{"id":138,"date":"2026-02-20T11:16:07","date_gmt":"2026-02-20T03:16:07","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/02\/20\/2026-02-19\/"},"modified":"2026-02-20T11:16:07","modified_gmt":"2026-02-20T03:16:07","slug":"2026-02-19","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/02\/20\/2026-02-19\/","title":{"rendered":"PH\u70ed\u699c | 2026-02-19"},"content":{"rendered":"<p><!DOCTYPE html><br \/>\n<html lang=\"zh-CN\"><br \/>\n<head><br \/>\n    <meta charset=\"UTF-8\"><br \/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\"><br \/>\n    <title>Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-02-19<\/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 | 2026-02-19<\/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\/NMVUHKBICTPMDX\" class=\"app-title\">Origami.chat<\/a><\/p>\n<div class=\"one-liner\">Find your perfect leads with one prompt<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">373<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Origami.chat\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u9500\u552e\u7ebf\u7d22\u6316\u6398\u4e0e\u4e30\u5bcc\u5316\u5e73\u53f0\uff0c\u7528\u6237\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u76ee\u6807\u5ba2\u6237\uff0c\u5373\u53ef\u5728\u6570\u79d2\u5185\u4ece100\u591a\u4e2a\u6570\u636e\u6e90\u4e2d\u83b7\u53d6\u7cbe\u51c6\u7684\u6f5c\u5728\u5ba2\u6237\u5217\u8868\uff0c\u89e3\u51b3\u4e86B2B\u9500\u552e\u3001\u5e02\u573a\u53ca\u62db\u8058\u4eba\u5458\u624b\u52a8\u641c\u5bfb\u3001\u9a8c\u8bc1\u5ba2\u6237\u4fe1\u606f\u8017\u65f6\u8d39\u529b\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\/074cdb40-3b50-4d7e-b418-c76c931af053.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a6b44b45-14bc-4d85-a7b6-869b347dfaaa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/af46ab5c-beaa-4a84-847e-727161db9aea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9b63e2a-8eaf-4579-8717-fbee6d50ddba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Sales<\/span><br \/>\n            <span class=\"tag\">Growth Hacking<\/span><br \/>\n            <span class=\"tag\">CRM<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u9500\u552e\u7ebf\u7d22\u6316\u6398<\/span><br \/>\n            <span class=\"tag\">\u5ba2\u6237\u6570\u636e\u4e30\u5bcc\u5316<\/span><br \/>\n            <span class=\"tag\">AI\u9a71\u52a8<\/span><br \/>\n            <span class=\"tag\">B2B\u8425\u9500\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u6293\u53d6<\/span><br \/>\n            <span class=\"tag\">Go-To-Market (GTM) \u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u9500\u552e<\/span><br \/>\n            <span class=\"tag\">\u7cbe\u51c6\u8425\u9500<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u6e90\u805a\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\u8ba4\u53ef\u4ea7\u54c1\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u7ebf\u7d22\u8d28\u91cf\u9ad8\u3001\u4f53\u9a8c\u76f4\u89c2\u3001\u6027\u4ef7\u6bd4\u7a81\u51fa\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u8c37\u6b4c\u8ba4\u8bc1\u6545\u969c\u3001\u4ed8\u8d39\u8ba1\u5212\u5bf9\u5c0f\u4f17\u9700\u6c42\u7528\u6237\u95e8\u69db\u504f\u9ad8\u3002\u6838\u5fc3\u5efa\u8bae\u4e0e\u7591\u95ee\u5305\u62ec\uff1a\u5e0c\u671b\u96c6\u6210\u5916\u53d1\u5e8f\u5217\u529f\u80fd\u3001\u8be2\u95ee\u6570\u636e\u7f6e\u4fe1\u5ea6\u8bc4\u5206\u4e0e\u8fc7\u6ee4\u673a\u5236\u3001\u4ee5\u53ca\u6570\u636e\u6e90\u7684\u5b9e\u65f6\u6027\u4e0e\u51c6\u786e\u6027\u4fdd\u969c\u65b9\u6cd5\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                Origami.chat\u7684\u672c\u8d28\uff0c\u662f\u5c06\u4e00\u5bb6\u6708\u8d39\u9ad8\u8fbe5-10K\u7f8e\u5143\u7684GTM\u5b9a\u5236\u670d\u52a1\uff0c\u901a\u8fc7\u4ea7\u54c1\u5316\u4e0eAI\u5316\uff0c\u964d\u7ef4\u6210\u4e00\u9879\u53ef\u89c4\u6a21\u5316\u7684\u81ea\u52a9\u670d\u52a1\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4ef7\u503c150k\u7f8e\u5143\u7684GTM\u5de5\u7a0b\u5e08\u201d\u4f53\u9a8c\uff0c\u6838\u5fc3\u5728\u4e8e\u7528\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u5c01\u88c5\u4e86\u590d\u6742\u7684\u591a\u6570\u636e\u6e90\u67e5\u8be2\u3001\u5339\u914d\u4e0e\u6e05\u6d17\u903b\u8f91\uff0c\u8bd5\u56fe\u5c06\u957f\u8fbe\u6570\u5468\u7684\u201c\u7ebf\u7d22\u82e6\u5f79\u201d\u538b\u7f29\u6210\u4e00\u6b21\u5bf9\u8bdd\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u771f\u6b63\u7684\u950b\u5229\u4e4b\u5904\uff0c\u5e76\u975e\u4ec5\u4ec5\u662f\u201c100+\u6570\u636e\u6e90\u201d\u7684\u5806\u780c\uff0c\u800c\u5728\u4e8e\u5176\u4f5c\u4e3a\u524d\u9ad8\u7aef\u670d\u52a1\u5546\u6240\u79ef\u7d2f\u7684\u201c\u6570\u636e\u6e90\u9009\u54c1\u201d\u4e0e\u201c\u8d28\u91cf\u5224\u65ad\u201d\u7ecf\u9a8c\u3002\u8fd9\u6784\u6210\u4e86\u5176\u521d\u671f\u58c1\u5792\u2014\u2014\u77e5\u9053\u4ece\u54ea\u91cc\u627e\u3001\u4ee5\u53ca\u5982\u4f55\u5224\u65ad\u627e\u5230\u7684\u4fe1\u606f\u662f\u5426\u53ef\u9760\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u6570\u636e\u7f6e\u4fe1\u5ea6\u8bc4\u5206\u548c\u5b9e\u65f6\u6027\u7684\u95ee\u7b54\uff0c\u6070\u6070\u89e6\u53ca\u4e86B2B\u7ebf\u7d22\u5de5\u5177\u7684\u751f\u547d\u7ebf\uff1a\u6570\u636e\u8d28\u91cf\u4e0e\u65f6\u6548\u6027\u3002\u56e2\u961f\u201c\u4e0d\u5b58\u50a8\u6570\u636e\uff0c\u5b9e\u65f6\u6293\u53d6\u201d\u7684\u7b56\u7565\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u867d\u4fdd\u8bc1\u4e86\u65b0\u9c9c\u5ea6\uff0c\u4f46\u4e5f\u53ef\u80fd\u9762\u4e34\u6293\u53d6\u7a33\u5b9a\u6027\u4e0e\u901f\u5ea6\u7684\u6311\u6218\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u9762\u4e34\u6e05\u6670\u62f7\u95ee\uff1a\u4ece\u9ad8\u5ba2\u5355\u4ef7\u670d\u52a1\u8f6c\u578b\u4e3a\u666e\u60e0\u4ea7\u54c1\uff0c\u5982\u4f55\u5e73\u8861\u6781\u81f4\u7684\u4e2a\u6027\u5316\u9700\u6c42\u4e0e\u4ea7\u54c1\u7684\u6807\u51c6\u5316\u8f93\u51fa\uff1f\u65e9\u671f\u79cd\u5b50\u7528\u6237\uff08\u5982\u524d\u5ba2\u6237\uff09\u7684\u8d5e\u8a89\u80fd\u5426\u4ee3\u8868\u66f4\u5e7f\u6cdb\u5e02\u573a\u7684\u63a5\u53d7\u5ea6\uff1f\u6b64\u5916\uff0c\u5176\u5b9a\u4f4d\u76ee\u524d\u805a\u7126\u4e8e\u201c\u53d1\u73b0\u4e0e\u4e30\u5bcc\u201d\uff0c\u6709\u610f\u907f\u5f00\u4e86\u201c\u89e6\u8fbe\u201d\uff08\u5982\u90ae\u4ef6\u5e8f\u5217\uff09\u73af\u8282\uff0c\u8fd9\u867d\u4fdd\u6301\u4e86\u4e13\u6ce8\uff0c\u4f46\u4e5f\u53ef\u80fd\u4f7f\u5176\u5728\u7ade\u4e89\u6fc0\u70c8\u7684MarTech\u8d5b\u9053\u4e2d\uff0c\u6ca6\u4e3a\u5176\u4ed6\u5168\u6d41\u7a0b\u9500\u552e\u81ea\u52a8\u5316\u5e73\u53f0\u7684\u4e00\u4e2a\u529f\u80fd\u6a21\u5757\u3002\u80fd\u5426\u5c06\u201c\u7cbe\u51c6\u5217\u8868\u6784\u5efa\u201d\u8fd9\u4e00\u5355\u70b9\u505a\u5230\u6781\u81f4\uff0c\u5e76\u5efa\u7acb\u5f3a\u5927\u7684\u96c6\u6210\u751f\u6001\uff0c\u5c06\u662f\u5176\u4ece\u201c\u597d\u7528\u5de5\u5177\u201d\u8715\u53d8\u4e3a\u201c\u5fc5\u5907\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u5173\u952e\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cOrigami.chat\u662f\u4e00\u6b21\u51fa\u8272\u7684\u670d\u52a1\u4ea7\u54c1\u5316\u5b9e\u8df5\uff0c\u7528AI\u4ea4\u4e92\u964d\u4f4e\u4e86\u9876\u5c16GTM\u80fd\u529b\u7684\u83b7\u53d6\u95e8\u69db\u3002\u4f46\u5176\u957f\u671f\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u89c4\u6a21\u5316\u6269\u5f20\u4e2d\uff0c\u5b88\u4f4f\u5176\u4f5c\u4e3a\u670d\u52a1\u5546\u65f6\u671f\u6240\u73cd\u89c6\u7684\u201c\u8d85\u9ad8\u8d28\u91cf\u201d\u751f\u547d\u7ebf\uff0c\u5e76\u627e\u5230\u8db3\u591f\u6df1\u4e14\u5bbd\u7684\u62a4\u57ce\u6cb3\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Origami.chat<\/span>\n                <\/div>\n<div class=\"comment-content\">Provide a prompt and get your perfect leads. origami.chat has 100+ data sources &#8211; use it to find more of your perfect customers, enrich a CSV, or get decision makers. Try it out and get a lead list in seconds!<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunters, thanks for checking our launch \u2764\ufe0f<\/p>\n<\/p>\n<p>I\u2019m <a href=\"https:\/\/www.linkedin.com\/in\/~finn\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Finn<\/a>, Co-Founder of <a href=\"https:\/\/origami.chat\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Origami<\/a>. Today, we\u2019re officially available for anyone to try!&nbsp;<\/p>\n<p>Our path to building Origami started 5 years ago, when I launched my first cold outbound email agency.&nbsp;<\/p>\n<p>Over time, we evolved to become one of the largest go-to-market (GTM) agencies, working with 250+ businesses to build custom high quality lead lists.<\/p>\n<p>Our customers would pay us $5-10k\/month to build lead lists for them, because it was just <em>that<\/em> difficult to do ultra high quality lead generation and enrichment.<\/p>\n<\/p>\n<p>Eventually, we asked ourselves: what if we could make this service available to anyone at a fraction of the cost?&nbsp;<\/p>\n<\/p>\n<p>That&#8217;s the idea for Origami.<\/p>\n<\/p>\n<p>We want using Origami to feel like working with a $150k\/yr &#8220;GTM Engineer\u201d who understands every data source and won&#8217;t stop until making you the best possible list.<\/p>\n<\/p>\n<p>Built with my best friend + cofounder Kenson Chung (who dropped out university, moved to the US, and was later kicked out of the US) and TODAY is the first day Origami is generally available.<\/p>\n<\/p>\n<p>I would absolutely love to know what you think of the tool, that&#8217;s how we improve it! Try it out -&gt; <a href=\"http:\/\/Origami.chat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Origami.chat<\/a><\/p>\n<\/p>\n<p>&nbsp;I will read and reply to every single comment \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>28<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@finn_mallery\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@finn_mallery<\/a>&nbsp;\ud83e\udee1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <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\/@finn_mallery\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@finn_mallery<\/a>&nbsp;lets gooo<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <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\/@finn_mallery\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@finn_mallery<\/a>&nbsp;Hi Finn, congrats on the launch. Turning a high touch $5\u201310k\/month GTM service into a scalable product is a bold move. The \u201cGTM Engineer\u201d positioning is strong.<\/p>\n<p>I\u2019m building Ahsk, a macOS AI assistant that helps founders work faster across apps without context switching. Would love to connect and exchange feedback.<\/p>\n<p>Wishing you a big launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>awesome product mate! keep making more such products like these<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>8<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a>&nbsp;Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great, congrats on the launch! Does the platform provide the actual list of leads with contact details? <\/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\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a>&nbsp;yes! you can find companies and contacts with emails+phone numbers (on paid plan)<\/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>Used this to sources a lot of job ops for college students &#8211; super useful<\/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\/@austin_kennedy2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@austin_kennedy2<\/a>&nbsp;a lot of job finding uses on it surprisingly!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great team, great product, these guys move fast. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@brennan_lupyrypa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brennan_lupyrypa<\/a>&nbsp;Origami \ud83e\udd1d Weave<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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=\"http:\/\/Origami.chat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Origami.chat<\/a>!!!<\/p>\n<\/p>\n<p>I&#8217;m a huge fan of tools that turn <em>find my ICP <\/em>from a week-long painful scrape-fest into a single prompt ahahah <\/p>\n<\/p>\n<p>How did you curate\/train the 100+ data sources to keep accuracy high while avoiding noisy or outdated results? Any favorite tricks for real-time enrichment vs. cached data?<\/p>\n<\/p>\n<p>Also, do you have any plans to add outbound sequencing\/integration down the line, or keeping it pure &#8220;prospect discovery + enrichment&#8221; for now?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cathcorm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathcorm<\/a>&nbsp;Yes great questions. <\/p>\n<\/p>\n<p>We specifically chose the data sources that we had used the most and that we found the highest quality from our days working with all these businesses as an agency. <\/p>\n<\/p>\n<p>All of our data is about as real-time as it gets, so we don&#8217;t store any data. It&#8217;s all being scraped\/fetched live. <\/p>\n<\/p>\n<p>We don&#8217;t have any outbound integrations right now. For now, people just export as a CSV, so we can stay focused on just continuing to make it the best list building product out there!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I&#8217;ve tried all outbound tooling to find leads, and Origami is by far the best. You can really drill down on the categories\/leads that you want to find, and the agent itself will ask you questions when it&#8217;s unsure.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mnocito\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mnocito<\/a>&nbsp;Love it man, your support means A LOT &#8211; thank you Marco<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Origami is so good at finding leads it almost feels criminal. Outside of the quality of the leads, it&#8217;s a beautiful intuitive experience! Big fans here!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davidjchie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davidjchie<\/a>&nbsp;glad to have you as a super user David, thanks for being a great part of the journey<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I&#8217;ve been using this service for a month or two now. It&#8217;s like Clay if you could just tell it what you&#8217;re looking for. It&#8217;s my go-to for contact info now. The price is ridiculously low compared to similar solutions. And when my AI agent got caught in a loop, Support got back to me quickly and even gave me extra credits for the issue. Great team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@robert_oswald\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robert_oswald<\/a>&nbsp;thanks Robert, glad to have you as a user since day one \ud83d\ude0e <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Been using this to find people hiring for remote engineers, took like 3 prompts in a couple seconds&#8230; pretty good<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luke_clancy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_clancy<\/a>&nbsp;nice, did you end up finding what you were looking for?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Love the concept! Tried to log in but couldn\u2019t manage to get the auth going. I\u2019ll definitely be a customer though, congrats on the launch!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@masebuilds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@masebuilds<\/a>&nbsp;yes, our authentication provider was down for an hour until roughly 9am PST today &#8211; try again now!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@finn_mallery man so unlucky! Not that it\u2019s effecting your launch, you\u2019re absolutely crushing. I\u2019ll try again right now, thanks for the update.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 direction \u2014 turning lead research into a prompt-driven workflow is exactly where modern outbound is going.<\/p>\n<\/p>\n<p>One thing I\u2019d be curious about: how do you score data confidence per lead (source freshness + role match + email validity), and can teams filter by a minimum confidence threshold before export?