\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-02-12<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-02-12<\/h1>\n<p> <!-- \u5c55\u793aapp\u5361\u7247 --><\/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\/62DHGBY3FZFEKH\" class=\"app-title\">Starnus<\/a><\/p>\n<div class=\"one-liner\">Find and reach your next customers on autopilot<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">427<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Starnus\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684B2B\u9500\u552e\u5916\u62d3\u5e73\u53f0\uff0c\u901a\u8fc7\u7b80\u5355\u7684\u63d0\u793a\u8bcd\uff0c\u5e2e\u52a9\u521b\u59cb\u4eba\u548c\u5c0f\u56e2\u961f\u5728\u4e00\u4e2a\u5e73\u53f0\u5185\u5b8c\u6210\u4ece\u5b9a\u4e49\u7406\u60f3\u5ba2\u6237\u753b\u50cf\u3001\u5bfb\u627e\u76f8\u4f3c\u6f5c\u5728\u5ba2\u6237\u3001\u6570\u636e\u4e30\u5bcc\u3001\u751f\u6210\u4e2a\u6027\u5316\u5916\u8054\u5230\u8ffd\u8e2a\u56de\u590d\u7684\u5168\u6d41\u7a0b\u81ea\u52a8\u5316\uff0c\u89e3\u51b3\u4e86\u591a\u5de5\u5177\u62fc\u63a5\u3001\u64cd\u4f5c\u590d\u6742\u4e14\u6210\u672c\u9ad8\u6602\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/29111c34-6766-4421-8357-a3a5efbb17bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/52eaac27-4b7f-4e94-8cfe-9a178e4f1884.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3dc6f383-1cdb-4496-b8f6-3bd6e8210ac1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5a7efb35-ac3b-4990-95e0-76a75ff3a9ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be0ad00d-07cc-4212-bec5-48b4b7626951.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb50d033-8832-46bf-a648-b7557259dde8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bcb542bb-3f46-45fd-b043-0c008dba5f0e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/22c3cf09-4f48-4d72-aca9-75ec32a134c1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b774ce5-e226-456f-8f91-c33bdfe27259.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\/6575c006-137a-4b8c-8754-699f82f27202.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=atGn_4yWfAI\"><source src=\"https:\/\/www.youtube.com\/watch?v=atGn_4yWfAI\" 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\">Marketing automation<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">B2B\u9500\u552e\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u9500\u552e\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u51fa\u6d77\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u4e00\u7ad9\u5f0f\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u5916\u62d3<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u753b\u50cf<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u89e6\u8fbe<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u4f01\u4e1a\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u6574\u5408\u4ef7\u503c\u4e0e\u521b\u59cb\u4eba\u53cb\u597d\u5b9a\u4f4d\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u6570\u636e\u6e90\u4e0e\u5408\u89c4\u6027\u3001\u4e0e\u7ade\u54c1\u7684\u5dee\u5f02\u5316\u4f18\u52bf\u3001\u65e5\u5e38\u64cd\u4f5c\u6d41\u7a0b\u4e0e\u54c1\u724c\u5b89\u5168\u3001\u4ee5\u53ca\u529f\u80fd\u6269\u5c55\u6027\uff08\u5982\u5bfb\u627e\u6295\u8d44\u8005\uff09\u3002\u5efa\u8bae\u589e\u52a0ICP\u6784\u5efa\u5411\u5bfc\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 Starnus\u5207\u5165\u4e86\u4e00\u4e2a\u7ecf\u5178\u4e14\u62e5\u6324\u7684\u8d5b\u9053\uff1a\u9500\u552e\u81ea\u52a8\u5316\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u4f53\u9a8c\u6574\u5408\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201cAI\u80f6\u6c34\u201d\uff0c\u5c06\u6f5c\u5728\u5ba2\u6237\u6570\u636e\u3001\u5bcc\u5316\u5de5\u5177\u3001\u90ae\u4ef6\/LinkedIn\u5e8f\u5217\u5668\u7b49\u73b0\u6709\u670d\u52a1\u5c01\u88c5\u5728\u4e00\u4e2a\u7edf\u4e00\u7684AI\u667a\u80fd\u4f53\uff08Agent\uff09\u67b6\u6784\u4e4b\u4e0b\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\u3002\u8fd9\u7cbe\u51c6\u51fb\u4e2d\u4e86\u9884\u7b97\u548c\u7cbe\u529b\u6709\u9650\u7684\u5c0f\u56e2\u961f\u53ca\u6280\u672f\u521b\u59cb\u4eba\u7684\u8f6f\u808b\u2014\u2014\u4ed6\u4eec\u4e0d\u613f\u4e5f\u65e0\u529b\u6210\u4e3a\u9500\u552e\u8fd0\u8425\u4e13\u5bb6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5176\u201c\u4e00\u7ad9\u5f0f\u201d\u89e3\u51b3\u65b9\u6848\u7684\u62a4\u57ce\u6cb3\u53ef\u80fd\u5f88\u6d45\u3002\u5b83\u4e25\u91cd\u4f9d\u8d56\u7b2c\u4e09\u65b9\u6570\u636e\u548c\u670d\u52a1\uff08\u5982Smartlead, Unipile\uff09\uff0c\u8fd9\u610f\u5473\u7740\u5176\u5728\u6570\u636e\u65b0\u9c9c\u5ea6\u3001\u9001\u8fbe\u7387\u7b49\u6838\u5fc3\u6307\u6807\u4e0a\u53d7\u5236\u4e8e\u4eba\uff0c\u96be\u4ee5\u6784\u5efa\u7edd\u5bf9\u4f18\u52bf\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5982\u4f55\u907f\u514d\u6210\u4e3a\u53e6\u4e00\u4e2a\u5e8f\u5217\u5668\u201d\u7684\u8d28\u7591\u76f4\u6307\u8981\u5bb3\u3002\u5176\u6b21\uff0c\u5c06\u590d\u6742\u9500\u552e\u7b56\u7565\u7b80\u5316\u4e3a\u201c\u63d0\u793a\u8bcd\u9a71\u52a8\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5728\u63d0\u5347\u6613\u7528\u6027\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u5bfc\u81f4\u7b56\u7565\u80a4\u6d45\u548c\u4e2a\u6027\u5316\u5931\u771f\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u9632\u6b62\u5e7b\u89c9\u548c\u54c1\u724c\u504f\u79bb\u201d\u7684\u62c5\u5fe7\u6b63\u662f\u5bf9\u6b64\u7684\u9884\u8b66\u3002\u6700\u540e\uff0c\u540c\u4e00\u5929\u51fa\u73b0\u7c7b\u4f3c\u4ef7\u503c\u4e3b\u5f20\u7684\u7ade\u54c1\uff08\u5982\u8bc4\u8bba\u63d0\u53ca\u7684Gro\uff09\uff0c\u8bf4\u660e\u5e02\u573a\u51c6\u5165\u95e8\u69db\u6b63\u5728AI\u52a0\u6301\u4e0b\u964d\u4f4e\uff0c\u7ade\u4e89\u5c06\u8fc5\u901f\u767d\u70ed\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u66ff\u4ee3\u6240\u6709\u201c\u6700\u4f73\u5355\u70b9\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u4e3a\u65e9\u671f\u56e2\u961f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6210\u672c\u53ef\u63a7\u3001\u5feb\u901f\u542f\u52a8\u7684\u201c\u6700\u5c0f\u53ef\u884c\u9500\u552e\u6d41\u7a0b\u201d\u3002\u5b83\u7684\u6210\u529f\u5c06\u4e0d\u53d6\u51b3\u4e8eAI\u6709\u591a\u667a\u80fd\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u6574\u5408\u7684\u6d41\u7545\u5ea6\u3001\u7ed3\u679c\u7684\u53ef\u9760\u5ea6\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u7b80\u5316\u64cd\u4f5c\u7684\u540c\u65f6\uff0c\u4e0d\u727a\u7272\u9500\u552e\u7b56\u7565\u5fc5\u8981\u7684\u7cbe\u7ec6\u5ea6\u548c\u4eba\u6027\u5316\u8003\u91cf\u3002\u8fd9\u662f\u4e00\u573a\u5173\u4e8e\u4f53\u9a8c\u3001\u4fe1\u4efb\u4e0e\u6267\u884c\u6548\u7387\u7684\u8f83\u91cf\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\">Starnus<\/span>\n <\/div>\n<div class=\"comment-content\">Starnus helps founders and B2B teams run outbound with simple prompts. Define your ICP, find lookalike prospects, enrich with business + contact data, generate personalized outreach, and track replies, end to end in one platform.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b I’m Khashayar, co-founder and CEO of Starnus. We built Starnus because as technical founders doing B2B sales for the first time, we were frustrated by how many tools you need just to run basic outbound , one for data, one for enrichment, one for sequences, one for tracking.<\/p>\n<\/p>\n<p>Starnus helps you find and reach your next customers on autopilot. It takes you from your ideal customer profile to booked meetings, all in one AI-powered platform.<\/p>\n<\/p>\n<p>The problem we kept running into was simple: Outbound sales requires too many tools, too much manual work, and too much budget \u2014 especially for founders and small teams just trying to build a pipeline.<\/p>\n<\/p>\n<p>That’s why Starnus is built around one seamless flow: your ICP \u2192 matched prospects \u2192 outreach \u2192 meetings.<\/p>\n<p>With Starnus, you can:<\/p>\n<ul>\n<li>\n<p>Bring your ICP and find lookalike prospects from millions of business records<\/p>\n<\/li>\n<li>\n<p>Enrich with verified business + contact data<\/p>\n<\/li>\n<li>\n<p>Generate personalized multi-channel outreach<\/p>\n<\/li>\n<li>\n<p>Automate follow-up sequences<\/p>\n<\/li>\n<li>\n<p>Track replies and engagement end-to-end<\/p>\n<\/li>\n<\/ul>\n<p>We made it founder-friendly from day one, plans start at just \u20ac20\/month. No more spending hundreds stitching together multiple sales tools.<\/p>\n<\/p>\n<p>We’re excited to share this with the PH community and would love your honest feedback. We’ll be here all day answering questions.<\/p>\n<\/p>\n<p>\ud83c\udf81 Product Hunt launch offer: 14-day free trial, no credit card required \ud83d\udc49 Try Starnus: <a href=\"https:\/\/starnus.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/starnus.com\/<\/a><\/p>\n<\/p>\n<p>Thanks for checking us out, and huge thanks to <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> for hunting us \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@khashayar_mansourizadeh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khashayar_mansourizadeh1<\/a> Congrats on the launch! What data sources or models power the prospect matching and enrichment features? And how do you handle data privacy and compliance when pulling and using contact information?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\">@khashayar_mansourizadeh1 Love the ICP \u2192 meetings end-to-end flow. Curious how Starnus avoids becoming \u201cjust another sequencer\u201d, what\u2019s your edge in data freshness + deliverability + personalization quality that actually moves reply rates compared to stitching best-in-class tools together?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\">@khashayar_mansourizadeh1 Hi, I have a business where we\u2019re making custom websites very fast and low cost, and we\u2019re interested in using your app for our clients and us.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 everyone \ud83d\udc4b i’m Ayda, co-founder of Starnus. while Khashayar built the tech, i’ve been on the other side actually doing the outbound, testing every tool out there, and honestly getting frustrated by how complicated and expensive they all are. that’s what pushed us to build Starnus. we wanted something that just works without needing a sales ops degree to set up. would love to hear how you guys are currently handling outbound always looking to learn and make Starnus better!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ayda_golahmadi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayda_golahmadi<\/a> Such a needed product. As a technical founder myself, outbound tooling has always felt overly complex for what should be simple.<\/p>\n<\/p>\n<p>Saw your LinkedIn post and had to check it out here. Excited to see what you\u2019re building with Starnus.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Good luck guys with your launch!<\/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\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> Thanks Dmitry<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Add an ICP builder wizard and you get the startup heads who don’t have a degree in markeing.<\/p>\n<p>WHat’s nuts is that there’s Gro launching today with a nearly identical value proposition. <\/p>\n<p>I’m building too, ansd not really interested in building Wyet another…” it seems that many are.<\/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\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> Very good point, we should indeed add an ICP builder<\/p>\n<p>Actually good thing about Starnus is that it’s like Claude, but for Sales and professional business work, so adding ICP builder means embedding such skills in the main AI brain (supervisor), since we already have 25+ specialized agents which cover web search, scraping and deep research, so we can do a comprehensive research, alognside a set of instructions that can help the system clearly define the ICP for the user.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch Ayda!<\/p>\n<\/p>\n<p>When you say \u201clookalike prospects,\u201d what signals are you using? Industry + headcount + tech stack + hiring, or something else?<\/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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Thanks aleksander,Great question! We use a combination of signals, industry, company size, location, funding stage, hiring activity, tech stack, and recent growth signals like new funding rounds or leadership changes. But the real power is that you describe your ideal customer in plain language and our AI matches against 1.3B+ profiles to find the best fits. So instead of manually setting 10 filters, you just tell it what you’re looking for and it finds lookalikes automatically. Beside this, lead gen is just 1 part of the entire offering, we can then deeply research companies, people, create messages, perform complete outbound campaigns on LinkedIn and via Email and many more things. In summary, Starnus can save 10s of hours for each GTM team member.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">How do you recommend teams operationalize Starnus day-to-day: what\u2019s the ideal \u201chuman-in-the-loop\u201d workflow (approvals, brand voice guardrails, compliance checks), and how do you prevent hallucinated or off-brand personalization from going out at scale?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> very good questions, Starnus has the ability to stay on tasks and iterate for minutes-to-hours to get the task done (short term) and set future tasks for itself and invoke itself to continue the execution (long term -> days-to-weeks & can be recurring). So in summary, it can autonomously keep executing for weeks\/months, but, we recommend users to keep the execution loops to 1-2 days max, and let the main AI supervisor to check with them critical things.<\/p>\n<p>Beside this, the main supervisor has strict instructions to check critical things with users before execution, such as the messages to be sent. <\/p>\n<p>But at the end, Starnus is the Claude for professional work (e.g. outbound sales), which means, system is open and extremely adaptable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Can I also use Starnus to find and contact investors? Or talent? Besides using it for customer acquisition<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@peeedraam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peeedraam<\/a> of course, at the end, investor finding and talent finding is some kind of lead sourcing, so you can do all of them with Starnus<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Defining ICP with simple prompts sounds practical. Many founders struggle with who to target first, so this setup alone can bring clarity before sending a single email.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@md_saifali\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@md_saifali<\/a> exactly, and having a good ICP means you can have a solid starting point<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 you track replies? Does it connect to Gmail\/Outlook and auto-categorize responses?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@xanderiang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xanderiang<\/a> For email automation, we utilize Smartlead and for now only supports Gmail mailboxes. Yes, we track the replies.<\/p>\n<p>For LinkedIn, we track the connections and messages too.<\/p>\n<p>We added a new feature, that allows our databases (leads lists) to track interactions on LinkedIn, even if you do outreach and connections manaully.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Curious how you handle data accuracy and deliverability at scale. Congrats on the launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nick_glam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nick_glam<\/a> thanks! <\/p>\n<p>Starnus is the intelligent layer on top of 10s of well known and established apps, software and databases. For LinkedIn automation we have Unipile agent (integration) and for Email automation we have Smartlead. Both services are famous establishes solutions that guarantee deliverability.<\/p>\n<p>Regarding accuracy, we have 15+ integrations to different databases, such as People Data Labs, DropContact, various LinkedIn sources and so on, and the data is 98-99% accurate. Some email addresses or phone numbers may have lower confidence, which will be indicated on the list.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have seen your social media posts, have to say that you really did a cool job with marketing part \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> great, thanks! Did you see those on LinkedIn or X?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@khashayar_mansourizadeh1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"khashayar_mansourizadeh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khashayar_mansourizadeh1<\/a> <a href=\"https:\/\/www.producthunt.com\/@ayda_golahmadi\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ayda_golahmadi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayda_golahmadi<\/a> <\/p>\n<\/p>\n<p>It’s crazy how many integrations Starnus has, really amazing job!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ayda_golahmadi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayda_golahmadi<\/a> <a href=\"https:\/\/www.producthunt.com\/@mahdi_nouri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mahdi_nouri<\/a> thanks! it took a bit of a time to integrate all, but the outcome is good \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\/@mahdi_nouri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mahdi_nouri<\/a> thanks mahdi<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \ud83d\ude80 <a href=\"https:\/\/www.producthunt.com\/@ayda_golahmadi\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ayda_golahmadi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayda_golahmadi<\/a> <a href=\"https:\/\/www.producthunt.com\/@khashayar_mansourizadeh1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"khashayar_mansourizadeh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khashayar_mansourizadeh1<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ayda_golahmadi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayda_golahmadi<\/a> <a href=\"https:\/\/www.producthunt.com\/@nafis_amiri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nafis_amiri<\/a> thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@nafis_amiri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nafis_amiri<\/a> Thanks Nafis<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 pivot from modular robotics to AI agent orchestration is a really compelling backstory. It takes guts to recognize when the market isn’t moving fast enough for your hardware vision and shift entirely to software. I’m curious about how the agent marketplace works in practice, when a user submits a prompt for a sales task, how does Starnus decide which agents to orchestrate? Is there a ranking\/reputation system for the agents, or is it more deterministic based on task type? Also, what’s been the biggest surprise since shifting from hardware to the AI suite in terms of what customers actually want vs. what you expected?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@diegodau\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diegodau<\/a> very good point. Here is the layered architecture:<\/p>\n<p>1. Central brain and supervisor<br \/>2. Hyper professional skill sets for the supervisor<br \/>3. Agents registry<\/p>\n<p>Supervisor decides which agents to use based on a combination of information, the registry data, what the skill set says, and the generic instructions it has. Registry contains the reputation and technical details.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Love seeing more tools tackling the outbound automation space. The biggest pain point I see with clients is jumping between 5+ tools just to run one campaign. Consolidating prospect discovery \u2192 enrichment \u2192 outreach in one flow is the right direction. Upvoted! \ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@heismiracle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@heismiracle<\/a> thanks! indeed, the main intention is to replace the chaos of having many tools and subscriptions<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>How do you avoid deliverability issues when users start sending outbound? Any guardrails or warmup guidance? Tries similar tool before but ended in spam.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yurii_demchenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yurii_demchenko<\/a> very good point. Starnus has 25+ AI agents which are integrations with best-in-class 3rd party apps, databases, software. So, we use trusted solutions to get the work done.<\/p>\n<p>For email automation, we use Smartlead, which does warmup and entire campaign setup.<br \/>For LinkedIn automation, we use Unipile, again handles everything.<\/p>\n<p>Beside these, we support Google suite, Outlook, Hubspot, etc. which you can use for low volume personal use too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats, this is very much needed! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@toni_lop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@toni_lop<\/a> thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@toni_lop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@toni_lop<\/a> Thanks a lot! \ud83d\ude4c f you try it, I\u2019d love your feedback on what should be even simpler or faster.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a huge pain solver<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@faux16\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@faux16<\/a> thanks! indeed it is<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Outbound tool overload is painfully real. Bundling this into one flow makes a lot of sense.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shreya_chaurasia19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreya_chaurasia19<\/a> indeed, very true point<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Wow, seems powerful – you can then send linkedin messages and emails directly from platform?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> yes exactly<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is it mainly for email, or does it support LinkedIn outreach too? If yes, how do you handle sending limits safely?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sudhir_prasad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sudhir_prasad<\/a> indeed, both are supported. <\/p>\n<\/p>\n<p>For email, we try to keep 50 emails per day per mailbox, and we take care of warmup too (all via Smartlead)<\/p>\n<p>For LinkedIn, it depends on your personal LinkedIn account’s tier, for Premium, the limit is roughly 200-250 connection requests per week, and 150 messages per day<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious if you support multiple campaigns at once or if it\u2019s more one-at-a-time 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@victoria_sukhenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victoria_sukhenko<\/a> of course, you can create as many campaigns as you want, but, for email automation, you can add up to 10 Gmail mailboxes per Starnus account. Assuming 50-60 emails per day as safe zone per mailbox, you can max go up to 500-600 emails per day (only on Email automation).<\/p>\n<p>You can add personal mailboxes to Gmail and Outlook agents too, which each can send another 50-100 emails per day (to be safe).<\/p>\n<p>And you can connect your LinkedIn account to LinkedIn automation agent to send 50-200 messages per day (depends on your LinkedIn account’s tier).<\/p>\n<p>So you can push to 700-1000 reachouts per day with 1 Starnus account.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I\u2019m curious where Starnus fits in an existing stack. For example, if I already use a CRM and I already have a lead list, can I plug Starnus in just for enrichment + messaging + reply tracking? Or is it intended more as an end-to-end system where the whole workflow lives inside Starnus?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kristina__grits\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kristina__grits<\/a> regarding CRM, we have the Hubspot agent (integration), and if you have an existing list, you can certainly drop it there, as text or pdf (text is faster) and then ask the system to enrich + analyze + provide messaging tips. Although it’s best if your list has lead’s LinkedIn profiles already available, otherwise, best is to drop batches of 10 names, ask the system to use “Web Search -> Perplexity agent” to find their LinkedIn profiles, and then once your list has all the LinkedIn profiles ask for “enrich + analyze + provide messaging tips”.<\/p>\n<p>This is mainly because a lot of our databases are based on LinkedIn, and having access to the lead’s LinkedIn profile is important.<\/p>\n<p>When you have the completed leads list, you can ask the system to do LinkedIn and\/or email outreach<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>B2B sales background here \u2014 curious about the failure modes. What happens when Starnus sends 50 messages and gets zero replies? Does it diagnose why, or just flag it and wait for you to fix the copy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> Since Starnus has a central AI entity running all the agents, it’s very similar to how Claude works, which means, you can ask the system to run diagnosis and analysis to find what went wrong. So, it can definitely do this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Starnus? Sounds like the ultimate Battle Station for outbound sales:D Love the focus on lookalike prospects – it\u2019s like having a Jedi mind trick for my ICP. Is there a limit on how many lookalikes I can generate per prompt?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kostfast\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kostfast<\/a> thanks! technically no, but it’s recommended to limit the number of leads to be found to 100. You can find more details about the costs and numbers here too: <a href=\"https:\/\/starnus.com\/pricing\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/starnus.com\/pricing\/<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats for 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\/@nathan_gatling\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nathan_gatling<\/a> thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does Starnus help with follow-ups automatically, or is it more about drafting and tracking?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ititov_agency\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ititov_agency<\/a> Absolutely, it’s a completely intelligent entity with full capabilities of LinkedIn and Email automation, so it can definitely do follow ups and much more<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ititov_agency\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ititov_agency<\/a> thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does the lookalike AI actually scan the website content of my current clients to find matches, or does it rely mostly on generic LinkedIn industry tags?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> can be both, we can search through 10s of databases with keywords to find companies and\/or leads (people), or, we can take a list of companies\/websites and analyze them in great detail<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 team <a href=\"https:\/\/www.producthunt.com\/@khashayar_mansourizadeh1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"khashayar_mansourizadeh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khashayar_mansourizadeh1<\/a> <a href=\"https:\/\/www.producthunt.com\/@ayda_golahmadi\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ayda_golahmadi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayda_golahmadi<\/a> congrats on the launch! Honest question – how is this different from Clay + Instantly combo? Looks so similar, but still eager to try.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> very good point, Starnus is a true AI employee\/colleague, which has an intelligent central brain (supervisor) connected to tens of specialized agents, and agents’ job is to establish the bridge between Starnus and 3rd party solutions such as CRMs, apps, web search, scrapers, Instantly, Smartlead, Unipile and so on. <\/p>\n<p>So in summary, we utilize all those traditional SaaS solutions, by building an agentic layer on top of them, so they are controllable with language.<\/p>\n<p>What is the main point here? Removing the complexity, expensiveness and time-consuming work of handling 10s of SaaS solutions manually, and letting Starnus do all the work for you, like a professional sales employee, and more importantly, not thinking about any subscriptions.<\/p>\n<p>When you upgrade even to the most basic plan (Pro) which is just 20 euros per month, still you get access to everything, all premium databases, email automation, LinkedIn automation and so on.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/G42QGJCIZOPLNZ\" class=\"app-title\">Gro<\/a><\/p>\n<div class=\"one-liner\">The best way to prospect and sell with AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">341<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gro\u662f\u4e00\u6b3eAI\u9500\u552e\u534f\u540c\u5e73\u53f0\uff0c\u901a\u8fc7\u6574\u5408\u8d8510\u4ebf\u5b9e\u65f6\u6570\u636e\u5e93\u3001AI\u503e\u5411\u6027\u8bc4\u5206\u4e0e\u591a\u6e20\u9053\u81ea\u52a8\u5316\uff0c\u5728\u4e00\u4e2a\u7edf\u4e00\u7684\u5de5\u4f5c\u6d41\u4e2d\u89e3\u51b3\u9500\u552e\u56e2\u961f\u5728\u6f5c\u5728\u5ba2\u6237\u5f00\u53d1\u3001\u5b9a\u4f4d\u3001\u89e6\u8fbe\u53ca\u610f\u5411\u8ffd\u8e2a\u4e2d\u6570\u636e\u5272\u88c2\u3001\u6548\u7387\u4f4e\u4e0b\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/debe770a-3bc4-4121-9476-42fa54339d66.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b14170bc-69d9-441e-b4ac-b71cd1554f01.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e13c121a-5ebd-47d2-9fd8-38cf70939259.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aee8624e-14be-423b-bfcb-67644f78c0e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/084e9905-18d0-41a3-92a0-354fab092ea7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b7a9cbd4-d40f-41f2-a809-fadcc1d3971b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aa6bbdaf-c1d4-4e2e-a7aa-0971b8d46eb8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e248c0f3-3954-4130-bab2-a711f14ad2dd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d0a7fa74-1c08-424a-bab4-f8881f220c69.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\/191c2a9e-8d19-4611-bf5c-45540aac3c71.