\"one-liner\">Create the pipeline you never had<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">100<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Propello\u901a\u8fc7AI Buyer Exploration Agents\u5728\u7f51\u7ad9\u6216\u8425\u9500\u6e20\u9053\u5b9e\u65f6\u6355\u83b7\u8bbf\u5ba2\uff0c\u81ea\u52a8\u8fdb\u884c\u4e2a\u6027\u5316\u4ea7\u54c1\u6f14\u793a\u3001\u4ef7\u503c\u6c9f\u901a\u548c\u5f02\u8bae\u5904\u7406\uff0c\u66ff\u4ee3\u4f20\u7edf\u201c\u9884\u7ea6Demo\u201d\u8868\u5355\uff0c\u89e3\u51b3\u9ad8\u6d41\u5931\u7387\u75db\u70b9\uff0c\u5e76\u6301\u7eed\u8ddf\u8fdb\u8865\u9f50GTM\u8f6c\u5316\u94fe\u8def\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\/f6e421e7-4ff8-4da8-a41f-346336b2a257.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\/a61a7f25-fa4a-47d4-adbb-792fb2ad7538.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\/2b0d3700-15f8-44ac-80ad-1a0a59c5117c.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\/cc28c9ba-ca81-47a5-91b8-2a441381b72d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/64bdf00b-f645-4ed9-afaf-447941d43778.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7412a786-8a42-489c-aaff-e9fcb01678b7.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\">Growth Hacking<\/span><br \/>\n <span class=\"tag\">Pitch Tel Aviv<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9500\u552e\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u7ebf\u7d22\u6fc0\u6d3b<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4e2a\u6027\u5316\u6f14\u793a<\/span><br \/>\n <span class=\"tag\">GTM\u589e\u6548<\/span><br \/>\n <span class=\"tag\">B2B\u8f6c\u5316\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u8ddf\u8fdb<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u914d\u7f6e<\/span><br \/>\n <span class=\"tag\">\u4e70\u5bb6\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">Demo\u8868\u5355\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">SaaS\u8425\u9500\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\u5173\u5fc3AI\u4ee3\u7406\u542f\u52a8\u65b9\u5f0f\uff08\u81ea\u52a8\/\u624b\u52a8\uff09\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u652f\u6301\u4e3b\u52a8\u8fce\u5bbe\u4e0e\u94fe\u63a5\u89e6\u53d1\uff0c\u65e0\u4ee3\u7801\u914d\u7f6e\u3002\u5df2\u83b7\u7528\u6237\u597d\u8bc4\u5982\u6f6e\u3002\u53e6\u6709\u7528\u6237\u8d28\u7591AI\u4ea4\u4e92\u7684\u771f\u5b9e\u4f53\u9a8c\uff0c\u62c5\u5fc3\u4e70\u5bb6\u8bc6\u522b\u540e\u6d41\u5931\uff0c\u8ba4\u4e3a\u8868\u535598%\u6d41\u5931\u7387\u867d\u9ad8\uff0cAI\u8ddf\u8fdb\u4e0e\u5f02\u8bae\u5904\u7406\u4ef7\u503c\u53ef\u89c2\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 Propello\u7684\u5207\u5165\u70b9\u7cbe\u51c6\u4e14\u72e0\u8fa3\u2014\u2014\u201cBook a Demo\u8868\u5355\u6d41\u593198%\u4e70\u5bb6\u201d\u662f\u51e0\u4e4e\u6240\u6709B2B SaaS\u56e2\u961f\u5fc3\u7167\u4e0d\u5ba3\u7684\u4f24\u75a4\uff0c\u4f20\u7edf\u6f0f\u6597\u4ece\u201c\u8bbf\u5ba2\u2192\u6ce8\u518c\u2192Demo\u201d\u7684\u4e2d\u65ad\u7387\u6781\u5176\u6050\u6016\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u9020\u4e00\u4e2a\u66f4\u806a\u660e\u7684\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u5728\u4e8e\u786c\u751f\u751f\u628a\u201c\u88ab\u52a8\u7b49\u5f85\u586b\u8868\u201d\u53d8\u6210\u201c\u4e3b\u52a8\u6d8c\u5165\u5bf9\u8bdd\u201d\uff0c\u628a\u6f0f\u6597\u6f0f\u4e0b\u53bb\u7684\u6d41\u91cf\u8f6c\u5316\u4e3a\u53ef\u89e6\u78b0\u3001\u53ef\u63a8\u8fdb\u7684\u5bf9\u8bdd\u8d44\u4ea7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u503c\u5f97\u7559\u610f\u7684\u662f\u201cAI Buyer Exploration Agents\u201d\u7684\u5b9a\u4f4d\u2014\u2014\u5b83\u4e0d\u5f3a\u79f0\u81ea\u5df1\u662f\u901a\u7528\u9500\u552eAI\uff0c\u800c\u662f\u805a\u7126\u5728Demo\u524d\u8fd9\u4e00\u6700\u75db\u7684\u771f\u7a7a\u5730\u5e26\uff1a\u8bbf\u5ba2\u6d4f\u89c8\u4ea7\u54c1\u9875\u9762\u65f6\u82e5\u65e0\u4eba\u5de5\u4ecb\u5165\uff0c\u6d41\u5931\u5373\u5b9a\u5c40\u3002Propello\u7684\u5b9e\u65f6\u4ecb\u5165\u3001\u4e2a\u6027\u5316\u63a8\u9500\u8bed\u5883\u4e0e\u5f02\u8bae\u5904\u7406\uff0c\u8fdc\u6bd4\u4e00\u5c01\u4e8b\u540e\u8ddf\u8fdb\u90ae\u4ef6\u6709\u6760\u6746\u6548\u5e94\u3002\u66f4\u5999\u7684\u662f\uff0c\u5b83\u80fd\u8054\u52a8CRM\u548c\u4ea7\u54c1\u6570\u636e\uff0c\u8f93\u51fa\u5b9a\u5236\u5316\u8ddf\u8fdb\u90ae\u4ef6\u2014\u2014\u8fd9\u610f\u5473\u7740\u5b83\u4ece\u201c\u6d41\u91cf\u6551\u661f\u201d\u53d8\u6210\u4e86\u5b8c\u6574\u7684GTM\u95ed\u73af\u89e6\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8981\u8b66\u60d5\u7684\u662f\uff1aAI\u4ee3\u7406\u80fd\u5426\u771f\u6b63\u5904\u7406\u590d\u6742\u5f02\u8bae\u3001\u8d62\u5f97\u4e70\u5bb6\u4fe1\u4efb\uff0c\u672c\u8d28\u4e0a\u53d6\u51b3\u4e8e\u5185\u5bb9\u7684\u5f3a\u51c6\u5907\u5ea6\u548c\u5bf9\u8bdd\u8bbe\u8ba1\u7684\u7ec6\u817b\u7a0b\u5ea6\u3002\u5982\u679c\u80cc\u540e\u7684\u77e5\u8bc6\u5e93\u53ea\u662f\u7b80\u5355\u7684\u4ea7\u54c1\u8bf4\u660e\u62fc\u63a5\uff0c\u4e70\u5bb6\u4e00\u65e6\u53d1\u73b0\u662fAI\u800c\u7f3a\u4e4f\u81ea\u7136\u9012\u8fdb\u611f\uff0c\u53cd\u800c\u53ef\u80fd\u52a0\u901f\u9003\u79bb\u3002\u8bc4\u8bba\u4e2d\u5df2\u6709\u7528\u6237\u4e00\u9488\u89c1\u8840\u7684\u95ee\u9898\uff1a\u201c\u4e70\u5bb6\u4f1a\u4e0d\u4f1a\u53d1\u73b0\u662fAI\u540e\u7acb\u523b\u6d41\u5931\uff1f\u201d\u8fd9\u662fPropello\u5fc5\u987b\u6301\u7eed\u4f18\u5316\u7684\u6838\u5fc3\u77db\u76fe\uff1aAI\u5f97\u9690\u8eab\uff0c\u50cf\u4e2a\u4e86\u89e3\u4f60\u9700\u6c42\u7684\u9876\u7ea7\u9500\u552e\uff0c\u800c\u4e0d\u662f\u4e2a\u8bdd\u672f\u590d\u8bfb\u673a\u3002\u5bf9\u4e8eC\u7aef\u611f\u77e5\u654f\u611f\u3001\u6f5c\u5ba2\u51b3\u7b56\u94fe\u6761\u77ed\u7684\u4ea7\u54c1\uff0c\u8fd9\u4e1c\u897f\u53ef\u80fd\u6709\u526f\u4f5c\u7528\uff1b\u4f46\u5bf9\u4e8e\u9ad8\u5ba2\u5355\u4ef7\u3001\u591a\u89d2\u8272\u53c2\u4e0e\u7684B2B\uff0c\u5b83\u6210\u529f\u586b\u8865\u4e86\u4eba\u5de5SDR\u6210\u672c\u592a\u9ad8\u3001\u51b7\u8868\u5355\u65e0\u4eba\u7406\u4e2d\u95f4\u7684\u6b7b\u533a\u2014\u2014\u524d\u63d0\u662f\uff0c\u5b83\u5fc5\u987b\u62ff\u634f\u597d\u201c\u4e3b\u52a8\u201d\u4e0e\u201c\u4fb5\u5165\u201d\u7684\u8fb9\u754c\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\">Propello<\/span>\n <\/div>\n<div class=\"comment-content\">The “Book a Demo” form loses 98% of your buyers. Propello catches them. AI Buyer Exploration Agents that engage every visitor instantly- personalized walkthrough, tailored value framing, and real objections handled. Then, Propello keeps going: auto-tailored follow-ups built from each conversation, enriched with your CRM and product data. GTM teams finally capture the demand they worked so hard to create.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi @idan_arealy, congrats on the launch. This is really interesting. How do you invoke the agent to start? Auto, user driven?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zolani_matebese\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zolani_matebese<\/a> <\/p>\n<p>Hi Zolani! Thx a lot and great question! Propello agents work both ways \u2014 proactively greeting buyers on your site or campaigns, and on-demand via links in emails, LinkedIn, or webinar follow-ups.<\/p>\n<p>Setup is no-code: upload your content (url’s, pdf’s and every type of asset), pick a use case, choose a personality – agent ready in minutes. \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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Already using! <a href=\"https:\/\/www.producthunt.com\/@idan_arealy\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"idan_arealy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@idan_arealy<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>98% drop-off on demo forms is actually brutal. The AI follow-up + objection handling part makes sense tho. C<\/p>\n<p>urious if buyers actually enjoy talking to these agents or just bounce the second they realize it\u2019s AI?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/AX6SOUT7SGGDAE\" class=\"app-title\">Gyro Autopilot – Easy Flight Refunds<\/a><\/p>\n<div class=\"one-liner\">100s of Dollars Could Be Sitting in Your Inbox \ud83d\udce5<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">96<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gyro Autopilot \u901a\u8fc7\u626b\u63cf\u7528\u6237\u90ae\u7bb1\uff0c\u81ea\u52a8\u8bc6\u522b\u56e0\u822a\u73ed\u5ef6\u8bef\u3001\u53d6\u6d88\u6216\u8d85\u552e\u7b49\u4ea7\u751f\u7684\u672a\u9886\u53d6\u8d54\u507f\u91d1\uff0c\u5e76\u4ee3\u4e3a\u63d0\u4ea4\u7d22\u8d54\u7533\u8bf7\uff0c\u5f7b\u5e95\u7701\u53bb\u7528\u6237\u4e0e\u822a\u7a7a\u516c\u53f8\u7e41\u7410\u7684\u6c9f\u901a\u6d41\u7a0b\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\/422012f9-25ce-4f3d-a88a-c18f234488f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e1de28d-59e2-4b27-9524-71719d38a8fd.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\/2777f162-9aa6-4c37-9fd8-01121afa8b57.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/56da0ae0-97b9-4675-a2cd-24b5aef77834.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40d5d135-d3d4-49f4-a168-afbf7d4173b6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/96ee27cd-06ad-4f95-a79a-002803723e33.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\/21eeaeef-4985-40b3-89e7-6eb5bdfdb900.