<\/p>\n<\/p>\n<p>For B2B teams, that single layer usually decides whether this improves reply rate or just scales noise. Congrats on launch \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danielsinewe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danielsinewe<\/a> That&#8217;s actually a great question. We generate a fit score for every lead. That&#8217;s created based on any prompt that you provide and which leads best match that ICP that you&#8217;re looking for. For any given enrichment that uses web research, we will provide a confidence level (whether low, medium, or high) that you can view if you open that column, and you can use if you export. So yes, you can absolutely filter by minimum confidence!<\/p>\n<\/p>\n<p>We also show our sources. If you click a column header, you can evaluate a source based on your own internal confidence with it. For example, Google Maps, Exa, etc.<\/p>\n<\/p>\n<p>Honestly, great thoughts. If you have any feedback on how we do the confidence or fit scoring, would love to see how we can improve it, so let me know how your usage goes. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sales is such a myth for me, it&#8217;s my struggle at the moment with my launched product. Origami just helped me &#8220;make it make sense&#8221; for my app, thanks again for creating this tool! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Of course, makes me happy to hear <a href=\"https:\/\/www.producthunt.com\/@philip_landry1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philip_landry1<\/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>Awesome product! I tried it &amp; it works great. This is definitely a product that I need. I think the starter package is a bit too much for me, since I need leads for a niche product. If the price would be lower, I would definitely buy it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matevz_mak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matevz_mak<\/a>&nbsp;Great feedback, what pricepoint would feel fair for your use?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Guys, Google Auth doesn&#8217;t even work haha. Please fix 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\/@codewithguillaume\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@codewithguillaume<\/a>&nbsp;hey thanks for the heads up. if you accept our linkedin request we&#8217;ll send you a DM  to get it sorted \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>Love the chat-to-spreadsheet approach. Way faster than clicking through filters on traditional tools. Nice 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you have any plans to add outbound sequencing\/integration down the line, or keeping it pure for 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the &#8220;one prompt&#8221; approach to lead gen \u2014 it&#8217;s the same philosophy we follow at Aitinery for travel planning. Describe what you want, and the AI does the heavy lifting across multiple data sources.<\/p>\n<\/p>\n<p>The 100+ data sources integration is impressive. Curious about the enrichment accuracy \u2014 how do you handle conflicting data across different sources? That&#8217;s always the tricky part when aggregating from multiple providers.<\/p>\n<\/p>\n<p>Congrats on the #1 launch and the YC backing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The app looks very nice from UI \/ UX perspective. I think it is mainly focused on B2B business. I think it solves a real problem for startups &#8211; distribution. If you have a real product the greatest challenge is to find customers and sell. Are you planning to extend the function in this direction ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@phirabu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@phirabu<\/a>&nbsp;Yes focused on b2b outbound, primarily startups but companies of all size use Origami. We are absolutely planning to extend!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 sick &#8212; testing for super niche ICPs that I typically have to scrape random sites for!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@corey_leon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@corey_leon<\/a>&nbsp;Thanks Corey, excited to hear the sites you end up scraping with 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>Love this &#8211; turning GTM expertise into a product is \ud83d\udd25<\/p>\n<p>Congrats on the launch, 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\/@rohithreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohithreddy<\/a>&nbsp;Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When someone asks for an ICP in plain English, what are the failure modes you see most often (e.g., vague ICP, wrong persona, stale signals), and what does Origami do in-product to detect and correct those before it spits out a list?<\/div>\n<div class=\"comment-actions\">\n<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>&nbsp;vague ICP is definitely the largest failure mode. If you&#8217;re able to give a LOT of detail about your ICP, you won&#8217;t go wrong<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 spreadsheet interface is a smart call, sales teams already live in them, you&#8217;re meeting people where they are. How are you handling list deduplication when users pull from multiple sources in the same session?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hovhannes_h\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hovhannes_h<\/a>&nbsp;Great question. We actually have an exclusion list that you can upload leads or companies to!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/FZITZ765ZWI4CO\" class=\"app-title\">Clawi.ai<\/a><\/p>\n<div class=\"one-liner\">OpenClaw in the Cloud with Zero Setup and on 24\/7<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">306<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u63d0\u4f9b\u96f6\u914d\u7f6e\u3001\u5168\u5929\u5019\u4e91\u7aef\u6258\u7ba1\u670d\u52a1\u7684\u79c1\u4ebaAI\u52a9\u624b\uff0c\u901a\u8fc7\u96c6\u6210\u4e8e\u4e3b\u6d41\u901a\u8baf\u5e73\u53f0\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u672c\u5730\u90e8\u7f72\u5f00\u6e90AI\u5de5\u5177\u65f6\u9762\u4e34\u590d\u6742\u670d\u52a1\u5668\u914d\u7f6e\u548c\u9ad8\u6602\u65f6\u95f4\u6210\u672c\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\/b4287993-4307-4b8a-a109-88bc71742ed5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4d47cf19-e155-41b4-a4bb-d7af95b1dc3f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fe3cde12-4698-4c4e-a608-04e22e73e03d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b08bff23-f6f6-49c1-ba68-d9f32462dc5c.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\">SaaS<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u4e91\u7aef\u6258\u7ba1<\/span><br \/>\n            <span class=\"tag\">\u96f6\u914d\u7f6e<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">OpenClaw\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u4ee3\u7406<\/span><br \/>\n            <span class=\"tag\">\u901a\u8baf\u5e73\u53f0\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90\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\u8d5e\u8d4f\u5176\u89e3\u51b3\u4e86\u5f00\u6e90\u5de5\u5177\u7684\u201c\u5b89\u88c5\u7a0e\u201d\u75db\u70b9\uff0c\u5b9e\u73b0\u96f6\u914d\u7f6e\u5feb\u901f\u90e8\u7f72\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u96c6\u4e2d\u4e8e\uff1a1. \u4e91\u7aef\u957f\u671f\u8bb0\u5fc6\u4e0e\u4e0a\u4e0b\u6587\u4fdd\u6301\u673a\u5236\uff1b2. \u96f6\u65e5\u5fd7\u627f\u8bfa\u4e0b\u7684\u9690\u79c1\u5b89\u5168\u4e0e\u6570\u636e\u9694\u79bb\u5b9e\u8df5\uff1b3. \u5bf9AI\u4ee3\u7406\u5de5\u5177\u8bbf\u95ee\u6743\u9650\u7684\u6c99\u7bb1\u9632\u62a4\uff1b4. \u5982\u4f55\u5efa\u7acb\u4fe1\u4efb\u4e0e\u900f\u660e\u5ea6\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Clawi.ai \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u65e5\u76ca\u51f8\u663e\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u5f00\u6e90AI\u80fd\u529b\u4e0e\u7ec8\u7aef\u7528\u6237\u6613\u7528\u6027\u4e4b\u95f4\u7684\u5de8\u5927\u9e3f\u6c9f\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u4f53\u9a8c\u91cd\u6784\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u4e0e\u98ce\u5934\u6b63\u52b2\u7684OpenClaw\u7b49\u5f00\u6e90\u9879\u76ee\u5728\u529f\u80fd\u4e0a\u7ade\u4e89\uff0c\u800c\u662f\u626e\u6f14\u4e86\u4e00\u4e2a\u201c\u6e05\u9053\u592b\u201d\u548c\u201c\u642c\u8fd0\u5de5\u201d\u7684\u89d2\u8272\uff0c\u4e13\u95e8\u6e05\u9664\u963b\u788d\u6280\u672f\u666e\u53ca\u7684\u6700\u540e\u4e00\u9053\u969c\u788d\u2014\u2014\u590d\u6742\u7684\u90e8\u7f72\u8fd0\u7ef4\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u6807\u8bed\u4e2d\u7684\u201cZero Setup\u201d\u548c\u201c24\/7\u201d\u76f4\u51fb\u8981\u5bb3\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u8d29\u5356\u4e00\u79cd\u201c\u53ef\u8d1f\u62c5\u7684\u4fbf\u5229\u6027\u201d\u548c\u201c\u7701\u5fc3\u670d\u52a1\u201d\u3002\u5bf9\u4e8e\u7edd\u5927\u591a\u6570\u975e\u6838\u5fc3\u5f00\u53d1\u8005\u7528\u6237\u800c\u8a00\uff0c\u4ed6\u4eec\u9700\u8981\u7684\u4e0d\u662f\u4e00\u4e2a\u53ef\u4ee5\u4efb\u5176\u6446\u5f04\u7684\u670d\u52a1\u5668\uff0c\u800c\u662f\u4e00\u4e2a\u5f00\u7bb1\u5373\u7528\u3001\u7a33\u5b9a\u53ef\u9760\u7684\u7ed3\u679c\u3002Clawi.ai\u5c06\u672c\u5730\u90e8\u7f72\u6240\u9700\u7684\u6570\u5c0f\u65f6\u4e43\u81f3\u6570\u5929\u7684\u5b66\u4e60\u3001\u8c03\u8bd5\u3001\u8fd0\u7ef4\u6210\u672c\uff0c\u538b\u7f29\u4e3a\u4e94\u5206\u949f\u7684\u70b9\u51fb\uff0c\u8fd9\u662f\u5176\u6700\u7280\u5229\u7684\u4ef7\u503c\u4e3b\u5f20\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e5f\u5efa\u7acb\u5728\u6700\u8106\u5f31\u7684\u57fa\u77f3\u4e4b\u4e0a\uff1a\u4fe1\u4efb\u3002\u8bc4\u8bba\u4e2d\u5bc6\u96c6\u7684\u9690\u79c1\u3001\u5b89\u5168\u3001\u9694\u79bb\u3001\u900f\u660e\u5ea6\u8d28\u7591\uff0c\u6b63\u662f\u5176\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u5f53\u7528\u6237\u5c06\u80fd\u63a7\u5236\u7535\u8111\u3001\u8bbf\u95ee\u90ae\u4ef6\u7684\u9ad8\u6743\u9650AI\u4ee3\u7406\u4ea4\u7531\u4e91\u7aef\u6258\u7ba1\u65f6\uff0c\u201c\u96f6\u65e5\u5fd7\u201d\u7684\u627f\u8bfa\u66f4\u50cf\u662f\u4e00\u4efd\u9053\u5fb7\u5951\u7ea6\uff0c\u800c\u975e\u6280\u672f\u4fdd\u969c\u3002\u5982\u4f55\u5b9e\u73b0\u771f\u6b63\u7684\u591a\u79df\u6237\u5b89\u5168\u9694\u79bb\uff1f\u5982\u4f55\u63d0\u4f9b\u53ef\u9a8c\u8bc1\u7684\u65e0\u65e5\u5fd7\u8bc1\u636e\uff1f\u5982\u4f55\u9632\u8303\u81ea\u8eab\u6216\u4e0a\u6e38\u6a21\u578b\u88ab\u63d0\u793a\u8bcd\u6ce8\u5165\u653b\u51fb\uff1f\u8fd9\u4e9b\u95ee\u9898\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5176\u6280\u672f\u590d\u6742\u5ea6\u548c\u6210\u672c\u53ef\u80fd\u8fdc\u8d85\u89e3\u51b3\u201c\u90e8\u7f72\u7a0e\u201d\u672c\u8eab\u3002\u82e5\u65e0\u6cd5\u5728\u8fd9\u4e9b\u95ee\u9898\u4e0a\u7ed9\u51fa\u6bd4\u201c\u627f\u8bfa\u201d\u66f4\u575a\u5b9e\u7684\u5de5\u7a0b\u7b54\u6848\uff0cClawi.ai\u53ef\u80fd\u53ea\u662f\u5c06\u672c\u5730\u90e8\u7f72\u7684\u6280\u672f\u98ce\u9669\uff0c\u8f6c\u5316\u4e3a\u4e86\u66f4\u4e0d\u900f\u660e\u7684\u4e91\u7aef\u9ed1\u76d2\u98ce\u9669\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5b83\u7684\u51fa\u73b0\uff0c\u662fAI\u5e73\u6c11\u5316\u8fdb\u7a0b\u4e2d\u7684\u4e00\u4e2a\u5fc5\u7136\u4ea7\u7269\uff0c\u4f46\u4e5f\u9884\u793a\u7740\u4e00\u4e2a\u5173\u952e\u77db\u76fe\uff1a\u8d8a\u662f\u5f3a\u5927\u7684AI\u80fd\u529b\uff0c\u5176\u4fbf\u5229\u5316\u6258\u7ba1\u6240\u4f34\u968f\u7684\u96c6\u4e2d\u5316\u98ce\u9669\u5c31\u8d8a\u9ad8\u3002Clawi.ai\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u5b83\u662f\u5426\u7b80\u5316\u4e86\u5b89\u88c5\uff0c\u800c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u7b80\u5316\u4e16\u754c\u7684\u540c\u65f6\uff0c\u6784\u5efa\u8d77\u4e00\u4e2a\u8db3\u4ee5\u627f\u8f7d\u5371\u9669\u529b\u91cf\u7684\u53ef\u9760\u5bb9\u5668\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\">Clawi.ai<\/span>\n                <\/div>\n<div class=\"comment-content\">Stop wrestling with servers. Get your private OpenClaw assistant running in 5 minutes. Works on WhatsApp, Telegram, and Discord while you sleep.<\/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&#8217;m hunting Clawi today because I lived the problem it solves.<\/p>\n<p>I saw OpenClaw demos on Twitter. <\/p>\n<p>It looked incredible. <\/p>\n<p>Tried to set it up. <\/p>\n<p>And gave up in 40 minutes. <\/p>\n<p>That&#8217;s the story for most people, I guess. <\/p>\n<p>The gap between &#8220;this looks amazing&#8221; and &#8220;I&#8217;m actually using it&#8221; is the 3 hours of server configuration. <\/p>\n<p>What got me excited: the team didn&#8217;t try to rebuild OpenClaw. <\/p>\n<p>They just asked, &#8220;What if we removed the setup tax?&#8221;<\/p>\n<p>Zero-logging is the other thing. I&#8217;m tired of the ChatGPT convenience vs. self-hosted privacy tradeoff. This threads the needle.<\/p>\n<p>Curious what you all think. Especially if you&#8217;ve tried OpenClaw or similar tools and run into issues during installation.<\/p>\n<p>What would make you trust a managed layer like this? What&#8217;s your biggest concern?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>10<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ragsyme\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ragsyme<\/a>&nbsp;Hi Raghav- this resonates a lot. The setup tax kills momentum for so many great open source tools. Removing that friction instead of rebuilding the product is a smart move.<\/p>\n<p>The privacy angle is interesting too, especially balancing convenience with control.<\/p>\n<p>I\u2019m building Ahsk, a macOS AI assistant focused on speed and seamless workflow. Would love to connect and exchange thoughts. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ragsyme\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ragsyme<\/a>&nbsp;This really resonates. The \u201cAI setup tax\u201d is massively underestimated \u2014 most tools die in that gap between <em>wow<\/em> and <em>working<\/em>.<br \/>I like that Clawi doesn\u2019t try to reinvent OpenClaw, but focuses on removing friction instead. That\u2019s often where real adoption happens.<br \/>Zero-logging is a strong signal too \u2014 convenience without forcing a privacy compromise feels like the right direction.<br \/>Biggest question for me is transparency: how clearly can users verify what\u2019s logged (or not) as the product scales?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is such a real problem. The setup tax kills so many great tools. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Let&#8217;s goooo <a href=\"https:\/\/www.producthunt.com\/products\/clawapp\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"clawapp\" target=\"_blank\" rel=\"noopener\">@ClawApp<\/a>! Good launch day to you guys \ud83d\udc8b<\/p>\n<\/p>\n<p>How are you handling the always-on persistence and context memory? OpenClaw&#8217;s local heartbeat\/scheduler is great, but in cloud \u2013 are you using vector stores, long-term memory layers, or something custom to keep the assistant&#8217;s &#8220;personality&#8221; and task history rock-solid across restarts\/sessions?<\/p>\n<\/p>\n<p>Also curious about security &amp; privacy seem front-and-center (no logging, private data)! What&#8217;s your approach to sandboxing the agent&#8217;s tool access (shell, browser, files) in a multi-tenant cloud setup? Any isolation tricks or audit logs for users who want enterprise-grade peace of mind?