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/wY9A7ikOGWs\"><source src=\"https:\/\/youtu.be\/wY9A7ikOGWs\" 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\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9500\u552e\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u83b7\u5ba2<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u8bc4\u5206<\/span><br \/>\n <span class=\"tag\">\u591a\u6e20\u9053\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u6d41\u7a0b\u4e00\u4f53\u5316<\/span><br \/>\n <span class=\"tag\">B2B\u9500\u552e\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u610f\u5411\u4fe1\u53f7\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u6548\u7387\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u7cbe\u51c6\u5916\u8054<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a71\u52a8\u9500\u552e<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u4e00\u4f53\u5316\u201d\u4ef7\u503c\uff0c\u76db\u8d5e\u5176\u7ec8\u7ed3\u4e86\u591a\u5de5\u5177\u5207\u6362\u4e0eCSV\u5bfc\u51fa\u7684\u5669\u68a6\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\uff1aAI\u67b6\u6784\u4e0e\u6570\u636e\u6e90\u7ec6\u8282\u3001\u4ece\u73b0\u6709\u5de5\u5177\u8fc1\u79fb\u7684\u6536\u76ca\u4e0e\u4ee3\u4ef7\u3001\u4e2a\u6027\u5316\u4e0e\u89c4\u6a21\u5316\u5e73\u8861\u3001\u4ee5\u53ca\u9632\u6b62AI\u5e7b\u89c9\u7684\u4fdd\u969c\u63aa\u65bd\u3002\u56e2\u961f\u56de\u590d\u79ef\u6781\uff0c\u900f\u9732\u4e86\u81ea\u52a8\u76d1\u63a7\u3001\u6df1\u5ea6\u96c6\u6210\u7b49\u8def\u7ebf\u56fe\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 Gro\u6240\u6807\u699c\u7684\u201cAI\u9500\u552e\u5f15\u64ce\u201d\u5e76\u975e\u7a7a\u8c08\uff0c\u5176\u771f\u6b63\u950b\u8292\u5728\u4e8e\u5bf9\u4f20\u7edf\u9500\u552e\u5de5\u5177\u8303\u5f0f\u7684\u201c\u53cd\u52a8\u201d\u3002\u5b83\u6ca1\u6709\u5728\u201c\u5982\u4f55\u66f4\u5feb\u5730\u53d1\u9001\u66f4\u591a\u5783\u573e\u90ae\u4ef6\u201d\u7684\u8def\u5f84\u4e0a\u5185\u5377\uff0c\u800c\u662f\u76f4\u6307\u75c5\u7076\uff1a\u9500\u552e\u56e2\u961f\u7684\u56f0\u5883\u5e76\u975e\u6267\u884c\u4e0d\u529b\uff0c\u800c\u662f\u51b3\u7b56\u5931\u7126\u3002\u4ea7\u54c1\u5c06\u8d85\u5927\u89c4\u6a21\u5b9e\u65f6\u6570\u636e\u5e93\u3001AI\u503e\u5411\u6027\u8bc4\u5206\u4e0e\u591a\u6e20\u9053\u89e6\u8fbe\u5f3a\u884c\u6574\u5408\u8fdb\u4e00\u4e2a\u5c01\u95ed\u5de5\u4f5c\u6d41\uff0c\u8fd9\u79cd\u201c\u56fa\u6267\u5df1\u89c1\u201d\u7684\u8bbe\u8ba1\uff0c\u672c\u8d28\u4e0a\u662f\u7528\u4ea7\u54c1\u903b\u8f91\u5f3a\u5236\u77eb\u6b63\u4f4e\u6548\u7684\u9500\u552e\u4e60\u60ef\uff0c\u4ee5\u727a\u7272\u8fb9\u7f18\u5b9a\u5236\u5316\u6362\u53d6\u51b3\u7b56\u4e0e\u6267\u884c\u7684\u96f6\u6469\u64e6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u76845-13\u500d\u8fde\u63a5\u4e0e\u56de\u590d\u7387\u63d0\u5347\uff0c\u82e5\u5c5e\u5b9e\uff0c\u6838\u5fc3\u9a71\u52a8\u529b\u5e76\u975e\u66f4\u82b1\u54e8\u7684\u90ae\u4ef6\u6a21\u677f\uff0c\u800c\u662f\u524d\u7f6e\u7684\u201cAI\u534f\u540c\u201d\u5c42\u2014\u2014\u5b83\u5145\u5f53\u4e86\u8fc7\u6ee4\u4e0e\u51b3\u7b56\u5927\u8111\uff0c\u5c06\u201c spray-and-pray\u201d\uff08\u5e7f\u6492\u7f51\u5f0f\u7948\u7977\uff09\u53d8\u4e3a\u201c\u72d9\u51fb\u201d\u3002\u8fd9\u89e6\u53ca\u4e86\u9500\u552e\u79d1\u6280\u6f14\u8fdb\u7684\u6df1\u5c42\u903b\u8f91\uff1a\u4ece\u81ea\u52a8\u5316\u5de5\u5177\u5230\u51b3\u7b56\u652f\u6301\u7cfb\u7edf\u3002\u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5c16\u9510\uff1a\u9996\u5148\uff0c\u201c\u4e00\u4f53\u5316\u201d\u662f\u53cc\u5203\u5251\uff0c\u5982\u4f55\u8bf4\u670d\u5df2\u6df1\u5ea6\u6295\u8d44\u5e76\u5b9a\u5236\u4e86\u73b0\u6709\u7ec6\u5206\u5de5\u5177\u94fe\u7684\u56e2\u961f\u8fdb\u884c\u201c\u8303\u5f0f\u8fc1\u79fb\u201d\uff1f\u5176\u6b21\uff0c\u5176AI\u7684\u201c\u7cbe\u51c6\u201d\u4e25\u91cd\u4f9d\u8d56\u6570\u636e\u8d28\u91cf\u4e0e\u7b97\u6cd5\u504f\u89c1\u63a7\u5236\uff0c\u5982\u4f55\u4fdd\u8bc1\u8d8510\u4ebf\u6570\u636e\u5e93\u7684\u5b9e\u65f6\u6027\u4e0e\u5408\u89c4\u6027\uff1f\u6700\u540e\uff0c\u5f53\u6240\u6709\u56e2\u961f\u90fd\u4f7f\u7528\u7c7b\u4f3c\u7684\u201c\u7cbe\u51c6\u201d\u5f15\u64ce\u65f6\uff0c\u7ade\u4e89\u662f\u5426\u4f1a\u4ece\u201c\u566a\u97f3\u7ade\u8d5b\u201d\u5347\u7ea7\u4e3a\u66f4\u9690\u79d8\u7684\u201c\u4fe1\u53f7\u4e89\u593a\u6218\u201d\uff1fGro\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u53c8\u4e00\u4e2a\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u9500\u552e\u6548\u7387\u7684\u516c\u5f0f\u2014\u2014\u4ece\u201c\u66f4\u591a\u89e6\u8fbe\u201d\u8f6c\u5411\u201c\u66f4\u4f18\u51b3\u7b56\u201d\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u591a\u5c11\u9500\u552e\u56e2\u961f\u613f\u610f\u63a5\u53d7\u8fd9\u79cd\u201c\u88ab\u6307\u5bfc\u201d\u7684\u667a\u80fd\uff0c\u5e76\u4e3a\u6b64\u653e\u5f03\u719f\u6089\u7684\u788e\u7247\u5316\u63a7\u5236\u611f\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\">Gro<\/span>\n <\/div>\n<div class=\"comment-content\">When sales teams drown in data, Gro turns it into action. Gro is a unified AI sales engine that brings prospecting, targeting, outreach, and intent tracking into one clean workflow. Powered by a live 1B+ database, AI-driven propensity scoring, multi-channel automation, and intent signals, Gro helps teams focus only on accounts that actually matter. No exports. No fragmented tools. Just precise outbound, end to end.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hi Product Hunt \ud83d\udc4b<\/strong><\/p>\n<\/p>\n<p>I built Gro because I got tired of pretending outbound sales was a tooling problem. <\/p>\n<\/p>\n<p>We saw more automation and sequences, and somehow we got fewer real conversations. In 2024, average connection rates fell to ~3% and reply rates to ~1%, yet the response was simply to automate harder (to be honest, we tried that first)<\/p>\n<\/p>\n<p>But then we realised that the problem wasn\u2019t effort or execution. It was thinking.<\/p>\n<\/p>\n<p>Sales teams don\u2019t struggle because they can\u2019t send messages. They struggle because they don\u2019t know who actually matters, why they matter, or when to engage. <\/p>\n<\/p>\n<p>So we built Gro as an AI Sales Co-Pilot (and not another spray-and-pray engine): a reasoning system that helps teams decide who to reach out to, what to say, and when to engage using live data, intent signals, and context.<\/p>\n<\/p>\n<p>Gro doesn\u2019t make you louder. It makes you more precise. It\u2019s opinionated, a little uncomfortable at first, and far more effective. Teams using Gro are seeing 5\u201313\u00d7 improvements in connect and reply rates.<\/p>\n<\/p>\n<p>If outbound has started to feel broken to you too, I\u2019d genuinely love your feedback.<\/p>\n<p>\u2014 Leo<\/p>\n<\/p>\n<p>PS: Product Hunt exclusive: Use PHGRO20 for 20% off your first 3 months.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leo_aj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo_aj<\/a> \ud83d\ude80 Let\u2019s go, Product Hunt! So proud to be building Gro with this incredible team<\/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\/@leo_aj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo_aj<\/a> Thrilled to be part of the Gro team launching today! We\u2019re on a mission to make outbound precise again \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leo_aj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo_aj<\/a> Congrats on your launch Leo! Can you walk us through Gro\u2019s core AI architecture? How does the AI drive prospecting, outreach, and intent scoring?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally! The ‘export to CSV’ nightmare is over. \ud83c\udf89 <br \/>As someone who has juggled 5 different tools just to get a single prospect list, the idea of a unified workflow with a live 1B+ database built in sounds like a dream. The propensity scoring is a game-changer; no more guessing which accounts are window shopping vs. ready to buy. <\/p>\n<\/p>\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> thanks! we’re excited to keep building and improving the models + 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really impressed by what the Gro team is building here.<\/p>\n<p>It\u2019s not just another automation tool, the reasoning layer that helps you prioritise the right accounts and craft more thoughtful outreach is what makes it stand out. For anyone struggling with noisy outbound and low reply rates, this feels like a smarter direction.<\/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\/@cen_xu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cen_xu<\/a> Thanks Ethan, will love to see you give it a try. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Integration with HubSpot right out of the gate for Enterprise is a huge plus\uff01<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Glad you see the value 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> thx and we are in the process of adding gro in hubspot marketplace<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 a very compelling direction, sales tools that reduce noise than amplify it become infrastructure<\/div>\n<div class=\"comment-actions\">\n<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\/@sunaina_ukil1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sunaina_ukil1<\/a> yes, we worked hard to figure that part out rather than add to the noise.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<div>\n<table>\n<tbody>\n<tr>\n<td>\n<p>Multi-channel sequences (LinkedIn +Facebook+ Twitter+ Email) synchronized? That\u2019s 10x the surface area.<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">When a team is already using a contact database + a sequencer + an intent tool, what\u2019s the strongest reason they switch to Gro\u2014where do you see the biggest compounded win from being unified, and what\u2019s the main thing they have to give up to get it?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> This is such a good question. The strongest reason teams switch isn\u2019t usually \u201cwe need another tool.\u201d It\u2019s that they\u2019re tired of stitching three decent tools together and still feeling slow.<\/p>\n<p>When your database, intent signals, and sequencer are separate, you introduce friction at every step by exporting lists, cleaning data, re-scoring leads, rewriting messages, syncing to CRM. Each handoff adds latency and context loss. <\/p>\n<p>The biggest thing teams have to give up? Customization at the edges. If a team is deeply invested in a very specific stack or niche workflow, moving to a unified system means trusting one platform to handle more of the chain. For some teams, that\u2019s a mindset shift. You trade a bit of modular control for speed, coherence, and less operational drag.<\/p>\n<p>The compounded win of unifying it isn\u2019t just convenience; it\u2019s momentum. The other big unlock is the AI co-pilot layer. With Gro, it doesn\u2019t just automate sequences… it learns your offerings, your ICP nuances, your tone, and even your personal messaging style. Over time, it understands how you position value and adapts outreach accordingly. That\u2019s hard to replicate when your data, automation, and messaging brain live in different systems. The teams that switch to us are the ones who realize the real cost wasn\u2019t tool pricing but fragmentation. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> this is something i referred as “tab tax” every time that you switch between app, between each tab, it cost time and money. <\/p>\n<\/p>\n<p>The biggest compounded win from being a unified one is efficiency gain and cost saving. One that replaces many. and it also sets the foundation for the auto-pilot mode which we are working towards to. thx for your feedback. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone, Alexis here – co-founder of Gro. This is honestly the pain we kept running into ourselves, and seeing others run into. Leo and I used to run a pretty big startup accelerator program and community, one of the biggest recurring pattern we see is: We\u2019d spot a great signal, get excited\u2026 then lose momentum switching tools, exporting lists, rewriting messages, syncing CRMs. By the time everything was ready, the moment didn\u2019t feel so fresh anymore.<\/p>\n<\/p>\n<p>That frustration is what pushed us to build Gro the way we did, keeping discovery, reasoning, and outreach in one flow so you can just act. Curious how everyone else here is handling outreach right now. What\u2019s actually working for you? And what\u2019s driving you slightly crazy? Happy to collect more stories so that we can make Gro better and outreach less painful! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Love seeing AI applied to the full \u201cprospecting \u2192 outreach \u2192 follow up\u201d loop, not just generating a generic message. Curious what inputs you rely on to avoid shallow targeting, and what guardrails you have to prevent hallucinated company or persona details.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zongze_x\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zongze_x<\/a> there is a maturity model based on whether we have gathered enough info from the user, which then triggers the search function. and a few guardrails on the prompt and context engineering front to stop hallucination. thx for the feedback, appreicate if you can sign up and give it a try. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks like a massive time-saver for prospecting. I’ve just checked an export sample and the data structure (LinkedIn URLs, company size, and follower counts) is incredibly clean, which is rare!<\/p>\n<p>Since you have Webhooks and Slack in the roadmap, will it be possible to trigger an automation or notification every time the AI finds a new profile that matches my specific search criteria? That would make the prospecting process truly ‘autopilot.’ Congrats on the launch, the product is really solid! Already Upvoted! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@giorgio_cignitti_phd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giorgio_cignitti_phd<\/a> That’s a really good idea, i’ll definitely add it to the roadmap! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@giorgio_cignitti_phd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giorgio_cignitti_phd<\/a> thx for the feedback. yes it is possible. we did hubspot integraiton and with more integration on request. Gro v3 will be a completely auto-pilot with less than 3 touch points on the human side. and yes, it will notify you. btw, we will be adding a monitoring feature by the end of Feb, that allows you to monitor keywords and intent signal based on LinkedIn post. <\/p>\n<\/p>\n<p>thx for your vote Dr. Giorgio. <\/p>\n<\/p>\n<p>Leo<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! What sources do you use to create lists of prospects? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a> Thank you! To answer your question: Gro pulls from a combination of proprietary datasets, trusted data partners, and real-time enrichment signals. We\u2019ve also built our own indexing and filtering layer on top, so users can search in natural language and refine leads conversationally instead of relying on static lists.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Thanks for the hunt! Honored to have your support.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I can see a potential upgrade of sale teams that use Gro. 1B+ database is insane<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@frank_li13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@frank_li13<\/a> Thanks, pls give it a shot. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@frank_li13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@frank_li13<\/a> i think we are probably the only product that has the datapoint at this scale, apart from LinkedIn. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 hits on a real pain point. I’ve been on the receiving end of so many LinkedIn outreach messages that are clearly templated: “I noticed your background in [INDUSTRY]” with zero actual personalization. The fact that you’re combining intent analysis with AI personalization could actually make automated outreach feel human again. Curious: how do you handle the balance between automation volume and keeping messages genuinely personal? At what scale does the personalization quality start to degrade?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@diegodau\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diegodau<\/a> good question. Firstly, we start from the top, and qualify all leads at the search level. Most of LinkedIn outreach relies on a search URL generated from LinkedIn, and you have no ability to filter them out, whereas we let you search with precision and conduct a propensity score. So you start with a much more precise base. 2ndly, we analyse multiple data points, e.g. profile, website, post, etc., to generate a personalised message, more importantly, with context. <\/p>\n<\/p>\n<p>and we are pushing to support 5 rounds of conversation without losing the context. <\/p>\n<\/p>\n<p>Give it a shot, try for yourself, man. <\/p>\n<p>Leo <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You mention Gro is opinionated \u2014 does the reasoning engine actively prevent me from emailing low-propensity leads to protect my domain reputation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> the way we approach this is with a propensity score + AI recommendations on a particular lead. Our users enjoy the ability to rank\/score leads to determine priority. You’d be able to weed out the low-propensity leads from your outreach efforts to keep the quality of your outreach, and protect domain reputation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> it provides you with recommendations, e.g. to hold on to the outreach and suggestions to do more search via gro.. <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/52646e0a-4254-4e84-8b5a-f4c0534ac25d.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Gro’s B2B-specific marketing model eliminates the need for manual company searching and screening, which requires powerful real-time data and analytics capabilities\u2014it’s fantastic.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gxy5202\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gxy5202<\/a> Exactly. We got tired of seeing reps act like researchers instead of sellers. Moving the ‘screening’ into the engine is how we get those 13x reply rates, it\u2019s all about focusing on the <em>right<\/em> signals in real-time. Thanks for the support:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the alignment between the Propensity score and the ICP Canvas. Pure strategic alignment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Gro\u2019s 4-layer agent architecture is a masterclass in modular product design. Super clean.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eeeeeach\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eeeeeach<\/a> Really appreciate that! We obsessed over the modularity to ensure each ‘agent’ could reason independently before passing the baton. It\u2019s what keeps the system precise rather than just fast. Glad the architecture resonated with you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Intent signals are useless if they aren’t tied directly to the workflow. The fact that Gro has a live database AND multi-channel automation under one roof solves the latency problem. By the time you export data from a traditional tool, the intent is stale. Congrats on shipping this, Gro team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@avery_thompson2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avery_thompson2<\/a> Thanks Avery! We really appreciate you seeing why we built on a live database, the real value only happens when signal \u2192 reasoning \u2192 outreach happens in one continuous workflow. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@avery_thompson2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avery_thompson2<\/a> thanks! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How many languages does AI personalization support at the moment? Do you plan to add more?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kristina__grits\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kristina__grits<\/a> we support 8 languages so far – let me know what lan that you have in mind? <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/39de2387-84de-4276-9118-6a479b8f77b9.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/52HKPCRUP6RLRI\" class=\"app-title\">EditWithAva<\/a><\/p>\n<div class=\"one-liner\">Your AI assistant video editor<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">313<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u8bed\u4e49\u7406\u89e3\u539f\u59cb\u7d20\u6750\u3001\u6839\u636e\u7528\u6237\u6587\u5b57\u63cf\u8ff0\u81ea\u52a8\u526a\u8f91\u6210\u7247\u7684AI\u89c6\u9891\u52a9\u624b\uff0c\u4e3a\u5185\u5bb9\u521b\u4f5c\u8005\u7701\u53bb\u7e41\u7410\u7684\u7d20\u6750\u6574\u7406\u548c\u7c97\u526a\u5de5\u4f5c\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ea1b8114-81a0-45c5-ad93-4ca4d9c87cd6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8cd5545e-7dfc-4c5a-8961-c7bdaad222a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a06d9739-9337-416d-a228-25365ff69b37.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\/5384a8ab-efc0-4bee-8cc0-3c29f0f77c55.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/S3W6tPgiz30\"><source src=\"https:\/\/youtu.be\/S3W6tPgiz30\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u526a\u8f91<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u7c97\u526a<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u89c6\u9891\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u8f85\u52a9\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u8425\u9500<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u91cd\u590d\u526a\u8f91\u75db\u70b9\u201d\u548c\u201c\u81ea\u52a8\u6311\u9009\u6700\u4f73\u955c\u5934\u201d\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\uff1a\u5b9a\u4ef7\u6a21\u5f0f\u4e0e\u8fed\u4ee3\u6210\u672c\u63a7\u5236\u3001\u8f93\u5165\u8f93\u51fa\u65f6\u957f\u9650\u5236\u3001\u662f\u5426\u652f\u6301\u4e0e\u4f20\u7edf\u975e\u7ebf\u6027\u7f16\u8f91\u8f6f\u4ef6\u96c6\u6210\uff0c\u4ee5\u53ca\u5bf9AI\u672a\u6765\u5982\u4f55\u91cd\u5851\u526a\u8f91\u5de5\u4f5c\u6d41\u7684\u63a2\u8ba8\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 EditWithAva\u5e76\u975e\u53c8\u4e00\u4e2aAI\u751f\u6210\u89c6\u9891\u6216\u7b80\u5355\u526a\u8f91\u5de5\u5177\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5145\u5f53\u4e86\u4e00\u4e2a\u5177\u5907\u201c\u8bed\u4e49\u7406\u89e3\u529b\u201d\u7684\u521d\u7ea7\u526a\u8f91\u5e08\u3002\u5b83\u76f4\u9762\u89c6\u9891\u521b\u4f5c\u4e2d\u6700\u8017\u65f6\u3001\u6700\u67af\u71e5\u7684\u73af\u8282\u2014\u2014\u4ece\u6570\u5c0f\u65f6\u6742\u4e71\u539f\u59cb\u7d20\u6750\u4e2d\u5b8c\u6210\u7c97\u526a\u548c\u57fa\u7840\u7ec4\u88c5\u3002\u8fd9\u7784\u51c6\u4e86\u5f53\u4e0b\u77ed\u89c6\u9891\u89c4\u6a21\u5316\u751f\u4ea7\u4e2d\u6700\u771f\u5b9e\u7684\u75db\u70b9\uff1a\u521b\u610f\u8005\u65f6\u95f4\u6210\u672c\u9ad8\u6602\uff0c\u91cd\u590d\u6027\u52b3\u52a8\u6324\u538b\u4e86\u771f\u6b63\u7684\u521b\u4f5c\u7a7a\u95f4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u907f\u5f00\u4e86\u4e0eFinal Cut Pro\u3001Premiere\u7b49\u4e13\u4e1a\u8f6f\u4ef6\u5728\u7cbe\u7ec6\u63a7\u5236\u4e0a\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u7528\u201c\u5bf9\u8bdd\u5f0f\u7f16\u8f91\u201d\u5f00\u8f9f\u4e86\u4e00\u4e2a\u65b0\u6218\u573a\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u6539\u53d8\u89c6\u9891\u5236\u4f5c\u7684\u5de5\u4f5c\u6d41\u8303\u5f0f\uff1a\u4ece\u201c\u5728\u65f6\u95f4\u7ebf\u4e0a\u624b\u52a8\u64cd\u4f5c\u201d\u8f6c\u53d8\u4e3a\u201c\u7528\u81ea\u7136\u8bed\u8a00\u4e0b\u8fbe\u521b\u610f\u6307\u4ee4\u201d\u3002\u8fd9\u964d\u4f4e\u4e86\u4e13\u4e1a\u95e8\u69db\uff0c\u4f46\u66f4\u91cd\u8981\u7684\u610f\u4e49\u662f\uff0c\u5b83\u5c06\u521b\u4f5c\u8005\u7684\u7cbe\u529b\u4ece\u6267\u884c\u5c42\u91cd\u65b0\u5206\u914d\u81f3\u521b\u610f\u4e0e\u7b56\u5212\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u4fe1\u4efb\u58c1\u5792\uff1a\u5c06\u539f\u59cb\u7d20\u6750\u4e0e\u6700\u7ec8\u6210\u7247\u7684\u201c\u751f\u6740\u5927\u6743\u201d\u4ea4\u7ed9AI\uff0c\u9700\u8981\u6781\u5f3a\u7684\u7ed3\u679c\u53ef\u9760\u6027\u4e0e\u53ef\u63a7\u6027\uff0c\u5f53\u524d2-3\u5206\u949f\u7684\u8f93\u51fa\u9650\u5236\u6b63\u662f\u8d28\u91cf\u63a7\u5236\u7684\u4f53\u73b0\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u6a21\u5f0f\u8003\u9a8c\uff1a\u5176\u6309\u6e32\u67d3\u65f6\u957f\u8ba1\u8d39\u7684\u4fe1\u7528\u70b9\u6a21\u5f0f\uff0c\u867d\u7b80\u5316\u4e86\u7528\u6237\u6210\u672c\u9884\u4f30\uff0c\u4f46\u5982\u4f55\u5e73\u8861\u91cd\u578b\u8ba1\u7b97\u6210\u672c\u4e0e\u7528\u6237\u5bf9\u201c\u514d\u8d39\u4fee\u6539\u201d\u7684\u5929\u7136\u671f\u5f85\uff0c\u5c06\u662f\u7559\u5b58\u5173\u952e\u3002\u6700\u540e\uff0c\u751f\u6001\u5b9a\u4f4d\uff1a\u4f5c\u4e3a\u72ec\u7acb\u5e94\u7528\uff0c\u5b83\u76ee\u524d\u662f\u521b\u4f5c\u7684\u8d77\u70b9\u6216\u7ec8\u70b9\uff1b\u4f46\u82e5\u60f3\u6df1\u5165\u4e13\u4e1a\u5de5\u4f5c\u6d41\uff0c\u672a\u6765\u4e0e\u4e3b\u6d41\u751f\u6001\u7684\u6df1\u5ea6\u96c6\u6210\uff08\u5982\u4f5c\u4e3a\u63d2\u4ef6\u6216\u4e91\u670d\u52a1\uff09\u6216\u8bb8\u6bd4\u5355\u7eaf\u5ef6\u957f\u8f93\u51fa\u65f6\u957f\u66f4\u4e3a\u91cd\u8981\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cEditWithAva\u662fAI\u5411\u89c6\u9891\u751f\u4ea7\u7eb5\u6df1\u8fc8\u51fa\u7684\u624e\u5b9e\u4e00\u6b65\u3002\u5b83\u6ca1\u6709\u5236\u9020\u70ab\u6280\u7684\u5e7b\u8c61\uff0c\u800c\u662f\u5207\u5b9e\u89e3\u51b3\u810f\u6d3b\u7d2f\u6d3b\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u9a8c\u8bc1\u201c\u8bed\u4e49\u9a71\u52a8\u7f16\u8f91\u201d\u662f\u5426\u4ec5\u4e3a\u4e00\u4e2a\u4fbf\u6377\u529f\u80fd\uff0c\u8fd8\u662f\u80fd\u771f\u6b63\u6210\u4e3a\u4e00\u4e2a\u88ab\u5e7f\u6cdb\u63a5\u7eb3\u7684\u65b0\u5de5\u4f5c\u6807\u51c6\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\">EditWithAva<\/span>\n <\/div>\n<div class=\"comment-content\">Ava is the world\u2019s first AI assistant video editor that works with your own footage to turn ideas into publish-ready videos. This works by semantically understanding your footage to auto-select scenes, cut retakes, and assemble edits exactly to your creative intent incl. b-roll, captions, voiceovers, and much more.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good Morning Product Hunt Community! \ud83d\udc4b\u2028\u2028<\/p>\n<p>And thank you <a href=\"https:\/\/www.producthunt.com\/@benln\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benln<\/a> for hunting us \ud83d\ude4f\u2028\u2028<\/p>\n<p>I’m Matthias, co-founder of EditWithAva and I am so excited to launch for the first time on PH! We built this because we lived the problem ourselves. \ud83d\udc47\u2028\u2028<\/p>\n<p>Video has become a pillar of modern communication, but the process of going from raw footage, to first edit(s) has barely changed in the last 37 years. As a founder and creator myself, I spent every free weekend I had, sorting footage, editing talking-head content down, and finding the fitting b-roll. And then for the short-form edits, I had to repeat the whole process again from scratch. The creative part was fun, but it was the 80% assembly work that burnt me out. \u2028\u2028<\/p>\n<p>It shouldn\u2019t take days or weeks to get to a first edit. So we asked ourselves: what if editing was as simple as describing the video you want? \u2028\u2028<\/p>\n<p><strong>Ava fixes that.<\/strong>\u2028<\/p>\n<ul>\n<li>\n<p>Link your google drive with raw footage (up to 3 hours)\u2028<\/p>\n<\/li>\n<li>\n<p>Describe the edit, the way you might brief a junior editor (script\/brief\/etc.)\u2028<\/p>\n<\/li>\n<li>\n<p>Get a polished short-form video (max. 2 min) with cleaned audio, B-roll, captions, & more\u2028\u2028<\/p>\n<\/li>\n<\/ul>\n<p><em>No timeline. No technical skills. Just conversation.<\/em>\u2028\u2028<\/p>\n<\/p>\n<p><strong>Who\u2019s EditWithAva for?<\/strong>\u2028<\/p>\n<ul>\n<li>\n<p>Solo editors & agencies tired of repetitive editing tasks<\/p>\n<\/li>\n<li>\n<p>UGC creators, social media, and brand teams producing at scale<\/p>\n<\/li>\n<li>\n<p>Anyone who films talking-head, educational, or promo content<\/p>\n<\/li>\n<\/ul>\n<p><strong>What makes Ava different?<\/strong><\/p>\n<p>Unlike generative AI or clipping tools, Ava is like having a content team in your pocket, that can work with the messiness that is your real footage. She watches, labels, and understands your content. Then assembles edits based on your creative intent. She can even help draft scripts\/storyboards based on references or narrate your videos if you don\u2019t have a voiceover file. And if you need changes or variations, simply tell her. \u2028\u2028<\/p>\n<\/p>\n<p><strong>Coming soon:<\/strong><\/p>\n<ul>\n<li>\n<p>longer output lengths (up to 20mins)<\/p>\n<\/li>\n<li>\n<p>use video(s) as reference<\/p>\n<\/li>\n<li>\n<p>VFX\/SFX\/transitions<\/p>\n<\/li>\n<li>\n<p>brand\/style templates\u2028<\/p>\n<\/li>\n<\/ul>\n<p><strong>We’d love your feedback on:<\/strong>\u2028<\/p>\n<ul>\n<li>\n<p>First impressions of the editing flow\u2028<\/p>\n<\/li>\n<li>\n<p>What’s missing for your workflow?<\/p>\n<\/li>\n<li>\n<p>Use cases we haven’t thought of yet<\/p>\n<\/li>\n<\/ul>\n<p>Special offer for the PH community: your first 5 videos are free, and if you reach out and schedule an onboarding call, we offer a 30% discount on <strong>all<\/strong> plans for the first 3 months. \u2028\u2028<\/p>\n<\/p>\n<p>We’re a small team (myself, Adrian, and Dominik), we\u2019re just started and genuinely want to hear what works and what doesn’t.<\/p>\n<p>Drop a comment, try it out, roast us \u2014 all is welcome. \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@matthiasrossini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matthiasrossini<\/a> Congrats on the launch! I’m curious to know what you think the future of editing will look like as AI becomes more integrated in every creative tool?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on the Product Hunt launch – turning raw footage into publish-ready videos with real creative intent is a game changer \ud83c\udfac\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@liam007\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@liam007<\/a> thank you Liam!! It was a tough nut to crack, but I think we managed \ud83e\udef6 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Cutting retakes automatically solves a real pain. I usually record the same line fives times and waste time finding the best one later.<\/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\/@scarlett_massey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@scarlett_massey<\/a> that is EXACTLY what we built this for. When it really starts to get fun, is when you start trusting Ava to take care of your messy footage and start filming\/creating more. <\/p>\n<p>For example: you can record the same script from 3-4 different locations, and ava will assemble the final video according to your script & requirements \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>So excited to see this come to life \ud83d\ude0d and can\u2019t wait to test it for my own videos \ud83d\ude0e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mfreihaendig\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mfreihaendig<\/a> thanks for the support matthias!! excited for the first experience reports<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That looks incredible!! Will try it out right now! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@niklas_fischer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@niklas_fischer<\/a> thank you Niklas! Looking forward to hear how it goes for you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A lot of creators worry about unpredictable iteration costs (regenerations, variants, retries) and surprise usage limits\u2014how did you design pricing\/limits so users feel in control while you still cover compute-heavy workloads?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> We have a credit-based pricing model where the credits only depend on the runtime of the rendered videos. Necessary revisions do count extra right now but we’re planning to introduce free limits and\/or bundling options to make it even easier. Creators therefore don’t have to worry about whether their requests are easier or harder to process and can easily approximate the expected costs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udd25\ud83d\udd25\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bohdan_drozdov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bohdan_drozdov<\/a> appreciate the support Bohdan!