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/C483keAIJRw\"><source src=\"https:\/\/youtu.be\/C483keAIJRw\" 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\">Travel<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Pitch Tel Aviv<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u822a\u73ed\u8d54\u507f<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u7d22\u8d54<\/span><br \/>\n <span class=\"tag\">\u90ae\u7bb1\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">AI\u7406\u8d54<\/span><br \/>\n <span class=\"tag\">\u65c5\u884c\u6743\u76ca<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u8005\u7ef4\u6743<\/span><br \/>\n <span class=\"tag\">\u65e0\u80dc\u8bc9\u4e0d\u6536\u8d39<\/span><br \/>\n <span class=\"tag\">\u4fbf\u6377\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\u201c\u8fde\u63a5\u90ae\u7bb1\u81ea\u52a8\u627e\u94b1\u201d\u7684\u4f4e\u95e8\u69db\u8bbe\u8ba1\u548cAI\u5bf9\u5b9e\u9645\u95ee\u9898\u7684\u89e3\u51b3\u80fd\u529b\u3002\u540c\u65f6\u5173\u6ce8\u591a\u822a\u73ed\u3001\u591a\u822a\u7a7a\u516c\u53f8\u3001\u4ee3\u7801\u5171\u4eab\u7b49\u590d\u6742\u573a\u666f\u7684\u5904\u7406\uff0c\u4ee5\u53ca\u822a\u7a7a\u516c\u53f8\u62d2\u8d54\u3001\u7ba1\u8f96\u6743\u5dee\u5f02\u7b49\u8fb9\u7f18\u6848\u4f8b\u7684\u5e94\u5bf9\u7b56\u7565\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 Gyro Autopilot \u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2aAI\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u5207\u5165\u4e86\u201c\u6743\u529b\u4e0d\u5bf9\u7b49\u201d\u7684\u6d88\u8d39\u573a\u666f\u2014\u2014\u822a\u7a7a\u516c\u53f8\u5229\u7528\u6d41\u7a0b\u590d\u6742\u6027\u3001\u4fe1\u606f\u4e0d\u5bf9\u79f0\u548c\u7528\u6237\u60f0\u6027\uff0c\u8ba9\u672c\u8be5\u8d54\u4ed8\u7684\u6570\u5341\u4ebf\u7f8e\u5143\u6c89\u6dc0\u4e3a\u9690\u6027\u5229\u6da6\u3002\u4ea7\u54c1\u901a\u8fc7\u201c\u65e0\u80dc\u8bc9\u4e0d\u6536\u8d39\u201d\u548c\u201c\u96f6\u64cd\u4f5c\u95e8\u69db\u201d\u5c06\u8d54\u4ed8\u98ce\u9669\u5b8c\u5168\u8f6c\u79fb\u5230\u81ea\u8eab\uff0c\u76f4\u63a5\u62a2\u593a\u822a\u7a7a\u516c\u53f8\u7684\u201c\u7070\u8272\u5229\u6da6\u201d\uff0c\u8fd9\u6bd4ChatGPT\u5305\u88c5\u6210\u65c5\u884c\u52a9\u624b\u7684\u540c\u7c7b\u4ea7\u54c1\u66f4\u8bda\u5b9e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u98ce\u9669\u4e0d\u5bb9\u5ffd\u89c6\uff1a\u7b2c\u4e00\uff0c\u90ae\u7bb1\u6743\u9650\u7684\u9690\u79c1\u5408\u89c4\u662f\u5b9a\u65f6\u70b8\u5f39\uff0c\u5c24\u5176\u6d89\u53ca\u6b27\u76dfGDPR\uff1b\u7b2c\u4e8c\uff0c\u8fb9\u7f18\u6848\u4f8b\uff08\u5982\u591a\u822a\u6bb5\u6df7\u5408\u627f\u8fd0\u3001\u4e0d\u540c\u56fd\u5bb6\u8d54\u507f\u4e0a\u9650\u5dee\u5f02\uff09\u5904\u7406\u4e0d\u5f53\u4f1a\u76f4\u63a5\u5bfc\u81f4\u8d54\u4ed8\u5931\u8d25\uff0c\u7528\u6237\u4fe1\u4efb\u4e00\u65e6\u7834\u88c2\u5f88\u96be\u4fee\u590d\uff1b\u7b2c\u4e09\uff0c\u822a\u7a7a\u516c\u53f8\u6b63\u901a\u8fc7\u7b97\u6cd5\u4f18\u5316\u62d2\u8d54\u8bdd\u672f\uff0c\u8fd9\u573a\u732b\u9f20\u6e38\u620f\u9700\u8981\u6301\u7eed\u6295\u5165\u6cd5\u5f8b\u548c\u5de5\u7a0b\u8d44\u6e90\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5f53\u524d\u7684\u6838\u5fc3\u58c1\u5792\u4e0d\u662fAI\u6280\u672f\uff0c\u800c\u662f\u5bf9\u5404\u56fd\u822a\u7a7a\u8d54\u507f\u6cd5\u89c4\u7684\u6570\u636e\u5e93\u79ef\u7d2f\u548c\u81ea\u52a8\u5316\u7d22\u8d54\u5f15\u64ce\u7684\u7a33\u5b9a\u6027\u3002\u82e5\u53ea\u505c\u7559\u5728\u201c\u626b\u63cf-\u7d22\u8d54\u201d\u7684\u5355\u70b9\u529f\u80fd\uff0c\u6781\u6613\u88abExpedia\u3001Hopper\u7b49\u5e73\u53f0\u96c6\u6210\u540e\u78be\u538b\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5e94\u662f\u6c89\u6dc0\u4e3a\u201c\u6d88\u8d39\u6743\u76ca\u81ea\u52a8\u5316\u8ffd\u7d22\u5e73\u53f0\u201d\uff0c\u6a2a\u5411\u6269\u5c55\u5230\u9152\u5e97\u3001\u4fdd\u9669\u7b49\u540c\u6837\u5b58\u5728\u8d54\u4ed8\u7f3a\u53e3\u7684\u884c\u4e1a\u3002\u76ee\u524d\u7684\u4ea7\u54c1\u53d9\u4e8b\u8db3\u591f\u8bf1\u4eba\uff0c\u4f46\u6267\u884c\u7ec6\u8282\u624d\u662f\u51b3\u5b9a\u751f\u6b7b\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\">Gyro Autopilot – Easy Flight Refunds<\/span>\n <\/div>\n<div class=\"comment-content\">Scan your inbox for unclaimed flight money from delays, cancellations, overbookings, and more. Gyro Autopilot finds what you\u2019re owed and claims it automatically. No win, no fee. No commitment. No credit card.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey! Product Hunt! \ud83d\udc4b<br \/>I\u2019m Jonathan Attias, co-founder of <strong>GYRO<\/strong>.<\/p>\n<p>Our team spent years building products around AI, automation, and payments. Honestly, the team built something that feels a bit like magic.<\/p>\n<p>We started GYRO after noticing a broken reality:<\/p>\n<p>Billions in flight compensation go unclaimed every year.<br \/>Not because people aren\u2019t eligible.<br \/>Because the process is exhausting.<\/p>\n<p>Forms, rejections, waiting, support tickets. Most people simply give up.<\/p>\n<p>So we built something different.<\/p>\n<p>Connect your email.<\/p>\n<p>GYRO finds delayed flights, checks eligibility, files claims automatically, and helps users get paid.<\/p>\n<p>No lawyers.<br \/>No paperwork.<br \/>No back and forth with airlines.<\/p>\n<p>The big shift for us was understanding this:<\/p>\n<p>People don\u2019t want another tool.<br \/>They want the outcome.<\/p>\n<p>One moment that made us realize we were onto something:<br \/>A user found thousands of euros from old flights they completely forgot about.<br \/>Then it kept happening again and again.<\/p>\n<p>Today, hundreds of thousands of flights have already gone through the system.<\/p>\n<p>Guess the name fits.<\/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\/@jonathanattias\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonathanattias<\/a> Congrats Jonathan <\/p>\n<p>this is a very strong example of AI being used for an actual outcome, not just another dashboard.<\/p>\n<p>From a senior AI and full-stack engineering perspective, I really like the product direction here. The hard part is not only detecting flights from inbox data, but also mapping disruptions to eligibility rules, handling different passenger-rights frameworks, managing claim state, and keeping the user experience simple enough that people trust it.<\/p>\n<p>The \u201cconnect your email and we find money you may have missed\u201d flow is powerful because it removes almost all user effort. That is exactly where automation should shine.<\/p>\n<p>One area I\u2019d be curious about is how you handle edge cases: airline rejection reasons, incomplete booking data, multi-passenger itineraries, codeshare flights, and jurisdiction-specific claim windows. Those are usually where products like this become truly defensible.<\/p>\n<p>Overall, great positioning. People do not want another travel tool \u2014 they want the compensation handled for them. GYRO communicates that very clearly.<\/p>\n<p>If the team ever needs engineering feedback around AI workflow design, claim automation, inbox parsing, or full-stack product scaling, I\u2019d be happy to help.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “money already owed to you” framing is doing real work here \u2014 most consumer fintech sells anxiety, this one sells recovery. I work in consumer protection and the asymmetry between airlines and passengers is one of the cleanest examples of how dark patterns compound. Curious what your edge cases look like \u2014 flights with multiple legs across carriers, partial refunds for downgrades. Are you handling those, or scoping to single-carrier delays first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/W3PNOV7XPNKPQ4\" class=\"app-title\">Genrate.ai<\/a><\/p>\n<div class=\"one-liner\">The military-grade recon machine for revenue teams. <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">94<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Genrate.ai\u662f\u4e00\u6b3e\u4e3a\u8425\u6536\u56e2\u961f\u6253\u9020\u7684\u519b\u4e8b\u7ea7\u8d26\u6237\u4fa6\u5bdf\u5de5\u5177\uff0c\u80fd\u5728\u6570\u5206\u949f\u5185\u751f\u6210\u4e70\u5bb6\u3001\u8d26\u6237\u53ca\u7ade\u4e89\u683c\u5c40\u7684\u6df1\u5ea6\u60c5\u62a5\u7b80\u62a5\uff0c\u5e767×24\u5c0f\u65f6\u76d1\u63a7\u5546\u673a\u4e0e\u5bf9\u624b\u52a8\u6001\uff0c\u7cbe\u51c6\u63d0\u70bc\u5f71\u54cd\u4ea4\u6613\u7684\u5173\u952e\u4fe1\u53f7\uff0c\u89e3\u51b3\u9500\u552e\u7ebf\u7d22\u6316\u6398\u4e0e\u4ea4\u6613\u63a8\u8fdb\u4e2d\u7684\u4fe1\u606f\u566a\u97f3\u4e0e\u60c5\u62a5\u7f3a\u5931\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\/51d9db2c-52f1-46ac-b747-c8fcedf56ae2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84e43ada-52f2-44f4-b6cd-565c5e07b5e4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c50025c0-ac16-4956-9c5e-34c169ec095f.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\/e9de58f5-293e-4084-add1-8c14a7ca1a72.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/7e49b9a78a7d4ad3877b48d28df0cca0\"><source src=\"https:\/\/www.loom.com\/share\/7e49b9a78a7d4ad3877b48d28df0cca0\" 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\">Business Intelligence<\/span><br \/>\n <span class=\"tag\">Pitch Tel Aviv<\/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\u8be2\u95ee\u4e0eClaude\u7b49\u901a\u7528AI\u5de5\u5177\u7684\u5dee\u5f02\u5316\u4ef7\u503c\u3002\u5b98\u65b9\u56de\u5e94\u5f3a\u8c03\u5176\u662f\u201c\u519b\u4e8b\u7ea7\u4fa6\u5bdf\u201d\u4e13\u7528\u6a21\u578b\uff0c\u62e5\u6709\u4e13\u6709\u6570\u636e\u6e90\u548c\u4e0a\u4e0b\u6587\u80fd\u529b\uff0c\u80fd\u66f4\u6709\u6548\u5730\u8fc7\u6ee4\u566a\u97f3\u3001\u805a\u7126\u5782\u76f4\u573a\u666f\u4fe1\u53f7\uff0c\u5e76\u6865\u63a5\u516c\u53f8\u5185\u5916\u90e8\u60c5\u62a5\u3002\u6574\u4f53\u53cd\u9988\u663e\u793a\u7528\u6237\u5173\u6ce8\u5176\u72ec\u7279\u6027\u548c\u5b9e\u9645\u6548\u7528\u3002 (\u517196\u5b57)\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 