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally an openclaw for the rest of us who is too scared of the terminal! But what might be the implications that a cloud server has all my computer stuff? Ik the site said &#8220;no logging&#8221;, but that doesn&#8217;t cover this area, does 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>I\u2019m curious about how you manage long-term memory and context. Systems like OpenClaw use local heartbeats to stay persistent, but how do you handle this in the cloud? Are you leaning on vector databases, a dedicated long-term memory layer, or a custom setup to make sure your personality and task history stay consistent even after a session restarts<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <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. Solving the setup friction instead of rebuilding the core product feels like the smart move, especially for tools that lose people at installation. If you can make it simple and trustworthy, that is a real unlock.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <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 like you idea very much because it solves a real problem. In general my biggest concern is the privacy related to it. This is a very powerful tool and if it is able to steer your computer, access your mails and more it can get quite dangerous if such a system gets hacked by prompt injection or other attack vectors. How do you secure your offer?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <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>Revolutionary tech made accessible for anyone who doesn\u2019t know what a VPS or a CLI is. Congrats on getting such a smart product out so quickly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I\u2019ve been following @callebtc on X and his work with cashu (Bitcoin\/Lightning) for a while. And I am confident that if there\u2019s one cloud implementation of OpenClaw I\u2019d trust, it\u2019s his!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <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\">Where do users most often get burned with agent setups (token spend, runaway loops, fragile integrations), and what concrete guardrails did you implement to make those failure modes less likely by default?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <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.<br \/>This is really needed, setting up ClawBot manually is too much hassle even for technical people.<br \/>Recorded a quick demo here <a href=\"https:\/\/x.com\/twitter\/status\/2024537249787113797\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/twitter\/status\/2024537249787113797<\/a><br \/>In my product demo series.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <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&#8217;ve seen a couple of those services but what makes this different than the others?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <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>damn that&#8217;s cool<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How safe is it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/ON5VGHUQEFW47Y\" class=\"app-title\">Reloop<\/a><\/p>\n<div class=\"one-liner\">Create winning ads without prompts or skills<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">261<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Reloop\u662f\u4e00\u6b3e\u901a\u8fc7\u5bf9\u8bdd\u5f0fAI\u4ee3\u7406\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u4e13\u4e1a\u63d0\u793a\u8bcd\u6216\u89c6\u9891\u5236\u4f5c\u6280\u80fd\uff0c\u5373\u53ef\u572810\u5206\u949f\u5185\u5c06\u60f3\u6cd5\u8f6c\u5316\u4e3a\u9ad8\u8d28\u91cf\u89c6\u9891\u5e7f\u544a\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u4e2d\u5c0f\u4f01\u4e1a\u548c\u8425\u9500\u56e2\u961f\u5728\u89c6\u9891\u5e7f\u544a\u5236\u4f5c\u4e2d\u9762\u4e34\u7684\u65f6\u95f4\u3001\u6210\u672c\u548c\u6280\u80fd\u95e8\u69db\u8fc7\u9ad8\u7684\u95ee\u9898\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\/f4d1ad9c-4e15-4210-ac06-d80658e6c1ff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3f807b65-f480-421a-a353-6a63511a9838.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d12513db-66e9-456f-a666-da5da6e0c9fc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/253f29ed-aa06-456c-989e-160e4da54b54.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\/f90423d3-8b98-4fbf-b669-2cdd63633cf0.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/nhGhVWeARK4\"><source src=\"https:\/\/youtu.be\/nhGhVWeARK4\" 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\">Advertising<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u5bf9\u8bdd\u5f0f\u4ea4\u4e92<\/span><br \/>\n            <span class=\"tag\">\u89c6\u9891\u5e7f\u544a\u5236\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u65e0\u4ee3\u7801\u521b\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u6570\u5b57\u5934\u50cf<\/span><br \/>\n            <span class=\"tag\">\u8bed\u97f3\u514b\u9686<\/span><br \/>\n            <span class=\"tag\">\u4e00\u7ad9\u5f0f\u7f16\u8f91<\/span><br \/>\n            <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c10\u5206\u949f\u751f\u6210\u5e7f\u544a\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5c24\u5176\u9002\u5408\u7535\u5546\u3001SaaS\u548cUGC\u6d4b\u8bd5\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a\u671f\u5f85\u76f4\u63a5\u53d1\u5e03\/\u6392\u671f\u529f\u80fd\u3001\u652f\u6301\u6279\u91cf\u751f\u6210\u53d8\u4f53\u3001\u96c6\u6210\u5e7f\u544a\u5e73\u53f0\u3001\u4f18\u5316\u7d20\u6750\u5e93\u4e0e\u65f6\u95f4\u8f74\u7528\u6237\u4f53\u9a8c\uff0c\u5e76\u5173\u6ce8AI\u751f\u6210\u5185\u5bb9\u7684\u771f\u5b9e\u611f\u4e0e\u201c\u6050\u6016\u8c37\u201d\u6548\u5e94\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                Reloop\u5207\u5165\u4e86\u4e00\u4e2a\u6b63\u786e\u4f46\u5f02\u5e38\u62e5\u6324\u7684\u8d5b\u9053\u3002\u5176\u5ba3\u79f0\u7684\u201c\u65e0\u9700\u63d0\u793a\u8bcd\u201d\u770b\u4f3c\u964d\u4f4e\u4e86\u95e8\u69db\uff0c\u5b9e\u5219\u662f\u5c06\u6280\u672f\u590d\u6742\u6027\u4ece\u7528\u6237\u7aef\u8f6c\u79fb\u5230\u4e86\u4ea7\u54c1\u5185\u90e8\uff0c\u7528\u9884\u8bbe\u7684\u5de5\u4f5c\u6d41\u548c\u6a21\u578b\u9009\u62e9\u66ff\u4ee3\u4e86\u5f00\u653e\u5f0f\u63d0\u793a\u5de5\u7a0b\u3002\u8fd9\u786e\u5b9e\u7cbe\u51c6\u51fb\u4e2d\u4e86\u8425\u9500\u56e2\u961f\u201c\u8981\u7ed3\u679c\u800c\u975e\u5de5\u5177\u201d\u7684\u6838\u5fc3\u8bc9\u6c42\uff0c\u4f46\u5176\u5ba3\u79f0\u7684\u201c\u5168\u6d41\u7a0b\u81ea\u52a8\u5316\u201d\u5728\u5f53\u524dAI\u89c6\u9891\u751f\u6210\u8d28\u91cf\u4ecd\u4e0d\u7a33\u5b9a\u7684\u80cc\u666f\u4e0b\uff0c\u53ef\u80fd\u8fc7\u4e8e\u7406\u60f3\u5316\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u7528\u6237\u7684\u5b9e\u9645\u75db\u70b9\u5df2\u4ece\u201c\u80fd\u5426\u751f\u6210\u201d\u8f6c\u5411\u201c\u5982\u4f55\u9ad8\u6548\u751f\u6210\u53ef\u7528\u5185\u5bb9\u201d\u3002\u4ed6\u4eec\u5173\u5fc3\u6279\u91cf\u751f\u6210\u3001\u5e73\u53f0\u96c6\u6210\u548c\u5de5\u4f5c\u6d41\u8854\u63a5\uff0c\u8fd9\u8868\u660e\u5e02\u573a\u6b63\u5728\u4ece\u6280\u672f\u5c1d\u9c9c\u8d70\u5411\u5b9e\u7528\u4e3b\u4e49\u3002Reloop\u8bd5\u56fe\u626e\u6f14\u201c\u521b\u610f\u4ee3\u7406\u201d\u800c\u975e\u201c\u89c6\u9891\u751f\u6210\u5668\u201d\uff0c\u5176\u4ef7\u503c\u5728\u4e8e\u6574\u5408\u4e86\u5934\u50cf\u3001\u8bed\u97f3\u3001\u526a\u8f91\u7b49\u73af\u8282\uff0c\u8bd5\u56fe\u63d0\u4f9b\u95ed\u73af\u4f53\u9a8c\u3002\u7136\u800c\uff0c\u7ade\u4e89\u5bf9\u624b\u540c\u6837\u5728\u5feb\u901f\u6574\u5408\uff0c\u5176\u6280\u672f\u62a4\u57ce\u6cb3\u53ef\u80fd\u5e76\u4e0d\u6df1\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5f53\u6240\u6709\u5de5\u5177\u90fd\u57fa\u4e8e\u76f8\u4f3c\u7684\u5e95\u5c42\u6a21\u578b\u65f6\uff0c\u5dee\u5f02\u5316\u5c06\u6781\u5ea6\u4f9d\u8d56\u7528\u6237\u4f53\u9a8c\u3001\u5de5\u4f5c\u6d41\u8bbe\u8ba1\u548c\u751f\u6001\u96c6\u6210\u3002Reloop\u7684\u5bf9\u8bdd\u5f0f\u754c\u9762\u662f\u4e00\u4e2a\u6709\u8da3\u7684\u4ea4\u4e92\u521b\u65b0\uff0c\u4f46\u80fd\u5426\u5f62\u6210\u58c1\u5792\uff0c\u53d6\u51b3\u4e8e\u5176AI\u4ee3\u7406\u5bf9\u4e1a\u52a1\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\u6df1\u5ea6\uff0c\u4ee5\u53ca\u540e\u7eed\u80fd\u5426\u5c06\u201c\u7406\u89e3-\u751f\u6210-\u4f18\u5316-\u53d1\u5e03\u201d\u7684\u94fe\u6761\u771f\u6b63\u6253\u901a\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u662f\u4e00\u6b3e\u5b9a\u4f4d\u6e05\u6670\u7684\u6548\u7387\u5de5\u5177\uff0c\u4f46\u8981\u60f3\u5728\u7ea2\u6d77\u4e2d\u8131\u9896\u800c\u51fa\uff0c\u4ecd\u9700\u5728\u751f\u6210\u8d28\u91cf\u7684\u7a33\u5b9a\u6027\u3001\u5de5\u4f5c\u6d41\u7684\u667a\u80fd\u5316\u548c\u4e0e\u8425\u9500\u751f\u6001\u7684\u6df1\u5ea6\u878d\u5408\u4e0a\uff0c\u8bc1\u660e\u81ea\u5df1\u4e0d\u6b62\u4e8e\u4e00\u4e2a\u53cb\u597d\u7684\u201c\u5916\u58f3\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\">Reloop<\/span>\n                <\/div>\n<div class=\"comment-content\">Unlike other AI tools that need you to be a prompting pro, Reloop uses a conversational creative agent. Just chat about your idea, the agent gets your product, suggests a creative plan, and boom, full video generated. No prompts to tweak, no technical settings to mess with. Reloop brings together custom avatars, cloned voices, built-in video editor and auto captions all in one spot. From idea to ad ready to scale in minutes, not days<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Heyyy Hunters! \ud83d\udc4b<\/p>\n<p>I&#8217;m Cl\u00e9ment, Founder of Reloop<\/p>\n<p>Reloop was built to help businesses create scroll-stopping video ads without hiring actors, writing scripts, or spending hours editing. Our mission is to make professional video ad creation accessible to everyone, powered by AI, from script to screen<\/p>\n<p>\ud83e\udd14 What is Reloop?<\/p>\n<p>&#8211; Talk to our AI agent. Describe your product or service, and it handles the rest<br \/>\n&#8211; Get AI-generated scripts tailored to your audience and platform<br \/>\n&#8211; Choose from realistic talking avatars, no need to be on camera<br \/>\n&#8211; Edit, customize, and export videos ready to publish across all your socials<br \/>\n&#8211; From idea to finished video ad in under 10 minutes<\/p>\n<p>\ud83c\udf00 Why Reloop?<\/p>\n<p>&#8211; No actors, no filming, no post-production headaches<br \/>\n&#8211; Save hours (and thousands of \u20ac) on every video ad you produce<br \/>\n&#8211; Create ads that actually convert, optimized for engagement from the start<br \/>\n&#8211; Perfect for e-commerce, SaaS, marketers, and agencies<br \/>\n&#8211; Zero technical skills needed. Just talk<\/p>\n<p>I&#8217;m super excited to launch Reloop and put the power of video advertising in everyone&#8217;s hands! We&#8217;d love to hear your feedback and ideas on how to make it even better.<\/p>\n<p>What would be the first video ad you&#8217;d create with Reloop? Let us know! \ud83e\udd18<\/p>\n<p>\ud83d\udc49 Try Reloop today and turn your ideas into high-converting video ads with AI.<\/p>\n<p>See you around \ud83c\udf00<br \/>\nCl\u00e9ment, Founder<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>6<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@clement_janssens\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clement_janssens<\/a>&nbsp;Hi Cl\u00e9ment , congrats on the launch. The \u201cidea to video ad in 10 minutes\u201d angle is strong, especially for founders who avoid video because of time and cost. Making it fully conversational is smart.<\/p>\n<p>I\u2019m building Ahsk, a macOS AI assistant that helps founders create and refine content instantly across apps. Would love to connect and exchange feedback.<\/p>\n<p>Best of luck with Reloop <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks powerful! What&#8217;s output? Direct post or video file?<\/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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a>&nbsp;For now, video file. Sometimes it&#8217;s better to do post-prod straight in the app (add music, etc)<\/p>\n<p>But being able to post directly is sick. Even being able to schedule posts would be fire! Can&#8217;t wait to see how the product evolves with users<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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, this looks promising! I planned to start with UGC marketing soon and am definitely gonna check out Reloop then. Looks like a quick and easy way to get started \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\/@bennyqp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bennyqp<\/a>&nbsp;yea it could seriously help you create content around your app\/service<\/p>\n<\/p>\n<p>if it&#8217;s for Typeboost we can check it out together can&#8217;t wait to hear what you think<\/p>\n<\/p>\n<p>thanks for 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>Sounds I need some scroll-stopping vid ads \ud83d\ude42 Is there any function to let it be combined with real world personal branding to make an ad campaign instead of ai-generated avatars?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@peterz_shu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterz_shu<\/a>&nbsp;Hey Peter, yeah obviously, and honestly it&#8217;s literally the best way to make ads that actually hit different (and go viral)<\/p>\n<\/p>\n<p>What i do personally is start with AI avatars and mix that with real footage you know (screen recordings and stuff)<\/p>\n<p>on Reloop you can import your own assets and just drop them straight into the video<\/p>\n<\/p>\n<p>Looks like you already got the right game plan going<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Heyyyyy congrats on your launch! <\/p>\n<\/p>\n<p>Quick questions from someone who&#8217;s seen a ton of AI video pipelines in production :<\/p>\n<ol>\n<li>\n<p>How does the conversational agent actually &#8220;understand&#8221; the product\/brand? Is it pulling from uploaded images\/descriptions, website crawl, or does it ask clarifying questions in-chat to build context before generating?<\/p>\n<\/li>\n<li>\n<p>How quick\/easy is the onboarding for those? (e.g., do users upload a short video\/audio sample, or is there a library of pre-trained ones to start with?) Any standout quality wins you&#8217;ve seen compared to competitors?<\/p>\n<\/li>\n<li>\n<p>Does Reloop support batch generation (e.g., &#8220;make 10 variants with different hooks\/scripts for this product&#8221;), A\/B test exports, or direct integrations to ad platforms like Meta\/TikTok\/Google Ads?<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cathcorm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathcorm<\/a>&nbsp;Thank you, Catherine, for your very interesting questions! I&#8217;ll try to answer them as clearly as possible  <\/p>\n<\/p>\n<p>1- The agent understands the entire workspace (not only the generated assets but also the ones you upload to create the video, such as product images, videos, etc.)  <\/p>\n<p>The agent identifies each asset, interprets them to recommend the best format, and creates the best possible content. The agent isn&#8217;t capable of browsing the web yet, but it&#8217;s definitely on the to-do list!  <\/p>\n<\/p>\n<p>2- We&#8217;re working on creating an inspiration library so users can directly draw ideas from viral content. It&#8217;s coming soon  <\/p>\n<p>Regarding quality, it wouldn&#8217;t be fair to say that Reloop is better than others.<\/p>\n<p>Honestly, we almost all use the same models, and although prompting can produce great results, I don&#8217;t think any competitor will achieve a significantly better quality.<\/p>\n<p>With Reloop, we&#8217;ve opted to ensure that users don&#8217;t have to juggle (and spend all their credits) across multiple technologies. We select the one that fits best with our process, the agent, etc.<\/p>\n<p>Our users don\u2019t need to learn every model inside out. Even I struggle to keep up \ud83d\ude04  <\/p>\n<\/p>\n<p>3- For now, no batch generation, as the tool focuses on quality. Our users haven&#8217;t requested this feature yet, but it&#8217;s definitely an interesting idea. Regarding platform integrations, we&#8217;re in talks to form partnerships with tools dedicated to campaign management  <\/p>\n<p>I hope I&#8217;ve answered your questions as best as I could. Feel free to reach out if you need anything else!  <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great, maybe two avatars talking better than solo. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vatary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vatary<\/a>&nbsp;Yeah, it&#8217;s planned as a possibility to create podcast formats. Lots of ideas and cool stuff coming!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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, congratulations on the launch today! I just tried out your product, and the first attempt is not bad. There would have to be a couple of revisions, I think, before it would be usable for me as a tool for advertising. For example, it didn&#8217;t provide particularly appropriate stock footage. If you want more specific feedback, I&#8217;m happy to provide it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@philliphamnett\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philliphamnett<\/a>&nbsp;Hey Phillip<\/p>\n<\/p>\n<p>Thanks for getting back to me, this is already super helpful! I&#8217;m def gonna hit you up asap to chat about this.<\/p>\n<\/p>\n<p>The product&#8217;s still pretty new, so yeah we gotta do some fine-tuning still. The editor&#8217;s there tho and we built it to be solid!<\/p>\n<\/p>\n<p>Talk soon<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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, decided to try it out!<\/p>\n<p>It was not clear to me why, after building, there were gaps on my timeline. Later in the plan it says &#8220;generated on build&#8221; but that is the button I had just pressed. The other assets were already generated so it was a bit confusing. Maybe you can put placeholder items in the timeline indicating some kind of &#8220;generating&#8221; state. I still don&#8217;t see the avatar video in my timeline now. (project 7cfd6236-aadb-44ce-a827-6b170d545192)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@janschutte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janschutte<\/a>&nbsp;Yes their platform is broken. They also only answer positive comment<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@janschutte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janschutte<\/a>&nbsp;Hey Jan, sorry to hear the experience wasn&#8217;t great<\/p>\n<\/p>\n<p>The tool is still pretty new and we sometimes get a few bugs, my bad for that. I&#8217;ll look into the issue and hit you back up once everything&#8217;s fixed<\/p>\n<\/p>\n<p>Thanks for flagging it though!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">@clement_janssens This looks great, especially for teams that need volume but don\u2019t have in-house video production or time! The &#8220;no actors, no filming, no post-production headaches&#8221; angle will resonate with a lot of SaaS and e-commerce teams right now. \ud83d\ude42<\/p>\n<p>Also +1 to @bennyqp UGC angle &#8211; I could definitely see this being used to test UGC-style ads at scale before investing in real creators. For early-stage teams especially, that\u2019s a very practical use case. I\u2019m gonna definitely try it myself. \ud83d\ude42<\/p>\n<p>How are you thinking about differentiation in what\u2019s becoming a pretty crowded AI video space?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bennyqp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bennyqp<\/a>&nbsp; <a href=\"https:\/\/www.producthunt.com\/@tereza_hurtova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tereza_hurtova<\/a>&nbsp;Honestly, I&#8217;m 100% with you on this<\/p>\n<\/p>\n<p>Like you said, the AI space is super crowded, everyone&#8217;s got massive budgets, it&#8217;s tough to carve out a spot. <\/p>\n<\/p>\n<p>With Reloop, I&#8217;m focused on the real pain point for marketing teams: coming up with ideas, creating and producing content<\/p>\n<\/p>\n<p>A lot of tools are just interfaces slapped on top of a bunch of models that change every week (sometimes every day)<\/p>\n<p>Marketing teams don&#8217;t have time to learn prompting, pick their tech stack, and constantly switch tools<\/p>\n<\/p>\n<p>That&#8217;s where our tool comes in-teams can stop worrying about all that.<\/p>\n<p>You just need the idea, the AI agent handles everything else<\/p>\n<\/p>\n<p>The only limit is imagination (and honestly, the AI agent can help with that too)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@clement_janssens\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clement_janssens<\/a>&nbsp; <a href=\"https:\/\/www.producthunt.com\/@bennyqp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bennyqp<\/a>&nbsp; <a href=\"https:\/\/www.producthunt.com\/@tereza_hurtova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tereza_hurtova<\/a>&nbsp;Crowded is an understatement at this point.<\/p>\n<p>I think the difference will come down to workflow, not raw AI quality. If teams can move from idea to published video without thinking about tools, that\u2019s where the value is.<\/p>\n<p>Execution &gt; features list<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>interesting<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a>&nbsp;thanks so much for the support, can&#8217;t wait to hear what you think if you test the app!<\/p>\n<p>there&#8217;s a trial version to get a feel for it<\/p>\n<\/p>\n<p>talk soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This actually looks really coolI\u2019ve been planning to dive into UGC marketing soon, and I\u2019m definitely putting Reloop on my radar for when I do. It seems like such a straightforward, low-friction way to get the ball rolling without getting bogged down in the technical side<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is \ud83d\udd25 &#8211; removing prompts <em>and<\/em> production pain is a big unlock.<\/p>\n<p>Love the \u201cidea to ad in 10 minutes\u201d vision. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohithreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohithreddy<\/a>&nbsp;Thanks for the support Rohith, that&#8217;s actually the observation that Reloop was born from<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Many teams worry AI UGC will look \u201cfake\u201d and hurt trust or performance. What concrete techniques or constraints does Reloop use to avoid uncanny outcomes (voice, pacing, captions, acting style), and how do you decide when a generated ad is \u201cgood enough to ship\u201d?<\/div>\n<div class=\"comment-actions\">\n<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>&nbsp;his is clearly the biggest challenge and what users worry about most<\/p>\n<\/p>\n<p>To be real, AI isn&#8217;t always 100% accurate, sometimes you gotta try again. To avoid wasting money, we go for shorter scenes which actually helps add pace to the video (more cuts, dialogue switches, etc) but also means if a generation messes up, it&#8217;s just a small part of the video<\/p>\n<\/p>\n<p>On the &#8220;good enough to ship&#8221; thing, it&#8217;s kinda up to the team&#8217;s judgment but generally speaking, it&#8217;s better to be pretty strict to avoid negative comments and getting a bad rep<\/p>\n<\/p>\n<p>Also worth mentioning, it&#8217;s always important to add &#8220;Generated with AI&#8221; when you can on platforms<\/p>\n<\/p>\n<p>But anyway, let&#8217;s roll \ud83e\udd18<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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\/@clement_janssens\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"clement_janssens\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clement_janssens<\/a> can I start with myself as the first shot and generate from there?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thefilips\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thefilips<\/a>&nbsp;Yeah, you can upload a photo of yourself as an avatar and your voice too. Then you can actually put yourself in the videos!<\/p>\n<\/p>\n<p>Careful though, it can get pretty creepy sometimes haha<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/WV4M33GRYXCMSP\" class=\"app-title\">Monologue for iOS<\/a><\/p>\n<div class=\"one-liner\">Turn your voice into polished writing\u2014wherever you go.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">200<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Monologue\u662f\u4e00\u6b3e\u5c06\u8bed\u97f3\u5b9e\u65f6\u8f6c\u5316\u4e3a\u7cbe\u70bc\u6587\u5b57\u7684iOS\u5e94\u7528\uff0c\u901a\u8fc7\u6df1\u5ea6\u6539\u5199\u3001\u53bb\u9664\u5197\u4f59\u3001\u667a\u80fd\u52a0\u6807\u70b9\u548c\u8bed\u5883\u9002\u914d\uff0c\u5728\u79fb\u52a8\u529e\u516c\u3001\u5373\u65f6\u901a\u8baf\u3001\u7b14\u8bb0\u6574\u7406\u7b49\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u542c\u5199\u5de5\u5177\u8f6c\u5f55\u751f\u786c\u3001\u4e0d\u81ea\u7136\u3001\u6548\u7387\u4f4e\u4e0b\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\/ffb8d645-208a-4792-965a-472479d5b877.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c71c1c4-a9e5-43b2-ba1d-156cb9b81942.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b6e1812-78d3-46b6-a00c-cf1a0ff98f0d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e4f3de7-6137-4a6c-b0eb-ebfd9003b1b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44b9a9b3-3a45-4f86-8e98-b0301f23295b.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\/b41c1175-5ba8-4f87-bfb2-d41067c8197f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=dkSiTUonnKQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=dkSiTUonnKQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Audio<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u5b57<\/span><br \/>\n            <span class=\"tag\">AI\u5199\u4f5c\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u6da6\u8272<\/span><br \/>\n            <span class=\"tag\">\u8de8\u5e94\u7528\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u79fb\u52a8\u529e\u516c<\/span><br \/>\n            <span class=\"tag\">iOS\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u542c\u5199\u589e\u5f3a<\/span><br \/>\n            <span class=\"tag\">\u6587\u672c\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u6807\u70b9<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8d5e\u626c\u5176\u8bbe\u8ba1\u7f8e\u611f\u3001\u590d\u53e4\u4ea4\u4e92\u4f53\u9a8c\u53ca\u8fdc\u8d85\u540c\u7c7b\u4ea7\u54c1\u7684\u8f6c\u5f55\u901f\u5ea6\u4e0e\u51c6\u786e\u6027\u3002\u6838\u5fc3\u53cd\u9988\u5305\u62ec\uff1a\u671f\u5f85Android\/Windows\u7248\u672c\uff1b\u8be2\u95ee\u5982\u4f55\u5e73\u6ed1\u8fc1\u79fb\u73b0\u6709\u8bed\u97f3\u5de5\u4f5c\u6d41\uff08\u5982\u5bfc\u5165\u4e2a\u4eba\u8bcd\u5178\uff09\uff1b\u5173\u6ce8\u9690\u79c1\u6a21\u578b\u3001\u9886\u57df\u672f\u8bed\uff08\u5982\u4ee3\u7801\u3001\u6cd5\u5f8b\uff09\u652f\u6301\u53ca\u66f4\u6df1\u5ea6\u7684\u7cfb\u7edf\u96c6\u6210\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                Monologue\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u505a\u4e00\u4e2a\u201c\u66f4\u597d\u7684\u542c\u5199\u5de5\u5177\u201d\u3002\u5b83\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u957f\u671f\u5ffd\u89c6\u7684\u65ad\u5c42\uff1a\u5728\u8bed\u97f3\u8f93\u5165\u666e\u53ca\u7684\u4eca\u5929\uff0c\u4ece\u201c\u8bed\u97f3\u8f6c\u6587\u5b57\u201d\u5230\u201c\u53ef\u7528\u7684\u4e66\u9762\u5185\u5bb9\u201d\u4e4b\u95f4\uff0c\u4f9d\u7136\u5b58\u5728\u5de8\u5927\u7684\u7f16\u8f91\u6210\u672c\u3002\u4f20\u7edf\u542c\u5199\u662f\u673a\u68b0\u7684\u8bb0\u5f55\u5458\uff0c\u800cMonologue\u8bd5\u56fe\u6210\u4e3a\u4e00\u4f4d\u7406\u89e3\u8bed\u5883\u7684\u7f16\u8f91\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u8bed\u5883\u5316\u6539\u5199\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u5f3a\u8c03\u201cYour texts sound like texts. Your emails sound human.\u201d\uff0c\u8fd9\u76f4\u6307\u4e86\u5f53\u524dAI\u5199\u4f5c\u5de5\u5177\u7684\u4e00\u4e2a\u666e\u904d\u8bef\u533a\uff1a\u8fc7\u5ea6\u8ffd\u6c42\u534e\u4e3d\u6216\u6b63\u5f0f\uff0c\u5374\u4e22\u5931\u4e86\u573a\u666f\u9002\u914d\u6027\u3002Monologue\u7684\u201c\u6a21\u5f0f\u201d\u529f\u80fd\uff0c\u8ba9\u7528\u6237\u80fd\u4e3a\u4e0d\u540c\u573a\u666f\uff08\u5982\u5199\u4ee3\u7801\u3001\u53d1\u77ed\u4fe1\uff09\u9884\u8bbe\u98ce\u683c\uff0c\u8fd9\u662f\u5176\u8d70\u5411\u201c\u4e2a\u6027\u5316AI\u7f16\u8f91\u201d\u7684\u5173\u952e\u4e00\u6b65\u3002\u4ece\u8bc4\u8bba\u4e2d\u5f00\u53d1\u56e2\u961f\u5bf9\u201c\u8bcd\u5178\u4e0e\u6a21\u5f0f\u201d\u7684\u5f3a\u8c03\u4e5f\u80fd\u770b\u51fa\uff0c\u8fd9\u662f\u4ed6\u4eec\u6784\u5efa\u62a4\u57ce\u6cb3\u7684\u65b9\u5411\u2014\u2014\u8ba9AI\u5b66\u4e60\u5e76\u56fa\u5316\u7528\u6237\u7684\u4e2a\u4eba\u8868\u8fbe\u4e60\u60ef\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\u662f\u751f\u6001\u9501\u5b9a\u7684\u98ce\u9669\u3002\u76ee\u524d\u6df1\u5ea6\u96c6\u6210\u4e8e\u82f9\u679c\u751f\u6001\uff0c\u800c\u7528\u6237\u5f3a\u70c8\u547c\u5524\u8de8\u5e73\u53f0\u7248\u672c\uff0c\u8fd9\u5bf9\u5176\u7528\u6237\u589e\u957f\u6784\u6210\u538b\u529b\u3002\u5176\u6b21\uff0c\u662f\u6280\u672f\u6df1\u6c34\u533a\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u9886\u57df\u672f\u8bed\u3001\u9690\u79c1\u672c\u5730\u6a21\u578b\u7684\u63d0\u95ee\uff0c\u89e6\u53ca\u4e86AI\u8bed\u97f3\u8d5b\u9053\u7684\u6838\u5fc3\u96be\u70b9\uff1a\u5982\u4f55\u5728\u4fdd\u8bc1\u9690\u79c1\u548c\u54cd\u5e94\u901f\u5ea6\u7684\u524d\u63d0\u4e0b\uff0c\u5b9e\u73b0\u8db3\u591f\u7cbe\u51c6\u7684\u4e2a\u6027\u5316\u4e0e\u9886\u57df\u9002\u5e94\uff1f\u8fd9\u9700\u8981\u6301\u7eed\u7684\u6280\u672f\u6295\u5165\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u6b64\u5916\uff0c\u5176\u5907\u53d7\u8d5e\u8a89\u7684\u201c\u6a21\u62df\u590d\u53e4\u4ea4\u4e92\u201d\u8bbe\u8ba1\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u521b\u9020\u4e86\u72ec\u7279\u7684\u6109\u60a6\u611f\uff0c\u5438\u5f15\u4e86\u65e9\u671f\u62e5\u8db8\uff0c\u4f46\u4e5f\u53ef\u80fd\u63d0\u9ad8\u4e86\u65b0\u7528\u6237\u7684\u5b66\u4e60\u6210\u672c\uff0c\u6216\u4e0e\u8ffd\u6c42\u6781\u81f4\u6548\u7387\u7684\u7528\u6237\u9700\u6c42\u4ea7\u751f\u5fae\u5999\u51b2\u7a81\u3002\u80fd\u5426\u5728\u201c\u6109\u60a6\u611f\u201d\u4e0e\u201c\u65e0\u611f\u5316\u5de5\u5177\u6548\u7387\u201d\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\uff0c\u5c06\u5f71\u54cd\u5176\u4ece\u7cbe\u54c1\u5de5\u5177\u8d70\u5411\u5927\u4f17\u5e02\u573a\u7684\u8fdb\u7a0b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u800c\u8a00\u4e4b\uff0cMonologue\u5728\u6b63\u786e\u7684\u8d5b\u9053\uff08\u573a\u666f\u5316\u8bed\u97f3\u5199\u4f5c\uff09\u4e0a\u8fc8\u51fa\u4e86\u7cbe\u5de7\u7684\u4e00\u6b65\u3002\u5b83\u4e0d\u518d\u4e0e\u901a\u7528\u8bed\u97f3\u8bc6\u522b\u5728\u201c\u51c6\u786e\u7387\u201d\u4e0a\u7f20\u6597\uff0c\u800c\u662f\u5347\u7ef4\u7ade\u4e89\uff0c\u89e3\u51b3\u201c\u53ef\u7528\u6027\u201d\u95ee\u9898\u3002\u4f46\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u80fd\u5426\u5c06\u65e9\u671f\u7684\u8bbe\u8ba1\u4f18\u52bf\u4e0e\u573a\u666f\u7406\u89e3\uff0c\u8f6c\u5316\u4e3a\u53ef\u6269\u5c55\u3001\u53ef\u8de8\u5e73\u53f0\u3001\u4e14\u80fd\u6df1\u5165\u5b66\u4e60\u7528\u6237\u4e60\u60ef\u7684\u5e95\u5c42\u80fd\u529b\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u6b62\u6b65\u4e8e\u4e00\u6b3e\u4f53\u9a8c\u4e0a\u4e58\u7684\u201c\u5c0f\u4f17\u7cbe\u54c1\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\">Monologue for iOS<\/span>\n                <\/div>\n<div class=\"comment-content\">Monologue turns your voice into polished writing\u2014inside the apps you already use. From coding in the terminal to sending a quick message to grandpa, Monologue is the shortest distance between speech and writing. Unlike basic dictation, Monologue doesn&#8217;t just transcribe. It rewrites, removes filler words, adds punctuation, and adapts to context. Your texts sound like texts. Your emails sound human. Your notes turn into clean lists and structured thoughts.