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome product! should be #1!!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hazhubble\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hazhubble<\/a> thanks haz!!! \ud83e\udef6\ud83e\udef6\ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>i heard simply leak your footage<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@calin_drimbau\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@calin_drimbau<\/a> woops :’D <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Definitely going to give this a try! 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\/@gslee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gslee<\/a> thank you grant!!! means a lot \ud83d\ude4f\ud83d\ude4f\u2028\u2028<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So stoked for this launch! It was so energizing jamming on ideas and AI with you last summer, awesome to see it all coming together in this 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\/@jordangarcia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jordangarcia<\/a> highly appreciated Jordan!!! \ud83d\ude00 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing idea! Does it work from iMovie or existing app or is it a standalone video editor? Can it handle bigger projects (e.g. 2 hrs input video and 10 min output video)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> thank you daniele! Right now it’s completely standalone, with no traditional video editor incl. as you might be used to. our bet is that in the future, you will just edit video for social with chat (no timeline required). but we do offer exports to most popular NLEs.<\/p>\n<p>currently max input is 3-4hrs and output is capped around 2-3min (we will expand both sides in the future, right now we limit mainly for quality control) <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 tool is gold!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> appreciate your feedback!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats <a href=\"https:\/\/www.producthunt.com\/@matthiasrossini\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"matthiasrossini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matthiasrossini<\/a> and team. this is really sick and i am super excited to try it soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leo_wendler\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo_wendler<\/a> excited for you to try it!! maybe we can finally get you into content creation with this one \ud83d\ude00 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>An absolute game-changing product just entered the worlddddd \ud83d\ude0d\ud83d\ude80 can 100% confirm that I never had this experience before when I had the chance to test <a href=\"https:\/\/www.producthunt.com\/products\/editwithava\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"editwithava\" target=\"_blank\" rel=\"noopener\">@EditWithAva<\/a> in advance. For every creator, video editor and basically everyone who wants to win on socials these days: Sign up!! <\/p>\n<p>Congrats to the amazing work team \ud83e\udd73<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carmen_jenny\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carmen_jenny<\/a> thank you for being one of the first testers of our new product!! And glad you enjoyed the experience \ud83d\ude4f\ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83d\ude4c\ud83c\udffc<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@internetjohnny\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@internetjohnny<\/a> thanks johnny!!! \ud83d\ude4c\ud83c\udffc<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m specifically interested in if it can reliably make a video from a large collection of footage on its own by understanding what the footage is, what the best shots are, when given a recording of a script. Have you tested this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@buster_franken1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@buster_franken1<\/a> great question buster!! the biggest pool we’ve tried our tech on so far, was a combined pool of roughly 40hrs of video material. But at that point, it really helps to give Ava targeted advice on what you need and in which folders she should reference which shots. <\/p>\n<p>But script recording + zero shot ‘find the best clips’ using an uncleaned footage pool works surprisingly well <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Game-changer feeling! Thanks for building this \u2013 can’t wait to try and spread the word!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@philippsey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philippsey<\/a> Thank you Philipp! Can’t wait for you to try it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For teams producing training content at scale \u2014 does Ava maintain consistent style across multiple videos once you’ve set it up? That’s usually where AI video tools fall apart when you go from one video to twenty.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> hey klara! in the current beta that is ‘solved’ through editor exports, for the brands to add their custom branding afterwards. But we also offer brand-customization for corporate accounts, where you have more fine-grained control over things like editing style, brand-voices, captions, & guidelines. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>lets go! congrats on the launch, looks amazing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you!! <a href=\"https:\/\/www.producthunt.com\/@mkremb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mkremb<\/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>Hey guys, any ideas why I see this? <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8560e9b5-008e-4e67-9087-f4579ec180f1.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> hey nika! it seems like our system just ran into some rate limits. Our team is already looking into it!! Apologies that had to be your first experience. I hope your second one will be much more enjoyable \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Export video to editor is important feature for me, low trust that AI would get it 100% right without me tweaking the edit<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alasdair_mann2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alasdair_mann2<\/a> 100% agree! that’s why we offer exports for most major editors right. hoping to integrate more editors as we 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>all the examples i tried had solid output. will see how integrate this into my workflow. kudos!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ohy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ohy<\/a> thank you for the feedback alex!\ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Matthias, that line about the creative part being fun but the 80% assembly work burning you out really hits. Was there a specific weekend where you spent hours sorting footage and finding b-roll, and by the time you finally got to the creative part you were already too drained to enjoy it?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> every weekend for the first 6 months of starting my youtube channel! it’s a tough pay off, especially for smaller creators that don’t get as much feedback\/reward for the effort they out in<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>v v interesting! <br \/>how much raw footage can Ava handle at once?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leonsandner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leonsandner<\/a> great question! in the free beta ava can process up to around 3 hours of video, and for ‘max’ users up to 20h+ \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>How does cutting and joining videos work? Can I add several videos and make cuts?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jackdev21\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jackdev21<\/a> yes! you can link whole video libraries to Ava, incl. sub-folder structures, voiceover files, & more. As long as you then also tell Ava what you need her to do with it \ud83d\ude00 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ll try the service and share my feedback soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@liam007\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@liam007<\/a> looking forward to hear your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats!!! Honestly Ava is magical. I can’t believe how good it is! My favorite tool from now on.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Was the video you uploaded here also edited with EditWithAva? Just curious, it looks great, by the way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>hell yesss\u2026 this is awesome! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@john_arts\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@john_arts<\/a> thank you John!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5MIMGHVAHDJDYJ\" class=\"app-title\">Lindy Assistant<\/a><\/p>\n<div class=\"one-liner\">Proactive assistant that does tasks without being prompted<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">251<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u6210\u4e8eiMessage\u7b49\u65e5\u5e38\u6d41\u7a0b\u7684\u4e3b\u52a8\u5f0fAI\u884c\u653f\u52a9\u7406\uff0c\u901a\u8fc7\u81ea\u52a8\u5904\u7406\u90ae\u4ef6\u3001\u51c6\u5907\u4f1a\u8bae\u3001\u8bb0\u5f55\u5e76\u8ddf\u8fdb\uff0c\u5728\u79fb\u52a8\u529e\u516c\u4e0e\u9ad8\u6548\u534f\u4f5c\u573a\u666f\u4e0b\uff0c\u4e3a\u7528\u6237\u8282\u7701\u5927\u91cf\u624b\u52a8\u64cd\u4f5c\u65f6\u95f4\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9403e9e-66c7-4a99-ac23-178afd569bdf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e2826f1-39e2-4ce4-9126-6742adb852ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/96e4bd94-5f71-4860-ad3f-a2dae77bc32f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fdf16f79-5ab0-4c67-b60c-b26ea389a2ac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e62f2091-af0c-4363-a9e7-8d1ff7ccd15a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u884c\u653f\u52a9\u7406<\/span><br \/>\n <span class=\"tag\">\u4e3b\u52a8\u5f0f\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u667a\u80fd\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">iMessage\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u65e5\u5386<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u8bbe\u7f6e<\/span><br \/>\n <span class=\"tag\">\u65f6\u95f4\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\u8d5e\u8d4f\u5176iMessage\u96c6\u6210\u5e26\u6765\u7684\u81ea\u7136\u4ea4\u4e92\u4e0e\u6d41\u7a0b\u5d4c\u5165\u611f\uff0c\u8ba4\u4e3a\u8282\u7701\u65f6\u95f4\u6548\u679c\u663e\u8457\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u652f\u6301\u591a\u65e5\u5386\u7ba1\u7406\u3001\u589e\u52a0\u64cd\u4f5c\u786e\u8ba4\u6b65\u9aa4\u3001\u63d0\u5347\u5df2\u8fde\u63a5\u5de5\u5177\u7684\u53ef\u89c1\u6027\u3002\u90e8\u5206\u7528\u6237\u5bf9\u5176\u53ef\u9760\u6027\u4e0e\u81ea\u4e3b\u6027\u8fb9\u754c\u63d0\u51fa\u7591\u95ee\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 Lindy Assistant\u7684\u53d9\u4e8b\u6838\u5fc3\u662f\u201c\u4e3b\u52a8\u201d\uff0c\u8bd5\u56fe\u5c06AI\u4ece\u95ee\u7b54\u673a\u91cd\u5851\u4e3a\u53ef\u4fe1\u4efb\u7684\u526f\u9a7e\u9a76\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5355\u9879\u529f\u80fd\u7684\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u901a\u8fc7iMessage\u8fd9\u4e00\u9ad8\u9891\u5165\u53e3\uff0c\u5c06AI\u80fd\u529b\u65e0\u6469\u64e6\u5730\u7f1d\u5408\u8fdb\u7528\u6237\u73b0\u6709\u5de5\u4f5c\u6d41\uff0c\u5b9e\u73b0\u4e86\u4ece\u201c\u5de5\u5177\u8c03\u7528\u201d\u5230\u201c\u81ea\u7136\u59d4\u6258\u201d\u7684\u8303\u5f0f\u8f6c\u53d8\u3002\u7528\u6237\u53cd\u9988\u4e2d\u201c\u50cf\u53d1\u4fe1\u606f\u7ed9\u670b\u53cb\u201d\u3001\u201c\u51cf\u5c11\u5e94\u7528\u5207\u6362\u201d\u7b49\u8868\u8ff0\uff0c\u5370\u8bc1\u4e86\u5176\u964d\u4f4e\u4f7f\u7528\u5fc3\u667a\u8d1f\u62c5\u7684\u6210\u529f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u65e0\u9700\u63d0\u793a\u201d\u65e2\u662f\u4eae\u70b9\u4e5f\u662f\u98ce\u9669\u70b9\u3002\u9ad8\u5ea6\u81ea\u4e3b\u6027\u5728\u63d0\u5347\u6548\u7387\u7684\u540c\u65f6\uff0c\u5fc5\u7136\u4f34\u968f\u53ef\u9760\u6027\u4e0e\u63a7\u5236\u611f\u7684\u6743\u8861\u3002\u90a3\u6761\u5173\u4e8e\u201c\u53ef\u9760\u6027vs\u81ea\u4e3b\u6027\u201d\u7684\u8bc4\u8bba\u76f4\u6307\u4ea7\u54c1\u54f2\u5b66\u7684\u6838\u5fc3\uff1a\u5728\u590d\u6742\u591a\u53d8\u7684\u771f\u5b9e\u5de5\u4f5c\u573a\u666f\u4e2d\uff0c\u5982\u4f55\u754c\u5b9aAI\u7684\u884c\u52a8\u8fb9\u754c\uff1f\u8fc7\u5ea6\u4fdd\u5b88\u5219\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u9700\u624b\u52a8\u89e6\u53d1\u7684\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u8fc7\u5ea6\u6fc0\u8fdb\u5219\u53ef\u80fd\u5f15\u53d1\u4fe1\u4efb\u5371\u673a\u3002\u76ee\u524d\u770b\u6765\uff0cLindy\u901a\u8fc7\u201c\u4ee3\u7801\u8bcd\u786e\u8ba4\u201d\u7b49\u8bbe\u8ba1\u8bd5\u56fe\u5bfb\u627e\u5e73\u8861\uff0c\u4f46\u8fd9\u4ecd\u662f\u6240\u6709\u4e3b\u52a8\u5f0fAI\u52a9\u7406\u9762\u4e34\u7684\u6700\u5927\u6096\u8bba\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u770b\uff0c\u5b83\u5e76\u975e\u7b80\u5355\u66ff\u4ee3Zapier\u7b49\u6d41\u7a0b\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u800c\u662f\u7784\u51c6\u4e86\u66f4\u9ad8\u7ef4\u5ea6\u7684\u201c\u8ba4\u77e5\u81ea\u52a8\u5316\u201d\u2014\u2014\u7406\u89e3\u610f\u56fe\u3001\u7ba1\u7406\u4e0a\u4e0b\u6587\u3001\u9884\u5224\u9700\u6c42\u3002\u5176\u6311\u6218\u5728\u4e8e\uff0c\u8fd9\u79cd\u6df1\u5ea6\u4e2a\u6027\u5316\u670d\u52a1\u80fd\u5426\u89c4\u6a21\u5316\u5e76\u4fdd\u6301\u7a33\u5b9a\uff0c\u4ee5\u53ca\u5982\u4f55\u5c06\u201c\u611f\u89c9\u50cf\u670b\u53cb\u201d\u7684\u65e9\u671f\u7528\u6237\u4f53\u9a8c\uff0c\u8f6c\u5316\u4e3a\u4e0d\u53ef\u66ff\u4ee3\u7684\u521a\u6027\u5de5\u4f5c\u9700\u6c42\u3002\u82e5\u6210\u529f\uff0c\u5b83\u5c06\u91cd\u65b0\u5b9a\u4e49\u6570\u5b57\u52a9\u7406\u7684\u8d5b\u9053\uff1b\u82e5\u5728\u53ef\u9760\u6027\u4e0a\u5c61\u5c61\u5931\u624b\uff0c\u5219\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u60ca\u8273\u4f46\u8106\u5f31\u7684AI\u6f14\u793a\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\">Lindy Assistant<\/span>\n <\/div>\n<div class=\"comment-content\">Lindy is your AI executive assistant. Takes 2min to set up and saves you 2h a day. Proactively manages your inbox, meetings, and calendar. You don’t even have to ask. It triages emails, preps for meetings, takes notes, and sends follow-ups automatically.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Lindy assistant is incredibly good. Not perfect, but it genuinely feels like chatting with a friend. Super helpful for work, and also great as a companion that knows me better every day. That launch video was so much fun to bring to life! Kudos to the team! \ud83d\udcac<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8c493648-a96b-455a-b8b6-ed32542246e1.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marvin_aziz1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marvin_aziz1<\/a> to me, it feels like texting a friend … especially the iMessage workflow is crazy.<\/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>Let’s goooo! Lindy Assistant has been saving me sooo much time, and it was insanely fun to build!<\/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\/@jonathan_cardoso\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonathan_cardoso<\/a> Insane how many PR\u2019s I\u2019ve seen fly in from you the past couple days and weeks \ud83d\udc10<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Best tagline I have seen today \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Yes but too late, Openclaw has captured the market. Maybe at this moment it would be more prudent to position yourself as Openclaw hosted solution than creating an independent product eg Kiloclaw. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> haha! i agree, Florent’s <a href=\"https:\/\/www.youtube.com\/watch?v=m0bkNFIOLb4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">launch video <\/a>was funny too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the dream product everyone’s always wanted \u2014 no more logging into tools or signing up for new platforms. i can just send it a voice memo while i’m hopping into a waymo or riding the peloton. this is the dream assistant i’ve always wanted. when i say this is like having clawdbot meets donna from suits, i mean it \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lindy_drope1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lindy_drope1<\/a> i think your donna eats lobster for breakfast too<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cbcf8b7e-422d-4351-ac63-bd94dee1165e.jpeg?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">2 minutes = 2 hours back in the day. That\u2019s pretty great math right there. <\/p>\n<p>On top of that, being embedded in my current workflows means I less tab switching + log ins feels more like a personal assistant to keep things on task and focused. <\/p>\n<p>Congrats on the launch Lindy team!<\/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\/@ashamplifies\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashamplifies<\/a> Thanks so much, Ash! The log in thing is really an unexpected highlight for me.. didn’t realize how much I actually hate logging into stuff all the time \ud83e\udd23<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really excited about the direction we’re going in. Making it 10x more simple for the user and opening up 10x more possibilities<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sathira_katugaha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sathira_katugaha<\/a> the \ud83d\udc10 himself making the onboarding experience magical<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 loving it. It feels really easy while helping me do important work. On the bus, I got an update about interview time changes today, a few new urgent things that came into my inbox, and the news for SF. I’m excited to see how it’ll continue to learn about me and what I need\/like to see. Can’t wait to explore what’s possible! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@christina_simpson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christina_simpson<\/a>\u2019s new way of working<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7c01a783-0dec-4ad5-b73f-ee3476b2726d.jpeg?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The iMessage part totally changes how I interact with it. For some reason it just takes v little effort to grab my phone and text Lindy. Love it, already hooked. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@haneen_azhar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@haneen_azhar<\/a> the voice messages \ud83e\udd24 I just wanna walk through the park while delegating all my work to this assistant by yapping 5min voice messages \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super excited to finally launch Lindy Assistant \u2014 make sure to check out <a href=\"https:\/\/www.youtube.com\/watch?v=m0bkNFIOLb4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">our launch video<\/a>!<\/p>\n<\/p>\n<p>I’ve been using this for months, 20x a day, and it’s honestly gotten to the point where I can’t work without it. <\/p>\n<\/p>\n<p>I barely open Gmail anymore. Lindy just tells me which emails matter, and I respond with a voice memo. <\/p>\n<\/p>\n<p>I have this AI sidekick in all my meetings that takes notes, remembers everything (I can just ask over iMessage), follows up on action items, takes a head start on them when it can (drafting follow up emails, doing online research etc), and coaches me. <\/p>\n<\/p>\n<p>I’ve had human EAs for years. 90% of what they did for me 18 months ago is now handled by Lindy. It’s even better in some ways: I can text it at 11pm, be super direct, and get a response in 30 seconds. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@altimor\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@altimor<\/a> the <a href=\"https:\/\/www.youtube.com\/watch?v=m0bkNFIOLb4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">video<\/a> turned out soooo good! \ud83d\ude05 \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly the thing I didn’t expect to love so much is texting with lindy in iMessage. I just text Lindy and it already has context from my calendar, email, tasks, so I’m not explaining everything from scratch. Way less app switching throughout the day which was driving me crazy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryan_kaldani1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_kaldani1<\/a> I guess people need to start building more software for agents now<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Just started my free trial! The text-style interface feels smooth and natural, and Lindy understands my instructions well. It\u2019s been very efficient at scheduling meetings and events. A couple of suggestions: support for managing multiple calendars (within and across accounts) and clearer visibility into which calendars\/inboxes\/apps are connected would be great. An confirmation step before scheduling or sending important emails would also help me feel more confident. Overall, a great app!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@linjing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@linjing<\/a> Love it! Thanks so much! You can actually just tell Lindy to always ask for approval before sending an email. You can even use funny code words like “POTATOE” when you want Lindy to send an email \ud83e\udd23 Heard on the multiple calendar & visibility feedback \ud83d\ude4f\ud83c\udffe<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Goated tagline, goated product! I especially love the fact that it creates REALLY good email drafts for my inbox and automatically checks my availability for meeting requests!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>It’s wild how doing work through iMessage totally changes the vibe. It’s like having a super intelligent assistant who knows your preferences, schedule and email history working for you 24\/7. Definitely can’t go back to the way I was working before.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@everett_butler\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@everett_butler<\/a> yeah remember the report I sent on tuesday? it wasn’t actually me \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 PH fam \ud83d\udc4b<\/p>\n<\/p>\n<p>Excited to hunt Lindy Assistant today! \ud83c\udf89<\/p>\n<\/p>\n<p>Most AI tools wait for you to ask a question. Lindy flips that. It watches your calendar, inbox, and workflows \u2014 then acts on its own, all through iMessage.<\/p>\n<\/p>\n<p><strong>What stood out to me:<\/strong><\/p>\n<p>\u2192 It triages your emails and flags the ones that need a decision <\/p>\n<p>\u2192 It preps you for meetings before you even open the invite <\/p>\n<p>\u2192 It takes notes, writes follow-ups, and sends them automatically<\/p>\n<p> \u2192 It connects to 3,000+ tools you already use<\/p>\n<\/p>\n<p>The setup takes about two minutes. No code. No complicated workflow builders.<\/p>\n<\/p>\n<p>The real unlock here is the shift from reactive to proactive. The people saving two hours a day aren’t prompting better \u2014 they’re delegating better.<\/p>\n<\/p>\n<p>Free to start and the learning curve is almost flat. Give it a try and drop your feedback below \u2014 the Lindy team is answering questions all day. \ud83d\udc47<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A lot of tools in this space are either deterministic workflows (Zapier\/Make\/n8n) or \u201cagent\u201d demos that break on edge cases\u2014what\u2019s your philosophy on reliability vs autonomy, and where did you draw the line on what Lindy should do without approval versus ask\/hand off?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/F5TOBO6AXNZJPL\" class=\"app-title\">Visual Editing by DatoCMS<\/a><\/p>\n<div class=\"one-liner\">Visual editing for Headless CMS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">166<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>DatoCMS\u63a8\u51fa\u7684Visual Editing\u529f\u80fd\uff0c\u4e3a\u4f7f\u7528Headless CMS\u7684\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u6781\u6613\u96c6\u6210\u7684\u53ef\u89c6\u5316\u7f16\u8f91\u89e3\u51b3\u65b9\u6848\uff0c\u8ba9\u5185\u5bb9\u7f16\u8f91\u8005\u80fd\u5728\u771f\u5b9e\u524d\u7aef\u9884\u89c8\u4e2d\u76f4\u63a5\u4fee\u6539\u5185\u5bb9\uff0c\u89e3\u51b3\u4e86\u65e0\u5934\u5185\u5bb9\u7ba1\u7406\u7cfb\u7edf\u957f\u671f\u5b58\u5728\u7684\u7f16\u8f91\u4f53\u9a8c\u4e0e\u5f00\u53d1\u81ea\u7531\u5ea6\u96be\u4ee5\u517c\u987e\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/25c97ee4-86ab-44d3-9a10-f72bc568b009.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f58eeaed-e3dc-46d6-8363-2e2babd30ab1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4ba9208-09b9-4772-b065-2571acc04d6f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5574c29a-d357-4baf-91a1-45c63890fd1a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5852e6f-142c-4175-9353-6600ce084707.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\/e8c0afd6-fa62-4176-95de-d4e0b68ecdea.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/6gseV1b3VgE\"><source src=\"https:\/\/youtu.be\/6gseV1b3VgE\" 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\">Website Builder<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u5934CMS<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7ba1\u7406\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u9884\u89c8<\/span><br \/>\n <span class=\"tag\">\u8349\u7a3f\u6a21\u5f0f<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">WYSIWYG<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u7f16\u8f91\u4f53\u9a8c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u80af\u5b9a\u8be5\u529f\u80fd\u662f\u5e02\u573a\u6240\u9700\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\uff1a\u8be5\u529f\u80fd\u5728\u4f55\u79cd\u5185\u5bb9\u6216\u7f51\u7ad9\u7c7b\u578b\u4e0a\u6700\u5177\u53d8\u9769\u6027\uff1bSDK\u662f\u5426\u4f1a\u56e0\u589e\u52a0\u811a\u672c\u800c\u5f71\u54cd\u6b63\u5f0f\u7ad9\u70b9\u6027\u80fd\uff1b\u4ee5\u53ca\u4ece\u5176\u4ed6CMS\u8fc1\u79fb\u7684\u89e6\u53d1\u70b9\u548c\u9501\u5b9a\u98ce\u9669\u3002\u5f00\u53d1\u8005\u56de\u5e94\u8be6\u7ec6\uff0c\u5f3a\u8c03\u4e86\u4f53\u9a8c\u3001\u96c6\u6210\u6613\u7528\u6027\u548c\u6280\u672f\u5b9e\u73b0\u4e0a\u7684\u4f18\u52bf\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n DatoCMS\u6b64\u6b21\u63a8\u51fa\u7684Visual Editing\uff0c\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u53e0\u52a0\uff0c\u800c\u662f\u4e00\u6b21\u9488\u5bf9Headless CMS\u6838\u5fc3\u77db\u76fe\u7684\u7cbe\u51c6\u624b\u672f\u3002\u5b83\u8bd5\u56fe\u5728\u201c\u7ed3\u6784\u5316\u5185\u5bb9\u4e0eAPI\u81ea\u7531\u201d\u7684\u5f00\u53d1\u8005\u7ea2\u5229\uff0c\u4e0e\u201c\u76f4\u89c2\u3001\u6240\u89c1\u5373\u6240\u5f97\u201d\u7684\u7f16\u8f91\u9700\u6c42\u4e4b\u95f4\uff0c\u67b6\u8bbe\u4e00\u5ea7\u4e0d\u7834\u574f\u524d\u8005\u7684\u6865\u6881\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u521b\u9020\u4e86\u4e00\u4e2a\u65b0\u7684\u9875\u9762\u6784\u5efa\u5668\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u201c\u771f\u5b9e\u524d\u7aef\u9884\u89c8\u201d\u3001\u201c\u5185\u5bb9\u611f\u77e5\u6df1\u5ea6\u94fe\u63a5\u201d\u548c\u201c\u6846\u67b6\u65e0\u5173\u201d\u8fd9\u4e09\u5927\u652f\u67f1\uff0c\u5c06\u53ef\u89c6\u5316\u4e0a\u4e0b\u6587\u5de7\u5999\u5730\u201c\u6ce8\u5165\u201d\u5230\u65e2\u6709\u7684\u65e0\u5934\u67b6\u6784\u4e2d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u4e3e\u7684\u9ad8\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u5c48\u670d\u4e8e\u5c06CMS\u91cd\u65b0\u62d6\u56de\u4f20\u7edf\u8026\u5408\u6a21\u5f0f\u7684\u8bf1\u60d1\uff0c\u800c\u662f\u9009\u62e9\u4e86\u4e00\u6761\u66f4\u8270\u96be\u4f46\u66f4\u6b63\u786e\u7684\u8def\uff1a\u8ba9\u7f16\u8f91\u4f53\u9a8c\u53bb\u9002\u5e94\u5f00\u53d1\u67b6\u6784\uff0c\u800c\u975e\u76f8\u53cd\u3002\u901a\u8fc7SDK\u5728\u54cd\u5e94\u4e2d\u5d4c\u5165\u4e0d\u53ef\u89c1\u5143\u6570\u636e\uff0c\u800c\u975e\u8981\u6c42\u5f00\u53d1\u8005\u624b\u52a8\u5173\u8054\u5b57\u6bb5\u4e0e\u7ec4\u4ef6\uff0c\u5b83\u964d\u4f4e\u4e86\u5b9e\u73b0\u7684\u590d\u6742\u5ea6\u548c\u957f\u671f\u7ef4\u62a4\u6210\u672c\uff0c\u8fd9\u6b63\u662f\u5176\u5ba3\u79f0\u201cdead easy for developers\u201d\u7684\u5e95\u6c14\u3002\u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u8003\u9a8c\u4e5f\u5728\u4e8e\u6b64\uff1a\u8fd9\u79cd\u201c\u9690\u5f62\u201d\u7684\u96c6\u6210\u662f\u5426\u80fd\u5728\u6240\u6709\u590d\u6742\u7684\u524d\u7aef\u72b6\u6001\u4e0b\u4fdd\u6301\u7a33\u5b9a\u53ef\u9760\uff1f\u662f\u5426\u4f1a\u4e3a\u524d\u7aef\u5e94\u7528\u5e26\u6765\u96be\u4ee5\u6392\u67e5\u7684\u526f\u4f5c\u7528\uff1f\u8bc4\u8bba\u4e2d\u5173\u4e8e\u6027\u80fd\u5f71\u54cd\u548c\u8fc1\u79fb\u9501\u5b9a\u7684\u62c5\u5fe7\uff0c\u6070\u6070\u70b9\u4e2d\u4e86\u8fd9\u7c7b\u6df1\u5ea6\u96c6\u6210\u65b9\u6848\u5546\u4e1a\u4e0e\u6280\u672f\u4e0a\u7684\u654f\u611f\u795e\u7ecf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u9762\u5411\u6210\u719f\u5e02\u573a\u7684\u529f\u80fd\u8fdb\u5316\uff0c\u5b83\u627f\u8ba4\u4e86\u65e0\u5934CMS\u5728\u7f16\u8f91\u4fa7\u7684\u5386\u53f2\u6b20\u8d26\uff0c\u5e76\u63d0\u4f9b\u4e86\u4e00\u4e2a\u9887\u5177\u5de7\u601d\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u6982\u5ff5\u7684\u65b0\u9896\uff0c\u800c\u53d6\u51b3\u4e8e\u5728\u5b9e\u9645\u3001\u590d\u6742\u7684\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u90a3\u4efd\u201c\u8f7b\u800c\u6613\u4e3e\u201d\u7684\u627f\u8bfa\u80fd\u5426\u771f\u6b63\u5151\u73b0\uff0c\u4ee5\u53ca\u5b83\u80fd\u5426\u5728\u63d0\u5347\u7f16\u8f91\u6548\u7387\u7684\u540c\u65f6\uff0c\u4f9d\u7136\u8ba9\u5f00\u53d1\u8005\u611f\u5230\u201c\u4e00\u5207\u5c3d\u5728\u638c\u63a7\u201d\u3002\u8fd9\u6070\u6070\u662f\u65e0\u5934CMS\u751f\u6001\u6301\u7eed\u5065\u5eb7\u53d1\u5c55\u7684\u5173\u952e\u5e73\u8861\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Visual Editing by DatoCMS<\/span>\n <\/div>\n<div class=\"comment-content\">Headless CMS and Visual Editing have a long-standing love-hate relationship. Our approach to is aimed at making it dead easy for developers to implement Visual Editing in DatoCMS, to let content editors get the WYSIWYG effect seamlessly. Combined with draft mode and real-time updates, making changes is a breeze. No more hunting through record forms to find the right field.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt, maker here \ud83d\udc4b<\/p>\n<p>We started building DatoCMS about <strong>10 years ago<\/strong>, when headless CMS was just becoming the “next” architecture for the modern web. The core idea’s become very well established: structured content, API-first delivery, and full freedom on the frontend. One of the weak spots has always been the same though: visual editing. We always felt that the editors were missing out on what a Headless CMS could do for them because of how technical it has been by nature.<\/p>\n<p>For a long time, headless meant great DX, but editors had to mentally map content and pages to models and blocks. Over the years, many platforms introduced their own versions of visual editing, often relying on iframes, CMS-rendered previews, or tightly coupled page builders.<\/p>\n<p>Today we\u2019re launching Visual Editing for DatoCMS, which is our take on solving that problem <strong>without breaking the headless model<\/strong>. Our primary goal with this feature is to <strong>make it dead easy for developers<\/strong> to implement Visual Editing in DatoCMS, so editors can work on their websites as frictionlessly as possible!