Genrate.ai\u8bd5\u56fe\u5728\u6cdb\u6ee5\u7684AI\u9500\u552e\u8f85\u52a9\u5de5\u5177\u4e2d\u6740\u51fa\u4e00\u6761\u8840\u8def\uff0c\u5176\u6838\u5fc3\u5356\u70b9\u201c\u519b\u4e8b\u7ea7\u4fa6\u5bdf\u201d\u548c\u201c\u4fe1\u53f7\u8fc7\u6ee4\u201d\u786e\u5b9e\u5207\u4e2d\u4e86B2B\u9500\u552e\u4e2d\u7684\u771f\u5b9e\u75db\u70b9\u2014\u2014\u4fe1\u606f\u8fc7\u8f7d\u4e0e\u7ebf\u7d22\u8d28\u91cf\u4f4e\u4e0b\u3002\u4ece\u4ea7\u54c1\u4ecb\u7ecd\u770b\uff0c\u5b83\u505a\u7684\u662f\u4f20\u7edf\u9500\u552e\u652f\u6301\u8f6f\u4ef6\uff08\u5982CRM\u3001\u7ade\u54c1\u5206\u6790\u5e73\u53f0\uff09\u548c\u901a\u7528AI\u52a9\u624b\uff08\u5982ChatGPT\u3001Claude\uff09\u90fd\u672a\u5f88\u597d\u8986\u76d6\u7684\u201c\u9ad8\u7cbe\u5ea6\u60c5\u62a5\u201d\u5730\u5e26\uff1a\u4e0d\u4ec5\u6536\u96c6\u4fe1\u606f\uff0c\u66f4\u8981\u57fa\u4e8e\u4e13\u6709\u6a21\u578b\u548c\u4e0a\u4e0b\u6587\uff0c\u5224\u65ad\u54ea\u4e2a\u4fe1\u53f7\u201c\u771f\u6b63\u4f1a\u63a8\u52a8\u4ea4\u6613\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5173\u952e\u6311\u6218\u5728\u4e8e\u5176\u5b9e\u9645\u4ea4\u4ed8\u6548\u679c\u4e0e\u8425\u9500\u8bdd\u672f\u4e4b\u95f4\u7684\u9e3f\u6c9f\u3002\u7528\u6237\u4e00\u9488\u89c1\u8840\u5730\u8ffd\u95ee\u201c\u548cClaude\u6709\u4f55\u4e0d\u540c\u201d\uff0c\u5b98\u65b9\u56de\u5e94\u867d\u5f3a\u8c03\u201c\u4e13\u6709\u6570\u636e\u6e90\u548c\u5782\u76f4\u566a\u58f0\u6bd4\u201d\uff0c\u4f46\u5e76\u672a\u5c55\u793a\u53ef\u91cf\u5316\u7684\u6848\u4f8b\uff08\u5982\u63d0\u5347\u8d62\u5355\u7387X%\u6216\u51cf\u5c11\u8c03\u7814\u65f6\u95f4Y\u5c0f\u65f6\uff09\u3002\u5982\u679c\u5176\u8f93\u51fa\u6700\u7ec8\u53ea\u662f\u66f4\u7ed3\u6784\u5316\u4f46\u4ecd\u6709\u5e7b\u89c9\u7684\u6458\u8981\uff0c\u6216\u5b9a\u4ef7\u8fdc\u8d85\u5e02\u573a\u9884\u671f\uff0c\u90a3\u4e48\u201c\u519b\u4e8b\u7ea7\u201d\u5149\u73af\u5c06\u8fc5\u901f\u892a\u8272\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u4ea7\u54c1\u5207\u5165\u7684\u662f\u8425\u6536\u56e2\u961f\uff0c\u8fd9\u7c7b\u7528\u6237\u8d2d\u4e70\u529b\u8f83\u5f3a\u4f46\u51b3\u7b56\u94fe\u590d\u6742\uff0c\u9700\u8981\u4e0e\u73b0\u6709\u9500\u552e\u6808\uff08Salesforce\u3001HubSpot\u7b49\uff09\u65e0\u7f1d\u96c6\u6210\u3002Genrate.ai\u5fc5\u987b\u8bc1\u660e\u81ea\u5df1\u80fd\u5d4c\u5165\u5de5\u4f5c\u6d41\uff0c\u800c\u975e\u5b64\u7acb\u5de5\u5177\u3002\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff1a\u5b83\u80fd\u5426\u6210\u4e3a\u9500\u552e\u56e2\u961f\u6bcf\u5929\u6253\u5f00\u7684\u7b2c\u4e00\u4e2a\u201c\u6307\u6325\u4e2d\u5fc3\u201d\uff0c\u800c\u975e\u5076\u5c14\u67e5\u4e00\u4e0b\u7684\u201c\u60c5\u62a5\u5e93\u201d\u3002\u5982\u679c\u80fd\u505a\u5230\uff0c\u5b83\u6709\u6210\u4e3a\u5782\u7c7bSaaS\u7206\u6b3e\u7684\u6f5c\u8d28\uff1b\u5982\u679c\u53ea\u662f\u53e6\u4e00\u4e2a\u5957\u58f3AI\uff0c\u5219\u96be\u9003\u88ab\u901a\u7528\u6a21\u578b\u964d\u7ef4\u6253\u51fb\u7684\u547d\u8fd0\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\">Genrate.ai<\/span>\n <\/div>\n<div class=\"comment-content\">Genrate does two things your reps can’t do alone. One: runs deep reconnaissance on any account and produces a military-grade discovery brief in minutes – buyer, account, competitive landscape. Two: watches your pipeline, customers and competitors 24\/7 and surfaces the signals that actually move deals.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great question <a href=\"https:\/\/www.producthunt.com\/@on\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"on\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@on<\/a> ! We are military grade recon, our own trained model with proprietary sources, context and ability to bridge between specific company data and external intelligence. In simple words – we have a profoundly better ratio of signal vs. noise for our vertical use case. <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks really cool, but what can I achieve with it that I can’t with Claude?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DY664HO4A3HS5Z\" class=\"app-title\">Luma Uni 1.1 API <\/a><\/p>\n<div class=\"one-liner\">A reasoning model that interprets intent before it generates<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">94<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Luma Uni 1.1 API \u662f\u4e00\u4e2a\u5728\u751f\u6210\u56fe\u50cf\u524d\u5148\u7406\u89e3\u7528\u6237\u610f\u56fe\u7684\u591a\u6a21\u6001\u63a8\u7406\u6a21\u578b\uff0c\u4e13\u4e3a\u9700\u8981\u54c1\u724c\u4e00\u81f4\u6027\u3001\u9ad8\u53ef\u63a7\u6027\u7684\u5f00\u53d1\u56e2\u961f\u8bbe\u8ba1\uff0c\u4ee5\u66f4\u4f4e\u6210\u672c\u89e3\u51b3\u4f20\u7edf\u63d0\u793a\u8bcd\u5de5\u7a0b\u96be\u4ee5\u7ef4\u6301\u98ce\u683c\u548c\u89d2\u8272\u7edf\u4e00\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\/f46378f8-3235-4327-8abe-44016e55793a.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\/d1f7291a-3c33-48fc-9040-e3347a6b2037.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db4e0ddf-7185-4b24-969f-3aa21ec3ad26.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c9913c6-28da-4430-9399-931a3e33c73b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/142eacd8-4286-45bc-b0c4-f50148b322d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/51b8d2c1-8b4c-4702-b3b5-96b1df0e66aa.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\/a6332f47-34ed-403e-993e-6adf37db7a8b.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=vK-hX1ScTUs\"><source src=\"https:\/\/www.youtube.com\/watch?v=vK-hX1ScTUs\" 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\">\u591a\u6a21\u6001\u56fe\u50cf\u751f\u6210API<\/span><br \/>\n <span class=\"tag\">\u63a8\u7406\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u53c2\u8003\u5f15\u5bfc\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u6587\u5316\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf<\/span><br \/>\n <span class=\"tag\">\u9ad8\u5206\u8fa8\u7387<\/span><br \/>\n <span class=\"tag\">AI\u56fe\u50cf\u57fa\u7840\u8bbe\u65bd<\/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\u70b9\u8d5eAPI\u5185\u7f6e\u63d0\u793a\u8bcd\u589e\u5f3a\u529f\u80fd\uff0c\u8ba4\u4e3a\u8fd9\u5bf9\u7535\u5546\u54c1\u724c\u4e00\u81f4\u6027\u5f88\u91cd\u8981\uff1b\u540c\u65f6\u8be2\u95ee\u5728\u56fe\u50cf\u751f\u6210\u65f6\u5bf9\u539f\u4ea7\u54c1\u8fb9\u7f18\u548c\u9634\u5f71\u7684\u4fdd\u7559\u6548\u679c\uff0c\u5e76\u5173\u6ce8\u662f\u5426\u6bd4GPT-Image-2\u5206\u8fa8\u7387\u66f4\u9ad8\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 Luma Uni 1.1 API \u7684\u8425\u9500\u53d9\u4e8b\u5f88\u806a\u660e\u2014\u2014\u5b83\u628a\u201c\u5728\u751f\u6210\u4e4b\u524d\u5148\u63a8\u7406\u610f\u56fe\u201d\u5305\u88c5\u6210\u4e00\u573a\u4ece\u201c\u63d0\u793a\u8bcd\u7384\u5b66\u201d\u5230\u201c\u6a21\u578b\u5c42\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u8dc3\u8fc1\u3002\u4f46\u51b7\u9759\u5ba1\u89c6\uff0c\u5176\u6838\u5fc3\u5dee\u5f02\u5e76\u4e0d\u5728\u4e8e\u201c\u63a8\u7406\u201d\u4e8c\u5b57\u591a\u4e48\u7384\u5999\uff0c\u800c\u5728\u4e8e\u5b83\u901a\u8fc7\u53c2\u8003\u5f15\u5bfc\u751f\u6210\u548c\u591a\u53c2\u8003\u5408\u6210\uff0c\u5c06\u90e8\u5206\u4e00\u81f4\u6027\u8d23\u4efb\u4ece\u5f00\u53d1\u8005\u624b\u91cc\u62a2\u56de\u6a21\u578b\u672c\u8eab\u3002\u8fd9\u7684\u786e\u964d\u4f4e\u4e86\u7aef\u5230\u7aef pipeline \u7684\u642d\u5efa\u95e8\u69db\uff0c\u5c24\u5176\u5bf9\u54c1\u724c\u89c6\u89c9\u4e25\u683c\u7684 E-com \u548c\u6f2b\u753b\/\u6761\u6f2b\u9886\u57df\u662f\u5229\u597d\u3002\u4e0d\u8fc7\uff0c\u5f53\u7ade\u54c1\uff08\u5982Recraft\u3001Ideogram\u6216Firefly API\uff09\u540c\u6837\u5728\u5f3a\u5316\u98ce\u683c\u63a7\u5236\u548c\u53c2\u8003\u80fd\u529b\u65f6\uff0cLuma \u5ba3\u79f0\u7684\u201c\u6587\u5316\u611f\u77e5\u201d\u7a76\u7adf\u662f\u591a\u7ef4\u5ea6\u7684\u6570\u636e\u4f18\u52bf\uff0c\u8fd8\u662f\u7279\u5b9a\u573a\u666f\u4e0b\u7684\u8fc7\u62df\u5408\uff1f\u76ee\u524d\u7f3a\u4e4f\u72ec\u7acb\u7b2c\u4e09\u65b9\u5728\u591a\u6837\u5316\u548c\u8fb9\u7f18\u6848\u4f8b\u4e0a\u7684\u6a2a\u8bc4\u3002\u6b64\u5916\uff0c$0.09\/2048px \u7684\u5b9a\u4ef7\u867d\u4f4e\u4e8e\u90e8\u5206\u5bf9\u624b\uff0c\u4f46\u9762\u5bf9 OpenAI \u548c Google \u7684\u964d\u4ef7\u6f6e\uff0c\u8fd9\u4e00\u4ef7\u5dee\u80fd\u5426\u6301\u7eed\u6784\u6210\u62a4\u57ce\u6cb3\u5b58\u7591\u3002\u66f4\u503c\u5f97\u5173\u6ce8\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff1aLuma \u8bd5\u56fe\u628a\u201c\u6a21\u578b\u672c\u8eab\u7684\u667a\u80fd\u5206\u5e03\u201d\u53d8\u6210\u521b\u4f5c\u7684\u201c\u7ba1\u9053\u5c42\u201d\uff0c\u5f53\u5f00\u53d1\u8005\u4e0d\u518d\u9700\u8981\u624b\u52a8\u5199\u5927\u91cf CV+prompt \u5de5\u7a0b\u53bb\u7ea6\u675f\u8f93\u51fa\uff0c\u800c\u662f\u901a\u8fc7 API \u8c03\u7528\u4e00\u4e2a\u201c\u61c2\u610f\u56fe\u7684\u751f\u6210\u5668\u201d\uff0c\u8fd9\u786e\u5b9e\u53ef\u80fd\u6539\u53d8\u56fe\u50cf\u5de5\u4f5c\u6d41\u7684\u4ea7\u54c1\u67b6\u6784\u903b\u8f91\u3002\u4f46\u522b\u5fd8\u4e86\uff0c\u5ba2\u6237\u6700\u7ec8\u8981\u7684\u662f\u7a33\u5b9a\u53ef\u63a7\u7684\u6210\u54c1\uff0c\u800c\u4e0d\u662f\u6a21\u578b\u7684\u81ea\u5439\u81ea\u64c2\u2014\u2014\u8fc1\u79fb\u6210\u672c\u3001\u6279\u6b21\u4e00\u81f4\u6027\u3001\u5931\u8d25\u6a21\u5f0f\u7684\u53ef\u89e3\u91ca\u6027\uff0c\u624d\u662f\u91cf\u4ea7\u7ea7\u771f\u5b9e\u7684\u8bd5\u91d1\u77f3\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\">Luma Uni 1.1 API <\/span>\n <\/div>\n<div class=\"comment-content\">A reasoning model that interprets intent before it generates. Less than half the price and latency of comparable models. Two endpoints. Python, JS\/TS, Go SDKs & CLI. Production grade from day one.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interior studios, fashion configurators, and storyboard generators are already being built on Uni-1.1. Until now, the API wasn\u2019t publicly accessible.<\/p>\n<\/p>\n<p><strong>What it is<\/strong>: Uni-1.1 is Luma AI\u2019s multimodal image generation model, now available via API with reference-guided generation, multi-reference composition, and built-in prompt enhancement.<\/p>\n<\/p>\n<p>Most image APIs expose a raw generation endpoint and leave consistency to prompt engineering. Uni-1.1 moves part of that reasoning into the model layer itself. Scene completion, spatial plausibility, and reference grounding happen before output, reducing complexity for production teams.<\/p>\n<\/p>\n<p>What makes it different: The model handles manga, webtoon, and non-Western visual styles unusually well. Luma trained it with Hollywood cinematographers and VFX artists, but the advantage is breadth of visual culture, not just cinematic polish.<\/p>\n<\/p>\n<p><strong>Key features<\/strong>:<\/p>\n<ul>\n<li>\n<p>Reference-guided generation with single or multi-reference inputs<\/p>\n<\/li>\n<li>\n<p>Built-in prompt enhancement at the API level<\/p>\n<\/li>\n<li>\n<p>Culture-aware outputs across styles and aesthetics<\/p>\n<\/li>\n<li>\n<p>Text-to-image and image-to-image at 2048px<\/p>\n<\/li>\n<li>\n<p>Token-based pricing (~$0.09 per 2048px image)<\/p>\n<\/li>\n<li>\n<p>Top 3 in Image Arena for text-to-image and image editing<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits<\/strong>:<\/p>\n<ul>\n<li>\n<p>Less prompt engineering for consistent branded output<\/p>\n<\/li>\n<li>\n<p>Better character and style consistency across pipelines<\/p>\n<\/li>\n<li>\n<p>Competitive pricing and latency based on published benchmarks<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it\u2019s for<\/strong>: Developers and teams building brand-specific image workflows where controllable, visually consistent output matters more than generic generation.