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was a Monologue desktop user but made the switch to Wispr Flow because they had an iOS app. Was never completely happy with Wispr Flow but it was better than Apple dictation so I stuck with it. As soon as I saw the Monologue iOS was released I immediately switched back. You can tell that this was created by people that care deeply about the experience. Every interaction I&#8217;ve had with this app brings a smile to my face. They&#8217;ve managed to make a digital experience feel analog: like I&#8217;m interacting with an old-school recording device. The dictation is excellent, better than similar tools I&#8217;ve tried and I&#8217;ve tried a lot, and most importantly, fast. Congrats on the launch and creating a delightful experience. If this doesn&#8217;t win an Apple design award I will be shocked.<\/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\/@joshuacolvin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joshuacolvin<\/a>&nbsp;Thank you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joshuacolvin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joshuacolvin<\/a>&nbsp;You love to hear it! Feedback like this makes us want to double down on making Monologue experience 10X better! Thanks a ton! Re: Apple design award, fingers crossed \u2014 I also think <a href=\"https:\/\/www.producthunt.com\/@lucaslove\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lucaslove\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lucaslove<\/a> <a href=\"https:\/\/www.producthunt.com\/@darustudio\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"darustudio\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@darustudio<\/a> and <a href=\"https:\/\/www.producthunt.com\/@lucas_crespo\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lucas_crespo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lucas_crespo<\/a> did a fantastic job.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is such a strong endorsement \ud83d\ude4c<\/p>\n<p>\u201cDigital experience that feels analog\u201d is such a beautiful way to describe it. Huge congrats on the iOS launch : )<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohithreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohithreddy<\/a>&nbsp;Thank you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohithreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohithreddy<\/a>&nbsp;Thanks a lot! You love to hear it. We hope you&#8217;ll love the new features coming up soon! Keep monologue-ing! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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! We\u2019re currently building a startup that relies heavily on speech-to-text, and this looks like something that could significantly improve our workflow. Do you have plans to support Android as well, or are you focusing solely on iOS?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@olexiy_vasylenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olexiy_vasylenko<\/a>&nbsp;Hey, we do have Android and Windows app planned, but that will be for the second half of the year. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@olexiy_vasylenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olexiy_vasylenko<\/a>&nbsp;as Naveen said, Android is in the plans, but we&#8217;ll still have to wait quite a bit. You can join the waitlist here if you want: <a href=\"https:\/\/www.monologue.to\/waitlist\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.monologue.to\/waitlist<\/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>It\u2019s so obvious how much love went into building this. Honestly, every time I use this app, it brings a smile to my face. They&#8217;ve managed to capture this incredible nostalgic vibe that makes a digital tool feel exactly like a classic analog voice recorder. On top of the aesthetics, the dictation is blazing fast and way more accurate than the dozens of other tools I\u2019ve tested. Huge congrats on the launch you\u2019ve built something genuinely delightful. If this doesn\u2019t snag an Apple Design Award, I\u2019ll be stunned<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Switching costs are real: users have custom vocabularies, snippets, and habits. What\u2019s your strategy for making it painless for someone to move their existing \u201cvoice workflow\u201d to Monologue (e.g., personal dictionary, modes), and what\u2019s the smallest \u2018aha\u2019 moment that reliably converts them?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/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>&nbsp;On Mac, you can actually import dictionary from other apps into Monlogue, so it&#8217;s easy for people to just move the dictionary and import it to Monologue, which in turn syncs directly with the iOS app as well<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ohhhhhh i love that we&#8217;re both introducing voice messages to the world ahahah<\/p>\n<\/p>\n<p>How does Monologue build and maintain that personal context\/vocab learning? Is it on-device fine-tuning, cloud-based user profiles with privacy controls, or a hybrid? Any cool tricks for handling domain-specific jargon (e.g., devs dictating code, lawyers with legalese, or medical pros)?<\/p>\n<\/p>\n<p>Also platform-wise (looks Mac\/iOS focused from chatter), any plans for Windows\/Android expansion, or deeper integrations like system-wide hotkeys in more apps (beyond the usual suspects like Cursor, Notion, etc.)? And how&#8217;s offline\/local model support looking for privacy-conscious users?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cathcorm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathcorm<\/a>&nbsp;Dictionary and modes is where you can build your own personal context and vocab. I personally think modes is where Monologue shines a lot, and you can bring your own domain-specific jargons or your own writing so that Monologue adapts to your style<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@cathcorm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathcorm<\/a>&nbsp;Windows\/Android is in the plans, but more towards the second half of the year, you can join the waitlist here by the way: <a href=\"https:\/\/www.monologue.to\/waitlist\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.monologue.to\/waitlist<\/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><a href=\"https:\/\/www.producthunt.com\/products\/monologue-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"monologue-2\" target=\"_blank\" rel=\"noopener\">@Monologue<\/a> congrats with the launch guys! i love your visual style<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/ULPY3V7GSDA6PJ\" class=\"app-title\">FF Designer<\/a><\/p>\n<div class=\"one-liner\">Generate beautiful UI designs that you can instantly edit<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">192<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FF Designer \u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684UI\u8bbe\u8ba1\u5de5\u5177\uff0c\u5b83\u80fd\u5728\u6570\u79d2\u5185\u751f\u6210\u9ad8\u8d28\u91cf\u754c\u9762\uff0c\u5e76\u5141\u8bb8\u7528\u6237\u5728\u53ef\u89c6\u5316\u753b\u5e03\u4e0a\u76f4\u63a5\u7cbe\u7ec6\u7f16\u8f91\uff0c\u89e3\u51b3\u4e86\u4f20\u7edfAI\u8bbe\u8ba1\u5de5\u5177\u8f93\u51fa\u7ed3\u679c\u96be\u4ee5\u63a7\u5236\u3001\u4fee\u6539\u7e41\u7410\u3001\u6253\u65ad\u8bbe\u8ba1\u6d41\u7a0b\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\/b8354c2a-e3fc-46fc-9d6a-050c593d118f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c25b4fef-e81b-488a-8424-6447fc5513ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9a31c021-3343-4413-aabc-b810aabde7e7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e894b925-ff47-4060-bcbe-f4f9c8b97985.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\/feffa86e-491c-48f5-8d90-c6b519c6a099.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=USFGFQG5bsk\"><source src=\"https:\/\/www.youtube.com\/watch?v=USFGFQG5bsk\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Design Tools<\/span><br \/>\n            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">UI\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u53ef\u89c6\u5316\u7f16\u8f91<\/span><br \/>\n            <span class=\"tag\">\u8bbe\u8ba1\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span><br \/>\n            <span class=\"tag\">\u8bbe\u8ba1\u5230\u4ee3\u7801<\/span><br \/>\n            <span class=\"tag\">\u65e0\u4ee3\u7801\/\u4f4e\u4ee3\u7801<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">FlutterFlow\u751f\u6001<\/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\u7ed3\u5408AI\u901f\u5ea6\u4e0e\u89c6\u89c9\u63a7\u5236\u7684\u80fd\u529b\uff0c\u8ba4\u4e3a\u8fd9\u662f\u771f\u6b63\u7684\u7a81\u7834\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u751f\u6210\u901f\u5ea6\u5feb\u3001\u80fd\u4fdd\u6301\u8bbe\u8ba1\u4e00\u81f4\u6027\u3001\u4e0e\u73b0\u6709\u5de5\u4f5c\u6d41\uff08\u5982Figma\uff09\u7ed3\u5408\u7684\u6f5c\u529b\u3002\u6838\u5fc3\u5173\u5207\u70b9\u5728\u4e8e\u5982\u4f55\u5c06\u751f\u6210\u754c\u9762\u6574\u5408\u5230\u5df2\u6709\u9879\u76ee\u7ed3\u6784\u4e2d\uff0c\u4ee5\u53ca\u5de5\u5177\u5904\u7406\u590d\u6742\u5e94\u7528\u903b\u8f91\u7684\u80fd\u529b\u8fb9\u754c\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                FF Designer\u5e76\u975e\u53c8\u4e00\u4e2a\u7b80\u5355\u7684AI\u56fe\u7247\u751f\u6210\u5668\uff0c\u5b83\u7684\u91ce\u5fc3\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u201cAI\u8f85\u52a9\u8bbe\u8ba1\u201d\u7684\u5de5\u4f5c\u6d41\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u751f\u6210\u201d\uff0c\u800c\u5728\u4e8e\u201c\u751f\u6210\u540e\u7684\u53ef\u63a7\u6027\u201d\u3002\u5f53\u524d\u5e02\u573a\u591a\u6570AI\u8bbe\u8ba1\u5de5\u5177\u9677\u5165\u4e86\u201c\u63d0\u793a\u8bcd\u70bc\u91d1\u672f\u201d\u7684\u602a\u5708\uff0c\u8bbe\u8ba1\u5e08\u9700\u8981\u4e0e\u9ed1\u7bb1\u53cd\u590d\u535a\u5f08\u3002FF Designer\u901a\u8fc7\u201c\u751f\u6210+\u5168\u529f\u80fd\u53ef\u89c6\u5316\u753b\u5e03\u201d\u7684\u7ec4\u5408\uff0c\u8bd5\u56fe\u5c06AI\u5b9a\u4f4d\u4e3a\u9ad8\u7ea7\u8d77\u70b9\u63d0\u4f9b\u8005\uff0c\u800c\u975e\u4e0d\u53ef\u63a7\u7684\u7ec8\u7a3f\u51b3\u5b9a\u8005\u3002\u8fd9\u5de7\u5999\u5730\u5c06AI\u7684\u7206\u53d1\u529b\u4e0e\u4eba\u7c7b\u8bbe\u8ba1\u5e08\u7684\u7cbe\u786e\u63a7\u5236\u548c\u5ba1\u7f8e\u5224\u65ad\u8fdb\u884c\u4e86\u7f1d\u5408\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u5b83\u4ece\u201c\u751f\u6210\u5355\u5c4f\u201d\u5230\u201c\u878d\u5165\u5b8c\u6574\u9879\u76ee\u5de5\u4f5c\u6d41\u201d\u4ecd\u6709\u8ddd\u79bb\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u6574\u5408\u73b0\u6709\u5bfc\u822a\u3001\u4e3b\u9898\u7684\u7591\u95ee\u76f4\u6307\u8fd9\u4e00\u8f6f\u808b\u3002\u5176\u6b21\uff0c\u5de5\u5177\u6df1\u5ea6\u7ed1\u5b9aFlutterFlow\u751f\u6001\uff0c\u867d\u662f\u660e\u667a\u7684\u5546\u4e1a\u7b56\u7565\uff0c\u4f46\u4e5f\u53ef\u80fd\u6210\u4e3a\u5176\u5e7f\u6cdb\u6e17\u900f\u8bbe\u8ba1\u793e\u533a\u7684\u684e\u688f\u3002\u6700\u540e\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u751f\u4ea7\u7ea7\u8d28\u91cf\u201d\u8f93\u51fa\uff0c\u5728\u590d\u6742\u3001\u9ad8\u5ea6\u5b9a\u5236\u5316\u7684\u4f01\u4e1a\u7ea7\u5e94\u7528\u8bbe\u8ba1\u4e2d\u80fd\u5426\u7ecf\u53d7\u4f4f\u8003\u9a8c\uff0c\u4ecd\u9700\u89c2\u5bdf\u3002\u672c\u8d28\u4e0a\uff0c\u5b83\u662f\u5728\u7528\u589e\u5f3a\u578b\u667a\u80fd\u5de5\u5177\u7684\u601d\u8def\uff0c\u89e3\u51b3\u201c\u751f\u6210\u5f0fAI\u5728\u521b\u4f5c\u9886\u57df\u63a7\u5236\u6743\u7f3a\u5931\u201d\u7684\u6839\u672c\u77db\u76fe\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u53ef\u80fd\u6210\u4e3a\u8fde\u63a5AI\u521b\u610f\u7206\u53d1\u4e0e\u5de5\u7a0b\u5316\u5b9e\u65bd\u7684\u5173\u952e\u6865\u6881\uff1b\u82e5\u6b62\u6b65\u4e0d\u524d\uff0c\u5219\u53ef\u80fd\u4ec5\u662f\u53e6\u4e00\u4e2a\u529f\u80fd\u66f4\u53cb\u597d\u7684\u754c\u9762\u751f\u6210\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\">FF Designer<\/span>\n                <\/div>\n<div class=\"comment-content\">AI design tools promise speed but deliver slow outputs, endless re-prompting, and lost momentum. FF Designer generates polished screens in seconds and lets you edit everything visually. No loops, just flow. Download or export, your choice<\/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 Abel here from the FlutterFlow team.<\/p>\n<p>AI can generate UI fast. But try editing what it gives you, and that&#8217;s where we think things fall apart: messy output, endless re-prompting, and no real control over the result. You still have to choose between speed or control.<\/p>\n<p>FF Designer gives you both.<\/p>\n<p>Generate high-fidelity screens with AI, then refine everything visually on a full design canvas. Drag, drop, customize freely. No re-prompting loops. No locked-in output.<\/p>\n<p>With FF Designer, you can:<\/p>\n<p>\u26a1 Generate production-quality UI screens from a text prompt in seconds<\/p>\n<p>\ud83c\udfa8 Edit everything visually on a canvas. Drag, drop, and customize freely<\/p>\n<p>\ud83d\udcbe Download as images or export to FlutterFlow<\/p>\n<p>\ud83e\udd16 Works with AI coding agents like Claude Code and Codex<\/p>\n<p>Transparency note: AI generation is great but not perfect yet. It&#8217;s improving rapidly and you can always edit the output.<\/p>\n<p>We soft-launched a couple weeks ago and have been iterating on great early feedback, users are going from prompt to polished screen in minutes instead of hours in Figma.<\/p>\n<p>Product Hunt has been part of our story since the beginning (2021 Golden Kitty for No-Code \ud83d\ude05), and nearly 3 million builders have used FlutterFlow since. We&#8217;re excited to bring Designer here early and would love your feedback on what we&#8217;re building.<\/p>\n<p>Try FF Designer and let us know what you think. We&#8217;re shipping fast and building on what the community tells us.<\/p>\n<p>Thanks for being here!<\/p>\n<p>Abel<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>21<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abel_mengistu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abel_mengistu<\/a>&nbsp;Hi Abel, congrats on the launch. Combining AI speed with full visual control solves a real pain. The ability to refine instead of re-prompt is a big shift for builders.<\/p>\n<p>I\u2019m building Ahsk, a macOS AI assistant that gives instant AI help across apps without breaking flow. Would love to connect and exchange feedback.<\/p>\n<p>Excited to see where FF Designer goes<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We&#8217;ve been playing with this tool for weeks, and the result is promising. The great things to notice are: It takes a few seconds to generate the screen designs, while maintaining the color palette, fonts and typography, etc., consistency across the screens it would generate!<\/p>\n<p>Congrats Abel, Alex, Mano and the FF team for this launch. Looking forward to playing with it for more apps!<\/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>Thanks <a href=\"https:\/\/www.producthunt.com\/@pareshmayani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pareshmayani<\/a>&nbsp;! Glad to hear you&#8217;ve been enjoying it so far. We&#8217;re just getting started, so definitely stay tuned for more improvements!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 great guys, congrats! This seems like a perfect way to generate the bulk of the app while still maintaining the flexibility and core advantage of FF<\/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\/@warrenrunk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@warrenrunk<\/a>&nbsp;Thank you! Yes, and much more to come&#8230;<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 direction &#8211; speed <em>and<\/em> control is the real unlock.