<\/p>\n<p>Our approach is based on:<\/p>\n<ul>\n<li>\n<p>Real frontend previews running your actual app, not a CMS abstraction<\/p>\n<\/li>\n<li>\n<p>Content-aware deep links that connect any record or field to its exact usage in the UI<\/p>\n<\/li>\n<li>\n<p>A framework-agnostic setup that works with modern stacks (we have SDKs for Next.js, Nuxt, SvelteKit, and Astro) and supports drafts, preview environments, and production safely<\/p>\n<\/li>\n<\/ul>\n<p>The goal isn\u2019t to turn DatoCMS into a visual page builder. It\u2019s to add visual context where it\u2019s missing, while keeping developers in full control of rendering, data fetching, and architecture.<\/p>\n<p>This feature is the result of years of feedback from our users and customers, and we\u2019re excited to hear what you think! I’ll be around and happy to dive into implementation details or trade-offs in the comments.<\/p>\n<p>Thanks for your support \ud83e\udde1<\/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\/@stefano_verna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stefano_verna<\/a> Hi Stefano. Congrats on your launch. Are there specific types of content or websites where Visual Editing is especially transformative, or less 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stefano_verna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stefano_verna<\/a> Looks great! The main worry with visual stuff like this is a bloated client bundle. Does adding the SDK affect overall site performance for regular users, or do all the scripts load only in preview mode? Good luck with the launch, this feature is really needed<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\">S\/O to the team, keep up the great work \ud83d\udc4f\ud83d\udc4f<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">If a team is already using an established headless CMS with some form of live preview, what\u2019s the most common trigger that makes them switch specifically for this and what migrations\/lock-in concerns come up most?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Hate to say it depends, but reallly depends on why\/if you’d want to switch. In our case we find that existing users of other Headless CMS typically talk to us for one of these reasons (when “frontend editing” is a part of the discussion):<\/p>\n<ul>\n<li>\n<p>Overall editor experience bundled in (specifically for Structured Text, Plugins, and overall UI)<\/p>\n<\/li>\n<li>\n<p>Overall dev experience with the schema, our CLI\/API\/SDK packages, and the “ease” of implementing frontend preview with the plugin that this release builds on, or<\/p>\n<\/li>\n<li>\n<p>General support\/pricing<\/p>\n<\/li>\n<\/ul>\n<p>In this case specifically, these Visual Editing releases are still new, and we’ve shaped it around quite a lot of user feedback, so it’s a bit early to say why other CMS users would switch just for this, but some of the discussions we’ve had make us think that this approach (invisible metadata in API responses vs. manual field-to-component wiring) would be less brittle or high-maintenance.<\/p>\n<\/p>\n<p>Happy to dig into specifics for your use case if you’d liek to reach out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’re currently evaluating headless CMS options – will check this out!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/7ZBTMW5E3I2BUU\" class=\"app-title\">Edgee<\/a><\/p>\n<div class=\"one-liner\">The AI Gateway that TL;DR tokens<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">164<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Edgee\u662f\u4e00\u6b3eAI\u7f51\u5173\uff0c\u901a\u8fc7\u667a\u80fd\u538b\u7f29\u63d0\u793a\u8bcd\u5728\u4e0d\u5f71\u54cd\u8bed\u4e49\u7684\u524d\u63d0\u4e0b\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u8c03\u7528\u6210\u672c\u964d\u4f4e\u6700\u9ad850%\uff0c\u4e3b\u8981\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u9762\u4e34\u7684LLM\u4f7f\u7528\u6210\u672c\u5931\u63a7\u548c\u8fd0\u7ef4\u590d\u6742\u5316\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d3121e65-0313-40ee-90c1-15b7c2f0d7c1.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\/ab86392a-8a01-4ec7-8a5b-544d39c51037.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\/94821262-f9d5-4a1a-a690-9e2bb6148245.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\/cc9bc846-0543-4810-bc93-3b597f7b934b.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\/a200c63a-80fd-4609-8da3-508046966a38.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=FUw13yDMJNQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=FUw13yDMJNQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f51\u5173<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4ee4\u724c\u538b\u7f29<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u8def\u7531<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u8fb9\u7f18\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">LLM\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">API\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53efLLM\u6210\u672c\u4e0d\u53ef\u9884\u6d4b\u7684\u75db\u70b9\uff0c\u5e76\u5bf9\u964d\u672c\u6548\u679c\u8868\u793a\u671f\u5f85\u3002\u6838\u5fc3\u5173\u5207\u70b9\u96c6\u4e2d\u4e8e\uff1a\u538b\u7f29\u6280\u672f\u5982\u4f55\u4fdd\u8bc1\u8f93\u51fa\u8d28\u91cf\uff08\u5c24\u5176\u662f\u7ed3\u6784\u5316\u8f93\u51fa\uff09\uff1b\u662f\u5426\u589e\u52a0\u5ef6\u8fdf\u6216\u6210\u4e3a\u53ef\u9760\u6027\u74f6\u9888\uff1b\u6210\u672c\u8ffd\u8e2a\u4e0e\u73b0\u6709\u89c2\u6d4b\u5de5\u5177\u96c6\u6210\uff1b\u4ee5\u53ca\u5bf9\u667a\u80fd\u4f53\uff08Agent\uff09\u3001\u5de5\u5177\u8c03\u7528\u7b49\u590d\u6742\u573a\u666f\u7684\u4f18\u5316\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 Edgee\u5207\u5165\u7684\u5e76\u975e\u70ab\u6280\u7684\u201c\u6a21\u578b\u5c42\u201d\uff0c\u800c\u662f\u52a1\u5b9e\u751a\u81f3\u6709\u4e9b\u67af\u71e5\u7684\u201c\u7ba1\u9053\u5c42\u201d\uff0c\u8fd9\u6070\u6070\u662f\u5176\u4ef7\u503c\u6240\u5728\u3002\u5b83\u8bd5\u56fe\u6210\u4e3aLLM\u65f6\u4ee3\u7684\u201cCDN\u201d\u6216\u201c\u4e91\u6210\u672c\u7ba1\u5bb6\u201d\uff0c\u5176\u771f\u6b63\u5356\u70b9\u5e76\u975e\u5355\u7eaf\u7684\u4ee4\u724c\u538b\u7f29\u7b97\u6cd5\uff0c\u800c\u662f\u4e00\u4e2a\u96c6\u6210\u4e86\u6210\u672c\u63a7\u5236\u3001\u8def\u7531\u3001\u89c2\u6d4b\u3001\u5b89\u5168\u7684**\u751f\u4ea7\u7ea7\u63a7\u5236\u5e73\u9762**\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u65e9\u671f\u91c7\u7eb3\u8005\u6700\u5173\u5fc3\u7684\u5e76\u975e\u538b\u7f29\u7387\u672c\u8eab\uff0c\u800c\u662f**\u538b\u7f29\u7684\u786e\u5b9a\u6027**\uff08\u662f\u5426\u7834\u574f\u903b\u8f91\u3001\u5f71\u54cd\u5de5\u5177\u8c03\u7528\uff09\u548c**\u5f15\u5165\u7684\u526f\u4f5c\u7528**\uff08\u5ef6\u8fdf\u3001\u53ef\u9760\u6027\uff09\u3002\u8fd9\u63ed\u793a\u4e86\u4f01\u4e1a\u7ea7\u5e02\u573a\u7684\u6838\u5fc3\u8bc9\u6c42\uff1a\u7a33\u5b9a\u6027\u548c\u53ef\u9884\u6d4b\u6027\u4f18\u5148\u4e8e\u6781\u9650\u4f18\u5316\u3002Edgee\u56e2\u961f\u201c\u8fb9\u7f18\u539f\u751f\u3001\u4e07\u7ea7\u670d\u52a1\u5668\u3001\u6570\u5341\u4ebf\u8bf7\u6c42\u201d\u7684\u67b6\u6784\u56de\u5e94\uff0c\u4ee5\u53ca\u5173\u4e8e\u76f8\u4f3c\u5ea6\u9608\u503c\u3001\u975e\u751f\u6210\u5f0f\u538b\u7f29\u7684\u8ba8\u8bba\uff0c\u90fd\u662f\u5728\u5411\u5e02\u573a\u4f20\u9012\u201c\u6211\u4eec\u5177\u5907\u5904\u7406\u751f\u4ea7\u6d41\u91cf\u4f53\u8d28\u201d\u7684\u4fe1\u53f7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c**\u4ef7\u503c\u611f\u77e5\u4e0e\u98ce\u9669\u62c5\u5fe7\u5e76\u5b58**\u3002\u538b\u7f29\u662f\u201c\u9ed1\u7bb1\u201d\uff0c\u7528\u6237\u9700\u5728\u201c\u8d26\u5355\u60ca\u5413\u201d\u548c\u201c\u8f93\u51fa\u53d8\u5f02\u98ce\u9669\u201d\u95f4\u6743\u8861\uff0c\u5efa\u7acb\u4fe1\u4efb\u9700\u8981\u6781\u9ad8\u7684\u900f\u660e\u5ea6\u548c\u6848\u4f8b\u4f50\u8bc1\u3002\u5176\u6b21\uff0c**\u8d5b\u9053\u8fc5\u901f\u7ea2\u6d77\u5316**\u3002AI\u7f51\u5173\u6982\u5ff5\u5df2\u4e0d\u65b0\u9c9c\uff0c\u4f17\u591a\u5f00\u6e90\u65b9\u6848\u548c\u4e91\u5382\u5546\u5747\u5df2\u5e03\u5c40\uff0cEdgee\u9700\u5728\u6027\u80fd\u3001\u4ef7\u683c\u6216\u7ec6\u5206\u573a\u666f\uff08\u5982\u5176\u5bf9\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u7684\u5f3a\u8c03\uff09\u4e0a\u6784\u7b51\u8db3\u591f\u58c1\u5792\u3002\u6700\u540e\uff0c**\u5546\u4e1a\u6a21\u5f0f\u9762\u4e34\u6324\u538b**\u3002\u5982\u679c\u4e3b\u6d41LLM\u63d0\u4f9b\u5546\u672a\u6765\u81ea\u884c\u4f18\u5316\u4ee4\u724c\u8ba1\u8d39\u6216\u63a8\u51fa\u66f4\u7ec6\u7c92\u5ea6\u5957\u9910\uff0c\u7b2c\u4e09\u65b9\u4f18\u5316\u5de5\u5177\u7684\u751f\u5b58\u7a7a\u95f4\u5c06\u88ab\u538b\u7f29\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cEdgee\u7684\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u6210\u672c\u4f18\u5316\u201d\u4ece\u4e00\u4e2a\u4e8b\u540e\u8865\u6551\u7684\u8d22\u52a1\u52a8\u4f5c\uff0c\u524d\u7f6e\u4e3a\u4e00\u9879\u53ef\u96c6\u6210\u3001\u53ef\u89c2\u6d4b\u7684\u5de5\u7a0b\u57fa\u7840\u8bbe\u65bd\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u201c\u8db3\u591f\u667a\u80fd\u201d\u548c\u201c\u8db3\u591f\u7a33\u5b9a\u53ef\u9760\u201d\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\uff0c\u5e76\u5feb\u901f\u7ed1\u5b9a\u90a3\u4e9b\u5df2\u88ab\u5929\u4ef7\u8d26\u5355\u201c\u6559\u80b2\u201d\u8fc7\u7684\u91cd\u5ea6\u7528\u6237\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Edgee<\/span>\n <\/div>\n<div class=\"comment-content\">Edgee compresses prompts before they reach LLM providers and reduces token costs by up to 50%. Same code, fewer tokens, lower bills.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As an indiehacker, I am always afraid of receiving an expensive bill because my AI feature suddenly saw a lot of usage. Anything that can help reduce costs and give me insights into what’s going on, is welcome.<\/p>\n<p>It’s no brainer to use it from day 1, and see value right away.<br \/>Congrats <a href=\"https:\/\/www.producthunt.com\/@sachamorard\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sachamorard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sachamorard<\/a> team for building this\ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks a lot <a href=\"https:\/\/www.producthunt.com\/@picsoung\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@picsoung<\/a> for the support \ud83d\ude4c<\/p>\n<p>And totally agree! That “unexpected AI bill” fear is real, especially for indie hackers and small teams where one spike can ruin the month \ud83d\ude05<\/p>\n<p>That’s exactly why we built Edgee: so you can get cost visibility + optimizations (like token compression) from day one, before things get out of control.<\/p>\n<p>Really appreciate you hunting and sharing this. Excited to hear what you build with it! \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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sachamorard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sachamorard<\/a> <a href=\"https:\/\/www.producthunt.com\/@picsoung\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@picsoung<\/a> We’ve heard this from pretty much every CTO and CEO we’ve talked to in Europe and the US. The end-of-month bill can be a real shock! \ud83d\udcb8<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! will closely follow as the topic is complex and moves fast! <\/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\/@olivier_lemarie1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olivier_lemarie1<\/a> Thank you ! Indeed, a very exciting and challenging topic and so many things to explore and improve \ud83d\ude00 We’ll soon be having a series a blog posts going through all the details and the research around compression, so stay tuned !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@olivier_lemarie1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olivier_lemarie1<\/a> Thanks Ollivier. Happy to take your feedbacks, and do a catchup. It is indeed an amazing and vast problem to solve.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@sachamorard\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sachamorard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sachamorard<\/a> Token costs are definitely becoming a real problem once prompts get large (RAG, tools, agents\u2026).<\/p>\n<p>Curious how you handle compression without breaking output quality, especially for structured outputs?<\/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\/@sachamorard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sachamorard<\/a> <a href=\"https:\/\/www.producthunt.com\/@virtualgoodz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@virtualgoodz<\/a> Yeah alignement is a big issue when doing any prompt transformation !<\/p>\n<p> In general, tracking performance across a mix of semantic preservation metrics like bert, cosine, rouge making sure that they don’t degrade below a certain threshold is good proxy. <\/p>\n<p>For structured output, things are trickier, as the compression shouldn’t be “generative”, in the sense of re-expressing with other tokens, so it’s more deterministic through a more compact re-encoding of the structure, through crushing, factorizing repetitions and so on !<\/p>\n<p>Glad to discuss this further if needs be \ud83d\ude00 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<br \/>We’re stuck on how to attribute LLM costs back to specific features. Does Edgee tag requests so we can track cost per feature?<\/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>Hello <a href=\"https:\/\/www.producthunt.com\/@benoit_collet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benoit_collet<\/a>, thanks for the interest ! <br \/>Good question to ask, it is quite a pain we’ve experienced where cost was only analyzable by API key which could be painful as you might not want to have 50 different keys just for the purpose of cost categorization. <\/p>\n<p>We’ve created the “tags” feature which allow you (via API headers or via our SDKs) to automatically define categories. Tags will be visible in your analytics dashboard to allow you to understand exactly where you are spending the most ! <\/p>\n<p>You can learn more on our documentation : <a href=\"https:\/\/www.edgee.ai\/docs\/integrations\/langchain#tags\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.edgee.ai\/docs\/integrations\/langchain#tags<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’re experimenting with cheaper models to control costs, but quality suffers.<\/p>\n<p>Can Edgee help us stay on expensive models but reduce token usage instead?<\/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\/@pierregodret\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pierregodret<\/a> Yes, <strong>that\u2019s exactly what Edgee does.<\/strong><\/p>\n<p>Edgee optimizes your prompts at the edge using <strong>intelligent token compression<\/strong>, removing redundancy while preserving meaning, then forwards the compressed request to your LLM provider of choice. You can also tag requests with metadata to track usage\/costs and get alerts when spend spikes.<\/p>\n<p>Happy to discuss this further if you\u2019d like.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Absolutely <a href=\"https:\/\/www.producthunt.com\/@pierregodret\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pierregodret<\/a> . With our token-compression model, the LLM bill mechanically decreases, so it’s actually a good opportunity to afford a slightly more expensive model… for the same price \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>As a product guy in the agentic platform space, I\u2019m definitely going to keep a close eye on this one. Good luck with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yannick_mthy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yannick_mthy<\/a> The agentic space is exactly where we\u2019re seeing things get interesting (and complex) fast, especially with growing context sizes, tool calls, and multi-model orchestration.<\/p>\n<p>Would love to hear how you’re currently handling cost + routing on the agent side. Always keen to learn from teams building in this space. Thx<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Gateways can become a new reliability and latency bottleneck: what\u2019s Edgee\u2019s architecture for keeping p95\/p99 overhead low (especially for streaming and agent tool-call loops), and how do you handle failure modes like retries causing traffic spikes or provider brownouts?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question, and totally valid concern!<\/p>\n<p>We’re edge-native, so we avoid adding a centralized bottleneck and keep network hops minimal. Edgee is running on more than 100 points of presence around the world, on more than 10k servers, and we already process 3B+ requests a month \ud83d\ude09<\/p>\n<p>Streaming is first-class, and pre-inference workloads run before the model call, so they don’t block token streaming.<\/p>\n<p>On reliability: we don’t do blind retries. Routing is health-aware, with bounded retries, circuit-breaker behavior, and dynamic deprioritization during brownouts to avoid traffic amplification.<\/p>\n<p>To summarize, Edgee will be to AI what CDNs were to the web.<\/p>\n<p>Happy to go deeper if helpful!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Go edgee! Would love to know if you handle MCP and Tool usage optimisations? It’s a real pain for long running agents<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@marek_kalnik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marek_kalnik<\/a> ! We don’t manage MCPs for now, but we have developed Edge Tools.<br \/>These are tools executed at the gateway level, before or after the call to the model. They can be verifications, transformations, enrichments, controls…. <strong>memory access!<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Sacha, co-founder of <strong>Edgee<\/strong>. Thanks for checking us out!<\/p>\n<p>We built Edgee because we kept seeing the same thing everywhere:<\/p>\n<p><strong>AI cost is going crazy!!!<\/strong><\/p>\n<p><strong>LLMs are easy to try, but once you ship them in production, costs explode and reliability becomes a mess.<\/strong><\/p>\n<\/p>\n<p>Most teams start with direct calls to OpenAI or Anthropic\u2026 or simply using a coding assistant… then quickly end up dealing with:<\/p>\n<ul>\n<li>\n<p>Unpredictable token spend<\/p>\n<\/li>\n<li>\n<p>Multiple provider APIs<\/p>\n<\/li>\n<li>\n<p>Outages \/ rate limits<\/p>\n<\/li>\n<li>\n<p>Security & privacy constraints<\/p>\n<\/li>\n<li>\n<p>And no real observability across teams<\/p>\n<\/li>\n<\/ul>\n<p><strong>Edgee is an AI Gateway built to reduce LLM costs and simplify production inference.<\/strong><\/p>\n<p>It gives you a single OpenAI-compatible API across providers, plus a layer of intelligence around inference:<\/p>\n<p>\u2705 <strong>Token compression<\/strong> to remove redundant tokens and cut costs, <strong>with no semantic loss<\/strong><br \/>\u2705 <strong>Routing & fallbacks<\/strong> across providers<br \/>\u2705 <strong>Observability + cost tracking<\/strong> you can trust<br \/>\u2705 <strong>Privacy & security controls<\/strong> (ZDR, BYOK…)<br \/>\u2705 Support for <strong>public + private models<\/strong>, <br \/>\u2705 & <strong>Edge Tools<\/strong> \ud83d\ude80<\/p>\n<p>We’re launching early and working closely with a small group of design partners, so feedback (even brutal feedback \ud83d\ude05) would mean a lot.<\/p>\n<p>Happy to answer any questions here, and I\u2019d love to hear how you\u2019re handling LLM infra in production today!<\/p>\n<p>Sacha<\/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>Exciting launch! Congrats team<\/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\/@paulblei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paulblei<\/a> Thanks a lot! Really appreciate it \ud83d\ude4c<\/p>\n<p>If you get a chance to try Edgee, we\u2019d love to hear what you think.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you very much <a href=\"https:\/\/www.producthunt.com\/@paulblei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paulblei<\/a> . I must admit that the whole team is very excited as well. When we had the idea of using our edge computing skills to improve inference, I didn’t have to insist for long to get buy-in, lol<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the focus on production problems vs demo features. Does the cost tracking integrate with existing observability tools (DataDog, etc.)?<\/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\/@nielsrolland\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nielsrolland<\/a> You raise a very interesting point! For now, we allow data to be exported in csv\/json, but we’re already working on integrating partner solutions. If you know our history (which seems to be the case), you know how easy it is for us to send data to any solution… so we’re not going to hold back from offering this feature to our users \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>Congrats on the launch ! <\/p>\n<p>LLM’s costs are going crazy here, I definitetly give it a try <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>You’ll be welcome <a href=\"https:\/\/www.producthunt.com\/@angezanetti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@angezanetti<\/a> . We decided to build Edgee after talking with 50+ CTOs who started to struggle with token costs. Really exciting challenge, the team is sooo excited!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stanmassueras\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stanmassueras<\/a> an honour to have your support. At <a href=\"https:\/\/www.producthunt.com\/products\/edgee\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"edgee\" target=\"_blank\" rel=\"noopener\">@Edgee<\/a>, we loooove <a href=\"https:\/\/www.producthunt.com\/products\/elevenlabs\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"elevenlabs\" target=\"_blank\" rel=\"noopener\">@ElevenLabs<\/a> \ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stanmassueras\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stanmassueras<\/a> Thank you! We really appreciate the support \ud83d\ude4f<\/p>\n<p>If you end up giving Edgee a try, we\u2019d love to hear your feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool idea! Do you get transparency into how prompt was trimmed\/manipulated so you can ensure nothing was missed?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> We have information that allows us to understand how our model performs, yes. However, we do not keep the original prompt for obvious privacy reasons. To control the compressed prompt, we perform a similarity analysis by calculating several metrics (rouge, bert, cosine…). And we allow our users to define a threshold that guarantees semantic similarity.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Sounds amazing, can\u2019t wait to plug it with Tellers!! <\/p>\n<p>Congratulations for the launch @sachamorard \ud83d\ude80 <\/p>\n<p>Congratulations @picsoung for yet another successful hunt \ud83d\ude03<\/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\/@picsoung\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@picsoung<\/a> <a href=\"https:\/\/www.producthunt.com\/@rguignar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rguignar<\/a> Would looove to see Edgee plugged into Tellers, that\u2019s a perfect fit, especially with agent\/tool-heavy workflows where context can grow fast.<\/p>\n<p>If you\u2019d like, happy to help you set it up or jump on a quick call to make integration smooth.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@sachamorard would be awesome! Thanks Sacha!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 would be game-changing for our margins. Does the compression work for both prompts and completions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hajar_lamjadab2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hajar_lamjadab2<\/a> yes it is! And it’s even more efficient when the context window becomes larger and larger.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Will definitely be following this project closely. I’ve always thought there should be a way to more efficiently provide prompt for LLMs, especially when the latest models consume a lot of them for complex work. Hopefully this will eventually result in less usage rate and higher limits.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@mnzrabusham The further we advance, the more complex models become. Hardware innovations will probably improve the energy efficiency of models (because that’s what it’s all about), but the smartphone industry has taught us that the more powerful machines are, the more we ask them to perform increasingly complex tasks. So yes, I think that only intermediate systems can help us be a little more frugal.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 waiting to see companies start tackling this issue. Cost and efficiency are going to be increasingly important once AI platforms are increasingly pressured for revenue. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">Hey @sasha_pave, so we\u2019re there! Happy to tackle this challenge \ud83d\ude09<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Congrats <a href=\"https:\/\/www.producthunt.com\/@sachamorard\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sachamorard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sachamorard<\/a> – Great onboarding XP and managed to get going in <5′ we will do \u2764\ufe0f. Curious whether and how we can control the compression level and adjust based on endpoints or use case as I imagine there’s a quality trade-off? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@gdecugis Yes, compression isn\u2019t \u201cone size fits all.\u201d Different endpoints and use cases tolerate different levels of optimization.<\/p>\n<p>We\u2019re building it so compression can be:<br \/>\n– configurable at the org \/ key \/ sdk level<br \/>\n– safe, adding what we call \u00ab Semantic preservation threshold \u00bb: If similarity (Bert indicator) is below this threshold, we send the original prompt instead to preserve quality. That\u2019s mathematics \ud83d\ude09<br \/>\n– observable<\/p>\n<p>The goal isn\u2019t to blindly shrink prompts, but to make the trade-off explicit and controllable.<\/p>\n<p>And you\u2019re absolutely right, there can be a quality trade-off in some scenarios, so giving teams control (and visibility) is key. Happy to go deeper if you have a specific use case in mind<\/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>Hey, this is interesting! I was wondering if the prompt optimisations that you’re doing are deterministic, as the first layer of cost improvement is caching we having a long conversation with LLM you need to cache, so the prompt compaction need to be deterministic and stable whatever happens.<\/p>\n<\/p>\n<p>Second point how do handle different model providers API interfaces? Do you support SSE? Did you reimplemented your own layer between Edgee SDK and LLM providers? There are so many edge cases with each provider when it comes to streaming + tools + reasoning tokens, etc.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@bleff Yes, determinism is critical, especially when caching is involved. Our token compression layer is designed to be stable and reproducible for the same input structure. We don\u2019t rely on generative summarization for compaction. Instead, we focus on structural redundancy removal and relevance prioritization so that the transformation remains deterministic and cache-friendly.<\/p>\n<p>You\u2019re absolutely right: if compression isn\u2019t stable, it breaks caching, so that\u2019s a core constraint in our design.<\/p>\n<p>On provider interfaces:<br \/>\nWe maintain our own abstraction layer between the Edgee SDK and model providers. The API is OpenAI and Anthropic compatible outwardly, but internally we normalize differences across providers (streaming formats, tool calls, reasoning tokens, etc.).<\/p>\n<p>Yes, we support streaming (including SSE), and streaming is treated as a first-class concern. A lot of the complexity lives exactly where you mentioned: streaming + tools + provider-specific edge cases.<\/p>\n<p>Totally agree this space is full of sharp edges, that\u2019s precisely why we think a robust gateway layer is needed.<br \/>\nHappy to go deeper on any of these points!<\/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>Token costs are the new database query problem. This feels like the right abstraction layer.<\/p>\n<p>How’s the latency impact 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@apoapostolakis great analogy \ud83d\ude4c<\/p>\n<p>On latency: we\u2019re designed to keep overhead minimal. Most of our work (token compression + routing decisions) happens pre-inference and is lightweight compared to provider latency. In practice, the added overhead is typically small relative to the model response time, and the goal is to stay well below p95\/p99 variability from providers themselves.<\/p>\n<p>Also, in many cases compression actually reduces end-to-end latency since fewer tokens are processed by the model.<\/p>\n<p>Happy to share benchmarks as we publish more numbers!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>token compression at the gateway level is a smart approach. i’ve been watching my AI API costs climb across multiple projects and this is exactly the kind of infra that makes shipping AI features viable without stressing about the bill<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Impressed by the edge-native architecture with 100+ PoPs and the token compression approach.<\/p>\n<\/p>\n<p>I noticed Edgee is built with Claude Code. For developers using AI coding agents (Claude Code, Cursor, etc.) that make heavy API calls during development, does Edgee support integration at the agent workflow level? Specifically, can we route AI agent requests through Edgee to compress tool call contexts and reduce token consumption during iterative coding sessions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 like to see benchmarks across different model providers and prompt types. If the compression holds under real production loads, this could become default infra in most LLM stacks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/O7GSTA5PXDYD4J\" class=\"app-title\">Scout Program<\/a><\/p>\n<div class=\"one-liner\">Fantasy Sports for Early-Stage Investing with real money<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">121<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u65e9\u671f\u98ce\u9669\u6295\u8d44\u201c\u6e38\u620f\u5316\u201d\u7684\u5e73\u53f0\uff0c\u901a\u8fc7\u63d0\u4f9b\u771f\u5b9e\u8d44\u91d1\u3001\u516c\u5f00\u4e1a\u7ee9\u548c\u9876\u7ea7\u5bfc\u5e08\u6307\u5bfc\uff0c\u4e3a\u6709\u6f5c\u529b\u7684\u6295\u8d44\u8005\u65b0\u79c0\u642d\u5efa\u4e86\u4e00\u4e2a\u538b\u7f29\u804c\u4e1a\u53d1\u5c55\u5468\u671f\u7684\u516c\u5f00\u7ade\u6280\u573a\uff0c\u89e3\u51b3\u4e86\u65b0\u664b\u6295\u8d44\u4eba\u7f3a\u4e4f\u542f\u52a8\u8d44\u91d1\u3001\u5c55\u793a\u5e73\u53f0\u548c\u7cfb\u7edf\u5316\u57f9\u517b\u8def\u5f84\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/00d11070-8258-40a6-845b-c9b701506bcf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/64f9830d-8250-47ea-8c56-0a4180d85bb5.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\/1762b5da-1965-4e3c-aab6-a8c16d9aafea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1dd35fdd-a658-48e4-b3ab-628a784e16be.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0408d000-7d0a-4ded-abb6-edbd9d05a91d.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\/a0f0ad4f-4a48-4bd4-976d-2850c57c572a.