<\/p>\n<\/p>\n<p>The important shift isn\u2019t just the model quality, it\u2019s Luma positioning the intelligence layer itself as infrastructure for creative products.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Just upvoted! \ud83d\ude80 The built-in prompt enhancement at the API level is exactly what the industry needs. As someone who builds AI image pipelines heavily focused on e-commerce product photos, I know firsthand how painful prompt engineering is for maintaining brand consistency. Quick question for the team: How well does Uni-1.1 handle preserving the original fine edges\/shadows of a product when doing image-to-image generations? Massive congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Higher resolution than gpt-image-2?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/DR7AIRGAJKAWBC\" class=\"app-title\">Basedash MCP server<\/a><\/p>\n<div class=\"one-liner\">Your data analyst, in every AI tool you already use<\/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>Basedash MCP\u670d\u52a1\u5668\u8ba9AI\u52a9\u624b\uff08\u5982Claude\u3001ChatGPT\uff09\u76f4\u63a5\u67e5\u8be2\u4f60\u6240\u6709\u6570\u636e\u5e93\u548cSaaS\u5de5\u5177\u4e2d\u7684\u5b9e\u65f6\u6570\u636e\uff0c\u65e0\u9700\u8df3\u8f6cBI\u5e73\u53f0\u5373\u53ef\u5b8c\u6210\u6570\u636e\u5206\u6790\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\/4b392b8b-8775-4ea5-9a48-7485819220e9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ZNvV8hlUL6U\"><source src=\"https:\/\/youtu.be\/ZNvV8hlUL6U\" 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\/a591f897-af4c-41fe-bc52-b5bd99bd526a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04728bde-2554-42a8-8c95-b9a5b8e08af3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83e684f2-7bb0-42e3-a8d2-dfc33b47e377.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span><br \/>\n <span class=\"tag\">Data<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">AI\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6743\u9650<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5e93\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">SaaS\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u56fe\u8868\u751f\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u201c\u53cd\u8f6c\u96c6\u6210\u65b9\u5411\u201d\u7684\u5de7\u5999\u6027\uff08\u6570\u636e\u5230AI\u800c\u975eAI\u5230\u6570\u636e\uff09\uff0c\u5173\u6ce8\u6743\u9650\u7ee7\u627f\u6a21\u578b\u80fd\u5426\u6d88\u9664\u201c\u5f71\u5b50\u5206\u6790\u201d\u95ee\u9898\u3002\u63d0\u51fa\u5177\u4f53\u6311\u6218\uff1a\u5bf9\u62e5\u6709\u6570\u767e\u5f20\u8868\u7684\u6570\u636e\u5e93\uff0cMCP\u662f\u66b4\u9732\u5168\u91cfschema\u8fd8\u662f\u652f\u6301\u641c\u7d22\/\u7b5b\u9009\u5c42\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 Basedash MCP\u670d\u52a1\u5668\u770b\u4f3c\u662f\u5de5\u5177\u94fe\u7684\u201c\u7f1d\u5408\u602a\u201d\uff0c\u5b9e\u5219\u7cbe\u51c6\u5207\u4e2d\u4e86\u4f01\u4e1a\u6570\u636e\u5206\u6790\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u75db\u70b9\u2014\u2014\u6570\u636e\u89e6\u8fbe\u6548\u7387\u3002\u4f20\u7edfBI\uff08\u5982Tableau\uff09\u8981\u6c42\u7528\u6237\u201c\u8d70\u8fdb\u6570\u636e\u5bab\u6bbf\u201d\uff0c\u800cBasedash\u53cd\u5176\u9053\uff0c\u628a\u6570\u636e\u5206\u6790\u5e08\u7684\u80fd\u529b\u585e\u8fdb\u7528\u6237\u5df2\u6709\u7684AI\u5bf9\u8bdd\u6d41\u4e2d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u6743\u9650\u65e0\u611f\u7ee7\u627f\u201d\uff1a\u65e0\u9700\u989d\u5916\u5ba1\u8ba1\uff0c\u76f4\u63a5\u6cbf\u7528\u56e2\u961f\u73b0\u6709\u8bbf\u95ee\u63a7\u5236\uff0c\u8fd9\u6070\u6070\u662f\u8bb8\u591a\u4f01\u4e1a\u653e\u5f03AI\u5206\u6790\u7684\u539f\u56e0\u2014\u2014\u6570\u636e\u5b89\u5168\u4e0e\u4fbf\u6377\u6027\u4e0d\u53ef\u517c\u5f97\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u5728\u4e8e\uff1a\u5f53AI\u9762\u5bf9\u6570\u767e\u5f20\u8868\u7684\u6570\u636e\u5e93\uff08\u5982\u7535\u5546ERP\uff09\uff0cMCP\u82e5\u53ea\u80fd\u5168\u91cfdump schema\uff0cAI\u7684\u201c\u7406\u89e3\u201d\u4f1a\u8fc5\u901f\u9000\u5316\u4e3a\u4eba\u673a\u731c\u8c1c\u6e38\u620f\u3002\u82e5\u641c\u7d22\/\u8fc7\u6ee4\u5c42\u7f3a\u5931\uff0c\u7528\u6237\u4f9d\u7136\u5f97\u624b\u52a8\u6307\u660e\u201c\u67e5\u8ba2\u5355\u8868\u201d\u800c\u975e\u201c\u67e5\u6700\u8fd1\u4e09\u5929\u53d1\u8d27\u60c5\u51b5\u201d\uff0c\u90a3\u8fd9\u201c\u5206\u6790\u5e08\u201d\u4e0d\u8fc7\u662f\u4e2a\u9ad8\u914dSQL\u5199\u624b\u3002\u6b64\u5916\uff0c92\u7968\u7684\u4ea7\u54c1\u5728PH\u5e73\u53f0\u7b97\u4e2d\u89c4\u4e2d\u77e9\uff0c\u8bf4\u660e\u65e9\u671f\u91c7\u7528\u8005\u591a\u4e3a\u6570\u636e\u5bc6\u96c6\u7684\u4e92\u8054\u7f51\u4ece\u4e1a\u8005\uff0c\u4f46\u4e3b\u6d41\u4f01\u4e1a\u5ba2\u6237\u66f4\u5728\u610f\uff1aAI\u751f\u6210\u7684\u56fe\u8868\u80fd\u5426\u5bfc\u51fa\u8fdb\u5165PPT\uff1f\u67e5\u8be2\u5206\u949f\u7ea7\u5ef6\u8fdf\u5982\u4f55\u4f18\u5316\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\uff1aBye-bye\u201c\u6570\u636e\u6c11\u4e3b\u5316\u201d\u53e3\u53f7\uff0c\u8fd9\u4ea7\u54c1\u6b63\u5728\u505a\u201c\u6570\u636e\u6e38\u51fb\u6218\u201d\u2014\u2014\u8ba9AI\u6df1\u5165\u4f60\u5df2\u6709\u7684\u6218\u58d5\uff0c\u4f46\u80fd\u5426\u6253\u8d62\u653b\u575a\u6218\uff0c\u53d6\u51b3\u4e8e\u5b83\u5bf9\u590d\u6742\u6570\u636e\u903b\u8f91\u7684\u201c\u62c6\u89e3\u529b\u201d\uff0c\u800c\u975e\u7b80\u5355\u7684\u63a5\u53e3\u5bf9\u63a5\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\">Basedash MCP server<\/span>\n <\/div>\n<div class=\"comment-content\">Basedash is now an MCP server. Connect Claude, Cursor, ChatGPT, or any MCP-compatible client and your AI agent can ask Basedash anything about your data \u2014 across every database, warehouse, and SaaS tool you’ve already connected to your workspace. It can pull live numbers, compare cohorts, generate charts, and dig into trends, all governed by the same access controls your team already uses. Your data analyst, inside every tool you ship in.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxmusing\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"maxmusing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxmusing<\/a> flipping the integration direction is the right call. Every other BI tool asks agents to come to the data \u2014 this makes the data go to where the agent already is. The permissions-inheritance model is the part I’d bet on: agents querying live numbers inside the same access controls your team trusts removes the “shadow analytics” problem. How are you handling schema discovery for databases with hundreds of tables \u2014 does the MCP expose a search\/filter layer or does the agent get the full schema dump?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love <a href=\"https:\/\/www.producthunt.com\/products\/basedash\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"basedash\" target=\"_blank\" rel=\"noopener\">@Basedash<\/a>. The MCP could be a game changer for some of my Claude cowork workflows \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>We’re flipping the usual integration model: instead of plugging more tools *into* Basedash, this lets you plug Basedash *into* the AI tools you already use.<\/p>\n<p>Add the Basedash MCP server to Claude, Cursor, ChatGPT, Windsurf, or any MCP-compatible client, and that agent suddenly grows the ability to look up live numbers across your databases, warehouses, and SaaS tools \u2014 same data, same permissions, same answers your team already trusts inside Basedash.<\/p>\n<p>Some things we use it for, today:<\/p>\n<p>– A PM asking Claude *”how is revenue tracking this week?”* and getting an answer with a chart, not a meeting.<br \/>\n– An engineer in Cursor asking the agent *”how many users actually use the CSV export?”* before deciding whether to optimise it.<br \/>\n– A founder asking ChatGPT *”compare 30-day retention for Pro vs Free”* before writing a board update.<\/p>\n<p>It’s the same data analyst you’d ask inside Basedash \u2014 now reachable from wherever you already work.<\/p>\n<p>Setup is one URL. Auth is OAuth. Permissions are inherited from your workspace. Free to try.<\/p>\n<p>Would love your feedback.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/HKUPPUYHDH4Q7G\" class=\"app-title\">Neo by Amp<\/a><\/p>\n<div class=\"one-liner\">The Amp CLI has been rebuilt from the ground up<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">89<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Neo \u662f\u4e00\u6b3e\u4e3a\u957f\u65f6\u95f4\u8fd0\u884c\u7684\u7f16\u7801\u4ee3\u7406\u800c\u5f7b\u5e95\u91cd\u6784\u7684\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u901a\u8fc7\u8fdc\u7a0b\u63a7\u5236\u3001\u81ea\u52a8\u4e0a\u4e0b\u6587\u538b\u7f29\u548c\u6d88\u606f\u961f\u5217\u7b49\u673a\u5236\uff0c\u89e3\u51b3\u4e86 AI \u7f16\u7801\u52a9\u624b\u5728\u5927\u578b\u9879\u76ee\u4e2d\u4e0a\u4e0b\u6587\u4e22\u5931\u3001\u7ebf\u7a0b\u7ba1\u7406\u6df7\u4e71\u548c\u6027\u80fd\u74f6\u9888\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\/b3875347-bed2-4e0f-b16f-f0dd923f67cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41614378-0eb9-4aef-a54b-1e805361c063.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4f01d4ab-3903-4b71-8ea9-b5b06d889daa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23b73e23-b6b8-41f8-aa6b-b9303e0a0504.