<\/p>\n<p>Big congrats to the FlutterFlow team on another launch : )<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohithreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohithreddy<\/a>&nbsp;Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">For teams that already have an app in progress, what does adoption look like in practice: how do they bring generated screens into an existing structure without breaking navigation, theming, or component conventions, and what are the most common integration \u201cgotchas\u201d you\u2019re designing around?<\/div>\n<div class=\"comment-actions\">\n<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>&nbsp;Great question. If a team already has UI, they can upload it directly and immediately start iterating. Imported as images today with Figma import coming soon and import from code on the way as well. From there, you have multiple levels of control: you can work with the AI agent for broader changes, or get granular, editing individual properties, adjusting theming, or visually modifying elements on the canvas or through the element tree.<\/p>\n<p>We want to make it so that you can explore variations to existing journeys and create new ones true to your design system quickly with the ability to continue in your workflow, whether that&#8217;s FlutterFlow or with integrations. We&#8217;re just getting started!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey there! <\/p>\n<\/p>\n<p>Already upvoted and poking around the builder again \ud83d\udc9b it&#8217;s inspiring how far the tool has come since early days!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thank you <a href=\"https:\/\/www.producthunt.com\/@cathcorm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathcorm<\/a>&nbsp;! It&#8217;s certainly been an exciting journey \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>Visual app builders keep getting better. The action flow editor looks really intuitive for handling logic without code. Curious how complex the apps can get before you hit the limits of visual building?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/RDNFXGXVMGMHF2\" class=\"app-title\">Kollect Voice Agent<\/a><\/p>\n<div class=\"one-liner\">No Boring Forms. Just Voice Conversations<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">123<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Kollect \u662f\u4e00\u6b3e\u901a\u8fc7\u5b9e\u65f6AI\u8bed\u97f3\u5bf9\u8bdd\u66ff\u4ee3\u4f20\u7edf\u9759\u6001\u8868\u5355\u7684\u5de5\u5177\uff0c\u5728\u7528\u6237\u8c03\u7814\u3001\u4fe1\u606f\u6536\u96c6\u7b49\u573a\u666f\u4e2d\uff0c\u4ee5\u66f4\u81ea\u7136\u6d41\u7545\u7684\u8bed\u97f3\u4ea4\u4e92\u89e3\u51b3\u8868\u5355\u586b\u5199\u67af\u71e5\u3001\u5b8c\u6210\u7387\u4f4e\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\/a5b71afb-e271-452b-8d69-f19ea4e43f27.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a8f8906-f115-4c3b-9e19-006631eeb882.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\/d77cd44a-54db-4099-8921-8ea0cefc6343.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Fb4rwBmxX2U\"><source src=\"https:\/\/youtu.be\/Fb4rwBmxX2U\" 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\">Marketing<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u8bed\u97f3AI<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u8868\u5355<\/span><br \/>\n            <span class=\"tag\">\u7528\u6237\u8c03\u7814<\/span><br \/>\n            <span class=\"tag\">\u5bf9\u8bdd\u5f0f\u4ea4\u4e92<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u6536\u96c6<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u5f15\u5bfc<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5e94\u7528<\/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\u5c06\u8868\u5355\u5bf9\u8bdd\u5316\u7684\u7406\u5ff5\u4e0e\u8bed\u97f3\u4f18\u5148\u7684\u4ea4\u4e92\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u4e0e\u73b0\u6709\u8868\u5355\u5de5\u5177\u7684\u8fc1\u79fb\u96c6\u6210\u3001\u7b54\u6848\u7684\u6df1\u5ea6\u5206\u6790\u529f\u80fd\u3001\u591a\u8bed\u8a00\u4e0e\u53e3\u97f3\u652f\u6301\u3001\u52a8\u6001\u5f15\u5bfc\u7684\u5177\u4f53\u5b9e\u73b0\u903b\u8f91\uff0c\u4ee5\u53ca\u5bf9\u9690\u79c1\u4fdd\u62a4\u7684\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                Kollect \u7784\u51c6\u4e86\u4e00\u4e2a\u770b\u4f3c\u9648\u65e7\u5374\u81f3\u5173\u91cd\u8981\u7684\u75db\u70b9\uff1a\u4fe1\u606f\u6536\u96c6\u7684\u4ea4\u4e92\u4f53\u9a8c\u505c\u6ede\u4e0d\u524d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u8bed\u97f3\u8f6c\u6587\u672c\u201d\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u91cd\u6784\u4fe1\u606f\u6536\u96c6\u7684\u8303\u5f0f\u2014\u2014\u4ece\u5355\u5411\u3001\u9759\u6001\u7684\u201c\u586b\u201d\u53d8\u4e3a\u53cc\u5411\u3001\u52a8\u6001\u7684\u201c\u8c08\u201d\u3002\u8fd9\u5e26\u6765\u4e86\u4e24\u5c42\u6f5c\u5728\u98a0\u8986\uff1a\u4e00\u662f\u901a\u8fc7\u964d\u4f4e\u4ea4\u4e92\u6469\u64e6\uff08\u8bf4\u8bdd\u6bd4\u6253\u5b57\u81ea\u7136\uff09\u53ef\u80fd\u663e\u8457\u63d0\u5347\u5b8c\u6210\u7387\u4e0e\u6570\u636e\u8d28\u91cf\uff1b\u4e8c\u662f\u5bf9\u8bdd\u8fc7\u7a0b\u672c\u8eab\u751f\u6210\u7684\u5143\u6570\u636e\uff08\u5982\u72b9\u8c6b\u3001\u8ffd\u95ee\u3001\u81ea\u7531\u8868\u8ff0\uff09\u80fd\u63d0\u4f9b\u8fdc\u8d85\u7ed3\u6784\u5316\u7b54\u6848\u7684\u201c\u6d1e\u5bdf\u5bcc\u77ff\u201d\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\u662f\u573a\u666f\u9002\u7528\u6027\u8fb9\u754c\uff1a\u5e76\u975e\u6240\u6709\u8868\u5355\u90fd\u9002\u5408\u8bed\u97f3\u5bf9\u8bdd\uff08\u5982\u9700\u8981\u6df1\u601d\u719f\u8651\u3001\u6d89\u53ca\u9690\u79c1\u6216\u590d\u6742\u9009\u9879\u7684\u573a\u5408\uff09\u3002\u5176\u6b21\uff0c\u4f5c\u4e3a\u201c\u66ff\u4ee3\u8005\u201d\uff0c\u5176\u589e\u957f\u4f9d\u8d56\u4e8e\u5bf9Typeform\u7b49\u5df2\u5efa\u7acb\u4f53\u9a8c\u7684\u8fc1\u79fb\uff0c\u8fd9\u8981\u6c42\u5176\u5728\u5bfc\u5165\u517c\u5bb9\u6027\u3001\u7ed3\u679c\u5206\u6790\u6df1\u5ea6\u4e0a\u63d0\u4f9b\u538b\u5012\u6027\u4f18\u52bf\uff0c\u800c\u76ee\u524d\u770b\u8fd9\u90e8\u5206\u80fd\u529b\u4ecd\u5728\u5efa\u8bbe\u4e2d\u3002\u6700\u540e\uff0c\u4e5f\u662f\u6700\u5173\u952e\u7684\u4e00\u70b9\uff0c\u662f\u5c06\u8bed\u97f3AI\u7684\u201c\u667a\u80fd\u201d\u843d\u5230\u5b9e\u5904\uff1a\u52a8\u6001\u5f15\u5bfc\u7684\u903b\u8f91\u662f\u5426\u8db3\u591f\u7cbe\u51c6\u3001\u80fd\u5426\u5904\u7406\u590d\u6742\u5206\u652f\u3001\u662f\u5426\u7406\u89e3\u8bed\u5883\u4e0e\u610f\u56fe\uff0c\u8fd9\u51b3\u5b9a\u4e86\u5b83\u662f\u771f\u667a\u80fd\u8fd8\u662f\u4ec5\u5177\u8bed\u97f3\u5916\u58f3\u7684\u7ebf\u6027\u811a\u672c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u201c\u5f00\u6e90\u201d\u7684\u5c5e\u6027\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u65e2\u53ef\u80fd\u5438\u5f15\u5f00\u53d1\u8005\u751f\u6001\u5feb\u901f\u6784\u5efa\u573a\u666f\uff0c\u4e5f\u53ef\u80fd\u66b4\u9732\u5176\u6838\u5fc3\u4ea4\u4e92\u903b\u8f91\u7684\u7b80\u964b\u3002\u603b\u4f53\u800c\u8a00\uff0cKollect \u7684\u4ef7\u503c\u65b9\u5411\u6b63\u786e\uff0c\u5207\u4e2d\u4e86\u8868\u5355\u4f53\u9a8c\u5347\u7ea7\u7684\u7a7a\u767d\u70b9\uff0c\u4f46\u5176\u771f\u6b63\u7684\u6210\u8d25\uff0c\u5c06\u53d6\u51b3\u4e8e\u5bf9\u8bdd\u903b\u8f91\u7684\u6df1\u5ea6\u3001\u4e0e\u5206\u6790\u5de5\u5177\u7684\u6574\u5408\u80fd\u529b\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u7279\u5b9a\u5782\u76f4\u573a\u666f\uff08\u5982\u6df1\u5ea6\u7528\u6237\u8bbf\u8c08\u3001\u533b\u7597\u95ee\u8bca\u524d\u5bfc\uff09\u4e2d\u8bc1\u660e\u5176\u4e0d\u53ef\u66ff\u4ee3\u6027\uff0c\u800c\u975e\u505c\u7559\u5728\u4e00\u4e2a\u70ab\u9177\u7684\u901a\u7528\u6982\u5ff5\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\">Kollect Voice Agent<\/span>\n                <\/div>\n<div class=\"comment-content\">Kollect turns boring forms into real-time AI conversations. Users speak naturally, AI listens and dynamically guides the survey. You can even create forms by simply describing them.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built Kollect because forms haven\u2019t really evolved. They\u2019re static, rigid, and often frustrating. So I created a conversational alternative.<\/p>\n<p>Kollect turns forms into real-time AI conversations. Instead of typing, you speak. The AI listens, understands, and dynamically guides the survey. You can even generate forms just by describing them.<\/p>\n<p>It\u2019s fully open source, and I\u2019d genuinely love your feedback \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>5<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@admildo_manuel Super impressive. The conversational flow + voice-first input makes Kollect feel miles ahead of traditional forms. And the ability to generate forms from a simple description is a game-changing touch.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@admildo_manuel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@admildo_manuel<\/a>&nbsp;Hi Admildo  love the direction you\u2019re taking. Turning static forms into real conversations feels like a natural evolution, especially with voice becoming more normal in workflows.<\/p>\n<p>The open source angle makes it even more interesting.<\/p>\n<p>I\u2019m building Ahsk, a macOS AI assistant focused on seamless, in flow productivity. Would love to connect and exchange 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\">When someone already has forms living in Typeform\/Tally\/Jotform\/Google Forms, what\u2019s the clearest \u201cswitching wedge\u201d for Kollect\u2014do you plan to support importing\/migration, and what would make a team confident enough to replace an existing form flow?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/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>&nbsp;Awesome question.<\/p>\n<p>Yes, importing existing questions from tools like Typeform, Tally, Jotform, and Google Forms will soon be supported.  That\u2019s an important switching wedge because teams shouldn\u2019t have to rebuild everything from scratch just to experiment with a new approach.<\/p>\n<p>The clearest path to adoption is simple: A\/B test it. Run the existing form flow alongside Kollect and compare completion rates, engagement, and depth of insight. Let the results speak for themselves. I think a voice solution would do pretty well when the scope of questions is long and deep. Users can even ask the agent to explain a question and how to answer it correctly in real-time.<\/p>\n<p>Kollect might also support non-voice interactions in the future, but with AI dynamically steering the experience in real time. That means the interaction isn\u2019t just a static sequence of questions. It adapts based on user responses.<\/p>\n<p>The real differentiator is the richness of insights. Instead of just structured form responses, you get interview-style transcripts. From those, teams can extract deeper signals, such as:<\/p>\n<ul>\n<li>\n<p>Where users struggled or hesitated<\/p>\n<\/li>\n<li>\n<p>Themes emerging across multiple submissions<\/p>\n<\/li>\n<li>\n<p>Hidden objections or unexpected feedback<\/p>\n<\/li>\n<li>\n<p>Patterns across the collective body of responses<\/p>\n<\/li>\n<\/ul>\n<p>That combination of migration support, low-risk testing, and significantly richer insights is what should give teams confidence to replace an existing form flow.<\/p>\n<p>There are many powerful use cases here.  I\u2019ll probably write a full blog post about it soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would love to see it with PersonaPlex beneath 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><a href=\"https:\/\/www.producthunt.com\/@admildo_manuel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@admildo_manuel<\/a> That&#8217;s cool, congratulations on the launch. I just want to ask you if there is something to analyze the answers or not.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/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>&nbsp;Thank you. Working on it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That&#8217;s cool, congratulations on the launch. I just want to ask you if there is something to analyze the answers That are 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey there!! <br \/>Congrats on your launch \ud83d\ude42 <\/p>\n<p>We just shipped something yesterday, it&#8217;s an embeddable voice\/video messaging widget that lets site visitors leave natural voice notes\/messages right on your page and I gotta say that it feels super complementary to Kollect!! <\/p>\n<\/p>\n<p>Quick questions since I&#8217;m deep in voice AI integrations and real-time interactions these days ahahah :<\/p>\n<ol>\n<li>\n<p>How does the AI handle dynamic guidance in real-time? Like, does it branch logic based on answers (e.g., skip\/follow-up questions), detect sentiment\/hesitation, or clarify ambiguities on the fly? Any favorite examples of how it reduces abandonment vs. traditional forms?<\/p>\n<\/li>\n<li>\n<p>Does it pull from natural language to auto-create questions, logic, validations? How accurate has it been for complex\/multi-step surveys, and do users get to iterate visually after generation?<\/p>\n<\/li>\n<li>\n<p>Is it handling accents\/multiple languages out the gate? Any cool privacy features (e.g., on-device processing options, no audio storage) since voice data is sensitive?<\/p>\n<\/li>\n<\/ol>\n<p>I&#8217;d love to chat about your product and ours so we can help each other out! <\/p>\n<p>Let me know if you&#8217;re open to it \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cathcorm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathcorm<\/a>&nbsp;Great questions.  1) Yes, it has all of that. It reduces abandonment because it feels more natural, it&#8217;s essentially real-time, like talking to a person. 2 It can do both. The surveyed users can&#8217;t interact with the submitted answers yet. 3 Multi-language support is coming soon.  No audio is stored.  We can chat a bit more. You can DM me on X or 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\">Hey Admildo, that line about forms being static, rigid, and frustrating is spot on. Was there a specific form you had to fill out or build where you just thought why does this feel like it was designed in 2005?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/2Y5KYVYPGBNGG6\" class=\"app-title\">HyperCaps for macOS<\/a><\/p>\n<div class=\"one-liner\">Turn CapsLock into a Super Key &#038; Boost Productivity<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">116<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06Mac\u952e\u76d8\u4e0a\u95f2\u7f6e\u7684CapsLock\u952e\u6539\u9020\u4e3a\u53ef\u89e6\u53d1\u591a\u4fee\u9970\u952e\u7ec4\u5408\u7684\u201c\u8d85\u7ea7\u952e\u201d\u7684\u6548\u7387\u5de5\u5177\uff0c\u65e8\u5728\u89e3\u51b3\u7528\u6237\u56e0\u590d\u6742\u5feb\u6377\u952e\u5bfc\u81f4\u624b\u90e8\u9891\u7e41\u79fb\u52a8\u3001\u5f71\u54cd\u6d41\u7545\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\/884a05f3-7c98-4bb3-8228-97d21a1fcd5e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e6a7a5d-f33a-4f47-ae9d-227e78c36db2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f3b865f9-137c-48c3-b75b-7b52e1e95483.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8cd9c6c-2801-4017-a08e-c68661c7d30a.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\/79938241-c667-49ef-bf6a-2b5077e86012.