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=4ZWCCDCZQGU\"><source src=\"https:\/\/www.youtube.com\/watch?v=4ZWCCDCZQGU\" 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\">Investing<\/span><br \/>\n <span class=\"tag\">Tech<\/span><br \/>\n <span class=\"tag\">Games<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u98ce\u9669\u6295\u8d44<\/span><br \/>\n <span class=\"tag\">\u65e9\u671f\u6295\u8d44<\/span><br \/>\n <span class=\"tag\">\u4eba\u624d\u9009\u62d4<\/span><br \/>\n <span class=\"tag\">\u6295\u8d44\u7ade\u6280<\/span><br \/>\n <span class=\"tag\">\u516c\u5f00\u4e1a\u7ee9<\/span><br \/>\n <span class=\"tag\">\u5bfc\u5e08\u8ba1\u5212<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316\u91d1\u878d<\/span><br \/>\n <span class=\"tag\">\u521b\u6295\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u804c\u4e1a\u5b75\u5316<\/span><br \/>\n <span class=\"tag\">\u53e6\u7c7b\u6295\u8d44<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u96c6\u4e2d\u5728\u4e09\u70b9\uff1a\u4e00\u662f\u8be2\u95ee\u9009\u62d4\u673a\u5236\uff08\u4e3a\u4f55\u6bcf\u5b63\u4ec510\u4eba\u53ca\u9009\u62d4\u6807\u51c6\uff09\uff1b\u4e8c\u662f\u8d28\u7591\u77ed\u671f\u201c\u8d5b\u5b63\u201d\u4e0e\u6295\u8d44\u957f\u671f\u6027\u7684\u77db\u76fe\u53ca\u7ee9\u6548\u8bc4\u4f30\u65b9\u5f0f\uff1b\u4e09\u662f\u5efa\u8bae\u5f00\u653e\u516c\u4f17\u8ddf\u6295\u4ee5\u771f\u6b63\u5b9e\u73b0\u201c\u6c11\u4e3b\u5316\u201d\uff0c\u800c\u975e\u4ec5\u4e3a\u57fa\u91d1\u83b7\u53d6\u9879\u76ee\u6d41\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 Scout Program \u7684\u672c\u8d28\uff0c\u5e76\u975e\u5176\u6807\u699c\u7684\u201c\u65e9\u671f\u6295\u8d44\u68a6\u5e7b\u4f53\u80b2\u201d\uff0c\u800c\u662f\u4e00\u5957\u7cbe\u5de7\u7684\u3001\u670d\u52a1\u4e8e\u4f20\u7edf\u98ce\u6295\u4f53\u7cfb\u81ea\u8eab\u5229\u76ca\u7684\u201c\u4eba\u624d\u4e0e\u9879\u76ee\u7b5b\u9009\u5668\u201d\u3002\u5b83\u7528\u201c\u516c\u5f00\u7ade\u6280\u201d\u7684\u7cd6\u8863\uff0c\u5305\u88f9\u4e86\u884c\u4e1a\u6700\u6838\u5fc3\u7684\u75db\u70b9\uff1a\u9876\u7ea7\u4ea4\u6613\u6d41\u7684\u7a00\u7f3a\u548c\u4e0b\u4e00\u4ee3\u6295\u8d44\u660e\u661f\u7684\u65e9\u671f\u8bc6\u522b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff1a\u7b2c\u4e00\uff0c**\u6781\u4f4e\u6210\u672c\u7684\u98ce\u9669\u6295\u8d44\u4eba\u624d\u201c\u538b\u529b\u6d4b\u8bd5\u201d**\u3002\u63d0\u4f9b10\u4e07\u7f8e\u5143\u8bd5\u9519\uff0c\u6362\u53d6\u4e00\u4e2a\u5019\u9009\u4eba\u516c\u5f00\u5176\u6295\u8d44\u903b\u8f91\u3001\u9879\u76ee\u5224\u65ad\u4e0e\u7f51\u7edc\u8d44\u6e90\uff0c\u5bf9\u5408\u4f5c\u57fa\u91d1\u800c\u8a00\u662f\u6027\u4ef7\u6bd4\u6781\u9ad8\u7684\u5c3d\u804c\u8c03\u67e5\u3002\u7b2c\u4e8c\uff0c**\u6784\u5efa\u7ed3\u6784\u5316\u3001\u4f4e\u98ce\u9669\u7684\u201c\u4fe1\u53f7\u53d1\u5c04\u201d\u7cfb\u7edf**\u3002\u4f20\u7edf\u6295\u8d44\u4eba\u58f0\u8a89\u79ef\u7d2f\u9700\u8981\u5341\u5e74\uff0c\u800c\u8be5\u5e73\u53f0\u901a\u8fc7\u5f3a\u5236\u516c\u5f00\u8bba\u6587\u548c\u4e1a\u7ee9\uff0c\u5c06\u6a21\u7cca\u7684\u4e2a\u4eba\u54c1\u724c\u5efa\u8bbe\u538b\u7f29\u4e3a\u53ef\u91cf\u5316\u7684\u6570\u636e\u6307\u6807\uff0c\u52a0\u901f\u4e86\u884c\u4e1a\u5185\u7684\u4fe1\u8a89\u5f62\u6210\u3002\u7b2c\u4e09\uff0c**\u6210\u4e3a\u9876\u7ea7\u57fa\u91d1\u7684\u201c\u524d\u7f6e\u96f7\u8fbe\u201d\u4e0e\u201c\u751f\u6001\u6f0f\u6597\u201d**\u3002\u516c\u5f00\u7684Scout\u6295\u8d44\u7ec4\u5408\u548c\u8bba\u6587\uff0c\u4e3a\u5408\u4f5c\u57fa\u91d1\u63d0\u4f9b\u4e86\u6e90\u6e90\u4e0d\u65ad\u7684\u3001\u7ecf\u8fc7\u521d\u6b65\u9a8c\u8bc1\u7684\u65e9\u671f\u9879\u76ee\u6d41\u548c\u6df1\u5ea6\u884c\u4e1a\u5206\u6790\uff0c\u540c\u65f6\u5c06\u6700\u5177\u6f5c\u529b\u7684\u64cd\u4f5c\u8005\uff08Scout\u672c\u8eab\uff09\u4e5f\u7eb3\u5165\u4e86\u4eba\u624d\u5e93\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6a21\u5f0f\u5b58\u5728\u6df1\u5c42\u6096\u8bba\uff1a\u8bc4\u8bba\u4e2d\u6307\u51fa\u7684\u201c\u8d5b\u5b63\u5236\u201d\u4e0e\u6295\u8d44\u957f\u671f\u6027\u51b2\u7a81\u662f\u5173\u952e\u3002\u5e73\u53f0\u82e5\u4ec5\u4ee5\u77ed\u671f\u8d26\u9762\u56de\u62a5\u6216\u53d9\u4e8b\u80fd\u529b\u8bba\u82f1\u96c4\uff0c\u6781\u6613\u50ac\u751f\u8ffd\u9010\u70ed\u70b9\u7684\u6295\u673a\u884c\u4e3a\uff0c\u4e0e\u4ef7\u503c\u6295\u8d44\u7684\u672c\u6e90\u76f8\u6096\u3002\u800c\u62d2\u7edd\u516c\u4f17\u8ddf\u6295\u7684\u9009\u62e9\uff0c\u5219\u5f7b\u5e95\u66b4\u9732\u4e86\u5176\u201c\u6c11\u4e3b\u5316\u201d\u53e3\u53f7\u7684\u5c40\u9650\u6027\u2014\u2014\u5b83\u672c\u8d28\u4ecd\u662f\u7cbe\u82f1\u4ff1\u4e50\u90e8\uff0c\u65e8\u5728\u4f18\u5316\u884c\u4e1a\u5185\u90e8\u6548\u7387\uff0c\u800c\u975e\u666e\u60e0\u91d1\u878d\u3002\u5b83\u7684\u6210\u529f\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u662f\u5426\u5236\u9020\u4e86\u51e0\u4e2a\u660e\u661fScout\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u4e3a\u80cc\u540e\u7684\u8d44\u672c\u8054\u76df\u6301\u7eed\u8f93\u9001\u4f18\u8d28\u8d44\u4ea7\u4e0e\u4eba\u624d\u3002\u8fd9\u662f\u4e00\u573a\u98ce\u6295\u884c\u4e1a\u7684\u201c\u517b\u6210\u6e38\u620f\u201d\uff0c\u73a9\u5bb6\u662fScout\uff0c\u4f46\u6e38\u620f\u89c4\u5219\u7684\u5236\u5b9a\u8005\u548c\u6700\u5927\u8d62\u5bb6\uff0c\u4ecd\u662f\u5750\u5728\u6559\u7ec3\u5e2d\u4e0a\u7684\u4f20\u7edf\u8d44\u672c\u5de8\u5934\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\">Scout Program<\/span>\n <\/div>\n<div class=\"comment-content\">Scout Program is designed to find the world\u2019s best early-stage pickers and give them a public arena to prove it. Each season, 10 scouts receive $100K each to deploy into startups while building their thesis in public. Performance, portfolios, and outcomes are transparent. Scouts publish their theses, build public track records, and compete on outcomes. Our goal is to compress 10 years of quiet reputation-building into one visible season – and make \u2018investor\u2019 a skill you prove.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been dreaming of building a “Thiel Fellows for Investors” scout program for a long time. The inspiration for the product came from my starting my career as a scout for Index Ventures. In that program, I was lucky to invest along some of the best operators of my generation – people like Dylan Field from Figma. <\/p>\n<p>My fund ended up being a 4x DPI fund within a few years and one of the top performing in my cohort, but everything happened in private, and there was not a great way for me to showcase the success that I was having. <\/p>\n<\/p>\n<p>That said, I did spend a ton of time building my investing career during the program. I launched a Chapter One website, developed a firm thesis, and managed my back office meticulously. T<\/p>\n<\/p>\n<p>his experience was ultimately what launched my career as an investor. As I was looking for roles in venture firms, they took me more seriously, and I was able to actually launch my own firm because I had done all the work to develop the firm during this time period. <\/p>\n<p>I want to offer the best of that experience for the next generation of investors, while also creating more of a support system around the program. We have world-class mentors to help develop your career or “coaches” as we call them:<\/p>\n<ul>\n<li>\n<p>Mamoon Hamid, Partner at Kleiner Perkins<\/p>\n<\/li>\n<li>\n<p>Keith Rabois, Managing Director at Khosla Ventures<\/p>\n<\/li>\n<li>\n<p>Rebecca Kaden, Managing Partner at Union Square Ventures<\/p>\n<\/li>\n<li>\n<p>Kyle Samani, Founder at Multicoin Capital<\/p>\n<\/li>\n<li>\n<p>Roger Ehrenberg, Managing Partner at Game Changers<\/p>\n<\/li>\n<li>\n<p>Gokul Rajaram, Founding Partner at Marathon<\/p>\n<\/li>\n<li>\n<p>Tomasz Tunguz, General Partner at Theory Ventures<\/p>\n<\/li>\n<li>\n<p>Ashton Kutcher, General Partner at Sound Ventures<\/p>\n<\/li>\n<li>\n<p>Laura Andron, Managing Director at Pathstone<\/p>\n<\/li>\n<li>\n<p>Kelli Fontaine, Partner at Cendana Capital<\/p>\n<\/li>\n<\/ul>\n<p>Please share with your friends who might become great investors one day or apply yourself. The ideal fit is likely an operator with a killer network and a boundless curiosity. You are also welcome to apply with teammates if you want to build your Scout Program team with other people you love working with <\/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\/@jmj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jmj<\/a> Congrats on the launch! Why did you choose to limit the program to 10 scouts per season? And how do you select or qualify them?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A season implies a tight feedback loop, but venture outcomes take years\u2014how are you defining and scoring \u201cperformance\u201d during and immediately after a season in a way that can\u2019t be gamed by markups, narrative, or riskier spray-and-pray portfolio construction?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Really cool concept.<\/p>\n<p>Quick question though – why not let regular people invest their own money instead of using Chapter One’s fund? Like, imagine if anyone could throw in $100-1000 and actually share in the upside when these scouts find good deals.<\/p>\n<p>Feels like it’d be way more engaging and actually democratize access to early-stage investing, instead of just being another way for an existing fund to get deal flow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/ASORELC5SPCFRB\" class=\"app-title\">FocalRead <\/a><\/p>\n<div class=\"one-liner\">Turn articles, eBooks & social threads into speed reading<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">119<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FocalRead\u662f\u4e00\u6b3e\u5229\u7528RSVP\u5feb\u901f\u5e8f\u5217\u89c6\u89c9\u5448\u73b0\u6280\u672f\u7684\u901f\u5ea6\u9605\u8bfb\u5de5\u5177\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u4fe1\u606f\u8fc7\u8f7d\u7684\u573a\u666f\u4e0b\uff0c\u5c06\u56e4\u79ef\u7684\u6587\u7ae0\u3001\u7535\u5b50\u4e66\u548c\u793e\u4ea4\u5a92\u4f53\u957f\u6587\u5feb\u901f\u6d88\u5316\uff0c\u89e3\u51b3\u201c\u6536\u85cf\u4e86\u5374\u6c38\u8fdc\u8bfb\u4e0d\u5b8c\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07c0e09f-e808-48af-a6d8-4d9b68237f31.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\/da381cde-71d7-491d-97d2-c84c887dd20b.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\/8b824c59-057e-4c59-a054-a2863b3f8758.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\/b339a3f8-e87e-4e84-b761-f7ae4d750781.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">eBook Reader<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Books<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u901f\u5ea6\u9605\u8bfb<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9605\u8bfb\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u6d88\u5316<\/span><br \/>\n <span class=\"tag\">RSVP\u6280\u672f<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u5bfc\u5165<\/span><br \/>\n <span class=\"tag\">\u7535\u5b50\u4e66\u9605\u8bfb\u5668<\/span><br \/>\n <span class=\"tag\">\u788e\u7247\u5316\u9605\u8bfb<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\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\u4eceSafari\u3001X\u3001Reddit\u7b49\u5e73\u53f0\u76f4\u63a5\u5bfc\u5165\u5185\u5bb9\u7684\u4fbf\u6377\u6027\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1aRSVP\u6a21\u5f0f\u662f\u5426\u5f71\u54cd\u5bf9\u590d\u6742\u6750\u6599\u7684\u7406\u89e3\u3001\u957f\u65f6\u95f4\u51dd\u89c6\u662f\u5426\u4f24\u773c\u3001\u8d70\u795e\u540e\u5982\u4f55\u5feb\u901f\u56de\u6eaf\u4e0a\u4e0b\u6587\uff0c\u4ee5\u53ca\u4ea7\u54c1\u6838\u5fc3\u76ee\u6807\u7528\u6237\u662f\u8c01\u3002\u5f00\u53d1\u8005\u56de\u590d\u89e3\u91ca\u4e86\u51cf\u5c11\u773c\u52a8\u3001\u63d0\u4f9b\u4fbf\u6377\u6682\u505c\/\u56de\u9000\u529f\u80fd\u4ee5\u7ef4\u6301\u6d41\u7545\u4f53\u9a8c\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 FocalRead\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u73b0\u4ee3\u4eba\u7684\u666e\u904d\u7126\u8651\u2014\u2014\u201c\u9605\u8bfb\u8d1f\u503a\u201d\u3002\u5b83\u5e76\u975e\u4e00\u4e2a\u7b80\u5355\u7684\u9605\u8bfb\u5668\uff0c\u800c\u662f\u4e00\u4e2a\u8bd5\u56fe\u5c06\u201c\u4fe1\u606f\u6d88\u8d39\u201d\u5de5\u4e1a\u5316\u7684\u6548\u7387\u5de5\u5177\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8eRSVP\u8fd9\u9879\u5df2\u6709\u6570\u5341\u5e74\u5386\u53f2\u7684\u6280\u672f\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u4ee5\u201c\u901f\u5ea6\u201d\u4e3a\u4e2d\u5fc3\u7684\u3001\u65e0\u7f1d\u7684\u5185\u5bb9\u6355\u83b7\u4e0e\u6d88\u5316\u7ba1\u9053\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u5c06\u201c\u5bfc\u5165\u201d\u4f5c\u4e3a\u6838\u5fc3\u4f53\u9a8c\u8d77\u70b9\uff0c\u652f\u6301\u4ece\u793e\u4ea4\u5a92\u4f53\u7ebf\u7a0b\u5230\u4e13\u4e1a\u6587\u6863\u7684\u591a\u79cd\u683c\u5f0f\uff0c\u8fd9\u76f4\u63a5\u653b\u51fb\u4e86\u7528\u6237\u201c\u7a0d\u540e\u8bfb\u201d\u5374\u201c\u6c38\u4e0d\u8bfb\u201d\u7684\u884c\u4e3a\u762b\u75ea\u70b9\u3002\u5b83\u8bd5\u56fe\u5c06\u4e00\u5207\u6587\u672c\u5185\u5bb9\u6807\u51c6\u5316\u4e3a\u53ef\u5feb\u901f\u6d88\u5316\u7684\u6d41\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u8d29\u5356\u4e00\u79cd\u201c\u638c\u63a7\u611f\u201d\u548c\u201c\u6e05\u7a7a\u5f85\u529e\u6e05\u5355\u201d\u7684\u5373\u65f6\u6ee1\u8db3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6df1\u5c42\u6311\u6218\u4e0e\u8d28\u7591\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u901f\u5ea6\u4e0e\u7406\u89e3\u7684\u5e73\u8861\u662f\u6c38\u6052\u6096\u8bba\uff0c\u5c24\u5176\u5bf9\u4e8e\u9700\u8981\u505c\u987f\u3001\u53cd\u601d\u7684\u6df1\u5ea6\u6750\u6599\uff0cRSVP\u53ef\u80fd\u5c06\u9605\u8bfb\u964d\u683c\u4e3a\u88ab\u52a8\u7684\u4fe1\u606f\u63a5\u6536\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u9519\u8fc7\u5173\u952e\u8bcd\u201d\u7684\u62c5\u5fe7\u6b63\u662f\u6b64\u70b9\u3002\u5176\u6b21\uff0c\u76ee\u6807\u7528\u6237\u753b\u50cf\u5b58\u5728\u77db\u76fe\uff1a\u771f\u6b63\u9700\u8981\u6df1\u5ea6\u9605\u8bfb\u7684\u5b66\u751f\u6216\u7814\u7a76\u8005\u53ef\u80fd\u727a\u7272\u7406\u89e3\uff0c\u800c\u666e\u901a\u7528\u6237\u7684\u901f\u5ea6\u9700\u6c42\u662f\u5426\u5982\u6b64\u521a\u6027\uff1f\u5b83\u53ef\u80fd\u6700\u7ec8\u670d\u52a1\u4e8e\u90a3\u4e9b\u88ab\u201c\u4fe1\u606fFOMO\u201d\uff08\u9519\u5931\u6050\u60e7\u75c7\uff09\u9a71\u52a8\u7684\u529f\u5229\u6027\u9605\u8bfb\u573a\u666f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u672a\u6765\u4e0d\u5728\u4e8e\u5c06\u901f\u5ea6\u63a8\u52301200WPM\u7684\u6781\u9650\uff0c\u800c\u5728\u4e8e\u5982\u4f55\u667a\u80fd\u5316\u5730\u9002\u914d\u4e0d\u540c\u6587\u672c\u7c7b\u578b\uff08\u5982\u5c0f\u8bf4\u4e0e\u8bba\u6587\uff09\uff0c\u5e76\u63d0\u4f9b\u66f4\u4e30\u5bcc\u7684\u4ea4\u4e92\uff08\u5982\u57fa\u4e8eAI\u7684\u8981\u70b9\u6682\u505c\u3001\u6458\u8981\u751f\u6210\uff09\uff0c\u8ba9\u201c\u5feb\u8bfb\u201d\u4e0e\u201c\u8bfb\u61c2\u201d\u771f\u6b63\u5171\u5b58\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u5c06\u7528\u6237\u7684\u7126\u8651\uff0c\u4ece\u201c\u672a\u8bfb\u5217\u8868\u201d\u8f6c\u79fb\u5230\u4e86\u201c\u98de\u901f\u95ea\u8fc7\u7684\u5355\u8bcd\u201d\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\">FocalRead <\/span>\n <\/div>\n<div class=\"comment-content\">Stop drowning in your reading backlog. FocalRead uses RSVP (Rapid Serial Visual Presentation) to help you read 3x faster while improving comprehension Import content from anywhere: \u2022 Share articles directly from Safari, X, or Reddit \u2022 Import EPUBs, PDFs, and paste any text \u2022 Extract full threads and long-form posts Features: adjustable speed (100-1200 WPM), bookmarks, multiple themes, chapter navigation, and shareable quote videos. Free to start. Read more in less time<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Andres, and I love reading. eBooks, articles, I consume everything. But here’s the problem: my reading list kept growing faster than I could ever finish it<\/p>\n<p>I started looking for solutions and discovered RSVP (Rapid Serial Visual Presentation), a science-backed technique that displays one word at a time, helping you read 2-3x faster while actually improving focus.<\/p>\n<p>I wasn’t the only one with this problem. I found a growing community of people frustrated with their endless “read later” lists. That’s when I knew we had to build something.<\/p>\n<p>FocalRead was born from that frustration. My team and I spent a lot of time crafting every detail, from seamless content import to the perfect reading experience.<\/p>\n<p>What makes FocalRead different:<br \/>\n\u2022 Import from anywhere: Share directly from Safari, X, Reddit, or paste any URL<br \/>\n\u2022 Works with books too: EPUB, PDF, DOCX, MOBI support<br \/>\n\u2022 Thoughtful UX: Dark\/light\/gray themes, bookmarks, adjustable speed (100-1200 WPM)<br \/>\n\u2022 Share your reads: Turn favorite quotes into shareable videos<\/p>\n<p>We built this with love for fellow readers who want to consume more without sacrificing their entire day.<\/p>\n<p>I’d genuinely love your feedback:<br \/>\n\u2192 What content do you struggle to get through?<br \/>\n\u2192 What features would make this more useful for you?<br \/>\n\u2192 Is there anything confusing about how it works?<\/p>\n<p>Thanks for checking us out! \ud83d\ude4f<\/p>\n<p>\u2014 Andres<\/p><\/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\/@andres_sarrazola\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andres_sarrazola<\/a> Congrats on the launch! How does FocalRead balance reading speed with comprehension, especially for denser material like eBooks or research articles?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>importing from Safari, X, and Reddit makes it practical. I save threads all the time and never go back to finish them<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@malani_willa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malani_willa<\/a> sure me too!, for x we had to use their api to make it work<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Never seen anything like that before, sounds intriguing! The only question that almost immediately popped into my head – wouldn’t it be worse for our eyesight to keep staring at one spot on the screen? \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@helga_impalpable\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@helga_impalpable<\/a> hey! thanks so much, totally fair question \ud83d\ude05<\/p>\n<p>since the word stays centered, your eyes actually move less than in normal reading, which can reduce strain. plus you can adjust speed and size anytime to keep it comfortable<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>First of all, I have to say that UI and website look very clean! <\/p>\n<p>I\u2019ve always been fascinated by RSVP tech to clear my reading backlog, but my main worry has always been context loss. If I zone out for a split second or blink, I\u2019m afraid I\u2019ll miss a key keyword and lose the meaning.<\/p>\n<p>How does FocalRead handle this? Is there an intuitive gesture to quickly rewind or peek at the surrounding paragraph without breaking the flow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> that\u2019s a very real concern. in focal read you can instantly tap to pause, swipe back a few words, or scrub through the text to regain context. we also make rewinding frictionless so if you zone out for a second, you\u2019re never \u201clost\u201d for long<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Import is often the make-or-break moment: which content sources or formats were the hardest to reliably convert into a clean, readable stream, and what did you build to prevent the common \u201cformatting mess \u2192 abandonment\u201d outcome?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> great question. messy web pages and long reddit threads were the hardest.<\/p>\n<p>we built a normalization layer that strips noise and turns everything into a clean rsvp stream, so there\u2019s no formatting friction and people actually finish what they save.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>shoutout to r\/speedreading for the incredible feedback and early support. this product is better because of you. really grateful for the thoughtful comments and the warm welcome \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\">\n<p> I always liked the possibilities of this kind of reading. But the question is: who is the target audience for this type of product?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michael_vavilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_vavilov<\/a> we\u2019re mainly building it for curious, ambitious readers, students, founders, knowledge workers, anyone who feels overwhelmed by a growing reading backlog and wants to consume ideas faster without sacrificing understanding<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/THKH6VHSCN2HHO\" class=\"app-title\">Visla AI Director Mode<\/a><\/p>\n<div class=\"one-liner\">Continuous scene-by-scene AI video generation<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">115<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Visla AI Director Mode\u901a\u8fc7\u5148AI\u751f\u6210\u5206\u955c\u6545\u4e8b\u677f\u3001\u518d\u8ba9\u7528\u6237\u7cbe\u7ec6\u63a7\u5236\u4e00\u81f4\u6027\u5143\u7d20\u4e0e\u8f6c\u5316\u8282\u594f\u7684\u65b9\u5f0f\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u5236\u4f5c\u6709\u6545\u4e8b\u7ebf\u3001\u54c1\u724c\u8981\u6c42\u7684AI\u89c6\u9891\u65f6\uff0c\u9762\u4e34\u7684\u5185\u5bb9\u524d\u540e\u4e0d\u4e00\u81f4\u3001\u4fee\u6539\u6210\u672c\u9ad8\u6602\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/112709bb-4d52-4514-839e-16e524ed05c6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ad3d9ef-3061-436d-8eed-311d36a49287.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\/84ca18c1-1626-49b7-b8b3-0c2b99e95d5f.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\/f9f5d414-cc22-4951-b6d6-8b15b94ab50a.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\/645c25e5-f641-4fed-8677-4db7f2e8d7c3.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\/e422eb8a-bfeb-4b8e-8f4c-564f7d07f742.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\/5962ea38-0f47-445e-96fb-cd8f872c0454.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\/fe7f61b1-42a2-46d4-a245-d85aa8969e62.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\/18e18ca5-5dcf-4fc3-97b3-de1554026cc3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Uvob8jRs7mI\"><source src=\"https:\/\/www.youtube.com\/watch?v=Uvob8jRs7mI\" 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\">Business<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5206\u955c\u6545\u4e8b\u677f<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u5236\u4f5c\u6d41\u7a0b<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u8f85\u52a9\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u89c6\u9891\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u53d9\u4e8b<\/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\u4ea7\u54c1\u5982\u4f55\u5e2e\u52a9\u975e\u4e13\u4e1a\u56e2\u961f\u5236\u4f5c\u5438\u5f15\u4eba\u89c6\u9891\uff0c\u5e76\u8be2\u95ee\u662f\u5426\u652f\u6301\u622a\u56fe\/\u5f55\u5c4f\u4f5c\u4e3a\u8f93\u5165\u3002\u56e2\u961f\u5f3a\u8c03\u4ea7\u54c1\u5e76\u975e\u66ff\u4ee3\u73b0\u6709\u6d41\u7a0b\uff0c\u800c\u662f\u4ece\u7b56\u5212\u5c42\uff08\u811a\u672c\u3001PPT\u3001\u94fe\u63a5\uff09\u65e0\u7f1d\u5d4c\u5165\uff0c\u63d0\u5347\u6548\u7387\uff0c\u5c0a\u91cd\u7528\u6237\u539f\u6709\u5de5\u4f5c\u6d41\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 Visla AI Director Mode\u770b\u4f3c\u662f\u53c8\u4e00\u4e2aAI\u89c6\u9891\u751f\u6210\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\u5bf9\u5f53\u524dAI\u89c6\u9891\u201c\u751f\u6210\u5373\u8d4c\u535a\u201d\u56f0\u5883\u7684\u4e00\u6b21\u7cbe\u5de7\u624b\u672f\u3002\u5b83\u6ca1\u6709\u5728\u201c\u751f\u6210\u66f4\u903c\u771f\u89c6\u9891\u201d\u7684\u519b\u5907\u7ade\u8d5b\u4e2d\u5185\u5377\uff0c\u800c\u662f\u654f\u9510\u5730\u5207\u5165\u4e86\u66f4\u9ad8\u7ea7\u7684\u75db\u70b9\uff1a\u53d9\u4e8b\u8fde\u8d2f\u6027\u4e0e\u54c1\u724c\u53ef\u63a7\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u4e3b\u6d41AI\u89c6\u9891\u5de5\u5177\u7684\u5355\u955c\u5934\u751f\u6210\u6a21\u5f0f\uff0c\u672c\u8d28\u662f\u788e\u7247\u5316\u7684\u3002\u5f53\u7528\u6237\u9700\u8981\u5236\u4f5c\u4e00\u4e2a\u5177\u5907\u6545\u4e8b\u7ebf\u6216\u4e25\u683c\u54c1\u724c\u9732\u51fa\u7684\u89c6\u9891\u65f6\uff0c\u8fd9\u79cd\u6a21\u5f0f\u4f1a\u5bfc\u81f4\u707e\u96be\u6027\u7684\u4fee\u6539\u6210\u672c\u2014\u2014\u8c03\u6574\u4e00\u4e2a\u955c\u5934\uff0c\u53ef\u80fd\u5f15\u53d1\u98ce\u683c\u3001\u89d2\u8272\u3001\u73af\u5883\u7684\u8fde\u9501\u5d29\u574f\u3002Visla\u7684\u201c\u5bfc\u6f14\u6a21\u5f0f\u201d\u806a\u660e\u5730\u5f15\u5165\u4e86\u4e00\u4e2a\u5173\u952e\u4e2d\u95f4\u5c42\uff1aAI\u751f\u6210\u7684\u6545\u4e8b\u677f\u3002\u8fd9\u76f8\u5f53\u4e8e\u5c06\u89c6\u9891\u7684\u201c\u84dd\u56fe\u201d\u53ef\u89c6\u5316\uff0c\u5141\u8bb8\u7528\u6237\u5728\u6295\u5165\u9ad8\u6210\u672c\u7684\u89c6\u9891\u6e32\u67d3\u4e4b\u524d\uff0c\u5148\u5728\u9759\u6001\u5c42\u9762\u5b8c\u6210\u7ed3\u6784\u3001\u6784\u56fe\u548c\u4e00\u81f4\u6027\u7684\u786e\u8ba4\u4e0e\u9501\u5b9a\u3002\u8fd9\u79cd\u201c\u5148\u89c4\u5212\uff0c\u540e\u6267\u884c\u201d\u7684\u6d41\u7a0b\uff0c\u5c06\u4e0d\u53ef\u63a7\u7684\u968f\u673a\u6027\u5927\u5e45\u524d\u7f6e\u7ba1\u7406\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u56e2\u961f\u56de\u590d\u4e2d\u66f4\u80fd\u7aa5\u89c1\u5176\u4ea7\u54c1\u54f2\u5b66\uff1a\u5b83\u4e0d\u9f13\u5439\u201c\u98a0\u8986\u201d\u6216\u201c\u66ff\u4ee3\u201d\uff0c\u800c\u662f\u5f3a\u8c03\u201c\u5d4c\u5165\u201d\u4e0e\u201c\u589e\u6548\u201d\u3002\u8fd9\u4e00\u5b9a\u4f4d\u975e\u5e38\u52a1\u5b9e\uff0c\u76f4\u6307\u4f01\u4e1a\u7528\u6237\u7684\u6838\u5fc3\u987e\u8651\u2014\u2014\u8fc1\u79fb\u6210\u672c\u3002\u5b83\u5141\u8bb8\u56e2\u961f\u4ece\u719f\u6089\u7684\u7269\u6599\uff08\u811a\u672c\u3001PPT\u3001URL\uff09\u5f00\u59cb\uff0c\u5728\u539f\u6709\u5de5\u4f5c\u6d41\u7684\u201c\u4e0a\u6e38\u201d\u4ecb\u5165\uff0c\u626e\u6f14\u4e00\u4e2a\u8d85\u7ea7\u52a0\u901f\u5668\u800c\u975e\u98a0\u8986\u8005\u3002\u8fd9\u964d\u4f4e\u4e86 adoption \u95e8\u69db\uff0c\u4e5f\u660e\u786e\u4e86\u5176\u4f5c\u4e3a\u201c\u521b\u610f\u6267\u884c\u4f19\u4f34\u201d\u800c\u975e\u201c\u5168\u81ea\u52a8\u5185\u5bb9\u5de5\u5382\u201d\u7684\u8fb9\u754c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u6e05\u6670\u3002\u6545\u4e8b\u677f\u5c42\u9762\u7684\u63a7\u5236\u662f\u5426\u8db3\u4ee5\u4fdd\u8bc1\u6700\u7ec8\u89c6\u9891\u6210\u7247\u7684\u8d28\u91cf\u4e0e\u4e00\u81f4\u6027\uff1f\u5728\u201c\u9009\u62e9\u54ea\u4e9b\u955c\u5934\u8f6c\u5316\u4e3a\u89c6\u9891\u201d\u7684\u73af\u8282\uff0c\u7528\u6237\u662f\u5426\u5177\u5907\u8db3\u591f\u7684\u89c6\u89c9\u5224\u65ad\u529b\uff1f\u8fd9\u6216\u8bb8\u4f1a\u50ac\u751f\u5bf9\u66f4\u4e13\u4e1a\u6a21\u677f\u6216\u6307\u5bfc\u7684\u9700\u6c42\u3002\u6b64\u5916\uff0c\u5176\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u56e2\u961f\u5df2\u6709\u660e\u786e\u7684\u201c\u610f\u56fe\u201d\uff08\u5982\u56de\u590d\u6240\u8a00\uff09\uff0c\u5bf9\u4e8e\u4ece\u96f6\u5f00\u59cb\u7684\u7eaf\u521b\u610f\u53d1\u6563\uff0c\u5176\u4f18\u52bf\u53ef\u80fd\u5e76\u4e0d\u660e\u663e\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u5728\u6b63\u786e\u65b9\u5411\u4e0a\u8fc8\u51fa\u5173\u952e\u4e00\u6b65\u7684\u52a1\u5b9e\u4ea7\u54c1\uff0c\u5b83\u8bd5\u56fe\u5c06AI\u7684\u7206\u53d1\u529b\u88c5\u5165\u53ef\u63a7\u7684\u521b\u4f5c\u6d41\u7a0b\u7ba1\u9053\u4e2d\uff0c\u4f46\u5176\u957f\u671f\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u81ea\u52a8\u5316\u201d\u4e0e\u201c\u7cbe\u7ec6\u5316\u63a7\u5236\u201d\u8fd9\u4e2a\u6c38\u6052\u7684\u5929\u5e73\u4e0a\uff0c\u627e\u5230\u66f4\u666e\u9002\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Visla AI Director Mode<\/span>\n <\/div>\n<div class=\"comment-content\">AI Director Mode is Visla\u2019s new way to build videos. You start with any input, and Visla plans your video scene by scene with AI-generated storyboard images. Next, you set the direction, like pace, voiceover style, and the exact characters, objects, and environments you want on screen. Then you lock in products, logos, and other brand assets so your visuals stay consistent across every scene. Finally, you choose what stays as storyboard images and what becomes full AI video clips.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b Gabe here, from <a href=\"https:\/\/www.visla.us\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Visla<\/a>.<\/p>\n<p>We built <a href=\"https:\/\/www.visla.us\/ai-director-mode\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AI Director Mode<\/a> because making AI videos today is way harder than it should be.<\/p>\n<p>Most tools make you prompt your way through a video one clip at a time. If something breaks halfway through, you regenerate and hope nothing else falls apart. That\u2019s manageable for short clips. It\u2019s a mess for anything with a story, structure, or brand involved.<\/p>\n<p>Director Mode changes the starting point.<\/p>\n<p>Instead of generating video immediately, Visla creates a storyboard first. You see the video laid out scene by scene before anything turns into motion. From there, you can actually direct it:<\/p>\n<ul>\n<li>\n<p><strong>Consistency<\/strong>: Lock in characters and environments so they don’t shift between scenes.<\/p>\n<\/li>\n<li>\n<p><strong>Precision<\/strong>: Place specific products or logos where they belong.<\/p>\n<\/li>\n<li>\n<p><strong>Choice<\/strong>: Once the storyboard looks right, you choose which shots become full AI video clips.<\/p>\n<\/li>\n<\/ul>\n<p>The goal isn\u2019t to replace creative judgment. It\u2019s to stop wasting time redoing work just to keep a video coherent.<\/p>\n<p>If you try it, I\u2019d love to hear what works, what\u2019s confusing, and what you think is missing.<\/p>\n<p>Thanks for checking it out \ud83d\ude4f<\/p>\n<\/p>\n<p>\ud83d\udea8 We\u2019re offering 25% off our Annual Business Plan for a limited time: use code <strong>PH25<\/strong>.<\/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\/@mogabr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mogabr<\/a> Congrats on the launch Gabe! How does this feature help teams that aren\u2019t necessarily professional video editors make more engaging videos?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@mogabr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mogabr<\/a> Hey Congrats Gabe! This looks super useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Looks powerful – can I put screenshots or video recordings as input?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Hi Daniele! Yes you can. You can add web links, PDFs or PPTs, your own text, or ideas, and upload as many screenshots as you want, or recording, and our AI Director will use it to create your video. And afterwards, you can tweak it in any manner you so choose to personalize it even further.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How do you recommend teams adopt this without retooling their whole pipeline\u2014what inputs and handoffs work best (scripts, decks, URLs, brand kits), and where do you expect Visla to replace vs complement existing editing tools?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Thank you for the question. We do not see <a href=\"https:\/\/www.producthunt.com\/products\/visla\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"visla\" target=\"_blank\" rel=\"noopener\">@Visla<\/a> as a rip & replace for a team’s entire pipeline, that hardly ever works, especially when forced on a team. Quite the contrary actually.<\/p>\n<\/p>\n<p>The easiest adoption path is starting upstream, at the planning layer. Always best to start with what you’ve always started with, a script (however rough – if you have it), an outline for a deck, whether it be a pitch deck as a startup, or an internal deck for a product roadmap, or if you’re a VC pitching LPs, we give you the flexibility to add URLs, and can customize your brand. <\/p>\n<p>So not to be vague, but truly up to you, we fit in your desired workflow, we have no desire to change how you think about it, we just want to change the efficiency side of it, and take some of the load off of you.