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/32590ffd-a784-46ce-a35e-116bb04675d0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI \u7f16\u7801\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">CLI \u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u538b\u7f29<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u63d2\u4ef6\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u6d88\u606f\u961f\u5217<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u91cd\u6784<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u65e7\u7248 Amp \u7684\u201cHandoff\u201d\u673a\u5236\u662f\u89e3\u51b3\u4e0a\u4e0b\u6587\u4e22\u5931\u7684\u5de7\u5999\u8bbe\u8ba1\uff0c\u4f46\u8d28\u7591 Neo \u81ea\u52a8\u538b\u7f29\u662f\u5426\u53ea\u662f\u7b80\u5355\u6458\u8981\u3002\u91cd\u70b9\u5173\u6ce8\u65b0\u63d2\u4ef6 API \u7684\u5b9e\u9645\u80fd\u529b\u548c\u8fdc\u7a0b\u63a7\u5236\u80fd\u5426\u5e26\u6765\u8d28\u53d8\uff0c\u540c\u65f6\u5bf9\u56e2\u961f\u6562\u4e8e\u81ea\u6bc1\u91cd\u5efa\u7684\u7cbe\u795e\u8868\u793a\u8ba4\u53ef\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 Neo \u7684\u53d1\u5e03\u662f\u4e00\u4e2a\u5178\u578b\u7684\u201c\u81ea\u6211\u9769\u547d\u201d\u6848\u4f8b\uff0c\u4f46\u80fd\u5426\u771f\u6b63\u7ad9\u5728\u5de8\u4eba\u80a9\u8180\u4e0a\uff0c\u8fd8\u9700\u5ba1\u614e\u770b\u5f85\u3002\u6700\u6838\u5fc3\u7684\u5356\u70b9\u201c\u81ea\u52a8\u4e0a\u4e0b\u6587\u538b\u7f29\u201d\u662f\u5bf9\u65e7\u7248\u201cHandoff\u201d\u624b\u52a8\u7684\u8fdb\u5316\uff0c\u4f46\u7528\u6237\u8d28\u7591\u5176\u662f\u5426\u201c\u8bed\u4e49\u667a\u80fd\u201d\u800c\u975e\u201c\u7b80\u5355\u6458\u8981\u201d\u503c\u5f97\u8b66\u60d5\u2014\u2014\u5982\u679c\u53ea\u662f\u7b97\u6cd5\u5c42\u9762\u7684\u603b\u7ed3\uff0c\u5f88\u53ef\u80fd\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u4e22\u5931\u5173\u952e\u7ec6\u8282\uff0c\u53cd\u800c\u6bd4\u624b\u52a8\u63a7\u5236\u66f4\u4e0d\u53ef\u63a7\u3002\u8fdc\u7a0b\u63a7\u5236\u6765\u81ea web \u7aef\u770b\u4f3c\u4fbf\u6377\uff0c\u5b9e\u5219\u5206\u6563\u4e86\u672c\u5e94\u805a\u7126\u4e8e\u7ec8\u7aef\u7684\u5f00\u53d1\u8005\u6ce8\u610f\u529b\uff0c\u66f4\u50cf\u4e00\u4e2a\u9526\u4e0a\u6dfb\u82b1\u800c\u975e\u96ea\u4e2d\u9001\u70ad\u7684\u529f\u80fd\u3002\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u65b0 Plugin API \u548c\u6027\u80fd\u4f18\u5316\uff1a\u524d\u8005\u5982\u679c\u63d0\u4f9b\u8db3\u591f\u5f00\u653e\u7684 hook \u80fd\u529b\uff0c\u80fd\u8ba9\u793e\u533a\u5feb\u901f\u586b\u8865\u5b98\u65b9\u672a\u8986\u76d6\u7684\u573a\u666f\uff0c\u5f62\u6210\u751f\u6001\u62a4\u57ce\u6cb3\uff1b\u540e\u8005\u9488\u5bf9\u201c\u5de8\u5927\u7ebf\u7a0b\u201d\u7684\u4f18\u5316\u5219\u662f\u5f53\u524d AI \u7f16\u7801\u5de5\u5177\u666e\u904d\u9762\u4e34\u7684\u786c\u9aa8\u5934\uff0c\u4e00\u65e6\u843d\u5730\u5c31\u80fd\u62c9\u5f00\u548c\u7ade\u54c1\uff08\u5982 Kilo Code\uff09\u7684\u5dee\u8ddd\u3002\u7136\u800c\uff0c\u56e2\u961f\u5728\u65e7\u7248\u7528\u6237\u57fa\u6570\u5c1a\u53ef\u65f6\u9009\u62e9\u201c\u81ea\u7206\u5f0f\u201d\u91cd\u6784\uff0c\u98ce\u9669\u6781\u9ad8\u2014\u2014\u5931\u53bb VS Code \u6269\u5c55\u9635\u5730\u5c06\u5bfc\u81f4\u5927\u91cf\u4e60\u60ef IDE \u7684\u5f00\u53d1\u8005\u6d41\u5931\u3002Neo \u7684\u8d4c\u6ce8\u5728\u4e8e CLI \u539f\u6559\u65e8\u4e3b\u4e49\u8005\u7684\u5fe0\u8bda\u5ea6\uff0c\u4f46 2026 \u5e74\u7684\u5f00\u53d1\u8005\u9700\u8981\u7684\u4e0d\u662f\u201c\u9177\u201d\u7684\u91cd\u6784\uff0c\u800c\u662f\u7a33\u5b9a\u4e14\u53ef\u9884\u6d4b\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u65b9\u6848\u3002\u4e00\u53e5\u8bdd\uff1a\u5b83\u5728\u505a\u4e00\u4e2a\u52c7\u6562\u4f46\u9700\u8981\u6301\u7eed\u8bc1\u660e\u81ea\u5df1\u7684\u4ea7\u54c1\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\">Neo by Amp<\/span>\n <\/div>\n<div class=\"comment-content\">Neo is the rebuilt Amp CLI, redesigned around longer-running coding agents. It adds remote control from ampcode.com, automatic context compaction, message queuing and steering, a new Plugin API, and major performance improvements for huge threads.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/amp-free\" target=\"_blank\" rel=\"noopener\">@Amp<\/a> has been one of my favorite coding agents since the IDE era. <\/p>\n<p>Back when context compaction was not yet the obvious default, and people were still constantly switching threads, Amp\u2019s <a href=\"https:\/\/ampcode.com\/news\/handoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Handoff<\/a> idea really impressed me. Even their <a href=\"https:\/\/ampcode.com\/news\/amp-free-frontier\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">experiment with ads<\/a> to support broader access felt like a bold and unusual product move.<\/p>\n<p>That\u2019s why I wasn\u2019t surprised \u2014 though still a bit shocked \u2014 when they announced they were <a href=\"https:\/\/ampcode.com\/news\/the-coding-agent-is-dead\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>self-destructing<\/strong><\/a> the old version to rebuild everything from scratch. Amp\u2019s team has always had that fearless rebuild mentality, and now it\u2019s paying off.<\/p>\n<p>Meet Neo \u2014 the new Amp CLI. Remote control from the web, automatic compaction instead of manual handoff, a proper Plugin API, queuing + steering, and way better performance. It feels like the same spirit, but clearly built for 2026 and beyond.<\/p>\n<p>If you loved the old Amp, this one is worth checking out immediately.<\/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><a href=\"https:\/\/www.producthunt.com\/products\/amp-free\" target=\"_blank\" rel=\"noopener\">@Amp<\/a> shutting down their <a href=\"https:\/\/www.producthunt.com\/products\/vscode\" target=\"_blank\" rel=\"noopener\">@VS Code<\/a> extension, <a href=\"https:\/\/www.producthunt.com\/products\/kilocode\" target=\"_blank\" rel=\"noopener\">@Kilo Code<\/a> doubling down on it. different and opinionated. game on!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Handoff mechanic in the original Amp was genuinely clever \u2014 most agents pretend context loss doesn’t happen, Amp made it an explicit workflow step. Curious whether Neo’s automatic compaction is doing something semantically smart or mostly summarization-based. The plugin API is the part I’d want to dig into \u2014 what’s the surface area 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<\/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\/LC2PCLRIEM5GO3\" class=\"app-title\">SLED AI<\/a><\/p>\n<div class=\"one-liner\">Public-sector revenue engine for B2B companies<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">84<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SLED AI \u662f\u4e00\u4e2a\u5168\u6258\u7ba1\u5f0f\u8425\u6536\u5f15\u64ce\uff0c\u901a\u8fc7AI\u4ee3\u7406+\u91c7\u8d2d\u6570\u636e+\u4eba\u5de5\u4e13\u5bb6\uff0c\u5e2e\u52a9B2B\u4f01\u4e1a\u81ea\u52a8\u5b8c\u6210\u4ece\u5546\u673a\u53d1\u73b0\u3001\u6807\u4e66\u64b0\u5199\u5230\u6295\u6807\u63d0\u4ea4\u7684\u5168\u6d41\u7a0b\uff0c\u5f7b\u5e95\u89e3\u51b3\u653f\u5e9c\u5408\u540c\u5e02\u573a\u6d41\u7a0b\u7e41\u7410\u3001\u4e2d\u5c0f\u4f01\u4e1a\u96be\u4ee5\u5165\u5c40\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\/deb6a500-9c59-4c16-a767-27e9b9504e56.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd37fb55-dda1-4064-a438-20ec659bc7cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dd941319-5609-4829-964c-fd3bac4444ad.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Pitch Tel Aviv<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u653f\u5e9c\u5408\u540cAI<\/span><br \/>\n <span class=\"tag\">\u6295\u6807\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8425\u6536\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">B2B\u91c7\u8d2d<\/span><br \/>\n <span class=\"tag\">\u516c\u5171\u90e8\u95e8\u5546\u673a<\/span><br \/>\n <span class=\"tag\">\u6807\u4e66\u64b0\u5199<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u7aef\u5230\u7aef\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">SMB\u653f\u5e9c\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u5546\u673a\u6316\u6398<\/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\u8be5\u5e02\u573a\u7684\u5de8\u5927\u6f5c\u529b\uff0c\u4f46\u5e0c\u671b\u4e86\u89e3\u9996\u5e74\u6295\u8d44\u56de\u62a5\u7387\u3002\u521b\u59cb\u56e2\u961f\u56de\u5e94\u79f0\u5e73\u5747\u9996\u5e74\u65b0\u589e\u8425\u653640\u4e07\u7f8e\u5143\uff1b\u540c\u65f6\u7528\u6237\u5173\u5fc3\u4ece\u96f6\u6295\u6807\u7684\u4f01\u4e1a\u5982\u4f55\u4e0a\u624b\uff0c\u56de\u5e94\u8868\u793a\u901a\u8fc7\u5171\u4eab\u6587\u6863\u542f\u52a8\uff0c\u7531\u56e2\u961f\u8d1f\u8d23\u8d44\u8d28\u6ce8\u518c\u4e0e\u6807\u4e66\u64b0\u5199\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 SLED AI\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u7edd\u5927\u591a\u6570B2B SaaS\u516c\u53f8\u5ffd\u89c6\u7684\u201c\u9ad8\u95e8\u69db\u3001\u9ad8\u4ef7\u503c\u201d\u8d5b\u9053\u2014\u2014\u7f8e\u56fd\u653f\u5e9c\u5408\u540c\u5e02\u573a\u3002\u6bcf\u5e74\u6570\u5343\u4ebf\u7f8e\u5143\u7684\u516c\u5171\u91c7\u8d2d\u9884\u7b97\uff0c\u5374\u56e0\u5b98\u50da\u6d41\u7a0b\u3001\u590d\u6742\u5408\u89c4\u548c\u6295\u6807\u6587\u4e66\u8d1f\u62c5\uff0c\u5c06\u5927\u91cf\u521b\u65b0\u578b\u4f01\u4e1a\u62d2\u4e4b\u95e8\u5916\u3002SLED AI\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u628a\u81ea\u5df1\u5305\u88c5\u6210\u53c8\u4e00\u4e2a\u201cAI\u8f85\u52a9\u5de5\u5177\u201d\uff0c\u800c\u662f\u76f4\u63a5\u5ba3\u79f0\u201cNo dashboards, No logins, No AI assisted\u201d\uff0c\u5f7b\u5e95\u98a0\u8986\u4e86\u4f20\u7edfSaaS\u4ea4\u4ed8\u903b\u8f91\uff1a\u7528\u6237\u4e0d\u518d\u9700\u8981\u5b66\u4e60\u7cfb\u7edf\u3001\u767b\u5f55\u548c\u7ef4\u62a4\uff0c\u53ea\u9700\u59d4\u6258\u6267\u884c\u3002\u8fd9\u79cd\u201c\u8425\u6536\u5373\u670d\u52a1\u201d\u6a21\u5f0f\uff0c\u8ba9AI\u771f\u6b63\u4ece\u8f85\u52a9\u89d2\u8272\u53d8\u6210\u4e86\u6267\u884c\u4e3b\u4f53\u2014\u2014\u5b83\u7528Agent\u81ea\u52a8\u626b\u63cf\u673a\u4f1a\u3001\u5339\u914d\u8d44\u8d28\u3001\u64b0\u5199\u6807\u4e66\uff0c\u751a\u81f3\u66ff\u4ee3\u4eba\u529b\u505a\u5546\u52a1\u6ce8\u518c\u548c\u6d41\u7a0b\u63a8\u8fdb\u3002\u5bf9\u4e8e\u4e2d\u5c0f\u4f01\u4e1a\u800c\u8a00\uff0c\u8fd9\u65e2\u89e3\u51b3\u4e86\u201c\u4e0d\u4f1a\u505a\u201d\u7684\u80fd\u529b\u95ee\u9898\uff0c\u4e5f\u89e3\u51b3\u4e86\u201c\u4e0d\u60f3\u505a\u201d\u7684\u610f\u613f\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u8bc4\u8bba\u4e2d\u80fd\u770b\u51fa\uff0cSLED