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/8v4v_iKhPLU\"><source src=\"https:\/\/youtu.be\/8v4v_iKhPLU\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Mac<\/span><br \/>\n            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">macOS\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u952e\u76d8\u589e\u5f3a<\/span><br \/>\n            <span class=\"tag\">\u5feb\u6377\u952e\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">CapsLock\u6539\u9020<\/span><br \/>\n            <span class=\"tag\">Hyper Key<\/span><br \/>\n            <span class=\"tag\">Vim\u6a21\u5f0f<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b<\/span><br \/>\n            <span class=\"tag\">\u539f\u751f\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">\u952e\u4f4d\u6620\u5c04<\/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\u4e8e\u4ea7\u54c1\u89e3\u51b3\u201c\u952e\u76d8\u4f53\u64cd\u201d\u75db\u70b9\u7684\u5171\u9e23\u4e0e\u5bf9\u53ef\u9760\u6027\u7684\u9ad8\u5ea6\u5173\u6ce8\u3002\u5f00\u53d1\u8005\u8be6\u7ec6\u56de\u5e94\u4e86\u6280\u672f\u67b6\u6784\u5982\u4f55\u786e\u4fdd\u7a33\u5b9a\u6027\uff0c\u5e76\u63a2\u8ba8\u4e86\u4e0eKarabiner\u7b49\u5176\u4ed6\u6539\u952e\u5de5\u5177\u7684\u6f5c\u5728\u51b2\u7a81\u4e0e\u517c\u5bb9\u6027\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                HyperCaps\u7684\u672c\u8d28\uff0c\u662f\u5728\u4e89\u593a\u952e\u76d8\u64cd\u4f5c\u7684\u201c\u5e95\u5c42\u5165\u53e3\u201d\u4e0e\u7528\u6237\u4f53\u9a8c\u7684\u201c\u5fc3\u667a\u6a21\u578b\u201d\u3002\u5b83\u770b\u4f3c\u53ea\u662f\u6fc0\u6d3b\u4e86\u4e00\u4e2a\u95f2\u7f6e\u6309\u952e\uff0c\u5b9e\u5219\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u7528\u6237\u4e0emacOS\u4ea4\u4e92\u7684\u5143\u64cd\u4f5c\u5c42\u2014\u2014\u5c06\u6700\u6613\u89e6\u53ca\u7684\u7269\u7406\u952e\u4f4d\u5347\u7ea7\u4e3a\u529f\u80fd\u7ec4\u5408\u7684\u89e6\u53d1\u5668\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2a\u6539\u952e\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u5176\u901a\u8fc7**\u6df7\u5408\u67b6\u6784\uff08hidutil + CGEventTap\uff09** \u5728\u201c\u7cfb\u7edf\u539f\u751f\u201d\u4e0e\u201c\u6df1\u5ea6\u5b9a\u5236\u201d\u4e4b\u95f4\u627e\u5230\u7684\u5e73\u8861\u70b9\u3002\u8fd9\u4f7f\u5176\u533a\u522b\u4e8e\u4f9d\u8d56\u590d\u6742\u914d\u7f6e\u7684Karabiner\uff0c\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u540c\u65f6\u901a\u8fc7HID\u5c42\u6620\u5c04\u63d0\u5347\u4e86\u53ef\u9760\u6027\uff0c\u76f4\u51fb\u6b64\u7c7b\u5de5\u5177\u201c modifier key stuck\u201d\u7b49\u81f4\u547d\u75db\u70b9\u3002\u5b83\u63d0\u4f9b\u7684\u5e76\u975e\u65e0\u9650\u81ea\u7531\uff0c\u800c\u662f\u4e00\u79cd\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u3001\u5f00\u7bb1\u5373\u7528\u7684\u6548\u7387\u8303\u5f0f\uff0c\u5c24\u5176\u7cbe\u51c6\u670d\u52a1\u4e8e\u4e24\u7c7b\u4eba\u7fa4\uff1a\u8ffd\u6c42\u5feb\u6377\u952e\u6548\u7387\u7684\u666e\u901a\u4e13\u4e1a\u7528\u6237\uff0c\u4ee5\u53ca\u8ff7\u604bVim\u5f0f\u201c\u624b\u4e0d\u79bb\u4f4d\u201d\u64cd\u4f5c\u7684\u7a0b\u5e8f\u5458\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u9690\u542b\u4e8e\u6b64\u3002\u9996\u5148\uff0c**\u751f\u6001\u517c\u5bb9\u6027**\u662f\u6f5c\u5728\u6697\u7901\u3002\u5c3d\u7ba1\u5f00\u53d1\u8005\u7ed9\u51fa\u4e86\u4e0e\u5176\u4ed6\u6539\u952e\u5de5\u5177\u5171\u5b58\u7684\u5efa\u8bae\uff0c\u4f46\u5728\u9ad8\u5ea6\u5b9a\u5236\u7684\u952e\u76d8\u73af\u5883\u4e2d\uff0c\u5b83\u4ecd\u53ef\u80fd\u6210\u4e3a\u8f93\u5165\u4e8b\u4ef6\u6d41\u4e2d\u7684\u4e00\u4e2a\u65b0\u53d8\u91cf\uff0c\u51b2\u7a81\u98ce\u9669\u5e76\u672a\u6839\u9664\u3002\u5176\u6b21\uff0c\u5176**\u5546\u4e1a\u6a21\u5f0f\u4e0e\u529f\u80fd\u6df1\u5ea6**\u53ef\u80fd\u5b58\u5728\u77db\u76fe\u3002\u4f5c\u4e3a\u4e00\u6b21\u6027\u4ed8\u8d39\u7684\u8f7b\u91cf\u5de5\u5177\uff0c\u5b83\u5fc5\u987b\u7ef4\u6301\u7b80\u6d01\u6027\uff1b\u4f46\u7528\u6237\u4e00\u65e6\u5c1d\u5230\u201c\u8d85\u7ea7\u952e\u201d\u7684\u751c\u5934\uff0c\u5f80\u5f80\u4f1a\u50ac\u751f\u66f4\u590d\u6742\u7684\u81ea\u5b9a\u4e49\u9700\u6c42\uff0c\u8fd9\u53ef\u80fd\u4f1a\u5c06\u5176\u63a8\u5411\u4e0e\u66f4\u5f3a\u5927\u3001\u66f4\u590d\u6742\u7684\u5de5\u5177\u6b63\u9762\u7ade\u4e89\u7684\u5883\u5730\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u5b9a\u4f4d\u7cbe\u51c6\u3001\u5de5\u7a0b\u624e\u5b9e\u7684\u201c\u4f18\u96c5\u6b62\u75db\u836f\u201d\u3002\u5b83\u672a\u5fc5\u662f\u952e\u76d8\u7ec8\u6781\u6539\u9020\u7684\u7ec8\u70b9\uff0c\u4f46\u786e\u5b9e\u4e3a\u5927\u591a\u6570\u53d7\u56f0\u4e8e\u201c\u952e\u76d8\u4f53\u64cd\u201d\u7684\u7528\u6237\uff0c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u8db3\u591f\u4f18\u96c5\u3001\u53ef\u9760\u4e14\u5fc3\u667a\u8d1f\u62c5\u4f4e\u7684\u4f18\u8d28\u89e3\u51b3\u65b9\u6848\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u4fdd\u6301\u5f53\u524d\u7b80\u6d01\u7a33\u5b9a\u7684\u524d\u63d0\u4e0b\uff0c\u6784\u7b51\u8d77\u5fae\u5999\u7684\u751f\u6001\u62a4\u57ce\u6cb3\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">HyperCaps for macOS<\/span>\n                <\/div>\n<div class=\"comment-content\">Stop &#8220;finger gymnastics&#8221; with complex shortcuts! HyperCaps turns your wasted CapsLock key into a macOS productivity superpower. \ud83e\ude84 Core Features: \u2728 Hyper Key: Hold CapsLock to trigger Cmd+Opt+Ctrl+Shift. \ud83d\ude80 Vim Mode: Navigate using H\/J\/K\/L without leaving the home row. \ud83e\udde0 Smart Tap: Tap for Escape or CapsLock. Native, lightweight (SwiftUI), and privacy-first (zero logging). \ud83c\udf81 PH Community: Use code PHLAUNCH20 for 20% off lifetime access!<\/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<br \/>\nI&#8217;m Noriyuki Goto, founder of AuraMark Studio and the maker of HyperCaps.<\/p>\n<p>I built HyperCaps because I was tired of &#8220;finger gymnastics.&#8221; As a developer, I found myself constantly contorting my hand to hit complex shortcuts (Cmd+Opt+Shift&#8230;), all while the biggest, easiest-to-reach key on my keyboard\u2014CapsLock\u2014sat there doing absolutely nothing.<\/p>\n<p>I wanted a solution that felt native to macOS, didn&#8217;t require complex configurations (looking at you, Karabiner), and respected my privacy. So, I built HyperCaps with SwiftUI.<\/p>\n<p>HyperCaps turns your CapsLock into a productivity superpower:<br \/>\n\ud83e\ude84 Hyper Key: Hold CapsLock to trigger \u2318\u2325\u2303\u21e7.<br \/>\n\ud83d\ude80 Vim Mode: Hold CapsLock + H\/J\/K\/L for arrow keys (my personal favorite).<br \/>\n\ud83e\udde0 Smart Tap: Tap quickly for Escape (or CapsLock).<\/p>\n<p>It\u2019s lightweight, fast, and designed to keep your hands on the home row.<\/p>\n<p>I\u2019d love to know:<br \/>\nWhat is the one keyboard shortcut that always breaks your flow? Let me know in the comments! \ud83d\udc47<\/p>\n<p>\ud83c\udf81 For the PH community: Use code PHLAUNCH20 for 20% off the lifetime license.<\/p>\n<p>Thanks for checking it out! \u2328\ufe0f\u2728<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@auramarkstudio\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@auramarkstudio<\/a>&nbsp;Hi Noriyuki  this is such a relatable problem. CapsLock is prime real estate and most of us just ignore it. Turning it into a Hyper key while keeping it native and lightweight is a smart move.<\/p>\n<p>Vim mode on hold is especially nice for flow.<\/p>\n<p>I\u2019m building Ahsk, a macOS AI assistant focused on staying in the zone while working. Would love to connect and swap 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\">Reliability is the make-or-break factor for key remappers: what engineering or design choices did you make to avoid common failure modes like stuck modifiers, sleep\/wake glitches, Secure Input interference, or macOS update regressions?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/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>&nbsp;<\/p>\n<p><strong>Hi Curious Kitty! \ud83d\udc31<\/strong><\/p>\n<p>That is a fantastic and very specific question. You\u2019re absolutely right\u2014reliability is the ultimate feature for a tool like this. To avoid the common pitfalls of key remapping on macOS, I made several strategic engineering choices:<\/p>\n<ol>\n<li>\n<p><strong>Hybrid Architecture (hidutil + CGEventTap):<\/strong> Unlike many tools that rely solely on an Event Tap, HyperCaps uses hidutil to remap CapsLock to F19 at the HID level. This ensures that the system recognizes the modification natively, significantly reducing &#8220;stuck modifier&#8221; issues compared to pure software injection.<\/p>\n<\/li>\n<li>\n<p><strong>Active HID Reset Monitor:<\/strong> To handle sleep\/wake glitches or the connection of external keyboards, I implemented an IOKit-based HID monitor. It listens for system wake notifications and device connection changes to re-apply the hidutil mapping automatically.<\/p>\n<\/li>\n<li>\n<p><strong>Native SwiftUI &amp; Memory Safety:<\/strong> By building with SwiftUI and Swift&#8217;s modern concurrency, I\u2019ve minimized the risk of memory leaks and race conditions that often cause remappers to hang or crash after long periods of uptime.<\/p>\n<\/li>\n<li>\n<p><strong>Smart Secure Input Handling:<\/strong> We prioritize a &#8220;clean&#8221; event stream. By using a lightweight CGEventTap focused only on specific keys, we reduce interference with Secure Input fields, ensuring the system remains responsive even in sensitive contexts.<\/p>\n<\/li>\n<\/ol>\n<p>My goal was to build a tool that feels like a native part of the OS, not a &#8220;hack&#8221; layered on top of it. I&#8217;d love for you to give it a try and see how it holds up to your workflow!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey there!! Congrats on your launch!! <\/p>\n<p>Since Hyper key is great for window managers (Rectangle, Magnet, etc.) and custom shortcuts, have you tested compatibility with heavy Karabiner users or other remappers? <\/p>\n<\/p>\n<p>Any edge cases where conflicts pop up, or tips for smooth layering?<\/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\/@cathcorm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathcorm<\/a>&nbsp;<\/p>\n<p><strong>Hi Catherine! Thank you so much for the congrats! \u2728<\/strong><\/p>\n<p>You\u2019re spot on\u2014Hyper Key + Window Managers (like Rectangle\/Magnet) is exactly the &#8220;dream combo&#8221; I had in mind while building this!<\/p>\n<p><strong>Regarding compatibility with Karabiner-Elements and other remappers:<\/strong><\/p>\n<ol>\n<li>\n<p><strong>Compatibility:<\/strong> HyperCaps is designed to be as &#8220;good a citizen&#8221; as possible. Since we use a hybrid approach of hidutil for the initial CapsLock-to-F19 remap and a standard CGEventTap for the logic, it generally plays well with others.<\/p>\n<\/li>\n<li>\n<p><strong>Potential Conflicts:<\/strong> The main &#8220;edge case&#8221; occurs if another app is also trying to remap the <strong>physical CapsLock key<\/strong> at the same time. If Karabiner is already capturing the raw CapsLock events before they hit our hidutil layer, one of the two apps might &#8220;win&#8221; while the other loses track.<\/p>\n<\/li>\n<li>\n<p><strong>Tips for Smooth Layering:<\/strong><\/p>\n<\/li>\n<\/ol>\n<ul>\n<li>\n<p><strong>One Remapper for One Key:<\/strong> My best tip is to let HyperCaps handle the CapsLock\/Hyper Key logic and use Karabiner for your other complex keyboard-wide remappings.<\/p>\n<\/li>\n<li>\n<p><strong>Check Permissions:<\/strong> Ensure both apps have the necessary Accessibility permissions, but try to avoid overlapping functions on the same physical keys.<\/p>\n<\/li>\n<\/ul>\n<p>We\u2019ve tested it alongside common window managers and it\u2019s been buttery smooth. If you\u2019re a heavy Karabiner user, I\u2019d love to hear how it fits into your specific setup!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/3URR37QSR5D46Y\" class=\"app-title\">Decks For Good<\/a><\/p>\n<div class=\"one-liner\">Get fundraising advice when you give to charity<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">113<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u516c\u76ca\u6350\u8d60\u4e0e\u4e13\u4e1a\u878d\u8d44\u6307\u5bfc\u7ed3\u5408\u7684\u5e73\u53f0\uff0c\u521b\u4e1a\u8005\u5728\u5411\u8ba4\u8bc1\u975e\u8425\u5229\u7ec4\u7ec7\u6350\u6b3e\u540e\uff0c\u53ef\u83b7\u5f97\u6765\u81ea\u8d44\u6df1\u6295\u8d44\u4eba\u548c\u8fde\u7eed\u521b\u4e1a\u8005\u7684\u8be6\u7ec6\u878d\u8d44\u8def\u6f14\u53cd\u9988\uff0c\u89e3\u51b3\u65e9\u671f\u521b\u4e1a\u8005\u96be\u4ee5\u83b7\u5f97\u9ad8\u8d28\u91cf\u3001\u5766\u8bda\u878d\u8d44\u5efa\u8bae\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\/840346bf-dbc8-4925-b9e8-ebce86378d06.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1dc59f95-f864-4faa-a447-7f058d242ea9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d5c24bf3-aee1-4095-8bb3-420fa05d8e92.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/126aca35-c94f-48c2-83df-ddd29e73ba4b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41f0fff1-ec77-4568-970e-4f5f7b10a92a.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\">Investing<\/span><br \/>\n            <span class=\"tag\">Venture Capital<\/span><br \/>\n            <span class=\"tag\">Fundraising<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u516c\u76ca\u79d1\u6280<\/span><br \/>\n            <span class=\"tag\">\u521b\u4e1a\u670d\u52a1<\/span><br \/>\n            <span class=\"tag\">\u878d\u8d44\u8f85\u5bfc<\/span><br \/>\n            <span class=\"tag\">\u8def\u6f14\u53cd\u9988<\/span><br \/>\n            <span class=\"tag\">\u5f71\u54cd\u529b\u6295\u8d44<\/span><br \/>\n            <span class=\"tag\">\u6148\u5584\u6350\u8d60<\/span><br \/>\n            <span class=\"tag\">\u521b\u4e1a\u8005\u793e\u533a<\/span><br \/>\n            <span class=\"tag\">\u98ce\u9669\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\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u516c\u76ca+\u4e13\u4e1a\u53cd\u9988\u201d\u7684\u521b\u65b0\u6a21\u5f0f\u3002\u6709\u6548\u63d0\u95ee\u96c6\u4e2d\u4e8e\uff1a\u53cd\u9988\u540e\u7684\u5177\u4f53\u884c\u52a8\u6307\u5357\u3001\u5982\u4f55\u907f\u514d\u8fc7\u5ea6\u4f18\u5316\u5f62\u5f0f\u800c\u5ffd\u89c6\u6839\u672c\u95ee\u9898\u3001\u6350\u8d60\u8005\u4e0e\u8bc4\u5ba1\u7684\u5339\u914d\u673a\u5236\uff08\u9886\u57df\u3001\u9636\u6bb5\u3001\u91d1\u989d\uff09\u3001\u4ee5\u53ca\u975e\u8425\u5229\u7ec4\u7ec7\u7684\u7b5b\u9009\u6807\u51c6\u3002\u521b\u59cb\u4eba\u56de\u590d\u63ed\u793a\u4e86\u8bc4\u5ba1\u56e2\u7531\u8d44\u6df1\u6295\u8d44\u4eba\u548c\u8fde\u7eed\u521b\u4e1a\u8005\u7ec4\u6210\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                Decks For Good \u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u7cbe\u5de7\u7684\u201c\u6ce8\u610f\u529b\u7b5b\u9009\u201d\u4e0e\u201c\u4ef7\u503c\u4ea4\u6362\u201d\u5e73\u53f0\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u7528\u6350\u6b3e\u4e70\u5efa\u8bae\u201d\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u516c\u76ca\u6350\u8d60\u8fd9\u4e00\u52a8\u4f5c\uff0c\u5b8c\u6210\u4e86\u5bf9\u521b\u4e1a\u8005\u7684\u521d\u6b65\u7b5b\u9009\u2014\u2014\u613f\u610f\u4e3a\u6b64\u4ed8\u8d39\uff08\u5373\u4fbf\u662f\u6350\u51fa\uff09\u7684\u521b\u59cb\u4eba\uff0c\u901a\u5e38\u66f4\u8ba4\u771f\u3001\u66f4\u61c2\u5f97\u5c0a\u91cd\u4ed6\u4eba\u4e13\u4e1a\u65f6\u95f4\uff0c\u8fd9\u76f4\u63a5\u63d0\u5347\u4e86\u53cd\u9988\u53cc\u65b9\u7684\u8d28\u91cf\u4e0e\u610f\u613f\u3002\u5e73\u53f0\u5c06\u4e00\u79cd\u5e38\u89c1\u7684\u975e\u8d27\u5e01\u5316\u793e\u4ea4\u884c\u4e3a\uff08\u201c\u5e2e\u6211\u770b\u4e0bBP\u201d\uff09\u8fdb\u884c\u4e86\u7ed3\u6784\u5316\u4e0e\u4f26\u7406\u5347\u534e\uff0c\u628a\u53ef\u80fd\u4ee4\u4eba\u5c34\u5c2c\u7684\u201c\u767d\u5ad6\u201d\u6216\u6a21\u7cca\u7684\u201c\u4eba\u60c5\u503a\u201d\uff0c\u8f6c\u5316\u4e3a\u6709\u660e\u786e\u4ef7\u503c\u6d41\u5411\uff08\u6350\u6b3e\u7ed9\u516c\u76ca\u7ec4\u7ec7\uff09\u548c\u9884\u671f\uff08\u4e13\u4e1a\u53cd\u9988\uff09\u7684\u6b63\u548c\u535a\u5f08\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6a21\u5f0f\u5b58\u5728\u51e0\u4e2a\u5173\u952e\u8003\u9a8c\uff1a\u4e00\u662f\u53cd\u9988\u8d28\u91cf\u7684\u6807\u51c6\u5316\u4e0e\u53ef\u6301\u7eed\u6027\u3002\u4f9d\u8d56\u8bc4\u5ba1\u56e2\u7684\u5229\u4ed6\u5fc3\u548c\u516c\u76ca\u5fc3\u9a71\u52a8\uff0c\u5728\u89c4\u6a21\u6269\u5927\u540e\u80fd\u5426\u7ef4\u6301\u6df1\u5ea6\u4e0e\u53ca\u65f6\u6027\uff1f\u4e8c\u662f\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u5b58\u5728\u6f5c\u5728\u77db\u76fe\uff1a\u6700\u9876\u5c16\u7684\u6295\u8d44\u4eba\u65f6\u95f4\u7a00\u7f3a\uff0c\u5176\u53cd\u9988\u5f80\u5f80\u6700\u5177\u4ef7\u503c\uff0c\u4f46\u4ed6\u4eec\u662f\u5426\u613f\u610f\u6301\u7eed\u53c2\u4e0e\u6b64\u6a21\u5f0f\uff1f\u5e73\u53f0\u53ef\u80fd\u6ca6\u4e3a\u4e2d\u7ea7\u4ece\u4e1a\u8005\u7684\u201c\u5f71\u54cd\u529b\u5c55\u793a\u533a\u201d\u3002\u4e09\u662f\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u98ce\u9669\u6781\u4e3a\u5c16\u9510\uff1a\u5b83\u53ef\u80fd\u52a9\u957f\u521b\u4e1a\u8005\u5bf9\u201c\u5e7b\u706f\u7247\u4f18\u5316\u201d\u7684\u8ff7\u4fe1\uff0c\u800c\u878d\u8d44\u6210\u8d25\u7684\u5173\u952e\u5728\u4e8e\u4e1a\u52a1\u672c\u8d28\u3002\u5e73\u53f0\u82e5\u4e0d\u80fd\u901a\u8fc7\u673a\u5236\uff08\u5982\u7ed3\u6784\u5316\u53cd\u9988\u6a21\u677f\u3001\u540e\u7eed\u8ddf\u8e2a\uff09\u5f15\u5bfc\u8bc4\u5ba1\u5173\u6ce8\u5e95\u5c42\u903b\u8f91\u800c\u975e\u8868\u73b0\u5f62\u5f0f\uff0c\u5176\u521b\u9020\u7684\u5b9e\u9645\u4ef7\u503c\u5c06\u5927\u6253\u6298\u6263\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u81f4\u7684\u201c\u516c\u76ca\u5148\u884c\u201d\u7684\u5165\u53e3\u7ea7\u4ea7\u54c1\uff0c\u5176\u957f\u671f\u60f3\u8c61\u7a7a\u95f4\u5728\u4e8e\uff0c\u4ee5\u6b64\u6784\u5efa\u4e00\u4e2a\u7ecf\u8fc7\u7b5b\u9009\u7684\u3001\u5177\u5907\u793e\u4f1a\u8d23\u4efb\u611f\u7684\u4f18\u8d28\u521b\u4e1a\u8005\u793e\u533a\uff0c\u5e76\u5c06\u670d\u52a1\u94fe\u6761\u5ef6\u4f38\u81f3\u66f4\u6df1\u5ea6\u7684\u878d\u8d44\u987e\u95ee\u3001\u5bf9\u63a5\u7b49\u73af\u8282\u3002\u76ee\u524d\uff0c\u5b83\u662f\u4e00\u4e2a\u5145\u6ee1\u5de7\u601d\u7684MVP\uff0c\u7528\u4f18\u96c5\u7684\u65b9\u5f0f\u89e3\u51b3\u4e86\u4e00\u4e2a\u5fae\u5c0f\u4f46\u771f\u5207\u7684\u75db\u70b9\uff0c\u4f46\u5176\u6a21\u5f0f\u7684\u62a4\u57ce\u6cb3\u4e0e\u53ef\u6269\u5c55\u6027\uff0c\u4ecd\u9700\u89c2\u5bdf\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\">Decks For Good<\/span>\n                <\/div>\n<div class=\"comment-content\">Want to crush your fundraise? Get feedback from investors who&#8217;ve written hundreds of checks and repeat founders with multiple exits. With Decks For Good, you can donate to a vetted nonprofit and get detailed feedback on your fundraising pitch. You might even score an investment! 