<\/p>\n<p>It works best when there is already intent, we turn that intent into a structured storyboard, and then we turn that into a video once you’re happy with the baseline.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Yeah, that was my first thought too. I wouldn\u2019t want to rebuild the whole pipeline just to try a new tool. Starting from something teams already use, like a brief or a deck, sounds way more realistic than changing everything at once<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4J3YY33MOLRNCX\" class=\"app-title\">Cube<\/a><\/p>\n<div class=\"one-liner\">AI agent that builds your data model and answers questions<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">110<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cube\u662f\u4e00\u6b3e\u901a\u8fc7AI\u4ee3\u7406\u81ea\u52a8\u6784\u5efa\u8bed\u4e49\u5c42\u5e76\u57fa\u4e8e\u5176\u8fdb\u884c\u67e5\u8be2\u7684\u6570\u636e\u5206\u6790\u5de5\u5177\uff0c\u5728\u5546\u4e1a\u667a\u80fd\u573a\u666f\u4e0b\u89e3\u51b3\u4e86AI\u56e0\u4e0d\u7406\u89e3\u4e1a\u52a1\u903b\u8f91\u800c\u201c\u5e7b\u89c9\u201d\u4ea7\u751f\u9519\u8bef\u5206\u6790\u7ed3\u679c\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c75d074d-5a9f-4ac0-a4d6-a6ac27ee555e.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\/9de56f1d-80a7-45f6-a0dc-af0f16e9cb45.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\/9139cd5a-d590-484f-9759-50b209dffde1.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\/1518bd26-b5be-4859-a007-bfddff98b743.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\/7c019f26-bf56-45b1-8756-3cb114a71613.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\/eb93d684-5a73-4de5-94e5-a020cafc0063.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\/6c5b758e-3515-4449-b73d-ef94cffb5f9f.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\/1c35eaf4-bade-4b3e-9c0c-3e1bf4141ec9.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=f9RMT6WMAlc\"><source src=\"https:\/\/www.youtube.com\/watch?v=f9RMT6WMAlc\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u5c42<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6a21\u578b\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u57fa\u7840<\/span><br \/>\n <span class=\"tag\">\u53bb\u5e7b\u89c9<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">AI\u51c6\u786e\u7387<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3AI\u6570\u636e\u5e7b\u89c9\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u4ece\u57fa\u7840\u8bbe\u65bd\u5c42\u9762\u63d0\u4f9b\u4e86\u6839\u672c\u89e3\u51b3\u65b9\u6848\u3002\u6709\u8bc4\u8bba\u5c06\u5176\u7c7b\u6bd4\u4e3a\u201c\u6570\u636e\u5206\u6790\u9886\u57df\u7684Cursor\u65f6\u523b\u201d\uff0c\u9884\u793a\u884c\u4e1a\u53d8\u9769\u3002\u73b0\u6709\u4f01\u4e1a\u7528\u6237\u5206\u4eab\u4e86\u5b9e\u9645\u7528\u4f8b\uff0c\u8bc1\u660e\u5176\u751f\u4ea7\u73af\u5883\u53ef\u884c\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Cube\u770b\u4f3c\u662f\u53c8\u4e00\u4e2aAI\u6570\u636e\u5206\u6790\u5de5\u5177\uff0c\u5b9e\u5219\u662f\u4e00\u6b21\u5bf9\u5f53\u524dAI\u5e94\u7528\u67b6\u6784\u7684\u6df1\u523b\u53cd\u53db\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u5728\u63d0\u793a\u8bcd\u5de5\u7a0b\u6216\u5927\u6a21\u578b\u5fae\u8c03\u7684\u7ea2\u6d77\u4e2d\u5185\u5377\uff0c\u800c\u662f\u76f4\u6307\u95ee\u9898\u672c\u8d28\uff1aAI\u5e7b\u89c9\u7684\u672c\u8d28\u662f\u6570\u636e\u8bed\u4e49\u7684\u7f3a\u5931\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2aAI\u4ee3\u7406\u201d\uff0c\u800c\u5728\u4e8e\u5c06\u6c89\u6dc0\u516d\u5e74\u7684\u5f00\u6e90\u8bed\u4e49\u5c42\u57fa\u7840\u8bbe\u65bd\u8f6c\u5316\u4e3aAI\u65f6\u4ee3\u7684\u201c\u6570\u636e\u7ffb\u8bd1\u5b98\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u5b8c\u6210\u4e86\u4e24\u6b21\u4ef7\u503c\u8de8\u8d8a\uff1a\u9996\u5148\uff0c\u5c06\u4f20\u7edf\u7684\u8bed\u4e49\u5c42\u2014\u2014\u8fd9\u4e2a\u539f\u672c\u670d\u52a1\u4e8eBI\u5de5\u5177\u548c\u6570\u636e\u56e2\u961f\u7684\u6280\u672f\u4e2d\u95f4\u4ef6\u2014\u2014\u91cd\u65b0\u5b9a\u4e49\u4e3aAI\u65f6\u4ee3\u7684\u5173\u952e\u57fa\u7840\u8bbe\u65bd\uff1b\u5176\u6b21\uff0c\u901a\u8fc7AI\u4ee3\u7406\u5c06\u8fd9\u4e00\u590d\u6742\u57fa\u7840\u8bbe\u65bd\u7684\u80fd\u529b\u4ea7\u54c1\u5316\uff0c\u8ba9\u975e\u6280\u672f\u7528\u6237\u4e5f\u80fd\u53d7\u76ca\u3002\u8fd9\u79cd\u201c\u57fa\u7840\u8bbe\u65bd\u4ea7\u54c1\u5316\u201d\u7684\u7b56\u7565\uff0c\u8fdc\u6bd4\u5355\u7eaf\u4f18\u5316\u7b97\u6cd5\u66f4\u4e3a\u6df1\u523b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u8bed\u4e49\u5c42\u7684\u81ea\u52a8\u6784\u5efa\u662f\u5426\u771f\u80fd\u8986\u76d6\u5343\u5dee\u4e07\u522b\u7684\u4e1a\u52a1\u903b\u8f91\uff1f\u5f53\u4e1a\u52a1\u903b\u8f91\u672c\u8eab\u6a21\u7cca\u6216\u5feb\u901f\u6f14\u53d8\u65f6\uff0c\u9759\u6001\u7684\u8bed\u4e49\u5c42\u662f\u5426\u4f1a\u6210\u4e3a\u65b0\u7684\u74f6\u9888\uff1f\u6b64\u5916\uff0c\u5176\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u5176\u8bed\u4e49\u5c42\u7684\u5b8c\u5584\u5ea6\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u573a\u4e0e\u6570\u636e\u590d\u6742\u5ea6\u7684\u8d5b\u8dd1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u5e02\u573a\u53ef\u80fd\u8fc7\u5ea6\u805a\u7126\u5176\u201c\u53bb\u5e7b\u89c9\u201d\u7684\u8425\u9500\u8bdd\u672f\uff0c\u800c\u5ffd\u89c6\u5176\u4f5c\u4e3a\u6570\u636e\u4e2d\u95f4\u4ef6\u7684\u957f\u671f\u8fd0\u7ef4\u6210\u672c\u3002\u5b83\u6216\u8bb8\u80fd\u89e3\u51b3\u201c\u9519\u8bef\u7b54\u6848\u201d\u7684\u95ee\u9898\uff0c\u4f46\u80fd\u5426\u50ac\u751f\u201c\u5353\u8d8a\u6d1e\u5bdf\u201d\uff0c\u4ecd\u662f\u672a\u77e5\u6570\u3002\u672c\u8d28\u4e0a\uff0cCube\u662f\u5728\u7528\u786e\u5b9a\u6027\u7684\u5de5\u7a0b\u5316\u601d\u7ef4\uff0c\u5bf9\u6297AI\u7684\u6982\u7387\u6027\u8f93\u51fa\uff0c\u8fd9\u6761\u8def\u5f84\u6b63\u786e\u4f46\u6ce8\u5b9a\u6c89\u91cd\u3002\u5b83\u53ef\u80fd\u4e0d\u4f1a\u6210\u4e3a\u6700\u95ea\u4eae\u7684AI\u5e94\u7528\uff0c\u4f46\u6709\u671b\u6210\u4e3a\u4f01\u4e1a\u6570\u636e\u6808\u4e2d\u6700\u4e0d\u53ef\u6216\u7f3a\u7684\u57fa\u5ea7\u4e4b\u4e00\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Cube<\/span>\n <\/div>\n<div class=\"comment-content\">AI analytics tools hallucinate because they query raw tables without understanding your business logic. Cube fixes this: AI agents build your semantic layer automatically, then use it to answer questions and generate reports with no hallucinations. Connect your data, get accurate results in seconds. Built on Cube’s open-source semantic layer (19K+ GitHub stars). Free tier available.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! Artyom here, co-founder of Cube. We started as an open-source semantic layer in 2018 (19K+ GitHub stars). We realized this foundation was exactly what AI needed to stop hallucinating \u2014 so we built agents on top of it. Already running in 200+ companies. Would love your feedback!<\/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>I’ve been in the data\/AI space for a decade and the biggest problem I kept seeing: AI gives wrong answers because it has no understanding of what your data actually means. Cube solved this at the infrastructure level with their semantic layer, and now puts AI agents on top of it. This is the Cursor moment for data analytics.<\/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>Agentic Analytics has arrived!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is really cool to keep the data clean and accurate for AI. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>We use Cube at Pulumi for this exact reason!<\/p>\n<p><a href=\"https:\/\/www.pulumi.com\/blog\/how-we-built-platybot-an-ai-powered-analytics-assistant\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.pulumi.com\/blog\/how-we-built-platybot-an-ai-powered-analytics-assistant\/<\/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\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UBIJIJVOWICDYO\" class=\"app-title\">TrendWidget<\/a><\/p>\n<div class=\"one-liner\">Google&Yahoo Trends on Home screen & AI search engine<\/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>TrendWidget\u662f\u4e00\u6b3e\u5c06Google\u548cYahoo\u5b9e\u65f6\u641c\u7d22\u8d8b\u52bf\u4ee5\u684c\u9762\u5c0f\u7ec4\u4ef6\u5f62\u5f0f\u5448\u73b0\uff0c\u5e76\u6574\u5408AI\u6458\u8981\u5f15\u64ce\u7684\u4ea7\u54c1\uff0c\u5728\u7528\u6237\u9700\u8981\u9ad8\u6548\u3001\u65e0\u6469\u64e6\u83b7\u53d6\u5168\u7403\u70ed\u70b9\u548c\u7a81\u53d1\u65b0\u95fb\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u4fe1\u606f\u6ede\u540e\u548c\u7b5b\u9009\u6210\u672c\u9ad8\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/13785b38-aaf3-4a26-9cae-bf45302e4487.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40f0f6de-26ff-448c-bffd-a3fabcd75367.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0d9d963b-327a-4d29-8e21-a761ac824dd2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53041c66-13d3-454a-aa78-b7996c9c6095.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d687fc9e-7ef1-4f4b-a15f-4f4fb5c476cc.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\/3803b4f0-b341-4aeb-b805-e15fdda852bd.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/flGxp4pmakY\"><source src=\"https:\/\/youtube.com\/shorts\/flGxp4pmakY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Search<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8d8b\u52bf\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5c0f\u7ec4\u4ef6<\/span><br \/>\n <span class=\"tag\">AI\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4fe1\u606f<\/span><br \/>\n <span class=\"tag\">\u65b0\u95fb\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u5316\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5168\u7403\u70ed\u70b9<\/span><br \/>\n <span class=\"tag\">\u96f6\u5e7b\u89c9<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u5728\u684c\u9762\u4e00\u89c8\u4e16\u754c\u641c\u7d22\u8d8b\u52bf\u201d\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u6709\u6548\u63d0\u95ee\u96c6\u4e2d\u4e8e\u4ea7\u54c1\u613f\u666f\u3001\u529f\u80fd\u8fed\u4ee3\u903b\u8f91\u53ca\u7528\u6237\u884c\u4e3a\u6570\u636e\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5f3a\u8c03\u4ee5\u793e\u533a\u53cd\u9988\u9a71\u52a8\u5f00\u53d1\uff0c\u4fdd\u6301\u8f7b\u91cf\u5316\uff0c\u5e76\u900f\u9732\u7528\u6237\u517c\u5177\u201c\u626b\u89c6\u201d\u5c0f\u7ec4\u4ef6\u548c\u70b9\u51fb\u6df1\u5165\u67e5\u770b\u7684\u884c\u4e3a\u6a21\u5f0f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n TrendWidget\u7684\u53d9\u4e8b\u5de7\u5999\u5730\u7f1d\u5408\u4e86\u4e24\u4e2a\u9ad8\u70ed\u5ea6\u6982\u5ff5\uff1a\u5b9e\u65f6\u8d8b\u52bf\u4e0eAI\u641c\u7d22\u3002\u4f46\u5176\u771f\u6b63\u7684\u950b\u8292\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u201cAI\u201d\uff0c\u800c\u5728\u4e8e\u201cWidget\u201d\u3002\u5b83\u5c06\u4fe1\u606f\u5165\u53e3\u524d\u7f6e\u5230\u64cd\u4f5c\u7cfb\u7edf\u5c42\u7ea7\uff0c\u5b9e\u73b0\u4e86\u8fd1\u4e4e\u96f6\u6210\u672c\u7684\u201c\u73af\u5883\u5f0f\u4fe1\u606f\u611f\u77e5\u201d\uff0c\u8fd9\u624d\u662f\u5bf9\u4f20\u7edf\u201c\u6253\u5f00APP-\u5237\u65b0-\u6d4f\u89c8\u201d\u6a21\u5f0f\u7684\u771f\u6b63\u98a0\u8986\u3002\u5176\u5ba3\u79f0\u7684\u201c\u96f6\u5e7b\u89c9\u201d\u548c\u5b9e\u65f6\u6570\u636e\u5582\u517bLLM\uff0c\u76f4\u51fb\u5f53\u524dAI\u641c\u7d22\u7684\u65f6\u6548\u6027\u8f6f\u808b\uff0c\u8bd5\u56fe\u5728\u53ef\u4fe1\u5ea6\u4e0a\u5efa\u7acb\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u53cc\u91cd\u62f7\u95ee\u3002\u5176\u4e00\uff0c\u662f\u4ef7\u503c\u6df1\u5ea6\u4e0e\u5de5\u5177\u8f7b\u91cf\u7684\u5185\u5728\u77db\u76fe\u3002\u4f5c\u4e3a\u201c\u8109\u640f\u201d\u5f0f\u5de5\u5177\uff0c\u5b83\u64c5\u957f\u544a\u77e5\u201c\u4ec0\u4e48\u5728\u70ed\u201d\uff0c\u4f46AI\u6458\u8981\u5bf9\u201c\u4e3a\u4f55\u800c\u70ed\u201d\u7684\u89e3\u8bfb\u80fd\u6709\u591a\u6df1\uff1f\u8fd9\u51b3\u5b9a\u4e86\u7528\u6237\u662f\u5c06\u5176\u89c6\u4e3a\u4e25\u8083\u7684\u4fe1\u606f\u5de5\u5177\uff0c\u8fd8\u662f\u7a0d\u7eb5\u5373\u901d\u7684\u6d88\u9063\u3002\u5176\u4e8c\uff0c\u662f\u89c4\u6a21\u5316\u7684\u9690\u5fe7\u3002\u5728\u97e9\u56fd\u7684\u6210\u529f\u9a8c\u8bc1\u4e86PMF\uff0c\u4f46\u5176\u9a71\u52a8\u56e0\u7d20\u2014\u2014\u9ad8\u5ea6\u540c\u8d28\u5316\u7684\u70ed\u95e8\u8bdd\u9898\u6587\u5316\u3001\u5bf9\u6548\u7387\u5de5\u5177\u7684\u504f\u597d\u2014\u2014\u80fd\u5426\u590d\u523b\u81f3\u7f8e\u3001\u65e5\u7b49\u591a\u5143\u5e02\u573a\uff1f\u5c0f\u7ec4\u4ef6\u662f\u4f18\u52bf\u4e5f\u662f\u67b7\u9501\uff0c\u5176\u6709\u9650\u7684\u5c55\u793a\u7a7a\u95f4\uff0c\u5728\u4fe1\u606f\u8fc7\u8f7d\u7684\u73af\u5883\u4e0b\uff0c\u6781\u6613\u4ece\u201c\u4fe1\u606f\u7a97\u201d\u6ca6\u4e3a\u201c\u566a\u97f3\u6761\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u672a\u6765\uff0c\u4e0d\u5728\u4e8e\u5806\u780c\u66f4\u591aAI\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5c06\u201c\u8f7b\u91cf\u3001\u5b9e\u65f6\u3001\u53ef\u4fe1\u201d\u7684\u94c1\u4e09\u89d2\u6253\u78e8\u6210\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\uff0c\u5e76\u627e\u5230\u8d85\u8d8a\u201c\u70ed\u70b9\u8bdd\u9898\u201d\u7684\u3001\u66f4\u5177\u9ecf\u6027\u7684\u6570\u636e\u4ef7\u503c\u7ef4\u5ea6\u3002\u4e0e\u5f00\u53d1\u8005\u7684\u201c\u7279\u522b\u5408\u4f5c\u8ba1\u5212\u201d\u5219\u900f\u9732\u4e86\u4e00\u4e2a\u7cbe\u660e\u7b56\u7565\uff1a\u5c06\u5c55\u793a\u4f4d\u8d44\u6e90\u5316\uff0c\u6784\u5efa\u4e00\u4e2a\u5fae\u578b\u7684\u589e\u957f\u4e92\u52a9\u8054\u76df\uff0c\u8fd9\u6216\u8bb8\u662f\u5176\u4f4e\u6210\u672c\u8de8\u793e\u533a\u51b7\u542f\u52a8\u7684\u5173\u952e\u4e00\u62db\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\">TrendWidget<\/span>\n <\/div>\n<div class=\"comment-content\">Stop searching\u2014let the world come to you. TrendWidget brings live search trends to your Home Screen with a Real-time AI Search engine. While most AI search rely on stale data, our proprietary real-time engine feeds LLMs with live, source-level data for 100% fresh insights. – One-Tap Insight: Tap a trend to see why it’s viral via AI summaries. – Zero Hallucination: Real-time indexing for accurate breaking news. – Global Pulse: US, Japan, and Korea available.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">“See what the world is searching for, right on your Home Screen.\ud83d\udcf1\u2728”<\/p>\n<p>We often miss out on breaking news, rising cultural shifts, or time-sensitive benefits simply because we don’t know they’re happening.<br \/>\nTrendWidget brings the pulse of the world directly to your Home Screen. See the most-searched keywords from Google & Yahoo trends at a glance, and get an instant AI briefing on why they are trending!<\/p>\n<p>\u26a1\ufe0f Real-time Insights on Home Screen: Check live news and trending topics without even opening an app.<br \/>\n\ud83e\udde0 Deep AI Search (Zero Hallucination): Get detailed, source-backed AI search results for free. No more guessing\u2014know exactly why a topic is viral.<br \/>\n\ud83c\uddfa\ud83c\uddf8\ud83c\uddef\ud83c\uddf5\ud83c\uddf0\ud83c\uddf7 Global Access: Currently supporting the US, Japan, and Korea, with more countries coming soon based on your requests!<\/p>\n<p>\ud83d\udd25 We\u2019ve already seen incredible traction in Korea:<br \/>\n– 10k+ organic users (Zero paid marketing)<br \/>\n– W10 40% Retention (It\u2019s a daily habit for our users)<\/p>\n<p>[\ud83e\udd1dSpecial Collaboration Offer] I want to support my fellow makers. If you request a shoutout, I\u2019d love to feature your product on TrendWidget\u2019s main screen! Let\u2019s help each other\u2019s products grow and reach more people.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@trendwidget\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@trendwidget<\/a> Congrats on your launch! How do you envision TrendWidget changing how people stay informed about what\u2019s happening in the world?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">You started with a home-screen widget + one-tap insight\u2014what did you deliberately not build, and what\u2019s your decision rule for what gets added next versus staying lightweight?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> I focus strictly on <strong>user community feedback<\/strong>. We deliberately keep it lightweight by only adding what users actually ask for.<\/p>\n<p>Based on their requests, we\u2019ve integrated <strong>Deep AI Search, AI Web Summaries, and Ad-free subscriptions<\/strong>, along with continuous bug fixes. If a feature doesn’t serve the user’s immediate need, we don’t build it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>40% retention for a trends app are cool results! Congratulations on hitting PMF in Korea!<\/p>\n<p>I’m curious about the user behavior: do users mostly just glance at the widget summaries to stay informed, or do you see a high click-through rate to the full 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Thanks for the kind words! We\u2019re seeing a mix of both, but the <strong>AI-powered summaries<\/strong> are the real game changer.<\/p>\n<p>Many users enjoy the <strong>‘glanceable’ convenience<\/strong> of the widget for a quick catch-up. However, once a trending topic piques their interest, we see a <strong>strong CTR to the full sources<\/strong> and our AI overview to dive deeper into the ‘why’ behind the trend. It\u2019s all about reducing the friction to stay informed!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/HJMK56MX5Q6YG2\" class=\"app-title\">Powering<\/a><\/p>\n<div class=\"one-liner\">Your ring of power for macOS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">93<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Powering \u662f\u4e00\u6b3e\u4e3a macOS \u8bbe\u8ba1\u7684\u53ef\u5b9a\u5236\u73af\u5f62\u547d\u4ee4\u83dc\u5355\uff0c\u901a\u8fc7\u53cc\u51fb Option \u952e\u5feb\u901f\u547c\u51fa\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u5207\u6362\u4e0a\u4e0b\u6587\u5373\u53ef\u77ac\u95f4\u542f\u52a8\u9879\u76ee\u3001\u811a\u672c\u3001AI \u5de5\u4f5c\u6d41\u7b49\uff0c\u89e3\u51b3\u4e86\u9ad8\u6548\u5de5\u4f5c\u8005\u56e0\u5de5\u5177\u5206\u6563\u800c\u4e2d\u65ad\u5de5\u4f5c\u6d41\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f552a882-90ee-4fb3-a16f-7337e322011d.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\/959082d5-6a1c-49ff-b3d0-3a9685298336.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\/e7c8a4c1-694b-4ee8-94bb-7ad3587c72ec.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\/d12e052c-3c24-463a-90bd-12ef12f14952.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS \u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f84\u5411\u83dc\u5355<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u542f\u52a8\u5668<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u547d\u4ee4<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5feb\u6377\u952e\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u5207\u6362<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u4f5c\u8005\u4e3b\u52a8\u4ecb\u7ecd\u4ea7\u54c1\u7406\u5ff5\u5e76\u5f81\u96c6\u53cd\u9988\uff0c\u7528\u6237\u8be2\u95ee\u5176\u662f\u5426\u652f\u6301\u57fa\u4e8e\u9879\u76ee\u7684\u4e0a\u4e0b\u6587\u611f\u77e5\uff08\u81ea\u52a8\u63d0\u4f9b\u7279\u5b9a\u811a\u672c\uff09\uff0c\u4ee5\u53ca\u80fd\u5426\u540c\u65f6\u6253\u5f00\u591a\u4e2a\u6301\u4e45\u5316\u7ec8\u7aef\u4f1a\u8bdd\u9762\u677f\u6765\u7ba1\u7406\u4e0d\u540c\u8fdb\u7a0b\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\u81ea\u52a8\u5316\u4e0e\u591a\u4efb\u52a1\u5904\u7406\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 Powering \u7684\u672c\u8d28\uff0c\u5e76\u975e\u53c8\u4e00\u4e2a\u7b80\u5355\u7684\u542f\u52a8\u5668\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a macOS \u4ea4\u4e92\u5c42\u7684\u4e00\u4e2a\u201c\u547d\u4ee4\u4e2d\u67a2\u201d\u3002\u5b83\u7528\u201c\u5f84\u5411\u83dc\u5355\u201d\u8fd9\u4e00\u53e4\u8001\u4f46\u9ad8\u6548\u7684 UI \u8303\u5f0f\uff0c\u5bf9\u6297 Spotlight \u7684\u7ebf\u6027\u5217\u8868\u548c Dock \u7684\u56fe\u6807\u9635\u5217\uff0c\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5728\u4e8e\u6784\u5efa\u201c\u7a7a\u95f4\u808c\u8089\u8bb0\u5fc6\u201d\u3002\u8fd9\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u75db\u70b9\uff1a\u5728\u81ea\u52a8\u5316\u811a\u672c\u3001AI \u5de5\u5177\u548c\u5f00\u53d1\u73af\u5883\u6cdb\u6ee5\u7684\u4eca\u5929\uff0c\u9ad8\u7ea7\u7528\u6237\u7684\u201c\u6d41\u72b6\u6001\u201d\u4e0d\u65ad\u88ab\u5bfb\u627e\u548c\u5207\u6362\u5de5\u5177\u7684\u884c\u4e3a\u6253\u65ad\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176 v1.0 \u7248\u672c\u5c55\u73b0\u7684\u613f\u666f\u4e0e\u5f53\u524d\u80fd\u529b\u4e4b\u95f4\u5b58\u5728\u660e\u663e\u6c9f\u58d1\u3002\u4ea7\u54c1\u4ecb\u7ecd\u63cf\u7ed8\u4e86\u201c\u4e07\u7269\u7686\u53ef\u542f\u52a8\u201d\u7684\u84dd\u56fe\uff0c\u4f46\u7528\u6237\u8bc4\u8bba\u7acb\u523b\u523a\u5411\u4e86\u5173\u952e\u8f6f\u808b\uff1a\u4e0a\u4e0b\u6587\u611f\u77e5\u4e0e\u591a\u4efb\u52a1\u7ba1\u7406\u3002\u80fd\u5426\u6839\u636e\u5f53\u524d\u5e94\u7528\u6216\u9879\u76ee\u52a8\u6001\u6539\u53d8\u83dc\u5355\u5185\u5bb9\uff0c\u662f\u5b83\u80fd\u5426\u4ece\u201c\u5feb\u6377\u65b9\u5f0f\u5408\u96c6\u201d\u8fdb\u5316\u4e3a\u201c\u667a\u80fd\u5de5\u4f5c\u6d41\u4f34\u4fa3\u201d\u7684\u5173\u952e\u3002\u800c\u6301\u4e45\u5316\u7ec8\u7aef\u4f1a\u8bdd\u7684\u76d1\u63a7\u529f\u80fd\u867d\u662f\u4eae\u70b9\uff0c\u4f46\u82e5\u65e0\u6cd5\u5e76\u884c\u7ba1\u7406\u591a\u4e2a\u8fdb\u7a0b\uff08\u5982\u5f00\u53d1\u670d\u52a1\u5668\u3001\u65e5\u5fd7\u8ddf\u8e2a\u7b49\uff09\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u5f3a\u5927\u5f00\u53d1\u5de5\u4f5c\u6d41\u201d\u652f\u6491\u529b\u4fbf\u5927\u6253\u6298\u6263\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba Deniz \u63d0\u53ca\u7684\u793e\u533a\u811a\u672c\u5171\u4eab\u548c\u547d\u4ee4\u5305\uff0c\u662f\u6784\u5efa\u751f\u6001\u7684\u6b63\u786e\u65b9\u5411\uff0c\u4f46\u8fd9\u4f9d\u8d56\u4e8e\u6d3b\u8dc3\u7684\u521b\u4f5c\u8005\u793e\u533a\u3002\u76ee\u524d 93 \u7684\u6295\u7968\u6570\u8868\u660e\u5176\u4ecd\u5904\u4e8e\u65e9\u671f\u7231\u597d\u8005\u5173\u6ce8\u9636\u6bb5\u3002\u5b83\u7684\u771f\u6b63\u6311\u6218\u5728\u4e8e\uff1a\u5982\u4f55\u5728\u4fdd\u6301\u547c\u51fa\u901f\u5ea6\u4e0e\u754c\u9762\u7b80\u6d01\u7684\u540c\u65f6\uff0c\u878d\u5165\u66f4\u667a\u80fd\u7684\u4e0a\u4e0b\u6587\u5224\u65ad\u548c\u66f4\u5f3a\u5927\u7684\u72b6\u6001\u7ba1\u7406\uff0c\u4ece\u800c\u8ba9\u90a3\u4e2a\u201c\u529b\u91cf\u4e4b\u6212\u201d\u771f\u6b63\u9002\u914d\u7528\u6237\u590d\u6742\u591a\u53d8\u7684\u5de5\u4f5c\u6218\u573a\uff0c\u800c\u975e\u6210\u4e3a\u4e00\u4e2a\u9700\u8981\u7cbe\u5fc3\u7ef4\u62a4\u7684\u9759\u6001\u5feb\u6377\u952e\u535a\u7269\u9986\u3002\u5b83\u7684\u524d\u9014\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u6781\u7b80\u4ea4\u4e92\u201d\u4e0e\u201c\u6df1\u5ea6\u96c6\u6210\u201d\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Powering<\/span>\n <\/div>\n<div class=\"comment-content\">Powering gives you a customizable ring of actions, a circle of commands you control \u2014 so you can launch anything instantly. Double-tap Option and your personalized command wheel appears \u2014 a ring of actions you control. Launch anything instantly. No searching. No dock hunting. No context switching. Projects. Folders. Websites. Scripts. Shortcuts. AI workflows. All within reach. All in one gesture.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<br \/>\nI\u2019m Deniz, the creator of Powering.<\/p>\n<p>I built this because I was tired of breaking flow.<\/p>\n<p>Spotlight is great. The Dock is fine. But neither feels designed for the way we actually work today, especially with scripts, automations, AI tools, and dev workflows scattered everywhere.<\/p>\n<p>I wanted something spatial. Something I could build muscle memory around.<\/p>\n<p>So Powering became a radial command wheel I can summon instantly with a keyboard shortcut. Now I launch apps, run shortcuts, deploy scripts, and even manage long-running terminal commands without context switching.<\/p>\n<p>One thing I\u2019m especially excited about: you can run persistent terminal sessions directly from the wheel and monitor them in a panel, which makes it surprisingly powerful for dev workflows and AI orchestration.<\/p>\n<p>This is v1.0, and I\u2019m shipping it as an independent maker.<br \/>\nWould genuinely love your feedback, especially how you\u2019d use it in your workflow.<\/p>\n<p>Also\u2026 I\u2019m building something around community-made scripts, shared command packs, and deeper customization inside Powering. If that sounds interesting, would you want to be notified when it goes live? \ud83d\ude42 Join the Discord \ud83d\udc49 <a href=\"https:\/\/discord.gg\/mZS7mJgehN\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/mZS7mJgehN<\/a><\/p>\n<p>Thanks for checking it out \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@thednzozcan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thednzozcan<\/a> Hey Deniz!<\/p>\n<p>This looks great! The spatial muscle memory approach makes sense\u2014that’s exactly how we work.<\/p>\n<p>Quick question: does Powering handle context awareness? When I’m in a project, can the wheel automatically offer project-specific scripts, or do I have to set it up manually?<\/p>\n<p>And those persistent terminal sessions\u2014can I have multiple panels open at once for different processes (dev server, API, 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OF7IVTNEVEFXXN\" class=\"app-title\">Zendesk Signals by Usercall<\/a><\/p>\n<div class=\"one-liner\">Catch product problems early from Zendesk tickets<\/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>Zendesk Signals \u901a\u8fc7AI\u6bcf\u65e5\u5206\u6790\u5ba2\u670d\u5de5\u5355\uff0c\u81ea\u52a8\u8bc6\u522b\u201c\u53d8\u901a\u65b9\u6848\u201d\u8bdd\u672f\u3001\u529f\u80fd\u6df7\u6dc6\u548c\u5347\u7ea7\u6fc0\u589e\u7b49\u5f02\u5e38\u8d8b\u52bf\uff0c\u5e76\u5728\u95ee\u9898\u840c\u82bd\u65f6\u5411Slack\u53d1\u9001\u9644\u5e26\u771f\u5b9e\u7528\u6237\u8bed\u5f55\u7684\u8b66\u62a5\uff0c\u5e2e\u52a9\u4ea7\u54c1\u56e2\u961f\u63d0\u524d\u53d1\u73b0\u5e76\u89e3\u51b3\u6f5c\u5728\u4ea7\u54c1\u95ee\u9898\uff0c\u6253\u7834\u652f\u6301\u4e0e\u4ea7\u54c1\u90e8\u95e8\u95f4\u7684\u4fe1\u606f\u5ef6\u8fdf\u58c1\u5792\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ba1ee20-1c9e-4d49-8674-91e64d400c82.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f90c584c-7440-4c59-9f92-62faaa81ccce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c78fb5f-e172-49f7-b612-8c9d4b3be908.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\">Customer Success<\/span><br \/>\n <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5ba2\u6237\u652f\u6301\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5de5\u5355\u667a\u80fd\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u95ee\u9898\u9884\u8b66<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u4f53\u9a8c\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a71\u52a8\u51b3\u7b56<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8b66\u62a5<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u53cd\u9988\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u8def\u7ebf\u56fe<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u79f0\u5176\u7075\u611f\u6e90\u4e8e\u4ea7\u54c1\u95ee\u9898\u5728\u5ba2\u670d\u5de5\u5355\u4e2d\u9690\u85cf\u76f4\u81f3\u7206\u53d1\uff0c\u65e8\u5728\u5c06\u652f\u6301\u6570\u636e\u8f6c\u5316\u4e3a\u4ea7\u54c1\u4fe1\u53f7\u3002\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u8b66\u62a5\u9644\u5e26\u771f\u5b9e\u7528\u6237\u8bed\u5f55\u7684\u529f\u80fd\uff0c\u8ba4\u4e3a\u5176\u6bd4\u5355\u7eaf\u6570\u636e\u66f4\u80fd\u9a71\u52a8\u56e2\u961f\u5feb\u901f\u884c\u52a8\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 Zendesk Signals \u7784\u51c6\u4e86\u4e00\u4e2a\u7ecf\u5178\u7684\u7ec4\u7ec7\u75db\u70b9\uff1a\u5ba2\u6237\u652f\u6301\u4e0e\u4ea7\u54c1\u5f00\u53d1\u4e4b\u95f4\u7684\u201c\u6570\u636e\u5b64\u5c9b\u201d\u4e0e\u201c\u65f6\u95f4\u5ef6\u8fdf\u201d\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u5de5\u5355\u5206\u6790\uff0c\u800c\u662f\u4e00\u79cd\u201c\u9884\u5224\u6027\u4ea7\u54c1\u60c5\u62a5\u201d\u3002\u4ea7\u54c1\u56e2\u961f\u65e0\u9700\u6c89\u6eba\u4e8e\u5ba2\u670d\u540e\u53f0\u6216\u4f9d\u8d56\u6ede\u540e\u7684\u6c47\u603b\u62a5\u544a\uff0c\u800c\u662f\u901a\u8fc7\u7b97\u6cd5\u5b9a\u4e49\u7684\u57fa\u7ebf\uff08\u5982\u201c\u53d8\u901a\u65b9\u6848\u8bed\u8a00\u201d\uff09\u83b7\u5f97\u88ab\u52a8\u63a8\u9001\u7684\u3001\u60c5\u5883\u5316\u7684\u4fe1\u53f7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u6df1\u5ea6\u5728\u4e8e\u201c\u57fa\u7ebf\u201d\u4e0e\u201c\u4fe1\u53f7\u201d\u5b9a\u4e49\u7684\u51c6\u786e\u6027\u3002\u4ec0\u4e48\u662f\u9700\u8981\u8b66\u62a5\u7684\u201c\u5f02\u5e38\u201d\uff1f\u201c\u529f\u80fd\u6df7\u6dc6\u201d\u7684\u8bc6\u522b\u903b\u8f91\u662f\u5426\u8db3\u591f\u7cbe\u51c6\uff1f\u8bef\u62a5\u8fc7\u591a\u4f1a\u5bfc\u81f4\u201c\u8b66\u62a5\u75b2\u52b3\u201d\uff0c\u4f7f\u5176\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u88ab\u5ffd\u7565\u7684\u566a\u97f3\u6e90\uff1b\u6f0f\u62a5\u5219\u4f1a\u4f7f\u4ea7\u54c1\u5931\u53bb\u4fe1\u4efb\u3002\u4ea7\u54c1\u5f3a\u8c03\u201c\u65e0\u4eea\u8868\u76d8\u3001\u65e0\u624b\u52a8\u6807\u8bb0\u201d\uff0c\u8fd9\u65e2\u662f\u5176\u81ea\u52a8\u5316\u4f18\u52bf\uff0c\u4e5f\u53ef\u80fd\u6210\u4e3a\u9ed1\u7bb1\u5316\u7684\u98ce\u9669\u2014\u2014\u56e2\u961f\u662f\u5426\u7406\u89e3\u8b66\u62a5\u80cc\u540e\u7684\u903b\u8f91\u5e76\u636e\u6b64\u91c7\u53d6\u6b63\u786e\u884c\u52a8\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u771f\u5b9e\u7528\u6237\u8bed\u5f55\u63a8\u52a8\u884c\u52a8\u66f4\u5feb\u201d\u7684\u53cd\u9988\uff0c\u6070\u6070\u70b9\u660e\u4e86\u5176\u6700\u7280\u5229\u7684\u4ef7\u503c\u5207\u5165\u70b9\uff1a\u5c06\u62bd\u8c61\u7684\u6570\u636e\u8d8b\u52bf\u8f6c\u5316\u4e3a\u5177\u8c61\u7684\u3001\u6709\u611f\u67d3\u529b\u7684\u7528\u6237\u53d9\u4e8b\u3002\u8fd9\u4e0d\u4ec5\u662f\u901a\u77e5\uff0c\u66f4\u662f\u201c\u52a8\u5458\u201d\u3002\u5b83\u8bd5\u56fe\u7528\u60c5\u611f\u5316\u7684\u4eba\u58f0\uff08\u7528\u6237\u539f\u8bdd\uff09\u6765\u5f25\u5408\u6570\u636e\u4e0e\u884c\u52a8\u4e4b\u95f4\u7684\u6700\u540e\u4e00\u9053\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u4e00\u6b3e\u8bd5\u56fe\u5c06\u201c\u5ba2\u6237\u58f0\u97f3\u201d\uff08VoC\uff09\u7a0b\u5e8f\u5316\u3001\u5b9e\u65f6\u5316\u3001\u5e76\u76f4\u63a5\u5d4c\u5165\u4ea7\u54c1\u5de5\u4f5c\u6d41\u7684\u4ea7\u54c1\u3002\u5b83\u7684\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u5206\u6790\u6280\u672f\u672c\u8eab\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u4fe1\u53f7\u662f\u5426\u80fd\u65e0\u7f1d\u3001\u53ef\u4fe1\u5730\u9a71\u52a8\u4ea7\u54c1\u56e2\u961f\u7684\u51b3\u7b56\u5faa\u73af\uff0c\u771f\u6b63\u5b9e\u73b0\u201c\u4ece\u652f\u6301\u5de5\u5355\u5230\u4ea7\u54c1\u8def\u7ebf\u56fe\u201d\u7684\u95ed\u73af\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u5c06\u6210\u4e3a\u4ea7\u54c1\u56e2\u961f\u7684\u201c\u9884\u8b66\u96f7\u8fbe\u201d\uff1b\u53cd\u4e4b\uff0c\u5219\u53ea\u662f\u53e6\u4e00\u4e2a\u6709\u8da3\u7684\u6570\u636e\u73a9\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Zendesk Signals by Usercall<\/span>\n <\/div>\n<div class=\"comment-content\">Support teams read tickets one by one. Product teams find out about issues weeks later. Zendesk Signals analyzes tickets daily and detects: \u2022 Workaround language \u2022 Feature confusion \u2022 Escalation spikes When something trends above baseline, your team gets a Slack alert \u2014 with real customer quotes attached. No dashboards. No manual tagging. Just signal when it matters.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We built this after noticing product issues hiding in support tickets until they became bigger fires.