AI\u5e76\u975e\u4e00\u4e2a\u5b8c\u5168\u81ea\u52a8\u5316\u7684\u201c\u4e07\u80fd\u6295\u6807\u673a\u5668\u201d\u2014\u2014\u5b83\u5f3a\u8c03\u201c\u53ea\u4e0e\u786e\u5b9a\u80fd\u5e2e\u52a9\u8d62\u5355\u7684\u516c\u53f8\u5408\u4f5c\u201d\uff0c\u610f\u5473\u7740\u5b83\u80cc\u540e\u6709\u9ad8\u5ba2\u5355\u4ef7\u7b5b\u9009\u3001\u4eba\u5de5\u4f5c\u4e1a\u515c\u5e95\uff0c\u672c\u8d28\u4e0a\u662f\u201cAI\u52a0\u901f+\u4eba\u5de5\u4ea4\u4ed8\u201d\u7684\u91cd\u670d\u52a1\u6a21\u578b\u3002\u9996\u5e7440\u4e07\u7f8e\u5143\u7684\u5e73\u5747\u8425\u6536\u867d\u7136\u4eae\u773c\uff0c\u4f46\u80fd\u5426\u89c4\u6a21\u5316\u590d\u5236\u3001\u80fd\u5426\u5728\u4e0d\u540c\u5782\u76f4\u884c\u4e1a\uff08\u5982IT\u3001\u533b\u7597\u3001\u57fa\u5efa\uff09\u4fdd\u6301\u6807\u4e66\u8d28\u91cf\uff0c\u624d\u662f\u771f\u6b63\u7684\u6311\u6218\u3002\u6b64\u5916\uff0c\u4ea7\u54c1\u4f9d\u8d56\u7f8e\u56fd\u653f\u5e9c\u91c7\u8d2d\u516c\u5f00\u6570\u636e\uff0c\u6570\u636e\u65f6\u6548\u6027\u3001\u653f\u7b56\u53d8\u52a8\u98ce\u9669\u4ee5\u53ca\u5408\u89c4\u5ba1\u8ba1\u538b\u529b\uff0c\u90fd\u9700\u8981\u6301\u7eed\u6295\u5165\u3002\u603b\u4f53\u800c\u8a00\uff0cSLED AI\u7684\u5546\u4e1a\u903b\u8f91\u505a\u5bf9\u4e86\u201c\u4ece\u5de5\u5177\u5230\u670d\u52a1\u201d\u7684\u5347\u7ef4\uff0c\u4f46\u60f3\u8981\u6210\u4e3a\u771f\u6b63\u7684\u201c\u8425\u6536\u5f15\u64ce\u201d\uff0c\u4ecd\u9700\u8bc1\u660e\u5176\u8fd0\u8425\u5229\u6da6\u7387\u4e0e\u5ba2\u6237\u590d\u8d2d\u7387\u80fd\u652f\u6491\u8d77\u4e00\u4e2a\u9ad8\u58c1\u5792\u7684\u98de\u8f6e\u6a21\u578b\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\">SLED AI<\/span>\n <\/div>\n<div class=\"comment-content\">SLED AI is a Revenue-as-a-Service company helping businesses win U.S. government contracts. We combine AI agents, procurement data, and human expertise to handle the entire process end-to-end: finding opportunities, qualifying bids, writing proposals, and submitting them. No dashboards, No logins, No AI assisted anything. Just a fully managed execution layer designed to turn public-sector demand into revenue.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Genuinely one of the most overlooked markets out there. Billions in contracts that founders skip because the process sucks. What\u2019s the typical ROI a customers sees in their first year with you? @roy_laor1<\/div>\n<div class=\"comment-actions\">\n<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\/@itayd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itayd<\/a> Yes! The rigid structure and bureaucracy render most companies locked out. We only work with companies we know we can help win. So average is $400K \/ y1 new revenue. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 does onboarding look like for a new SMB that\u2019s never submitted a bid before?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a> Usually starts with opening a shared drive and dumping whatever documents already exist. We turn that into a gov-ready knowledge base, handle registrations, find relevant bids, and write proposals on behalf of the client.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3Z4H43KS4RZLCD\" class=\"app-title\">Askmeety<\/a><\/p>\n<div class=\"one-liner\">The best meeting notes you never wrote and 100% on your Mac<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">83<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Askmeety\u662f\u4e00\u6b3e\u7eaf\u672c\u5730\u8fd0\u884c\u7684Mac\u7aef\u4f1a\u8bae\u8bb0\u5f55\u5de5\u5177\uff0c\u4e13\u4e3a\u5728\u89c6\u9891\u6216\u7ebf\u4e0b\u4f1a\u8bae\u4e2d\u65e0\u6cd5\u9ad8\u6548\u8bb0\u5f55\u4e14\u62c5\u5fe7\u9690\u79c1\u6cc4\u9732\u7684\u7528\u6237\u8bbe\u8ba1\uff0c\u65e0\u9700\u8054\u7f51\u3001\u65e0\u9700\u673a\u5668\u4eba\u5165\u4f1a\uff0c\u5373\u53ef\u81ea\u52a8\u751f\u6210\u56fe\u6587\u5e76\u8302\u7684\u6458\u8981\u7b14\u8bb0\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\/520d9570-6e71-4267-a282-eedacb381efb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dd707ef2-878b-4cbc-b877-e3b9386d4049.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/48e0d78e-5eed-4d99-b868-64a0eebf0aaf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b1ba8441-032c-4847-9ec2-a7e21b26668f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c4d24ee7-c654-4516-ab2c-ae7d022ae330.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f7d26acf-25d1-4d4d-9d74-7b2a08ca8e86.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\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Meetings<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">AI\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">Mac\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u622a\u56fe<\/span><br \/>\n <span class=\"tag\">\u65f6\u95f4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u4e91\u7aef\u4f9d\u8d56<\/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\u672c\u5730\u8fd0\u884c\u7684\u9690\u79c1\u4f18\u52bf\uff0c\u540c\u65f6\u8d28\u7591Mac\u72ec\u5360\u9650\u5236\u56e2\u961f\u534f\u4f5c\u3002\u5bf9\u6bd4Gemini\/Google Meet\uff0cAskmeety\u66f4\u5f3a\u8c03\u8de8\u5e73\u53f0\u4e0e\u89c6\u89c9\u6458\u8981\u7684\u72ec\u7279\u6027\u3002\u6709\u7528\u6237\u5c1d\u8bd5\u4eceFireflies\u3001Otter\u7b49\u4e91\u7aef\u5de5\u5177\u8f6c\u6295\uff0c\u5e76\u671f\u5f85\u591a\u5e73\u53f0\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 Askmeety\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u4f46\u6b63\u5728\u81a8\u80c0\u7684\u521a\u9700\uff1a\u4f1a\u8bae\u8bb0\u5f55\u7684\u9690\u79c1\u7126\u8651\u3002\u56e2\u961f\u660e\u786e\u62d2\u7edd\u201c\u76d1\u542c\u5f0f\u201d\u5546\u4e1a\u6a21\u5f0f\uff0c\u4ee5\u201c\u5168\u672c\u5730\u8fd0\u884c\u201d\u4f5c\u4e3a\u6838\u5fc3\u5dee\u5f02\u70b9\uff0c\u56de\u5e94\u7684\u662f\u7528\u6237\u5bf9\u6570\u636e\u88ab\u4e91\u7aef\u6a21\u578b\u8bad\u7ec3\u7684\u672c\u80fd\u8b66\u60d5\u3002\u5728Otter\u3001Fireflies\u7b49\u5934\u90e8\u5de5\u5177\u7eb7\u7eb7\u8f6c\u5411\u4e91\u7aefAI\u8ba2\u9605\u5236\u7684\u5f53\u4e0b\uff0c\u8fd9\u79cd\u53cd\u53db\u5f0f\u7684\u5b9a\u4f4d\u5177\u5907\u6781\u5f3a\u7684\u53d9\u4e8b\u5f20\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u4ea7\u54c1\u529b\u770b\uff0cAskmeety\u76ee\u524d\u53ea\u80fd\u7b97\u201c\u6709\u8154\u8c03\u201d\uff0c\u5c1a\u672a\u5f62\u6210\u4e0d\u53ef\u66ff\u4ee3\u7684\u6280\u672f\u58c1\u5792\u3002VisualWalk\u7684\u56fe\u6587\u6458\u8981\u867d\u4eae\u773c\uff0c\u672c\u8d28\u4ecd\u662f\u201c\u672c\u5730\u5f55\u5c4f+OCR+LLM\u201d\uff0c\u800c\u975e\u9769\u547d\u6027\u521b\u65b0\uff0c\u7ade\u4e89\u5bf9\u624b\u5b8c\u5168\u53ef\u4ee5\u5728\u672c\u5730\u7aef\u590d\u73b0\u3002\u8bc4\u8bba\u547c\u5401\u8de8\u5e73\u53f0\u652f\u6301\uff0c\u6697\u793a\u5176\u76ee\u6807\u6280\u672f\u7528\u6237\u7fa4\u5bf9\u534f\u4f5c\u6709\u5f3a\u9700\u6c42\uff0c\u800cMac\u72ec\u5360\u3001\u65e0bot\u5165\u4f1a\u673a\u5236\uff0c\u610f\u5473\u53ea\u80fd\u670d\u52a1\u4e2a\u4eba\u8f7b\u5ea6\u573a\u666f\uff0c\u65e0\u6cd5\u5207\u5165\u4f01\u4e1a\u7ea7\u4f1a\u8bae\u534f\u540c\u94fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u81f4\u547d\u7684\u662f\uff0c\u7528\u6237\u6e34\u671b\u7684\u201c\u79bb\u7ebf\u9ad8\u6548\u201d\u4e0eAI\u6a21\u578b\u5929\u751f\u7684\u7b97\u529b\u9700\u6c42\u5b58\u5728\u77db\u76fe\u3002\u7eaf\u672c\u5730\u8fd0\u884c\u610f\u5473\u7740\u6a21\u578b\u5fc5\u987b\u66f4\u8f7b\u3001\u66f4\u6162\u3001\u6216\u66f4\u7b28\u3002\u82e5Askmeety\u4e0d\u80fd\u5370\u8bc1\u5176\u672c\u5730\u63a8\u7406\u7684\u8d28\u91cf\u548c\u901f\u5ea6\u4e0d\u4e9a\u4e8e\u4e91\u65b9\u6848\uff0c\u5b83\u5f88\u53ef\u80fd\u6ca6\u4e3a\u4e00\u6b3e\u201c\u5c0f\u800c\u7f8e\u4f46\u4e0d\u591f\u7528\u201d\u7684\u5de5\u5177\u3002\u771f\u6b63\u7684\u589e\u91cf\uff0c\u4e0d\u662f\u590d\u523b\u201c\u672c\u5730\u7248Otter\u201d\uff0c\u800c\u662f\u57fa\u4e8e\u672c\u5730\u7b97\u529b\u63a2\u7d22\u51fa\u4e91\u7aef\u65e0\u6cd5\u590d\u73b0\u7684\u5b9e\u65f6\u534f\u4f5c\u80fd\u529b\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u53ea\u8d70\u4e86\u534a\u6b65\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\">Askmeety<\/span>\n <\/div>\n<div class=\"comment-content\">You’re listening, nodding, engaged and walk out with nothing written down. Most tools fix this by sending your audio to their servers, training on your conversations, and charging you monthly for it. Askmeety doesn’t. Everything runs on your Mac. No bot joins your call. Askmeety’s VisualWalk captures key frames and turns them into a clean, blog-style summary. Your meetings, fully private.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Folks !! <\/p>\n<p>I’ll be honest, Askmeety started as a problem I was embarrassed to admit I had.<br \/>\nI was nodding in meetings, looking engaged, and secretly retaining maybe 30% of what was said. I’d try to take notes and miss the conversation. I’d stop taking notes and miss the details. There was no winning.<\/p>\n<p>So I tried every tool out there. Otter. Fireflies. Granola. They all worked but they all made me uneasy. My client calls. My investor conversations. My hiring discussions. All being uploaded, processed, stored on someone else’s machine. Some of them openly admit to training on your data.<\/p>\n<p>That felt like a bad deal I didn’t agree to. So I built Askmeety. The entire thing runs on your Mac. Transcription, summaries, next steps, AI search across your meeting history, all local. No account. No server. No bot awkwardly sitting in your call. When you delete a meeting, it’s actually deleted. Not anonymised. Not retained. Gone.<\/p>\n<p>The feature I’m most proud of is VisualWalk, instead of recording your screen, it captures the important frames and turns them into a short, blog-style summary of what happened visually. It’s the closest thing to having a second brain in the room.