<\/p>\n<p>Zendesk Signals detects emerging patterns in Zendesk tickets and alerts Slack when something starts trending.<\/p>\n<p>How are you turning support data into roadmap signals today?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Real customer quotes attached with alerts makes it even better. Data is useful, but actual words from users hit diffrently and push teams to act faster. \ud83d\udcac<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yosun_negi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yosun_negi<\/a> yes \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/SLRD6365EWPXTO\" class=\"app-title\">ChartStud<\/a><\/p>\n<div class=\"one-liner\">Turn messy data into clear decisions in minutes<\/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>ChartStud\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u6570\u636e\u5206\u6790\u5de5\u5177\uff0c\u901a\u8fc7\u4e0a\u4f20CSV\u7b49\u6587\u4ef6\u6216\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u80fd\u5feb\u901f\u5c06\u539f\u59cb\u6570\u636e\u8f6c\u5316\u4e3a\u53ef\u89c6\u5316\u56fe\u8868\u548c\u6d1e\u5bdf\uff0c\u5e2e\u52a9\u975e\u6280\u672f\u56e2\u961f\u5728\u65e0\u9700\u7f16\u5199\u4ee3\u7801\u6216\u4f9d\u8d56\u6570\u636e\u90e8\u95e8\u7684\u60c5\u51b5\u4e0b\uff0c\u9ad8\u6548\u5b8c\u6210\u6570\u636e\u5206\u6790\u51b3\u7b56\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a626ec1-9b99-4033-be9e-b34964a8c06c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/653cf640-dd85-441e-bca1-0fbf9e3baa24.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6a632c51-7a5d-4224-9e6f-73471161913c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/13906436-fd1b-4317-bbf3-d1b2e112f5b1.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\">Data & Analytics<\/span><br \/>\n <span class=\"tag\">Business Intelligence<\/span><br \/>\n <span class=\"tag\">Data Visualization<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u975e\u6280\u672f\u7528\u6237<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6570\u636e\u6e05\u6d17<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u4eea\u8868\u76d8<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a71\u52a8\u51b3\u7b56<\/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\u8ba9\u5206\u6790\u50cf\u5bf9\u8bdd\u4e00\u6837\u7b80\u5355\u201d\u7684\u4f7f\u547d\uff0c\u8ba4\u4e3a\u5bf9\u975e\u6280\u672f\u56e2\u961f\u4ef7\u503c\u663e\u8457\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u5f53\u524d\u652f\u6301\u7684\u6570\u636e\u6e90\u7c7b\u578b\uff08CSV\/Excel\/JSON\uff09\u548c\u672a\u6765\u96c6\u6210\u8ba1\u5212\uff08\u5982\u76f4\u63a5\u8fde\u63a5\u5e7f\u544a\u5e73\u53f0\u3001\u6570\u636e\u5e93\uff09\u3002\u6709\u7528\u6237\u4e3b\u52a8\u63d0\u51fa\u53ef\u5e2e\u52a9\u4f18\u5316\u4ea7\u54c1\u4fe1\u606f\u4f20\u9012\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 ChartStud\u5207\u5165\u7684\u662f\u4e00\u4e2a\u8001\u751f\u5e38\u8c08\u5374\u59cb\u7ec8\u672a\u80fd\u5b8c\u7f8e\u89e3\u51b3\u7684\u75db\u70b9\uff1a\u5982\u4f55\u8ba9\u6570\u636e\u5206\u6790\u771f\u6b63\u6c11\u4e3b\u5316\u3002\u5176\u5ba3\u79f0\u7684\u201c\u5c06\u6df7\u4e71\u6570\u636e\u8f6c\u5316\u4e3a\u6e05\u6670\u51b3\u7b56\u201d\u770b\u4f3c\u53c8\u4e00\u4e2aBI\u5de5\u5177\u7684\u6807\u51c6\u53d9\u4e8b\uff0c\u4f46\u201c\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u751f\u6210\u56fe\u8868\u201d\u7684\u529f\u80fd\u70b9\uff0c\u66b4\u9732\u4e86\u5b83\u5e76\u975e\u5b9a\u4f4d\u4e8e\u4e0eTableau\u7b49\u4f20\u7edf\u53ef\u89c6\u5316\u5de5\u5177\u6b63\u9762\u7ade\u4e89\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u6570\u636e\u5206\u6790\u9886\u57df\u7684\u201cCopilot\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u53ef\u80fd\u4e0d\u5728\u4e8e\u5176\u5f53\u524d\u7684\u6570\u636e\u8fde\u63a5\u80fd\u529b\uff08\u76ee\u524d\u4ecd\u4ee5\u6587\u4ef6\u4e0a\u4f20\u4e3a\u4e3b\uff09\uff0c\u800c\u5728\u4e8e\u5176\u8bd5\u56fe\u6784\u5efa\u7684\u4ea4\u4e92\u8303\u5f0f\uff1a\u5c06\u5206\u6790\u8bf7\u6c42\u4ece\u201c\u6784\u5efa\u56fe\u8868\u201d\u7684\u7cbe\u786e\u64cd\u4f5c\uff0c\u964d\u7ef4\u4e3a\u201c\u63cf\u8ff0\u95ee\u9898\u201d\u7684\u6a21\u7cca\u5bf9\u8bdd\u3002\u8fd9\u76f4\u6307\u975e\u6280\u672f\u7528\u6237\u7684\u6838\u5fc3\u969c\u788d\u2014\u2014\u4ed6\u4eec\u5e76\u975e\u6ca1\u6709\u6570\u636e\uff0c\u800c\u662f\u4e0d\u77e5\u9053\u5982\u4f55\u5c06\u4e1a\u52a1\u95ee\u9898\u8f6c\u5316\u4e3a\u5de5\u5177\u80fd\u7406\u89e3\u7684\u67e5\u8be2\u8bed\u8a00\u3002\u5982\u679c\u5176AI\u89e3\u91ca\u80fd\u529b\u8db3\u591f\u53ef\u9760\uff0c\u5b83\u89e3\u51b3\u7684\u5c06\u4e0d\u4ec5\u662f\u201c\u770b\u56fe\u201d\u95ee\u9898\uff0c\u66f4\u662f\u201c\u770b\u4ec0\u4e48\u201d\u548c\u201c\u4e3a\u4ec0\u4e48\u770b\u201d\u7684\u8ba4\u77e5\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u81ea\u7136\u8bed\u8a00\u751f\u6210\u56fe\u8868\u201d\u529f\u80fd\u9ad8\u5ea6\u4f9d\u8d56\u5bf9\u7528\u6237\u610f\u56fe\u7684\u7cbe\u51c6\u7406\u89e3\uff0c\u5728\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u548c\u591a\u7ef4\u6570\u636e\u4ea4\u53c9\u5206\u6790\u4e2d\u6781\u6613\u4ea7\u751f\u504f\u5dee\uff0c\u8fd9\u53ef\u80fd\u8ba9\u201c\u6e05\u6670\u51b3\u7b56\u201d\u6ca6\u4e3a\u201c\u7f8e\u89c2\u8bef\u89e3\u201d\u3002\u5176\u6b21\uff0c\u65e9\u671f\u5de5\u5177\uff08\u5982CSV\u4e0a\u4f20\uff09\u4e0e\u672a\u6765\u613f\u666f\uff08\u5b9e\u65f6API\u96c6\u6210\uff09\u4e4b\u95f4\u5b58\u5728\u5de8\u5927\u9e3f\u6c9f\uff0c\u5176\u6280\u672f\u67b6\u6784\u80fd\u5426\u5e73\u6ed1\u8fc7\u6e21\u5b58\u7591\u3002\u6700\u540e\uff0c\u5176\u65e9\u671f\u8bbf\u95ee\u7528\u6237\uff08\u521b\u59cb\u4eba\u3001\u8425\u9500\u4eba\u5458\u3001\u8fd0\u8425\u8005\uff09\u7684\u53cd\u9988\u867d\u79ef\u6781\uff0c\u4f46\u8fd9\u7c7b\u7528\u6237\u5bf9\u6570\u636e\u51c6\u786e\u6027\u7684\u5bb9\u5fcd\u5ea6\u8fdc\u4f4e\u4e8e\u8d22\u52a1\u6216\u6570\u636e\u56e2\u961f\uff0c\u4ea7\u54c1\u4e00\u65e6\u5728\u5173\u952e\u6d1e\u5bdf\u4e0a\u51fa\u73b0\u5931\u8bef\uff0c\u4fe1\u4efb\u5c06\u77ac\u95f4\u5d29\u584c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cChartStud\u7684\u6784\u60f3\u9887\u5177\u524d\u77bb\u6027\uff0c\u5b83\u8bd5\u56fe\u7528AI\u4f5c\u4e3a\u7ffb\u8bd1\u5c42\uff0c\u5f25\u5408\u4e1a\u52a1\u8bed\u8a00\u4e0e\u6570\u636e\u8bed\u8a00\u4e4b\u95f4\u7684\u9e3f\u6c9f\u3002\u4f46\u5176\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u201c\u80fd\u5426\u505a\u51fa\u56fe\u8868\u201d\uff0c\u800c\u53d6\u51b3\u4e8e\u201c\u505a\u51fa\u7684\u56fe\u8868\u80fd\u5426\u627f\u8f7d\u6b63\u786e\u7684\u5546\u4e1a\u6d1e\u5bdf\u201d\u3002\u8fd9\u6761\u8def\u5145\u6ee1\u5e0c\u671b\uff0c\u5374\u4e5f\u904d\u5e03\u9677\u9631\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\">ChartStud<\/span>\n <\/div>\n<div class=\"comment-content\">ChartStud helps you turn raw data into beautiful charts, dashboards, and AI-powered insights. Connect your data, clean it automatically, and discover patterns in seconds.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey <\/p>\n<p>I\u2019m Lahcen, co-founder of ChartStud.<\/p>\n<p>I built ChartStud because I saw how difficult analytics is for non-technical teams. Most tools require SQL, complex dashboards, or dedicated data teams.<\/p>\n<p>With ChartStud, you can upload your CSV (and soon connect integrations), ask questions in plain English, and instantly generate charts with clear explanations. You can even turn text into charts \u2014 just describe what you want to see.<\/p>\n<p>Our goal is simple: make analytics feel like a conversation, not a technical task.<\/p>\n<p>We\u2019re currently in early access and looking for feedback from founders, marketers, and operators.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aronsmith\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aronsmith<\/a> Congrats on the launch! \ud83c\udf89<br \/>Love the idea of turning messy data into clear insights quickly. Wishing you lots of success with ChartStud! \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\">Hey congrats on the launch.<br \/>\nWhat kind of data you connect to ?<\/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\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> Thank you so much! \ud83d\ude4c<\/p>\n<p>Currently, ChartStud supports:<br \/>\u2022 CSV<br \/>\u2022 Excel<br \/>\u2022 JSON uploads<\/p>\n<p>You can also connect and analyze data exported from platforms like <strong>Google Ads, Meta Ads, and other marketing tools<\/strong>.<\/p>\n<p>We\u2019re now working on direct integrations with ad platforms, databases, and APIs so teams can connect live data without manual exports.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool project ! Can’t wait for what’s to come !<\/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\/@itsmasa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsmasa<\/a> Thank you! \ud83d\ude4c More coming very soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the mission here. Turning analytics into a conversation instead of a technical hurdle is exactly what non technical teams need. The text to chart angle is especially powerful if positioned right. As a copywriter who helps SaaS founders clarify complex products and drive adoption, I\u2019d be happy to share ideas on sharpening the messaging so the value feels instantly obvious to marketers and operators.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@copywizard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@copywizard<\/a> Thank you so much \u2014 this really means a lot<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aronsmith\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aronsmith\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aronsmith<\/a> This looks super useful for non-technical teams. I love the plain-English approach to creating charts makes analytics way more approachable. Can\u2019t wait to try it with some messy CSVs and see the insights it generates!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/NLSJB23KRZ7FJ2\" class=\"app-title\">Palgo<\/a><\/p>\n<div class=\"one-liner\">Train, Level Up & Compete! Fitness as a Game with Strava.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">80<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Palgo\u5c06Strava\u7b49\u5065\u8eab\u6570\u636e\u8f6c\u5316\u4e3a\u865a\u62df\u5ba0\u7269\u517b\u6210\u6e38\u620f\uff0c\u5728\u7528\u6237\u7f3a\u4e4f\u8fd0\u52a8\u52a8\u529b\u7684\u573a\u666f\u4e0b\uff0c\u901a\u8fc7\u6e38\u620f\u5316\u673a\u5236\u8ba9\u575a\u6301\u953b\u70bc\u53d8\u5f97\u6709\u8da3\u4e14\u5bcc\u6709\u5956\u52b1\u611f\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/056fd212-fa23-4a99-9eca-551a4e353d7f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d68d97a2-1c23-41a4-83f2-a2454e7372fe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d45ccb06-cd12-4328-95b3-456d56cc42ed.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/61ad1d76-28b5-47ee-92bb-d8b3539c826c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44bbcecb-d2d5-4d5a-bf76-d692f51864b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b928c723-69dc-49d7-829b-e6d465084c5d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df426e3e-2eb3-4a26-af9b-9a3deabbb17c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Games<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5065\u8eab\u6e38\u620f\u5316<\/span><br \/>\n <span class=\"tag\">Strava\u8054\u52a8<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u5ba0\u7269\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u8fd0\u52a8\u6fc0\u52b1<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u7ade\u4e89<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u6311\u6218<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u6e38\u620f<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u4e3b\u52a8\u4ecb\u7ecd\u5e76\u5f81\u96c6\u53cd\u9988\u3002\u7528\u6237\u6b63\u9762\u8bc4\u4ef7\u5176\u6e38\u620f\u5316\u6982\u5ff5\uff0c\u8ba4\u4e3a\u80fd\u6709\u6548\u63d0\u5347\u575a\u6301\u8fd0\u52a8\u7684\u52a8\u529b\u548c\u4e50\u8da3\uff0c\u5c06\u8270\u82e6\u8fc7\u7a0b\u53d8\u5f97\u6709\u8da3\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 Palgo\u7684\u672c\u8d28\uff0c\u662f\u5c06\u201c\u81ea\u5f8b\u201d\u8fd9\u7b14\u82e6\u5dee\u4e8b\u5916\u5305\u7ed9\u201c\u4ed6\u5f8b\u201d\u7684\u6e38\u620f\u7cfb\u7edf\u3002\u5b83\u654f\u9510\u5730\u6233\u4e2d\u4e86\u73b0\u4ee3\u5065\u8eab\u7684\u6700\u5927\u75db\u70b9\uff1a\u5e76\u975e\u4e0d\u77e5\u9053\u5982\u4f55\u8fd0\u52a8\uff0c\u800c\u662f\u96be\u4ee5\u514b\u670d\u542f\u52a8\u60f0\u6027\u4e0e\u575a\u6301\u7684\u65e0\u804a\u611f\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u5f15\u5165\u4e86\u591a\u65b0\u9896\u7684\u6e38\u620f\u5f62\u5f0f\uff08\u5ba0\u7269\u517b\u6210\u3001\u4efb\u52a1\u3001\u6218\u6597\u7686\u662f\u6210\u719f\u73a9\u6cd5\uff09\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u5730\u5145\u5f53\u4e86\u73b0\u5b9e\u8fd0\u52a8\u6570\u636e\u4e0e\u865a\u62df\u6210\u5c31\u53cd\u9988\u4e4b\u95f4\u7684\u201c\u7ffb\u8bd1\u5668\u201d\u4e0e\u201c\u653e\u5927\u5668\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u4e0e\u98ce\u9669\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u5b83\u91cd\u5ea6\u4f9d\u8d56\u5916\u90e8\u5065\u8eab\u5e73\u53f0\uff08\u5982Strava\uff09\u7684\u6570\u636e\u7ba1\u9053\uff0c\u81ea\u8eab\u62a4\u57ce\u6cb3\u8f83\u6d45\u3002\u5176\u6b21\uff0c\u6e38\u620f\u5316\u6fc0\u52b1\u5b58\u5728\u8fb9\u9645\u6548\u7528\u9012\u51cf\u7684\u666e\u904d\u89c4\u5f8b\uff0c\u5f53\u7528\u6237\u5bf9\u6536\u96c6\u670d\u88c5\u3001\u5ba0\u7269\u8fdb\u5316\u4ea7\u751f\u5026\u6020\u540e\uff0c\u6838\u5fc3\u8fd0\u52a8\u4e60\u60ef\u662f\u5426\u771f\u7684\u5185\u5316\uff0c\u8981\u6253\u4e0a\u4e00\u4e2a\u95ee\u53f7\u3002\u66f4\u5c16\u9510\u7684\u95ee\u9898\u662f\uff0c\u5b83\u5c06\u5065\u8eab\u8fd9\u4e00\u9ad8\u5ea6\u4e2a\u6027\u5316\u7684\u8ffd\u6c42\uff0c\u7eb3\u5165\u4e86\u6807\u51c6\u5316\u3001\u4efb\u52a1\u5316\u7684\u6e38\u620f\u6846\u67b6\uff0c\u53ef\u80fd\u8ba9\u8fd0\u52a8\u672c\u8eab\u5f02\u5316\u4e3a\u83b7\u53d6\u865a\u62df\u5956\u52b1\u7684\u624b\u6bb5\uff0c\u800c\u975e\u76ee\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0cPalgo\u82e5\u60f3\u8d85\u8d8a\u201c\u521d\u671f\u65b0\u9c9c\u611f\u5de5\u5177\u201d\uff0c\u5fc5\u987b\u601d\u8003\u5982\u4f55\u4ece\u201c\u6e38\u620f\u5316\u201d\u8d70\u5411\u201c\u610f\u4e49\u5316\u201d\u3002\u4f8b\u5982\uff0c\u5c06\u8fd0\u52a8\u6210\u5c31\u4e0e\u66f4\u6df1\u523b\u7684\u4e2a\u4eba\u6570\u636e\u5206\u6790\u3001\u5065\u5eb7\u6539\u5584\u6d1e\u5bdf\u76f8\u7ed3\u5408\uff0c\u6216\u6784\u5efa\u57fa\u4e8e\u771f\u5b9e\u8fd0\u52a8\u80fd\u529b\u7684\u3001\u66f4\u5177\u6df1\u5ea6\u7684\u793e\u4ea4\u73a9\u6cd5\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u4f17\u591a\u8bd5\u56fe\u7528\u7cd6\u8863\u5305\u88f9\u5065\u5eb7\u836f\u4e38\u7684\u5e94\u7528\u4e4b\u4e00\uff0c\u7528\u6237\u5c1d\u8fc7\u751c\u5473\u540e\uff0c\u836f\u4e38\u4f9d\u65e7\u96be\u4ee5\u4e0b\u54bd\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\">Palgo<\/span>\n <\/div>\n<div class=\"comment-content\">PalGo turns your workouts into a fun adventure! Connect your fitness apps and watch your virtual companion, a PalGo, grow as you stay active. Complete weekly missions, unlock outfits with Diamonds, battle friends or AI, and take care of your PalGo by feeding, hydrating, and playing with it. Every run, ride, or gym session gives experience points to help your PalGo level up and even evolve at level 20. Fitness has never been this rewarding! PalGo is available on iOS and Android!<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi everyone! \ud83d\udc4b<\/p>\n<p>I\u2019m excited to share PalGo, a virtual companion that grows and evolves as you stay active. Every run, ride, yoga session, or gym workout gives experience points to your PalGo. Complete weekly missions, unlock outfits, battle friends or AI, and take care of your PalGo to see it thrive!<\/p>\n<p>We\u2019d love to hear what you think \u2014 any feedback or questions are welcome!<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love the concept! Gamification works great for everything that requires consistency and hard work. I makes the process more fun and creates daily motivation. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6BZFBYHEA4MSR5\" class=\"app-title\">Resume Builder by Foundire<\/a><\/p>\n<div class=\"one-liner\">LinkedIn to Resume with click <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">79<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eChrome\u6269\u5c55\uff0c\u901a\u8fc7\u4e00\u952e\u5bfc\u5165LinkedIn\u4e2a\u4eba\u8d44\u6599\u5e76\u5229\u7528AI\u9488\u5bf9\u6027\u4f18\u5316\uff0c\u5e2e\u52a9\u6c42\u804c\u8005\u5feb\u901f\u751f\u6210\u5b9a\u5236\u5316\u7b80\u5386PDF\uff0c\u89e3\u51b3\u4e86\u6c42\u804c\u8005\u53cd\u590d\u624b\u52a8\u590d\u5236\u3001\u8c03\u6574\u683c\u5f0f\u548c\u9488\u5bf9\u4e0d\u540c\u804c\u4f4d\u4fee\u6539\u7b80\u5386\u7684\u91cd\u590d\u6027\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/87a02f5b-6152-4090-a6a2-85fef24b1486.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6552b3b9-a3c7-436d-ba50-fdbc41306e85.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b8b3ff3-96cc-456e-a624-5c1554948ae1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b92c8a80-30b6-49be-b39b-8bb97aa23a20.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09fdb62a-1e53-42ad-b2f1-aabfff863799.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\/10ae9ec3-c8ed-4bc1-ab3e-72d6440f7ffd.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=g09pLIJmm1I\"><source src=\"https:\/\/www.youtube.com\/watch?v=g09pLIJmm1I\" 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\">LinkedIn<\/span><br \/>\n <span class=\"tag\">Career<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7b80\u5386\u751f\u6210<\/span><br \/>\n <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u6c42\u804c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">LinkedIn\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">PDF\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u804c\u4f4d\u7533\u8bf7<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u5b9a\u5236<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u79d1\u6280<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u4e86LinkedIn\u8d44\u6599\u8f6c\u7b80\u5386\u7684\u771f\u5b9e\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8eAI\u5b9a\u5236\u903b\u8f91\u7684\u7ec6\u8282\uff0c\u4f8b\u5982\u7533\u8bf7\u4e0d\u540c\u804c\u4f4d\u65f6\u80fd\u5426\u7ba1\u7406\u591a\u4e2a\u7b80\u5386\u7248\u672c\u3002\u53e6\u6709\u8bc4\u8bba\u4ece\u62db\u8058\u65b9\u89d2\u5ea6\u80af\u5b9a\u5176\u4ef7\u503c\uff0c\u5e76\u613f\u610f\u63d0\u4f9b\u4ea7\u54c1\u5b9a\u4f4d\u4e0e\u7528\u6237\u4f53\u9a8c\u65b9\u9762\u7684\u4f18\u5316\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Foundire\u7684\u8fd9\u6b3e\u7b80\u5386\u6784\u5efa\u5668\uff0c\u806a\u660e\u5730\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5e7f\u6cdb\u5ffd\u89c6\u4f46\u786e\u5b9e\u5b58\u5728\u7684\u201c\u771f\u7a7a\u5730\u5e26\u201d\u2014\u2014LinkedIn\u7684\u793e\u4ea4\u5316\u804c\u4e1a\u6863\u6848\u4e0e\u6807\u51c6\u5316\u6c42\u804c\u7b80\u5386\u4e4b\u95f4\u7684\u683c\u5f0f\u4e0e\u8bed\u5883\u9e3f\u6c9f\u3002\u5b83\u6ca1\u6709\u597d\u9ad8\u9a9b\u8fdc\u5730\u5ba3\u79f0\u7528AI\u201c\u521b\u9020\u201d\u7b80\u5386\uff0c\u800c\u662f\u52a1\u5b9e\u5730\u5b9a\u4f4d\u4e3a\u201c\u52a0\u901f\u6d41\u7a0b\u201d\u7684\u201c\u575a\u5b9e\u8d77\u70b9\u201d\uff0c\u8fd9\u4e2a\u5b9a\u4f4d\u65e2\u89c4\u907f\u4e86AI\u5728\u521b\u9020\u6027\u5199\u4f5c\u4e0a\u7684\u4e0d\u53ef\u9760\u6027\uff0c\u53c8\u7cbe\u51c6\u547d\u4e2d\u4e86\u6c42\u804c\u8005\u5728\u6d77\u6295\u8fc7\u7a0b\u4e2d\u6700\u6838\u5fc3\u7684\u8bc9\u6c42\uff1a\u964d\u4f4e\u91cd\u590d\u52b3\u52a8\u7684\u8fb9\u9645\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5176\u6280\u672f\u6709\u591a\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u5176\u6d41\u7a0b\u6574\u5408\u7684\u7ec6\u817b\u5ea6\u3002\u5b83\u5c06\u201c\u5bfc\u5165-\u7ed3\u6784\u5316-\u9488\u5bf9\u6027\u6539\u5199-\u5bfc\u51fa\u201d\u8fd9\u4e2a\u7528\u6237\u539f\u672c\u9700\u8981\u8de8\u5e73\u53f0\u3001\u624b\u52a8\u5b8c\u6210\u7684\u677e\u6563\u6d41\u7a0b\uff0c\u5c01\u88c5\u8fdb\u4e00\u4e2a\u65e0\u7f1d\u7684\u6d4f\u89c8\u5668\u6269\u5c55\u4e2d\uff0c\u5f62\u6210\u4e86\u5fae\u578b\u95ed\u73af\u3002\u5176AI\u529f\u80fd\u626e\u6f14\u7684\u4e0d\u662f\u201c\u4f5c\u5bb6\u201d\uff0c\u800c\u662f\u201c\u7f16\u8f91\u201d\u548c\u201c\u8c03\u97f3\u5e08\u201d\u7684\u89d2\u8272\uff0c\u6839\u636e\u804c\u4f4d\u63cf\u8ff0\u5bf9\u73b0\u6709\u5185\u5bb9\u8fdb\u884c\u5fae\u8c03\uff0c\u8fd9\u6bd4\u4ece\u96f6\u751f\u6210\u66f4\u53ef\u63a7\u3001\u98ce\u9669\u66f4\u4f4e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6765\u81ea\u62db\u8058\u9886\u57df\u7528\u6237\u7684\u8bc4\u8bba\u6070\u6070\u70b9\u51fa\u4e86\u5176\u5546\u4e1a\u5316\u4e0e\u529f\u80fd\u6df1\u5316\u7684\u5173\u952e\u6311\u6218\uff1a\u5f53\u4e00\u4f4d\u5019\u9009\u4eba\u540c\u65f6\u5e94\u8058\u201c\u6570\u636e\u5206\u6790\u5e08\u201d\u548c\u201c\u4ea7\u54c1\u7ecf\u7406\u201d\u4e24\u4e2a\u5dee\u5f02\u5de8\u5927\u7684\u804c\u4f4d\u65f6\uff0c\u5de5\u5177\u662f\u652f\u6301\u5e76\u884c\u7684\u3001\u8bed\u5883\u9694\u79bb\u7684\u7b80\u5386\u7248\u672c\u7ba1\u7406\uff0c\u8fd8\u662f\u4ec5\u63d0\u4f9b\u7ebf\u6027\u7684\u3001\u4e00\u6b21\u6027\u7684\u4f18\u5316\uff1f\u8fd9\u80cc\u540e\u662f\u4ea7\u54c1\u4ece\u201c\u5355\u6b21\u8f6c\u6362\u5de5\u5177\u201d\u8fc8\u5411\u201c\u6c42\u804c\u751f\u547d\u5468\u671f\u7ba1\u7406\u5e73\u53f0\u201d\u5fc5\u987b\u56de\u7b54\u7684\u95ee\u9898\u3002\u82e5\u80fd\u59a5\u5584\u89e3\u51b3\u591a\u7248\u672c\u3001\u53ef\u8ffd\u6eaf\u7684\u7b80\u5386\u7ba1\u7406\uff0c\u5e76\u53ef\u80fd\u4e0e\u4f01\u4e1a\u7aef\u7684\u62db\u8058\u7cfb\u7edf\uff08\u5982ATS\uff09\u5f62\u6210\u66f4\u6df1\u7684\u4e92\u52a8\uff0c\u5176\u60f3\u8c61\u7a7a\u95f4\u5c06\u4ece\u670d\u52a1\u6c42\u804c\u8005\u4e2a\u4f53\uff0c\u6269\u5c55\u5230\u4f18\u5316\u62db\u8058\u53cc\u65b9\u7684\u4fe1\u606f\u5339\u914d\u6548\u7387\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d79\u7684\u6295\u7968\u6570\u8868\u660e\u5176\u83b7\u5f97\u4e86\u521d\u6b65\u8ba4\u53ef\uff0c\u4f46\u5c1a\u672a\u5f15\u53d1\u7206\u53d1\u5f0f\u5173\u6ce8\u3002\u8fd9\u6216\u8bb8\u4e0e\u5176\u201c\u975e\u9b54\u672f\u201d\u7684\u52a1\u5b9e\u5b9a\u4f4d\u6709\u5173\uff0c\u4e5f\u63d0\u793a\u56e2\u961f\u9700\u8981\u5728\u201cAI\u8d4b\u80fd\u201d\u7684\u8425\u9500\u4eae\u70b9\u4e0e\u201c\u53ef\u9760\u5de5\u5177\u201d\u7684\u5b9e\u7528\u4ef7\u503c\u4e4b\u95f4\u627e\u5230\u66f4\u950b\u5229\u7684\u4f20\u64ad\u652f\u70b9\u3002\u5728HR\u79d1\u6280\u9886\u57df\uff0c\u89e3\u51b3\u201c\u6469\u64e6\u201d\u5f80\u5f80\u6bd4\u521b\u9020\u201c\u5947\u8ff9\u201d\u66f4\u80fd\u5efa\u7acb\u6301\u4e45\u7684\u7528\u6237\u5fe0\u8bda\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\">Resume Builder by Foundire<\/span>\n <\/div>\n<div class=\"comment-content\">Every job application starts by copying your LinkedIn profile and turning it into a resume. This Chrome extension turns that into a faster flow, import your profile, tailor it with AI, and export a clean PDF when you’re ready. Built for applicants who want a solid starting point, not a magic resume.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey guys \ud83d\udc4b I\u2019m Eric.<br \/><strong>The problem<\/strong><br \/>Every job application starts with the same boring work: copying your LinkedIn profile, rewriting it to fit a role, fixing formatting, then exporting another PDF. It\u2019s not hard work, it\u2019s the same work, over and over. If you\u2019re applying seriously, you might redo this dozens of times in a few weeks.<\/p>\n<p><strong>What this tool does <\/strong><br \/>This Chrome extension runs inside Foundire as a simple workspace, but it\u2019s built specifically for applicants, to go from LinkedIn to a tailored PDF resume faster.<br \/>1. One-click import from your LinkedIn profile, no copy\/paste.<br \/>2. AI helps you tailor summaries and bullets for the role you\u2019re applying to.<br \/>3. Keep experience, skills, and highlights structured and consistent.<br \/>4. Export a polished PDF when you\u2019re ready to submit.<br \/>It\u2019s not meant to write your resume for you, just to save time before you apply.<\/p>\n<p><strong>Quickly use<\/strong><br \/>1.Open your LinkedIn profile<em><br \/>2.<\/em>Import into a structured resume draft<br \/>3.Tailor with AI for a specific role<br \/>4.Export a PDF and apply<\/p>\n<p><strong>Would love your feedback<\/strong><br \/>How do you currently turn your LinkedIn profile into a resume?<br \/>Do you usually start from scratch, reuse an old PDF, or copy things over each time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>From recruiting: the LinkedIn-to-resume gap is real and it costs candidates. Curious about the tailoring logic \u2014 when someone applies to two very different roles, does the tool help them maintain two distinct versions, or is it one resume at a time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the direction here. Hiring and applying both suffer from repetitive, low leverage work, and Foundire seems to remove friction on both sides. The structured workflows and AI support are strong, especially if they lead to clearer decision making. As a copywriter who works with HR tech and SaaS teams on positioning and user messaging, I\u2019d be happy to share ideas to sharpen how this value shows up on the page and in onboarding.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/UAYH266JQZD75V\" class=\"app-title\">EVY<\/a><\/p>\n<div class=\"one-liner\">your AI co-creator, in any app<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">78<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>EVY\u662f\u4e00\u6b3e\u4ee5\u8bed\u97f3\u4e3a\u9996\u8981\u4ea4\u4e92\u65b9\u5f0f\u7684AI\u534f\u521b\u5de5\u5177\uff0c\u5b83\u80fd\u5728\u4efb\u4f55\u5e94\u7528\u7a0b\u5e8f\u4e2d\u65e0\u7f1d\u8c03\u7528\uff0c\u901a\u8fc7\u8bed\u97f3\u5feb\u901f\u5b8c\u6210\u4ece\u6784\u601d\u5230\u7cbe\u70bc\u6587\u6863\u3001\u5185\u5bb9\u6216\u6587\u6848\u7684\u521b\u4f5c\u8fc7\u7a0b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u4e0d\u540c\u5de5\u5177\u95f4\u5207\u6362\u3001\u8fc7\u5ea6\u4f9d\u8d56\u6253\u5b57\u4ee5\u53caAI\u8f93\u51fa\u8d28\u91cf\u53c2\u5dee\u4e0d\u9f50\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f1fa67cc-61d9-4890-8ce4-e038da25193e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ca8eb4c-1296-4c83-b30e-f15c027f61b8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6372178f-0196-4c81-9d91-c3f48d85f5b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bc860fee-23f4-474f-a601-67b2882ced9c.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\/f5c32aa2-e92a-4ab5-b830-45d547bb8250.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=bmKv8dSnI44\"><source src=\"https:\/\/www.youtube.com\/watch?v=bmKv8dSnI44\" 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\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bed\u97f3\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e94\u7528\u534f\u521b<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6574\u5408<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u8bed\u97f3\u4ea4\u4e92\u7684\u4fbf\u6377\u6027\u3001\u51fa\u8272\u7684\u8bed\u97f3\u8bc6\u522b\u51c6\u786e\u7387\uff08\u5305\u62ec\u6df7\u5408\u8bed\u8a00\uff09\u548c\u5f3a\u5927\u7684\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u80fd\u529b\uff0c\u8ba4\u4e3a\u5b83\u8d85\u8d8a\u4e86\u7b80\u5355\u7684\u542c\u5199\u5de5\u5177\uff0c\u50cf\u4e00\u4e2a\u61c2\u9879\u76ee\u7684\u667a\u80fd\u540c\u4e8b\u3002\u4e3b\u8981\u5efa\u8bae\u548c\u671f\u5f85\u96c6\u4e2d\u5728\u63a8\u51faWindows\u7248\u3001iOS\u5ba2\u6237\u7aef\u4ee5\u53ca\u4f01\u4e1a\u7ea7\u529f\u80fd\u4e0a\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 EVY\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u505a\u4e00\u4e2a\u201c\u66f4\u597d\u7684\u8bed\u97f3\u8f93\u5165\u6cd5\u201d\u3002\u5b83\u8bd5\u56fe\u626e\u6f14\u4e00\u4e2a\u6a2a\u8de8\u6240\u6709\u5e94\u7528\u3001\u59cb\u7ec8\u5728\u7ebf\u4e14\u5177\u5907\u6df1\u5ea6\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\u7684\u201c\u6570\u5b57\u526f\u8111\u201d\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u6311\u6218\u5f53\u524dAI\u5de5\u5177\u201c\u5e94\u7528\u5b64\u5c9b\u201d\u7684\u73b0\u72b6\u2014\u2014\u7528\u6237\u65e0\u9700\u5728Notion\u3001Google Docs\u6216\u8bbe\u8ba1\u8f6f\u4ef6\u4e2d\u5206\u522b\u8c03\u7528\u5272\u88c2\u7684AI\u529f\u80fd\uff0c\u800c\u662f\u901a\u8fc7\u7edf\u4e00\u7684\u8bed\u97f3\u5165\u53e3\uff0c\u83b7\u5f97\u8fde\u7eed\u3001\u4e00\u81f4\u7684\u521b\u4f5c\u652f\u6301\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5f3a\u8c03\u201cVoice-first\u201d\u548c\u201cin any app\u201d\uff0c\u8fd9\u76f4\u51fb\u4e86\u4e24\u4e2a\u6838\u5fc3\u75db\u70b9\uff1a\u4e00\u662f\u5c06\u4eba\u7c7b\u6700\u81ea\u7136\u7684\u4ea4\u4e92\u65b9\u5f0f\uff08\u8bf4\u8bdd\uff09\u4e0e\u6570\u5b57\u521b\u4f5c\u91cd\u65b0\u7ed3\u5408\uff0c\u964d\u4f4e\u201c\u542f\u52a8\u6469\u64e6\u201d\uff1b\u4e8c\u662f\u8bd5\u56fe\u6210\u4e3a\u64cd\u4f5c\u7cfb\u7edf\u7ea7\u7684AI\u5c42\uff0c\u800c\u975e\u53e6\u4e00\u4e2a\u9700\u8981\u5207\u6362\u7684\u6807\u7b7e\u9875\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u80fd\u529b\u83b7\u5f97\u4e86\u65e9\u671f\u7528\u6237\u7684\u5173\u952e\u8ba4\u53ef\uff0c\u8fd9\u8bc1\u660e\u5b83\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u5b9e\u73b0\u4e86\u201c\u534f\u521b\u201d\u800c\u975e\u201c\u7b80\u5355\u6267\u884c\u201d\uff0c\u8ba9AI\u66f4\u50cf\u4e00\u4e2a\u8ddf\u8fdb\u9879\u76ee\u8fdb\u5ea6\u7684\u4f19\u4f34\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u4f5c\u4e3a\u4e00\u6b3e\u6df1\u5ea6\u96c6\u6210\u7cfb\u7edf\u7ea7\u7684\u5de5\u5177\uff0c\u5176\u53d1\u5c55\u53d7\u9650\u4e8e\u64cd\u4f5c\u7cfb\u7edf\u751f\u6001\uff0c\u76ee\u524d\u4ec5\u9650macOS\uff0c\u8fd9\u662f\u5de8\u5927\u7684\u589e\u957f\u5929\u82b1\u677f\u3002\u5176\u6b21\uff0c\u201c\u5728\u4efb\u4f55\u5e94\u7528\u4e2d\u5de5\u4f5c\u201d\u610f\u5473\u7740\u9700\u8981\u6781\u9ad8\u7684\u7a33\u5b9a\u6027\u548c\u517c\u5bb9\u6027\uff0c\u4efb\u4f55\u76ee\u6807\u5e94\u7528\u7684\u66f4\u65b0\u90fd\u53ef\u80fd\u5e26\u6765\u4e0d\u786e\u5b9a\u6027\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u548c\u56e2\u961f\u534f\u4f5c\u529f\u80fd\u7684\u5177\u4f53\u5f62\u6001\u4ecd\u5f85\u89c2\u5bdf\uff0c\u5728\u4e2a\u4eba\u6548\u7387\u5de5\u5177\u4e0e\u4f01\u4e1a\u7ea7\u57fa\u7840\u8bbe\u65bd\u4e4b\u95f4\uff0c\u5b83\u9700\u8981\u627e\u5230\u575a\u5b9e\u7684\u843d\u811a\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cEVY\u5c55\u73b0\u4e86\u4e00\u79cd\u66f4\u878d\u5408\u3001\u66f4\u81ea\u7136\u7684AI\u4ea4\u4e92\u672a\u6765\u56fe\u666f\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u4e00\u6b3e\u5907\u53d7\u6781\u5ba2\u559c\u7231\u7684\u6548\u7387\u5de5\u5177\uff0c\u6210\u957f\u4e3a\u771f\u6b63\u6539\u53d8\u5927\u4f17\u5de5\u4f5c\u65b9\u5f0f\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u53d6\u51b3\u4e8e\u5176\u8de8\u5e73\u53f0\u80fd\u529b\u3001\u751f\u6001\u6784\u5efa\u4ee5\u53ca\u5728\u5bf9\u201c\u8d28\u91cf\u201d\u548c\u201c\u771f\u5b9e\u6027\u201d\u7684\u575a\u6301\u4e0a\u80fd\u5426\u5151\u73b0\u627f\u8bfa\u3002\u5b83\u4e0d\u662f\u5728\u5806\u780c\u529f\u80fd\uff0c\u800c\u662f\u5728\u91cd\u65b0\u8bbe\u8ba1\u4eba\u4e0e\u6570\u5b57\u4e16\u754c\u4ea4\u4e92\u7684\u7ba1\u9053\uff0c\u8fd9\u6761\u8def\u6b63\u786e\u4f46\u5f02\u5e38\u8270\u96be\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">EVY<\/span>\n <\/div>\n<div class=\"comment-content\">Meet EVY – your AI co-creator to go from ideas to polished documents, content or copy in seconds. Press the EVY-Key anywhere to ask questions, brainstorm ideas, generate or edit text, take notes, or dictate.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is EVY, it\u2019s a bit like Claude + Wisprflow + Granola + Living Notes. It’s the best AI tool I’ve used to actually get real work done. We\u2019d love to hear what you think.<\/p>\n<p><em>Why we built this:<\/em><\/p>\n<p>We saw 3 points of friction in working with AI: <br \/>1) Every tool tried to push its own AI, resulting in scattered workflows. <br \/>2) Voice as interface was criminally underused (why are you still typing in most tools) and <br \/>3) Many solutions are about hands-off and quantity, and not about quality and empowering authenticity. <br \/>We don\u2019t want to be a part of \u201clittering\u201d the internet.<\/p>\n<p>That\u2019s why EVY is a voice\u2011first AI co-creator that works in any app, keeps context, and respects your team\u2019s creativity. We\u2019ve been building without investors over the past 10 months. Hopefully, she will give you back time and get you into flow. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>damn, thats a must try!<\/p>\n<p>Congrats on a launch <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@edmon_wales\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@edmon_wales<\/a> Thanks Evgeny, your support means a lot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">congrats to the team with the PH launch. good luck.<\/div>\n<div class=\"comment-actions\">\n<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\/@vltnpivovarov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vltnpivovarov<\/a> It’s been a big push, glad for EVY to be out there finally.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been using Evy since early beta, for about 6 months now. <\/p>\n<p>I almost never type on my mac anymore, all work\/life texts go over evy\u2019s tts. <\/p>\n<\/p>\n<p>Can\u2019t wait when they will launch iphone app. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>I wish you all the best guys<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@vladimir_hudnitsky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vladimir_hudnitsky<\/a> Hey Vladimir, can’t thank you enough for being there from the start! We are doing this for our early supporters like you! iPhone app is on the cards.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 use EVY all the time to enter prompts for my coding agents, and it’s fantastic in terms of text recognition. It captures the majority of what I intend to say, even in mixed or unexpected languages. And I’m now a fan of the product, and I’m very proud of the team for releasing it. You should definitely try it, and I bet you will love it!<br \/>By the way, the agent mode is fantastic, and I’m getting used to it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>looks great – definitely give it a try! and congrats guys on this amazing 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\/@sasha_dikan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sasha_dikan<\/a> Yess and please send any feedback our 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>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\/@dzianis_yatsenka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dzianis_yatsenka<\/a> Appreciated. Luck favors the prepared \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>That’s actually very impressive. I was thinking of making something similar for myself, but maybe EVY is just what I need!<br \/>It’s a shame it’s only for Mac, I’ll be eagerly awaiting the release for Windows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been beta testing this for days and it\u2019s definitely more than just another dictation tool. What hooked me is how it actually remembers the context of my projects and previous conversations. It feels less like a recorder and more like a native assistant that\u2019s already up to speed with what I\u2019m working on.<\/p>\n<p>The way it integrates into macOS is seamless\u2014I can just push-to-talk, and it processes my thoughts based on the current context without me having to explain everything from scratch. It\u2019s a huge time-saver for turning rough ideas into actual, usable output.<\/p>\n<p>Really solid execution on the “Voice OS” concept. Excited to see this go live. Good luck with the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks really great! Now I am sad that I don\u2019t have a Mac anymore. Please do the same for Windows in the Future:) <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great! Waiting for iOS app<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Well done! Can\u2019t wait to give Evy a solid try across personal and enterprise use. I love the promised consolidation – will report back on how it goes practically. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey! Ok, my questions about how you compare was totally stolen. Just the best of luck!!!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m using EVY for more than 6 months – it is an awesome voice assistant! My first and forever app that showed me how programming by voice can be convenient, thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using EVY as a beta-tester for ~6 months for now and I can it’s not \u201cjust another AI tool.\u201d<br \/>It feels like having a virtual AI colleague inside your MacBook \u2014 one that knows what\u2019s happening, keeps context, and that you can talk to or delegate tasks to. The spectrum of tasks is wide, from thinking and structuring to execution.<\/p>\n<p>In terms of experience, it feels like a thoughtful combination of Claude-level reasoning + Wisprflow-style voice input + structured note systems like Granola or Living Notes \u2014 but integrated into one coherent workflow.<\/p>\n<p>What I appreciate most is that this works both individually and for teams.<br \/>For tech and non-tech professionals.<br \/>For real work \u2014 not just demos.<\/p>\n<p>I\u2019ve tested a lot of AI tools in educational product workflows, content creation, and operational thinking. This one feels like infrastructure, not noise.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I used EVY to create articles, write legal documents, and do a lot of work that I previously did manually, and it’s really a time saver.<\/p>\n<\/p>\n<p>I actually didn’t use any new features that they implemented recently. I probably need to check what they have, but just the standalone voice dictation feature with the quality that they have, with the error correction, with good punctuation, that’s a huge thing.<\/p>\n<\/p>\n<p>I really use it on an everyday basis, and I think this is a very smart app, which does look like something from the future.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch! how do you guys compare to openclaw? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@flreln\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flreln<\/a> very good question! <\/p>\n<p><strong>OpenClaw<\/strong> is a self-hosted AI agent that lives on your computer with full system access – it can control your browser, read files, execute commands, and autonomously complete multi-step tasks across your entire system. It’s incredibly powerful, but that power comes with significant tradeoffs:<\/p>\n<ul>\n<li>\n<p><strong>Security risks:<\/strong> Recent reports show it’s been exploited with 341 malicious “skills” and called a “privacy nightmare” by security experts. When an AI has full access to your system, one compromised plugin or misinterpreted command can expose everything.<\/p>\n<\/li>\n<li>\n<p><strong>Technical overhead:<\/strong> You need to host it, manage API keys, configure integrations, troubleshoot when things break, and constantly evaluate which community-built “skills” are safe to install. It’s a side project in itself.<\/p>\n<\/li>\n<li>\n<p><strong>Feature bloat:<\/strong> It can do almost anything, which sounds great until you realize 80% of those capabilities are either gimmicks or edge cases you’ll never use. The community builds hundreds of skills, but how many genuinely improve your workflow vs. just being technically impressive?<\/p>\n<\/li>\n<\/ul>\n<p><strong>EVY<\/strong> takes the opposite approach:<\/p>\n<ul>\n<li>\n<p><strong>Works out of the box.<\/strong> No setup, no hosting, no technical expertise required. You sign up and start talking.<\/p>\n<\/li>\n<li>\n<p><strong>Security by design:<\/strong> We don’t need access to your entire computer. EVY operates in a controlled environment focused on helping you with writing, prompting and work. Your data stays sandboxed.<\/p>\n<\/li>\n<li>\n<p><strong>Intentional limitations:<\/strong> We only build features we believe have genuine value for most workflows. Enabling voice for any apps. Push-to-talk AI. Brand context across all apps with your team. Drafting documents, copy or content. No trying to be everything to everyone.<\/p>\n<\/li>\n<li>\n<p><strong>“AI for the rest of us”:<\/strong> You don’t need to be a developer or spend weekends trying to squeeze value out of it. EVY is built for anybody who wants AI to get them into flow and save them hours.<\/p>\n<\/li>\n<\/ul>\n<p><strong>TL;DR:<\/strong> OpenClaw is for hackers and early adopters who want maximum control and don’t mind the complexity\/risk. EVY is for professionals who could use a co-creator in their daily work, safely, and without a learning curve.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 hate AI. But Evy is fine!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@misha_malikin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@misha_malikin<\/a> \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>yay, LFG! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@arseny_info\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arseny_info<\/a> \ud83d\ude80\ud83d\ude80\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It seems that you are not featuring, but in any case, slap!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ititov_agency\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ititov_agency<\/a> you never know maybe they’ll come around<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/FA7FJCFXMLMF5W\" class=\"app-title\">Granary by Speakeasy<\/a><\/p>\n<div class=\"one-liner\">The context hub for your agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">76<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Granary \u662f\u4e00\u6b3e\u5f00\u6e90CLI\u5de5\u5177\uff0c\u4f5c\u4e3aAI\u667a\u80fd\u4f53\u7684\u201c\u4e0a\u4e0b\u6587\u67a2\u7ebd\u201d\uff0c\u5728\u591a\u4eba\u534f\u4f5c\u5f00\u53d1\u771f\u5b9e\u4ee3\u7801\u5e93\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u591a\u4e2aAI\u667a\u80fd\u4f53\u95f4\u4e0a\u4e0b\u6587\u4e22\u5931\u3001\u5de5\u4f5c\u91cd\u590d\u548c\u53d8\u66f4\u51b2\u7a81\u7684\u534f\u540c\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3abf4d1d-cc0d-48f3-b525-61341b902755.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/509a339a-8a6c-477f-b645-9f0f7f803073.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ff9e30f6-cc5d-416b-aff9-fe2b7c645f7e.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\/170e0b8d-d7f9-4235-9b0a-f0e84416722e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Kwq-hKdJY0k\"><source src=\"https:\/\/youtu.be\/Kwq-hKdJY0k\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">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\u667a\u80fd\u4f53\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90CLI<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">Rust<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5f00\u53d1<\/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>\u7531\u4e8e\u63d0\u4f9b\u7684\u7528\u6237\u8bc4\u8bba\u5217\u8868\u4e3a\u7a7a\uff0c\u65e0\u6cd5\u603b\u7ed3\u5177\u4f53\u53cd\u9988\u3002\u6f5c\u5728\u7684\u6709\u6548\u8bc4\u8bba\u53ef\u80fd\u6d89\u53ca\u5b89\u88c5\u4f53\u9a8c\u3001\u4e0e\u7279\u5b9a\u6846\u67b6\u7684\u96c6\u6210\u6548\u679c\u3001\u5b9e\u9645\u4f7f\u7528\u4e2d\u9047\u5230\u7684\u534f\u540c\u95ee\u9898\u6216\u6027\u80fd\u8868\u73b0\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 Granary \u7784\u51c6\u4e86\u4e00\u4e2a\u65b0\u5174\u4f46\u81f3\u5173\u91cd\u8981\u7684\u6280\u672f\u7f1d\u9699\uff1a\u591aAI\u667a\u80fd\u4f53\u5728\u590d\u6742\u3001\u6301\u4e45\u5316\u4efb\u52a1\uff08\u5982\u4ee3\u7801\u5f00\u53d1\uff09\u4e2d\u7684\u534f\u540c\u95ee\u9898\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u66ff\u4ee3\u67d0\u4e2a\u667a\u80fd\u4f53\u6846\u67b6\uff0c\u800c\u5728\u4e8e\u5145\u5f53\u201c\u7c98\u5408\u5242\u201d\u4e0e\u201c\u4ea4\u901a\u8b66\u5bdf\u201d\u3002\u5b83\u63d0\u51fa\u7684\u4f1a\u8bdd\u8ddf\u8e2a\u3001\u5e76\u53d1\u5b89\u5168\u8ba4\u9886\u3001\u7ed3\u6784\u5316\u4ea4\u63a5\u7b49\u673a\u5236\uff0c\u76f4\u6307\u5f53\u524d\u667a\u80fd\u4f53\u5e94\u7528\u4ece\u5355\u6b21\u5bf9\u8bdd\u70ab\u6280\u8fc8\u5411\u5de5\u4e1a\u5316\u3001\u6d41\u6c34\u7ebf\u534f\u4f5c\u7684\u6838\u5fc3\u969c\u788d\u2014\u2014\u72b6\u6001\u7ba1\u7406\u4e0e\u8fdb\u7a0b\u540c\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5f3a\u8c03\u201c\u672c\u5730\u4f18\u5148\u201d\u3001\u201c\u5355\u4e00Rust\u4e8c\u8fdb\u5236\u6587\u4ef6\u201d\uff0c\u662f\u660e\u667a\u7684\u5dee\u5f02\u5316\u9009\u62e9\u3002\u8fd9\u907f\u514d\u4e86\u5c06\u534f\u540c\u903b\u8f91\u6346\u7ed1\u4e8e\u7279\u5b9a\u4e91\u670d\u52a1\u6216\u6846\u67b6\uff0c\u8d4b\u4e88\u4e86\u5f00\u53d1\u8005\u90e8\u7f72\u7684\u7075\u6d3b\u6027\u548c\u5bf9\u6570\u636e\u7684\u63a7\u5236\u6743\uff0c\u7b26\u5408\u5f53\u524d\u5bf9AI\u5e94\u7528\u9690\u79c1\u548c\u53ef\u63a7\u6027\u7684\u5173\u5207\u3002\u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u751f\u6001\u6784\u5efa\u3002\u5ba3\u79f0\u201c\u9002\u7528\u4e8e\u4efb\u4f55\u667a\u80fd\u4f53\u6846\u67b6\u201d\u662f\u7406\u60f3\uff0c\u4f46\u73b0\u5b9e\u662f\u5404\u6846\u67b6\u67b6\u6784\u8fe5\u5f02\uff0c\u8981\u5b9e\u73b0\u6df1\u5ea6\u3001\u65e0\u635f\u7684\u4e0a\u4e0b\u6587\u4f20\u9012\u4e0e\u52a8\u4f5c\u534f\u8c03\uff0c\u9700\u8981\u6781\u5f3a\u7684\u62bd\u8c61\u80fd\u529b\u548c\u5404\u65b9\u7684\u9002\u914d\u610f\u613f\u3002\u76ee\u524d\u8fd9\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u534f\u8bae\u4e0e\u4e2d\u95f4\u5c42\uff0c\u5176\u6548\u7528\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u793e\u533a\u662f\u5426\u91c7\u7eb3\u5e76\u4e3a\u5176\u5f00\u53d1\u201c\u8fde\u63a5\u5668\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d76\u7684\u6295\u7968\u6570\u53cd\u6620\u4e86\u5176\u53d7\u5173\u6ce8\u5ea6\u5c1a\u5728\u65e9\u671f\u6280\u672f\u63a2\u7d22\u8005\u5708\u5b50\u3002\u5b83\u89e3\u51b3\u7684\u662f\u201c\u524d\u6cbf\u7684\u75db\u70b9\u201d\u2014\u2014\u53ea\u6709\u5f53\u5f00\u53d1\u8005\u5927\u89c4\u6a21\u90e8\u7f72\u591a\u4e2a\u667a\u80fd\u4f53\u8fdb\u884c\u4e25\u8083\u9879\u76ee\u5f00\u53d1\u65f6\uff0c\u6df7\u4e71\u624d\u4f1a\u6210\u4e3a\u663e\u6027\u9700\u6c42\u3002\u56e0\u6b64\uff0cGranary \u66f4\u50cf\u662f\u4e00\u4efd\u9488\u5bf9\u672a\u6765\u95ee\u9898\u7684\u201c\u5148\u884c\u89e3\u51b3\u65b9\u6848\u201d\uff0c\u5176\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u81ea\u8eab\u8bbe\u8ba1\u7684\u4f18\u96c5\u7a0b\u5ea6\uff0c\u66f4\u53d6\u51b3\u4e8e\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u5f00\u53d1\u8303\u5f0f\u672c\u8eab\u80fd\u5426\u6210\u4e3a\u4e3b\u6d41\u3002\u5b83\u662f\u5728\u4e3a\u5c1a\u672a\u5b8c\u5168\u5f62\u6210\u7684\u5e02\u573a\u94fa\u8bbe\u57fa\u7840\u8bbe\u65bd\uff0c\u98ce\u9669\u4e0e\u673a\u9047\u5e76\u5b58\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\">Granary by Speakeasy<\/span>\n <\/div>\n<div class=\"comment-content\">If you’ve run multiple AI agents on a real codebase, you know the pain: agents lose context between sessions, duplicate each other’s work, or produce conflicting changes. There’s no built-in way for them to coordinate. Granary is an open source CLI that fixes this with session tracking, task orchestration, concurrency-safe claiming, checkpointing, and structured handoffs between agents. Local-first, single Rust binary, works with any agent framework. Install it and run granary init.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/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\/INRFYXCB2G6BXF\" class=\"app-title\">Seda <\/a><\/p>\n<div class=\"one-liner\">The Social Media Platform for Research & Discovery<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">74<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Seda\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u793e\u4ea4\u7814\u7a76\u5e73\u53f0\uff0c\u7528\u6237\u53ef\u901a\u8fc7AI\u52a9\u624b\u5bf9\u4efb\u4f55\u611f\u5174\u8da3\u7684\u8bdd\u9898\u8fdb\u884c\u6df1\u5ea6\u7814\u7a76\uff0c\u5e76\u5c06\u7814\u7a76\u8fc7\u7a0b\u548c\u53d1\u73b0\u5206\u4eab\u81f3\u793e\u4ea4\u52a8\u6001\uff0c\u65e8\u5728\u6784\u5efa\u4e00\u4e2a\u57fa\u4e8e\u8bc1\u636e\u3001\u800c\u975e\u60c5\u7eea\u5316\u7684\u4fe1\u606f\u5171\u4eab\u793e\u533a\uff0c\u89e3\u51b3\u4f20\u7edf\u793e\u4ea4\u5a92\u4f53\u4fe1\u606f\u788e\u7247\u5316\u3001\u7f3a\u4e4f\u6df1\u5ea6\u4e0e\u53ef\u4fe1\u5ea6\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/494e5222-006b-4ddf-8235-caa8905f995d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/85208973-0963-4e36-b67e-6653c8281928.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b8e01d67-ad1b-470e-b063-bc165085cdf8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/31aec0ea-953d-4d2f-81c7-098b94f7e439.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Social Network<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Search<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u793e\u4ea4\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u578b\u793e\u533a<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8bc1\u636e\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u5174\u8da3\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u771f\u76f8\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u6df1\u5ea6\u8ba8\u8bba<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u9769\u547d<\/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>\u4e3b\u8981\u8bc4\u8bba\u9ad8\u5ea6\u8ba4\u53ef\u4ea7\u54c1\u201c\u7814\u7a76\u9a71\u52a8\u201d\u7684\u7406\u5ff5\uff0c\u8ba4\u4e3a\u5176\u6709\u671b\u5bf9\u6297\u7f51\u7edc\u60c5\u7eea\u5316\u5185\u5bb9\u3002\u6838\u5fc3\u7591\u95ee\u5728\u4e8eAI\u7684\u5177\u4f53\u4f5c\u7528\u673a\u5236\uff1a\u7528\u6237\u63d0\u95eeAI\u662f\u5426\u4f1a\u5728\u53d1\u5e03\u524d\u81ea\u52a8\u9a8c\u8bc1\u4fe1\u606f\u7684\u771f\u5b9e\u6027\uff0c\u8fd9\u53cd\u6620\u51fa\u7528\u6237\u5bf9\u5e73\u53f0\u5982\u4f55\u4fdd\u969c\u201c\u7814\u7a76\u201d\u8d28\u91cf\u7684\u5173\u952e\u5173\u5207\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 Seda\u7684\u91ce\u5fc3\u5e76\u975e\u4ec5\u662f\u53c8\u4e00\u4e2a\u793e\u4ea4\u5e94\u7528\uff0c\u5b83\u8bd5\u56fe\u4ece\u5e95\u5c42\u91cd\u6784\u793e\u4ea4\u5a92\u4f53\u7684\u4fe1\u606f\u751f\u4ea7\u8303\u5f0f\u3002\u5176\u5ba3\u79f0\u7684\u6838\u5fc3\u4ef7\u503c\u2014\u2014\u201c\u7814\u7a76\u652f\u6301\u7684\u6bcf\u4e00\u7bc7\u5e16\u5b50\u201d\uff0c\u76f4\u6307\u5f53\u524d\u793e\u4ea4\u5a92\u4f53\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\uff1a\u60c5\u7eea\u5ba3\u6cc4\u3001\u4e8b\u5b9e\u7f3a\u5931\u4e0e\u8bed\u5883\u574d\u584c\u3002\u7136\u800c\uff0c\u8fd9\u4e00\u5b8f\u4f1f\u84dd\u56fe\u9762\u4e34\u4e09\u91cd\u4e25\u5cfb\u62f7\u95ee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9996\u5148\uff0c\u662f\u201c\u7814\u7a76\u201d\u7684\u5b9a\u4e49\u4e0e\u8d28\u91cf\u7ba1\u63a7\u98ce\u9669\u3002\u5e73\u53f0\u5c06\u201c\u7814\u7a76\u201d\u8fc7\u7a0b\u6258\u4ed8\u7ed9AI\u52a9\u624b\uff0c\u4f46AI\u751f\u6210\u5185\u5bb9\u7684\u51c6\u786e\u6027\u3001\u504f\u89c1\u4e0e\u201c\u5e7b\u89c9\u201d\u95ee\u9898\u5982\u4f55\u89e3\u51b3\uff1f\u82e5\u7f3a\u4e4f\u4e25\u8c28\u7684\u6eaf\u6e90\u548c\u4ea4\u53c9\u9a8c\u8bc1\u673a\u5236\uff0c\u6240\u8c13\u201c\u7814\u7a76\u201d\u53ef\u80fd\u53ea\u662f\u5305\u88c5\u66f4\u7cbe\u7f8e\u7684\u731c\u6d4b\uff0c\u751a\u81f3\u7cfb\u7edf\u6027\u504f\u89c1\u7684\u9ad8\u6548\u653e\u5927\u5668\u3002\u8bc4\u8bba\u4e2d\u7684\u7528\u6237\u8d28\u7591\u201cAI\u662f\u5426\u9a8c\u8bc1\u5e16\u5b50\u771f\u5b9e\u6027\u201d\uff0c\u6b63\u6233\u4e2d\u4e86\u8fd9\u4e00\u6838\u5fc3\u6a21\u7cca\u5730\u5e26\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u662f\u4ea7\u54c1\u903b\u8f91\u7684\u5185\u5728\u77db\u76fe\u3002\u5b83\u8bd5\u56fe\u878d\u5408\u201c\u6df1\u5ea6\u7814\u7a76\u201d\u4e0e\u201c\u793e\u4ea4\u52a8\u6001\u201d\u4e24\u79cd\u76f8\u6096\u7684\u65f6\u95f4\u5c3a\u5ea6\u4e0e\u5fc3\u667a\u6a21\u5f0f\u3002\u4e25\u8083\u7684\u7814\u7a76\u9700\u8981\u5ba1\u614e\u3001\u8017\u65f6\u4e0e\u5b64\u72ec\u601d\u8003\uff0c\u800c\u793e\u4ea4\u52a8\u6001\u5219\u9f13\u52b1\u5373\u65f6\u53cd\u9988\u3001\u4e92\u52a8\u4e0e\u788e\u7247\u6d88\u8d39\u3002\u4e24\u8005\u5f3a\u884c\u8026\u5408\uff0c\u53ef\u80fd\u5bfc\u81f4\u201c\u7814\u7a76\u201d\u6ca6\u4e3a\u793e\u4ea4\u8868\u6f14\u7684\u7d20\u6750\uff0c\u6df1\u5ea6\u88ab\u80a4\u6d45\u7684\u70b9\u8d5e\u8bc4\u8bba\u6240\u6d88\u89e3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u540e\uff0c\u662f\u5176\u5ba3\u79f0\u7684\u201c\u66f4\u597d\u771f\u76f8\u5f15\u64ce\u201d\u9762\u4e34\u6839\u672c\u6027\u6311\u6218\u3002\u771f\u76f8\u5f80\u5f80\u590d\u6742\u3001\u77db\u76fe\u4e14\u53cd\u76f4\u89c9\uff0c\u800c\u793e\u4ea4\u5e73\u53f0\u7684\u7ed3\u6784\u5929\u7136\u503e\u5411\u4e8e\u7b80\u5316\u3001\u7ad9\u961f\u4e0e\u5f62\u6210\u56de\u97f3\u58c1\u3002\u5373\u4fbf\u6bcf\u4e2a\u5e16\u5b50\u90fd\u9644\u5e26\u201c\u7814\u7a76\u201d\uff0c\u7b97\u6cd5\u5982\u4f55\u6392\u5e8f\uff1f\u7528\u6237\u5982\u4f55\u9009\u62e9\u76f8\u4fe1\uff1f\u5f53\u89c2\u70b9\u51b2\u7a81\u65f6\uff0c\u662f\u6f14\u53d8\u4e3a\u57fa\u4e8e\u8bc1\u636e\u7684\u7406\u6027\u8fa9\u8bba\uff0c\u8fd8\u662f\u5347\u7ea7\u4e3a\u201c\u7814\u7a76\u201d\u8d44\u6599\u7684\u5806\u780c\u5bf9\u6218\uff1f\n <\/p>\n<p class=\"ai-content\">\n Seda\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u5b83\u80fd\u7acb\u5373\u521b\u9020\u4e00\u4e2a\u201c\u771f\u7406\u4e4c\u6258\u90a6\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u4f5c\u4e3a\u4e00\u4e2a\u793e\u4f1a\u5b9e\u9a8c\uff0c\u5c16\u9510\u5730\u63d0\u51fa\u4e86\u95ee\u9898\uff1a\u5728AI\u666e\u53ca\u65f6\u4ee3\uff0c\u6211\u4eec\u80fd\u5426\u8bbe\u8ba1\u4e00\u79cd\u6280\u672f\u6846\u67b6\uff0c\u6fc0\u52b1\u800c\u975e\u6d88\u89e3\u4eba\u7c7b\u7684\u6df1\u5ea6\u601d\u8003\u4e0e\u7406\u6027\u5bf9\u8bdd\uff1f\u5b83\u7684\u6210\u8d25\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8eAI\u80fd\u529b\u7684\u9ad8\u4f4e\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u8bbe\u8ba1\u80fd\u5426\u5728\u201c\u4fbf\u6377\u7814\u7a76\u201d\u4e0e\u201c\u4e25\u8c28\u8fc7\u7a0b\u201d\u3001\u201c\u793e\u4ea4\u6fc0\u52b1\u201d\u4e0e\u201c\u6c42\u771f\u672c\u80fd\u201d\u4e4b\u95f4\u627e\u5230\u90a3\u4e2a\u5fae\u5999\u7684\u3001\u53cd\u4eba\u6027\u7684\u5e73\u8861\u70b9\u3002\u76ee\u524d\u770b\u6765\uff0c\u5b83\u8fc8\u51fa\u4e86\u5f15\u4eba\u6ce8\u76ee\u4f46\u5145\u6ee1\u9669\u963b\u7684\u7b2c\u4e00\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\">Seda <\/span>\n <\/div>\n<div class=\"comment-content\">Discover the world with Seda – The Social Media Platform For Research & Discovery. Use our AI to research anything you’re interested in – whether its conspiracy theories, stocks, prediction markets, politics, news, or anything else you’re curious about. Post your research and Discoveries for your friends to see, see what your friends & the world is researching realtime, creating a better truth engine where every post is backed by research and discoveries.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">In order to Discover anything in this world, you must first search, and re-search.<br \/>\nSo much of the internet and social media today are backed by 99% human rage bait. <\/p>\n<p>But what if you could flip that around by making every post research backed? The most truthful social information platform could be born. Now with AI, everyone has become a researcher. <\/p>\n<p>With Seda, you conduct deep research on an interest you have with our AI research agent\u2014whether it\u2019s policy and government, law, AI research, sports, music, art, history, philosophy, finance, science, global events, markets, prediction markets, or emerging ideas\u2014and post the Deep research and your discoveries onto the feed for your friends to see. <\/p>\n<p>Then, you can follow your friends, see what they\u2019re researching, read, comment, like, challenge, debate, expand on, and share your opinions.<\/p>\n<p>Over time, this creates a growing, interconnected body of realtime research and discoveries of the world\u2019s curiosities. In contrast to traditional social platforms like X that prioritize speed and engagement, Seda is designed to preserve context, reasoning, and evidence, allowing ideas to develop collaboratively, creating a better truth engine for the internet.<\/p>\n<p>Come join the Information Revolution at Getseda.com \ud83d\ude42<\/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>Is this app for posting, but first using AI to verify the accuracy of the post you are going to publish? If I post something, does the AI verify it to see if it is true?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/NFJ5VUQMT5DWLJ\" class=\"app-title\">Clawezy<\/a><\/p>\n<div class=\"one-liner\">Deploy autonomous OpenClaw AI agent servers in seconds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">72<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Clawezy \u4e00\u952e\u90e8\u7f72\u5168\u6258\u7ba1AI\u667a\u80fd\u4f53\u670d\u52a1\u5668\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u6784\u5efa\u548c\u90e8\u7f72AI\u4ee3\u7406\u65f6\u9762\u4e34\u7684\u57fa\u7840\u8bbe\u65bd\u914d\u7f6e\u590d\u6742\u3001\u8fd0\u7ef4\u56f0\u96be\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/21254d39-f9ef-4776-a818-887d0e121e98.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d8731792-ab3a-4eda-bbc2-500138bc8c1f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/654faea6-0a8e-41bd-9cc8-686dd2a3a1ed.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/263b7315-25d4-4dd6-887a-da9d04774852.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\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u5168\u6258\u7ba1\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u67b6\u6784<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">Discord\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">Telegram\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u684c\u9762<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801AI<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u8f83\u5c11\u3002\u521b\u59cb\u4eba\u4e3b\u52a8\u9610\u8ff0\u4ea7\u54c1\u521d\u8877\u5e76\u5f81\u96c6\u90e8\u7f72\u75db\u70b9\u3002\u552f\u4e00\u6709\u6548\u63d0\u95ee\u5173\u6ce8AI\u4ee3\u7406\u8fd0\u884c\u53ef\u80fd\u5e26\u6765\u7684\u5b89\u5168\u9690\u60a3\uff0c\u4f53\u73b0\u4e86\u65e9\u671f\u7528\u6237\u5bf9\u8fd9\u7c7b\u5e73\u53f0\u5728\u5b89\u5168\u6027\u4e0e\u9694\u79bb\u6027\u65b9\u9762\u7684\u6838\u5fc3\u5173\u5207\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 Clawezy \u7784\u51c6\u7684\u662f\u4e00\u4e2a\u771f\u5b9e\u4e14\u6b63\u5728\u81a8\u80c0\u7684\u75db\u70b9\uff1aAI\u667a\u80fd\u4f53\u4ece\u539f\u578b\u5230\u6301\u7eed\u670d\u52a1\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u57fa\u7840\u8bbe\u65bd\u56f0\u5883\u3002\u5b83\u5c06\u590d\u6742\u7684GPU\u914d\u7f6e\u3001\u5bb9\u5668\u7ba1\u7406\u548c\u7f51\u7edc\u8c03\u8bd5\u6253\u5305\u6210\u4e00\u4e2a\u201c\u4e00\u952e\u90e8\u7f72\u201d\u7684\u865a\u62df\u673a\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u4e0a\u7684\u98a0\u8986\uff0c\u800c\u662f\u4f53\u9a8c\u4e0a\u7684\u5c01\u88c5\u4e0e\u6d41\u7a0b\u4e0a\u7684\u63d0\u6548\uff0c\u672c\u8d28\u662f\u201cAI\u667a\u80fd\u4f53\u65f6\u4ee3\u7684\u7b80\u5316\u7248\u4e91\u4e3b\u673a\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4eae\u70b9\u5728\u4e8e\u5176\u201cNeural Marketplace\u201d\u6784\u60f3\u548c\u5373\u65f6\u901a\u8baf\u673a\u5668\u4eba\u8fde\u63a5\uff0c\u8fd9\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u4ee5\u80fd\u529b\u6a21\u5757\u548c\u5e94\u7528\u8fde\u63a5\u4e3a\u6838\u5fc3\u7684\u8f7b\u91cf\u751f\u6001\uff0c\u964d\u4f4e\u667a\u80fd\u4f53\u529f\u80fd\u62d3\u5c55\u95e8\u69db\u3002\u7136\u800c\uff0c\u5176\u6a21\u5f0f\u4e5f\u6697\u542b\u6311\u6218\uff1a\u9996\u5148\uff0c\u5c01\u88c5\u4e0e\u63a7\u5236\u7684\u5e73\u8861\u3002\u5185\u7f6eVNC\u548c\u8bca\u65ad\u5de5\u5177\u610f\u5728\u63d0\u4f9b\u201c\u5b8c\u5168\u63a7\u5236\u201d\uff0c\u4f46\u8fd9\u4e0e\u201c\u5168\u6258\u7ba1\u3001\u514d\u8fd0\u7ef4\u201d\u7684\u5ba3\u4f20\u5b58\u5728\u4e00\u5b9a\u5f20\u529b\uff0c\u9ad8\u7ea7\u5f00\u53d1\u8005\u53ef\u80fd\u4ecd\u9700\u8981\u5e95\u5c42\u6743\u9650\u3002\u5176\u6b21\uff0c\u5b89\u5168\u6027\u8d28\u7591\u662f\u81f4\u547d\u8981\u5bb3\u3002\u7528\u6237\u8bc4\u8bba\u76f4\u6307\u6838\u5fc3\uff1a\u5728\u5171\u4eab\u6216\u6258\u7ba1\u73af\u5883\u4e2d\uff0c\u5982\u4f55\u786e\u4fdd\u81ea\u4e3b\u8fd0\u884c\u7684AI\u4ee3\u7406\u4e0d\u4f1a\u8d8a\u6743\u8bbf\u95ee\u3001\u6cc4\u9732\u6570\u636e\u6216\u8fdb\u884c\u6076\u610f\u64cd\u4f5c\uff1f\u5e73\u53f0\u7684\u5b89\u5168\u9694\u79bb\u3001\u76d1\u63a7\u548c\u5ba1\u8ba1\u673a\u5236\u5c06\u662f\u4f01\u4e1a\u7ea7\u7528\u6237\u4fe1\u4efb\u7684\u57fa\u77f3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cClawezy \u662f\u5e02\u573a\u5feb\u901f\u54cd\u5e94\u7684\u4ea7\u7269\uff0c\u5b83\u964d\u4f4e\u4e86AI\u667a\u80fd\u4f53\u670d\u52a1\u7684\u542f\u52a8\u6210\u672c\uff0c\u4f46\u5176\u957f\u671f\u7ade\u4e89\u529b\u5c06\u53d6\u51b3\u4e8e\u6258\u7ba1\u670d\u52a1\u7684\u7a33\u5b9a\u6027\u3001\u5b89\u5168\u67b6\u6784\u7684\u53ef\u9760\u6027\u4ee5\u53ca\u6a21\u5757\u751f\u6001\u7684\u6d3b\u8dc3\u5ea6\u3002\u82e5\u4ec5\u505c\u7559\u5728\u4fbf\u6377\u90e8\u7f72\u5c42\u9762\uff0c\u5b83\u6781\u6613\u88ab\u5927\u578b\u4e91\u5382\u5546\u7684\u540c\u7c7b\u96c6\u6210\u670d\u52a1\u6240\u8986\u76d6\uff1b\u82e5\u80fd\u56f4\u7ed5\u201c\u5e02\u573a\u201d\u548c\u201c\u667a\u80fd\u4f53\u8fd0\u7ef4\u201d\u6784\u5efa\u72ec\u7279\u5de5\u5177\u94fe\u548c\u793e\u533a\uff0c\u6216\u53ef\u5360\u636e\u4e00\u5e2d\u4e4b\u5730\u3002\u5f53\u524d\u7248\u672c\u66f4\u50cf\u4e00\u4e2a\u7cbe\u7f8e\u7684\u201c\u6700\u5c0f\u53ef\u884c\u4ea7\u54c1\u201d\uff0c\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u5982\u4f55\u5c06\u201c\u4fbf\u6377\u201d\u8f6c\u5316\u4e3a\u4e0d\u53ef\u66ff\u4ee3\u7684\u201c\u4ef7\u503c\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\">Clawezy<\/span>\n <\/div>\n<div class=\"comment-content\">Stop wrestling with Docker and GPU configs. Clawezy deploys fully-managed AI Agent servers (VMs) in one click. Connect Telegram & Discord bots instantly, browse our Neural Marketplace to equip new capabilities, and scale effortlessly. We handle the complex infrastructure layer so you can focus on building intelligent behaviors. Complete with built-in remote desktop, diagnostics, and a premium dark-mode dashboard.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m the maker of Clawezy.<\/p>\n<p>We built Clawezy because while building AI agents is exciting, hosting them is still a nightmare. You’re stuck managing Docker containers, worrying about GPU uptime, or debugging obscure networking issues just to get a bot online.<\/p>\n<p>Clawezy solves this by giving you:<\/p>\n<p>\ud83d\ude80 Instant Deployment: Launch a fully configured AI server VM in seconds.<br \/>\n\ud83e\udde0 Neural Marketplace: Equip your agents with new skills (modules) just by copying a prompt.<br \/>\n\ud83d\udd0c One-Click Connections: Link Telegram and Discord bots instantly.<br \/>\n\ud83d\udcbb Full Control: Built-in VNC remote desktop and deep diagnostics.<br \/>\nWe’re going for a premium, developer-first experience that actually looks good while you use it.<\/p>\n<p>I\u2019d love to hear your feedback\u2014what\u2019s the biggest pain point you face when deploying agents today?<\/p>\n<p>Let me know in the comments! \ud83d\udc47<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Can you describe how you handle security around these agents potentially exposing anything?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ 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