<\/p>\n<p>Would genuinely love to hear from anyone who’s had that gut-check moment with cloud meeting tools, did you stay, or did you switch? And if you try Askmeety, tell me what breaks. I’m reading everything ; )<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nalin_rajendran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nalin_rajendran<\/a> wow fully local would be so good , just got it set will try thanks \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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how does it compare with meeting notes from gemini\/gmeet?<\/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\/@nikolas_dimitroulakis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikolas_dimitroulakis<\/a> Hey Nikolas ! Thats a nice question. Gemini\/Google Meet notes are actually pretty solid for teams already living inside Google Workspace, but Askmeety works on pretty much all platforms and even in-person meetings. The biggest difference is really around privacy + where the processing happens. And VisualWalk is something we haven\u2019t really seen elsewhere yet, instead of just text summaries, it captures key visual moments and turns them into a clean walkthrough of what happened on screen.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Mac-only is a real constraint for a lot of teams. I’ve been using <a href=\"http:\/\/livesuggest.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">livesuggest.ai<\/a> which is fully browser-based so nothing to install, works anywhere. Different angle too, more focused on real-time suggestions during the call rather than notes after, but the no-bot philosophy is the same.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@flo152121063061 Completely agreed. But, but our primary focus was on privacy, and processing everything offline. And luckily Apple’s neural engine gave us a lot of flexibility, but we are working on extending it to multiple paltforms too ; )<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/CSWWHA2FPBOIIC\" class=\"app-title\">Memory Tags<\/a><\/p>\n<div class=\"one-liner\">Scan text to make flashcards and improve your memory<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">83<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Memory Tags\u901a\u8fc7\u6444\u50cf\u5934\u626b\u63cf\u6587\u672c\u81ea\u52a8\u751f\u6210\u95ea\u5361\uff0c\u5e76\u667a\u80fd\u6392\u5e8f\u590d\u4e60\u5185\u5bb9\uff0c\u89e3\u51b3\u4f20\u7edf\u95ea\u5361\u5e94\u7528\u521b\u5efa\u7e41\u7410\u3001\u590d\u4e60\u4f4e\u6548\u7684\u75db\u70b9\uff0c\u8ba9\u7528\u6237\u4ece\u9605\u8bfb\u5230\u8bb0\u5fc6\u7684\u8def\u5f84\u6700\u77ed\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\/6b308d96-c4e3-43c3-9309-3da56866361f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/57afb70f-77ba-4325-ada1-6a1aff68e7b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/128c5538-f185-45a3-bd7c-04b9e934430a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0d2dd722-d9c7-4995-a5ab-d3f63559a83e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6d1ded5a-3818-41a3-9aba-1f4b6c6d2910.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/33f42d2b-c323-48f6-aa79-f99dbcda39d6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/05b52fe4-a4ed-46b6-8230-942239583f36.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\/ce2dedc5-3e4e-4dc6-8595-f6bb215610c3.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/BvbJ-aColII?feature=share\"><source src=\"https:\/\/youtube.com\/shorts\/BvbJ-aColII?feature=share\" 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\">iOS<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Education<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u95ea\u5361\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">\u4e3b\u52a8\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u8bb0\u5fc6\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6392\u5e8f<\/span><br \/>\n <span class=\"tag\">\u590d\u4e60\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bed\u8a00\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7<\/span><br \/>\n <span class=\"tag\">\u65e0\u5e72\u6270<\/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\u626b\u63cf\u662f\u5426\u652f\u6301\u624b\u5199\u8bc6\u522b\u53ca\u56fe\u50cf\uff08\u5982\u8bfe\u672c\u3001\u5ca9\u77f3\u3001\u8eab\u4f53\u90e8\u4f4d\uff09\u521b\u5efa\u95ea\u5361\uff0c\u5efa\u8bae\u6dfb\u52a0\u89c6\u89c9\u8bb0\u5fc6\u5143\u7d20\u3002\u5f00\u53d1\u8005\u56de\u5e94\u4fdd\u6301\u7eaf\u6587\u672c\u4ee5\u7ef4\u6301\u8f7b\u91cf\u3001\u4e13\u6ce8\uff0c\u5e76\u5f3a\u8c03\u5148\u590d\u4e60\u5f31\u9879\u7684\u8bbe\u8ba1\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 Memory Tags\u7684\u5207\u53e3\u5f88\u7cbe\u51c6\u2014\u2014\u5b83\u6ca1\u6709\u8bd5\u56fe\u505a\u201c\u66f4\u806a\u660e\u7684\u95ea\u5361\u201d\uff0c\u800c\u662f\u89e3\u51b3\u4e86\u201c\u95ea\u5361\u4e4b\u524d\u7684\u82e6\u529b\u6d3b\u201d\u3002\u4f20\u7edfSRS\uff08\u95f4\u9694\u91cd\u590d\uff09\u5e94\u7528\u6700\u5927\u7684\u95e8\u69db\u4e0d\u662f\u590d\u4e60\u7b97\u6cd5\uff0c\u800c\u662f\u5361\u7247\u521b\u5efa\u6210\u672c\u3002\u7528\u6237\u5f80\u5f80\u82b1\u5927\u91cf\u65f6\u95f4\u6574\u7406\u3001\u8f93\u5165\u3001\u683c\u5f0f\u5316\uff0c\u8fd8\u6ca1\u5f00\u59cb\u5b66\u4e60\u5c31\u5df2\u75b2\u60eb\u3002Memory Tags\u7528OCR+\u667a\u80fd\u62bd\u53d6\u5c06\u201c\u9605\u8bfb\u5373\u5236\u5361\u201d\u53d8\u4e3a\u73b0\u5b9e\uff0c\u8fd9\u662f\u5bf9\u7528\u6237\u8f93\u5165\u6210\u672c\u7684\u4e00\u6b21\u964d\u7ef4\u6253\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u7528\u6237\u8d28\u7591\u96c6\u4e2d\u5728\u5bf9\u975e\u6587\u672c\u5185\u5bb9\u7684\u652f\u6301\u4e0a\uff08\u624b\u5199\u3001\u56fe\u50cf\uff09\uff0c\u8fd9\u6070\u6070\u53cd\u6620\u4e86\u6838\u5fc3\u7528\u6237\u7fa4\u7684\u5b9e\u9645\u573a\u666f\u2014\u2014\u5b66\u751f\u3001\u81ea\u5b66\u8005\u5927\u91cf\u9762\u5bf9\u7684\u662f\u8bfe\u672c\u56fe\u8868\u3001\u677f\u4e66\u3001\u590d\u6742\u56fe\u5f62\u3002\u5982\u679c\u4ea7\u54c1\u4ec5\u80fd\u5904\u7406\u5370\u5237\u4f53\u82f1\u6587\u6587\u672c\uff0c\u5176\u5e94\u7528\u573a\u666f\u5c06\u88ab\u4e25\u91cd\u9650\u5236\u5728\u201c\u8bed\u8a00\u5b66\u4e60\u201d\u8fd9\u4e00\u7a84\u57df\uff0c\u96be\u4ee5\u6269\u5c55\u5230\u5730\u7406\u3001\u533b\u5b66\u3001\u5de5\u7a0b\u7b49\u5b66\u79d1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bbe\u8ba1\u4e0a\u523b\u610f\u4fdd\u6301\u201c\u7eaf\u6587\u672c+\u514d\u5e72\u6270\u201d\u662f\u4e00\u79cd\u6709\u610f\u8bc6\u7684\u514b\u5236\uff0c\u4f46\u9700\u8981\u8b66\u60d5\uff1a\u7b80\u6d01\u548c\u7b80\u964b\u4e4b\u95f4\u53ea\u6709\u4e00\u7ebf\u4e4b\u9694\u3002\u7f3a\u5c11\u56fe\u7247\u3001\u8bed\u97f3\u3001\u624b\u5199\u652f\u6301\uff0c\u4f1a\u7b5b\u6389\u5927\u91cf\u6f5c\u5728\u4ed8\u8d39\u7528\u6237\u3002\u540c\u65f6\uff0c\u5904\u7406\u591a\u8bed\u8a00\u6587\u672c\uff08\u5982\u4e2d\u6587\u3001\u65e5\u6587\uff09\u4e0e\u7279\u6b8a\u6392\u7248\uff08\u5982\u6570\u5b66\u516c\u5f0f\uff09\u7684\u6280\u672f\u6311\u6218\u4e5f\u4e0d\u5c0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0cMemory Tags\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b97\u6cd5\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u7528\u6237\u9700\u8981\u505a\u7684\u6240\u6709\u8822\u4e8b\u201d\u6d88\u89e3\u6389\u3002\u5b83\u8bc1\u660e\u4e86\u95ea\u5361\u5de5\u5177\u7684\u672a\u6765\u4e0d\u662f\u201c\u66f4\u597d\u7684\u7b97\u6cd5\u201d\uff0c\u800c\u662f\u201c\u66f4\u5c11\u7684\u64cd\u4f5c\u201d\u3002\u5982\u679c\u540e\u7eed\u80fd\u901a\u8fc7\u63d2\u4ef6\u3001API\u7b49\u5f62\u5f0f\u652f\u6301\u7ed3\u6784\u5316\u7684\u56fe\u50cf\u8f93\u5165\uff08\u5982\u767d\u677f\u62cd\u7167\u3001PDF\u9ad8\u4eae\uff09\uff0c\u5e76\u4fdd\u6301\u6838\u5fc3\u4ea4\u4e92\u6781\u7b80\uff0c\u5b83\u6709\u671b\u4ece\u201c\u4e00\u4e2a\u6709\u8da3\u7684\u5de5\u5177\u201d\u8fdb\u5316\u6210\u201c\u81ea\u5b66\u7684\u9ed8\u8ba4\u5165\u53e3\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Memory Tags<\/span>\n <\/div>\n<div class=\"comment-content\">Most flashcard apps make you do too much work before you learn anything. Memory Tags is different. Point your camera at text, and it pulls out the words worth knowing. Tag them however makes sense to you. Then let the app figure out what you need to review \u2014 weak cards come first, mastered ones stay out of your way. No clutter. No friction. Just the fastest path from reading something to actually remembering it.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! Reza here, maker of Memory Tags.<\/p>\n<p>I built this because every flashcard app I tried made me do too much work before I could start learning. Creating cards was a chore. Reviewing them was a guessing game.<\/p>\n<p>Memory Tags fixes both problems:<br \/>> Scan any text and it extracts the words for you<br \/>> Smart sorting shows you weak and fading cards first<br \/>> No folders, no clutter, no setup<\/p>\n<p>I use it daily for language learning and reading non-fiction. It’s genuinely changed how much I retain.<\/p>\n<p>To celebrate the launch, enjoy 40% off yearly subscriptions until next week. Use code PRODUCTHUNT.<\/p>\n<p>Happy to answer anything about the app, the design decisions, what’s coming next. Ask me anything.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Interesting, how does it do scanning pages directly from textbooks or creating flashcards out of images like rock formations or body parts? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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–how does it do scanning pages directly from textbooks or creating flashcards out of images like rock formations or body parts? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Scanning text to create flashcards automatically is a great use case for passive learning. Does it work with handwritten notes or only printed text? The handwriting recognition gap kills a lot of these tools<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>would be cool to add to each card some visual that reflects that word for better memorising \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Hi Nika,<\/p>\n<p>Thanks for the comment. <br \/>I actually considered that, but I intentionally kept it text-only to reduce distractions and keep the focus on fast repetition and recall. I wanted the experience to stay lightweight and minimal, especially for quick learning sessions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UZB663HGTOSBIB\" class=\"app-title\">Phrony<\/a><\/p>\n<div class=\"one-liner\">Ship AI agents without the operational burden<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">82<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Phrony \u662f\u4e00\u4e2a AI Agent \u751f\u4ea7\u7ea7\u8fd0\u884c\u65f6\u7ba1\u7406\u5e73\u53f0\uff0c\u4e13\u95e8\u89e3\u51b3 Agent \u4e0a\u7ebf\u540e\u7f3a\u5c11\u53ef\u89c2\u6d4b\u6027\u3001\u5b89\u5168\u5408\u89c4\u548c\u8fd0\u8425\u63a7\u5236\u7b49\u75db\u70b9\uff0c\u5e2e\u52a9\u4f01\u4e1a\u6784\u5efa\u3001\u90e8\u7f72\u5e76\u6cbb\u7406\u771f\u5b9e\u53ef\u7528\u7684 AI \u4ee3\u7406\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\/b34e87c7-94ce-44b1-afe5-6048a15c1e98.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a5603ae3-bc5a-43cb-81cb-9a7a24ebdcea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b3841a6-8456-418a-bc21-28425e888aa4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/57046ee8-7e77-4343-a469-32d9dba1d877.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10066daf-f1e8-4398-ba8e-f2291b4f1304.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI Agent \u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u4ecb\u5165<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">\u5f02\u5e38\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u5ba1\u8ba1\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u7ea7\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u591a Agent \u534f\u540c<\/span><br \/>\n <span class=\"tag\">SaaS \u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u8fd0\u8425<\/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\u591a Agent \u7f16\u6392\u662f\u5426\u652f\u6301\u4e0d\u540c\u6846\u67b6\u7684\u4ee3\u7406\u4e92\u901a\uff08\u5982\u4e0d\u8d70 SDK \u95ed\u73af\uff09\uff1b\u4eba\u5de5\u5ba1\u6279\u89e6\u53d1\u673a\u5236\u662f\u89c4\u5219\u9a71\u52a8\u8fd8\u662f\u7f6e\u4fe1\u5ea6\u9a71\u52a8\uff1b\u5e73\u53f0\u6545\u969c\u65f6\u5982\u4f55\u4f18\u96c5\u964d\u7ea7\u3002\u5b98\u65b9\u56de\u5e94\u5f3a\u8c03\u76ee\u524d\u57fa\u4e8e\u7b56\u7565\u548c\u89c4\u5219\uff08\u98ce\u9669\u3001\u6210\u672c\u3001\u5f02\u5e38\uff09\u89e6\u53d1\uff0c\u672a\u4f9d\u8d56 LLM \u7f6e\u4fe1\u5ea6\u4f5c\u4e3a\u4e3b\u8981\u4fe1\u53f7\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 Phrony \u7cbe\u51c6\u5207\u4e2d\u4e86\u5f53\u524d AI Agent \u4ece\u201c\u73a9\u5177\u201d\u5230\u201c\u4ea7\u54c1\u201d\u7684\u6700\u5927\u9e3f\u6c9f\u2014\u2014\u8fd0\u7ef4\u4e0e\u6cbb\u7406\u3002\u5e02\u9762\u4e0a\u5927\u91cf\u5de5\u5177\uff08n8n\u3001Zapier\u3001LangChain \u7b49\uff09\u89e3\u51b3\u4e86\u201c\u642d\u79ef\u6728\u201d\u7684\u95ee\u9898\uff0c\u4f46\u5bf9\u201c\u79ef\u6728\u584c\u4e86\u600e\u4e48\u529e\u201d\u51e0\u4e4e\u675f\u624b\u65e0\u7b56\u3002Phrony \u7684\u6740\u624b\u950f\u5728\u4e8e\u5b83\u628a\u5ba1\u8ba1\u3001\u5b89\u5168\u3001\u5f02\u5e38\u68c0\u6d4b\u548c\u4eba\u5de5\u4ecb\u5165\u76f4\u63a5\u4f5c\u4e3a\u201c\u8fd0\u884c\u65f6\u201d\u57fa\u7840\u8bbe\u65bd\u5185\u7f6e\u8fdb\u6765\uff0c\u800c\u975e\u4e8b\u540e\u6253\u8865\u4e01\u3002\u8fd9\u79cd\u201c\u7aef\u5230\u7aef\u8fd0\u884c\u6cbb\u7406\u201d\u7684\u5b9a\u4f4d\uff0c\u6bd4\u5355\u7eaf\u505a\u7f16\u6392\u6216\u76d1\u63a7\u66f4\u5177\u6218\u7565\u7eb5\u6df1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u51b7\u9759\u5ba1\u89c6\u5176\u62a4\u57ce\u6cb3\u3002\u9996\u5148\uff0c\u5e73\u53f0\u4e00\u65e6\u6df1\u5ea6\u8026\u5408\uff0c\u5ba2\u6237\u7684 Agent \u5c06\u9762\u4e34\u4e25\u91cd\u9501\u5b9a\u98ce\u9669\uff08\u867d\u56de\u5e94\u80fd\u964d\u7ea7\u4f46\u672a\u63d0\u53ef\u8fc1\u79fb\u6027\uff09\uff0c\u8fd9\u5bf9\u8ffd\u6c42\u7075\u6d3b\u6027\u7684\u6280\u672f\u56e2\u961f\u662f\u81f4\u547d\u4f24\u3002\u5176\u6b21\uff0c\u4eba\u5de5\u5ba1\u6279\u89e6\u53d1\u673a\u5236\u76ee\u524d\u4ecd\u662f\u201c\u786e\u5b9a\u6027\u7684\u89c4\u5219+\u5f02\u5e38\u4fe1\u53f7\u201d\uff0c\u672c\u8d28\u4e0a\u8fd8\u662f\u9884\u8bbe\u597d\u7684\u201cIf-Then\u201d\u7cfb\u7edf\uff0c\u5e76\u672a\u771f\u6b63\u89e3\u51b3\u201cAgent \u4e0d\u786e\u5b9a\u6027\u5bfc\u81f4\u7684\u4e0d\u9760\u8c31\u201d\u8fd9\u4e00\u6838\u5fc3\u77db\u76fe\u2014\u2014\u5373 LLM \u7684\u4e0d\u53ef\u9884\u6d4b\u6027\u6c38\u8fdc\u65e0\u6cd5\u88ab\u9759\u6001\u89c4\u5219\u5b8c\u5168\u515c\u5e95\u3002\u5176\u201c\u4e0d\u4f9d\u8d56 LLM \u7f6e\u4fe1\u5ea6\u201d\u7684\u8bf4\u8f9e\uff0c\u770b\u4f3c\u52a1\u5b9e\uff0c\u5b9e\u5219\u66b4\u9732\u4e86\u5f53\u524d\u5e73\u53f0\u5bf9 Agent \u5185\u5728\u4e0d\u786e\u5b9a\u6027\u7684\u65e0\u5948\u9009\u62e9\uff1a\u7ba1\u4e0d\u4f4f\u5927\u8111\uff0c\u5c31\u7ba1\u4f4f\u624b\u811a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u77ed\u671f\u6765\u770b\uff0cPhrony \u5bf9\u91d1\u878d\u3001\u533b\u7597\u3001\u653f\u52a1\u7b49\u5f3a\u76d1\u7ba1\u884c\u4e1a\u6781\u5177\u5438\u5f15\u529b\uff0c\u56e0\u4e3a\u5ba1\u8ba1\u548c\u964d\u7ea7\u80fd\u529b\u662f\u786c\u9700\u6c42\u3002\u957f\u671f\u800c\u8a00\uff0c\u82e5\u4e0d\u80fd\u8fdb\u5316\u51fa\u66f4\u667a\u80fd\u7684\u3001\u57fa\u4e8e\u8bed\u4e49\u7406\u89e3\u800c\u975e\u7b80\u5355\u89c4\u5219\u7684\u98ce\u9669\u9884\u6d4b\u80fd\u529b\uff0c\u5176\u201c\u63a7\u5236\u201d\u53ea\u80fd\u505c\u7559\u5728\u6d41\u7a0b\u5c42\u9762\uff0c\u65e0\u6cd5\u89e6\u53ca Agent \u7684\u201c\u610f\u8bc6\u201d\u98ce\u9669\u3002\u53e6\u5916\uff0c\u652f\u6301\u8de8\u6846\u67b6 Agent \u4e92\u64cd\u4f5c\uff0882\u7968\u7684\u91cf\u7ea7\u4e0b\u5c1a\u672a\u56de\u7b54\uff09\u662f\u6269\u5708\u7684\u5173\u952e\uff0c\u4e0d\u7136\u5b83\u6700\u7ec8\u4f1a\u6210\u4e3a\u53e6\u4e00\u4e2a\u6f02\u4eae\u7684\u201c\u7b3c\u5b50\u201d\u3002\u4e00\u53e5\u8bdd\uff1a\u597d\u4ea7\u54c1\uff0c\u4f46\u9700\u8981\u8b66\u60d5\u7406\u6027\u6295\u8d44\u548c\u7528\u6237\u89c4\u6a21\u7684\u74f6\u9888\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\">Phrony<\/span>\n <\/div>\n<div class=\"comment-content\">Phrony is where AI agents live, run, and stay under control. We handle the parts that get hard once agents hit production: multi-agent orchestration, human-in-the-loop escalation, full audit trails, anomaly detection, and the security layer companies actually need. All built in, not bolted on. One platform to build, deploy, and govern real AI agents.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’m Max, co-founder of Phrony.<\/p>\n<p>Right now most “AI agents” are really just workflows. n8n, Zapier, a Python script with some LLM calls glued together. Works fine until something breaks. Then you’re staring at a half-finished run with no idea which step failed, why, or what to do about it.<\/p>\n<p>So we built Phrony. It’s the runtime layer where real agents live and run, with the boring-but-essential stuff baked in: full audit trails, human-in-the-loop escalation, anomaly detection, RBAC, secrets vault, multi-agent orchestration.<\/p>\n<p>Built for teams shipping real agents, but useful for anyone who wants their agents to stay under control once they leave the laptop.<\/p>\n<p>Curious for anyone here running agents or workflows in production: what broke first?<\/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\/@max_bols\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@max_bols<\/a> Hi Max, Congrats on the launch. Love the governance\/audit layer as that is becoming increasingly important. How do you handle graceful deg if all my agents are in your platform?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! The fact that anomaly detection can auto-terminate a run is wild (in a good way). Most tools just log and pray. Upvoted \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats! upvoted<\/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>Looks great congrats on the launch! Quick one: does the multi-agent orchestration support agents written in different frameworks talking to each other? Or do they all have to live inside Phrony’s own SDK?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. Curious about the HITL escalation layer. What triggers a human approval today? Is it rule-based (e.g. tool calls above a cost threshold), confidence-based (the agent itself flags uncertainty), or configurable per-agent? Feels like the hardest UX problem in production agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@francesco2689\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@francesco2689<\/a> <\/p>\n<p>Thanks! You’ve put your finger on the hardest part.<\/p>\n<p>Today it’s mostly policy and rule-driven, configurable per agent. Typical triggers:<\/p>\n<ul>\n<li>\n<p>Risk or anomaly scores crossing a threshold<\/p>\n<\/li>\n<li>\n<p>Sensitive tool categories or anything with external side effects<\/p>\n<\/li>\n<li>\n<p>Actions above a cost\/value limit<\/p>\n<\/li>\n<li>\n<p>Policy violations<\/p>\n<\/li>\n<li>\n<p>Execution patterns that deviate from expected behavior<\/p>\n<\/li>\n<\/ul>\n<p>When one fires, the runtime pauses, preserves the full run state, and routes the task to a human to approve, reject, or redirect.<\/p>\n<p>We intentionally don’t rely on raw LLM confidence as the primary signal. It’s too inconsistent across models and prompts. We use it as one input in the pipeline, not the trigger. <\/p>\n<p>Escalation is configurable at four levels: organization, agent, tool\/integration, and step\/workflow checkpoints.<\/p>\n<p>On your last point: the real tradeoff is autonomy vs operator trust vs interruption fatigue. Too many approvals kill the automation, too few kill the trust. That’s why we lean on deterministic guardrails plus anomaly\/behavioral signals instead of putting static gates 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is really interesting! Especially the part about keeping the LLM in place. Been building agents the past few months and the lack of visibility once they hit production is genuinely scary. 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