100% of your donation goes to charity &#8211; we don&#8217;t process payments, all donations are made directly to the nonprofit.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I had this idea because I spend a lot of time reviewing decks for founders \ud83d\ude42 As an an angel investor 100+ companies and 15 unicorns I get asked for advice a lot, and I would love to help founders while also helping a good cause. I put together a group of VCs, angels, and serial founders who feel the same way and we&#8217;re ready on Decks For Good to help you out! Let us know how we can help.<\/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\/@rogerdickey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rogerdickey<\/a>&nbsp;Hi Roger  this is a great initiative. Getting real feedback from experienced investors while supporting a good cause is a strong combination. Deck reviews from people who\u2019ve seen 100+ companies can make a real difference.<\/p>\n<p>I\u2019m building Ahsk, a macOS AI assistant that helps founders think and create faster. Would love to connect and share 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\">Walk me through the \u201cafter\u201d workflow: once a founder gets feedback, what\u2019s the recommended next sequence (deck changes, narrative tests, outreach strategy), and how do you prevent founders from over-optimizing slides instead of fixing underlying positioning\/traction issues?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Let\u2019s gooo congrats on the launch!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Just got a &#8220;it&#8217;s complicated&#8221; fundability score on OpenVC, so this feels well-timed. Love the model \u2014 donate to charity AND get expert deck feedback. Submitting ours before our PH launch this week.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Heyyy! Congrats on your launch! <\/p>\n<p>How do you match donors with reviewers? <\/p>\n<p>Is it based on stage\/sector (e.g., pre-seed SaaS to SaaS-experienced angels), donation amount, or random? Any vetting process for the investors\/founders on the review side to ensure high-quality, constructive feedback?<\/p>\n<\/p>\n<p>Also for nonprofits : how do you vet and select them? Any focus areas (e.g., education, climate, health), and do donors choose the cause or is it curated per launch wave?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <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>Love the idea of supporting both startups and charities \u2014 that\u2019s a powerful combination.<br \/>We\u2019ll definitely use this once we polish our pitch deck ahead of our pre-seed round<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/LRVFGJCXHYN3VH\" class=\"app-title\">AgentReady<\/a><\/p>\n<div class=\"one-liner\">Cut your AI token costs by 40-60% with one API call<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">106<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AgentReady\u662f\u4e00\u6b3e\u901a\u8fc7API\u5de5\u5177\u5305\u5bf9\u7f51\u9875\u5185\u5bb9\u8fdb\u884c\u6e05\u6d17\u548c\u538b\u7f29\uff0c\u5728AI\u667a\u80fd\u4f53\u5904\u7406\u7f51\u7edc\u4fe1\u606f\u65f6\uff0c\u80fd\u663e\u8457\u964d\u4f4e\u5927\u6a21\u578bAPI\u8c03\u7528token\u6210\u672c\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u6210\u672c\u75db\u70b9\u7684\u89e3\u51b3\u65b9\u6848\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\/d8e839c4-7432-46fa-addf-42b3ec151dd3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8aefe3cb-51ca-4cd1-8b8b-e02cffebc189.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/573c5036-b2dd-460a-a4c8-0975965d7353.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8fb2061-e789-4ee3-9823-717b4466f8c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8751e3cd-7fce-49b8-97d2-58af95a86d40.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">API<\/span><br \/>\n            <span class=\"tag\">Fintech<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5de5\u5177\u5305<\/span><br \/>\n            <span class=\"tag\">Token\u6210\u672c\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u63d0\u793a\u8bcd\u538b\u7f29<\/span><br \/>\n            <span class=\"tag\">\u7f51\u9875\u5185\u5bb9\u6e05\u6d17<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">API\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n            <span class=\"tag\">\u964d\u672c\u589e\u6548<\/span><br \/>\n            <span class=\"tag\">LLM\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/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\u964d\u672c\u6838\u5fc3\u4ef7\u503c\u4e0e\u6613\u96c6\u6210\u6027\uff0c\u4e3b\u8981\u5173\u5207\u538b\u7f29\u662f\u5426\u5f71\u54cd\u8f93\u51fa\u8d28\u91cf\uff08\u662f\u5426\u65e0\u635f\uff09\uff0c\u5e76\u8be2\u95ee\u8f93\u51fatoken\u538b\u7f29\u3001\u8fc7\u7a0b\u53ef\u89c6\u5316\u7b49\u6269\u5c55\u529f\u80fd\u3002\u5efa\u8bae\u589e\u52a0\u89c6\u9891\u6f14\u793a\u4ee5\u63d0\u5347\u8f6c\u5316\u3002\u521b\u59cb\u4eba\u79ef\u6781\u56de\u5e94\uff0c\u786e\u8ba4\u538b\u7f29\u65b9\u5411\u5e76\u63a5\u7eb3\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                AgentReady\u5207\u4e2d\u4e86\u4e00\u4e2a\u660e\u786e\u4e14\u65e5\u76ca\u589e\u957f\u7684\u75db\u70b9\uff1aLLM API\u8c03\u7528\u6210\u672c\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u4e0a\u7684\u98a0\u8986\uff0c\u800c\u662f\u5de5\u7a0b\u4e0a\u7684\u7cbe\u51c6\u4f18\u5316\u2014\u2014\u5c06\u201c\u6570\u636e\u9884\u5904\u7406\u201d\u8fd9\u4e00\u5e38\u88ab\u5ffd\u89c6\u7684\u73af\u8282\u4ea7\u54c1\u5316\u3001API\u5316\u3002TokenCut\u4f5c\u4e3a\u65d7\u8230\u529f\u80fd\uff0c\u76f4\u6307\u201c\u8f93\u5165token\u4e2d\u5145\u65a5\u7f51\u7edc\u566a\u97f3\u201d\u8fd9\u4e00\u6d6a\u8d39\u6839\u6e90\uff0c\u5ba3\u79f040-60%\u7684\u6210\u672c\u524a\u51cf\u82e5\u80fd\u5728\u4fdd\u8bc1\u4fe1\u606f\u4fdd\u771f\u5ea6\u7684\u524d\u63d0\u4e0b\u5b9e\u73b0\uff0c\u5176\u7ecf\u6d4e\u4ef7\u503c\u7acb\u7aff\u89c1\u5f71\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u98ce\u9669\u4e5f\u5728\u4e8e\u6b64\u3002\u201c\u65e0\u635f\u538b\u7f29\u201d\u5728\u8bed\u4e49\u5c42\u9762\u662f\u4e00\u4e2a\u6a21\u7cca\u5730\u5e26\uff0c\u8fc7\u5ea6\u538b\u7f29\u53ef\u80fd\u5bfc\u81f4\u5173\u952e\u4e0a\u4e0b\u6587\u6216\u7ec6\u5fae\u8bed\u4e49\u4e22\u5931\uff0c\u8fdb\u800c\u5f71\u54cdLLM\u8f93\u51fa\u8d28\u91cf\uff0c\u8fd9\u53ef\u80fd\u662f\u7528\u6237\u8bc4\u8bba\u4e2d\u6838\u5fc3\u62c5\u5fe7\u7684\u7531\u6765\u3002\u4ea7\u54c1\u5c06\u81ea\u8eab\u5d4c\u5165\u7528\u6237\u4e0eLLM\u4e4b\u95f4\uff0c\u6210\u4e3a\u4e86\u4e00\u4e2a\u5173\u952e\u4e2d\u95f4\u5c42\uff0c\u5176\u53ef\u9760\u6027\u4e0e\u7a33\u5b9a\u6027\u5fc5\u987b\u6781\u9ad8\uff0c\u5426\u5219\u5c06\u76f4\u63a5\u635f\u5bb3\u4e0b\u6e38AI\u5e94\u7528\u7684\u8868\u73b0\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u4f59\u5de5\u5177\u96c6\uff08MD\u8f6c\u6362\u3001\u7ad9\u70b9\u5730\u56fe\u751f\u6210\u7b49\uff09\u5b9e\u5219\u662f\u56f4\u7ed5\u201c\u4e3aAI\u51c6\u5907\u7f51\u7edc\u6570\u636e\u201d\u8fd9\u4e00\u573a\u666f\u7684\u6a2a\u5411\u6269\u5c55\uff0c\u589e\u5f3a\u4e86\u5de5\u5177\u5305\u7684\u6574\u4f53\u5b9e\u7528\u6027\uff0c\u4f46\u672c\u8d28\u4e0a\u5c5e\u4e8e\u529f\u80fd\u96c6\u6210\uff0c\u6280\u672f\u58c1\u5792\u53ef\u80fd\u6709\u9650\u3002\u5176\u5546\u4e1a\u6a21\u5f0f\u4f9d\u8d56\u4e8e\u7528\u6237\u5bf9\u6210\u672c\u654f\u611f\u5ea6\u7684\u6301\u7eed\u63d0\u5347\uff0c\u98ce\u9669\u5728\u4e8e\uff1a\u4e00\u65e6\u4e3b\u6d41LLM\u63d0\u4f9b\u5546\u81ea\u884c\u4f18\u5316token\u8ba1\u4ef7\u65b9\u5f0f\u6216\u63d0\u4f9b\u539f\u751f\u538b\u7f29\u65b9\u6848\uff0c\u5176\u6838\u5fc3\u529f\u80fd\u4ef7\u503c\u5c06\u8fc5\u901f\u88ab\u4fb5\u8680\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5f53\u524d\u514d\u8d39\u6d4b\u8bd5\u7b56\u7565\u660e\u667a\uff0c\u53ef\u5feb\u901f\u6536\u96c6\u6570\u636e\u3001\u9a8c\u8bc1\u538b\u7f29\u7b97\u6cd5\u5e76\u6784\u5efa\u5f00\u53d1\u8005\u751f\u6001\u3002\u957f\u671f\u6765\u770b\uff0c\u5b83\u5fc5\u987b\u4ece\u201c\u6210\u672c\u8282\u7701\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201cAI\u667a\u80fd\u4f53\u6570\u636e\u9884\u5904\u7406\u7684\u6807\u51c6\u7ba1\u9053\u201d\uff0c\u901a\u8fc7\u66f4\u667a\u80fd\u7684\u5185\u5bb9\u7ed3\u6784\u5316\u3001\u8bed\u4e49\u7406\u89e3\u6765\u5efa\u7acb\u66f4\u6df1\u62a4\u57ce\u6cb3\uff0c\u5426\u5219\u6050\u96be\u9003\u6210\u4e3a\u4e34\u65f6\u6027\u8fc7\u6e21\u65b9\u6848\u7684\u547d\u8fd0\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">AgentReady<\/span>\n                <\/div>\n<div class=\"comment-content\">AgentReady is an API toolkit that makes the web readable for AI agents. Our flagship tool TokenCut compresses text before it hits GPT-4, Claude, or any LLM \u2014 same meaning, fewer tokens, lower bill. Plus 6 more tools: MD Converter, Sitemap Generator, LLMO Auditor, Structured Data, Robots.txt Analyzer, and Image Proxy. Free during beta. 3 lines of code to integrate.<\/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&#8217;m Christian,<br \/>\nthe maker of AgentReady.<\/p>\n<p>I built this because I was watching my OpenAI bill climb while realizing most of the tokens I was sending were noise \u2014 filler words, verbose phrasing, redundant HTML.<\/p>\n<p>TokenCut started as an internal tool to compress prompts before sending them to GPT-4. It saved us 40-60% on token costs overnight. Then I built 6 more tools around the same idea: make web content clean and ready for AI consumption.<\/p>\n<p>What&#8217;s live today:<\/p>\n<p>\ud83d\udd25 TokenCut (text compression for LLMs)<br \/>\n\ud83d\udcc4 MD Converter (URL \u2192 clean Markdown)<br \/>\n\ud83d\uddfa\ufe0f Sitemap Generator<br \/>\n\ud83d\udd0d LLMO Auditor (is your content AI-visible?)<br \/>\n\ud83d\udcca Structured Data extractor<br \/>\n\ud83e\udd16 Robots.txt Analyzer<br \/>\n\ud83d\uddbc\ufe0f Image Proxy<br \/>\n\ud83e\udde9 Chrome Extension<\/p>\n<p>Everything is free during beta. No credit card, no usage limits.<br \/>\nWe want feedback from real developers before launching pricing.<\/p>\n<p>Try it \u2192 agentready.cloud<\/p>\n<p>I&#8217;d love to hear:<\/p>\n<p>1. Which tool would you use the most?<br \/>\n2. What&#8217;s missing from the toolkit?<br \/>\n3. What compression level works best for your use case?<\/p>\n<p>Happy to answer any questions! \ud83d\ude80<\/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>interestig product. so it basically acts as a layer between the tool and the llm?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@douwe_tjerkstra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@douwe_tjerkstra<\/a>&nbsp;Yes exactly \ud83d\ude42<\/p>\n<p>Your user writes text \u2192 you compress it via <a href=\"http:\/\/agentready.cloud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">agentready.cloud<\/a> \u2192 you send the compressed text to your LLM.<\/p>\n<\/p>\n<p>And in this simple way you save up to 90% of the API costs. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Token compression before hitting the API is such a simple idea but nobody was doing it well. The 3-line integration is nice. Does the compression affect output quality at all on longer prompts, or is it mostly lossless?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@the_builder_e\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@the_builder_e<\/a>&nbsp;Yes, This is the primary concern.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi <a href=\"https:\/\/www.producthunt.com\/@christian_b_1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"christian_b_1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christian_b_1<\/a> Congratulations on the launch! it cuts the load of input tokens. Are you thinking of some how compressing the output tokens as well in near future? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@linapisom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@linapisom<\/a>&nbsp;yes i\u2019m thinking also about that, i\u2019m thinking in how i can implement it well. Thank you for the suggestion! I will let you know when this feature is introduced \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <br \/>The idea of helping teams deploy AI agents faster is super relevant right now especially with how many companies are experimenting but struggling with real implementation.<br \/>One quick conversion thought: a short visual demo showing an agent being created + deployed in real time could really help visitors grasp the speed and workflow immediately. That kind of clarity usually boosts trial signups a lot.<br \/>Excited to see how this evolves great timing for this 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\/@growthfilmstudio\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@growthfilmstudio<\/a>&nbsp;Thank you so much for your feedback! <\/p>\n<\/p>\n<p>I will follow your suggestion and create a demo ASAP. \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool! Can you see what was trimmed from prompt for visibility?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/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>&nbsp;sure!<\/p>\n<p>You can signup for free and copy your text in tokencut page to see the results of what was trimmed and also the cost you saved and the exact tokens saved\ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, nice product! Can I teach my Openclaw agent to use your 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If you need help or want to connect, You can also find me on X here:<\/p>\n<p><a href=\"https:\/\/x.com\/christalingx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/christalingx<\/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\">#10<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/NR6MAZGJFDX3PR\" class=\"app-title\">Mengram<\/a><\/p>\n<div class=\"one-liner\">AI memory API with 3 types: facts, events, and workflows<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mengram\u662f\u4e00\u6b3eAI\u8bb0\u5fc6API\uff0c\u901a\u8fc7\u81ea\u52a8\u63d0\u53d6\u5e76\u5b58\u50a8\u8bed\u4e49\uff08\u4e8b\u5b9e\uff09\u3001\u60c5\u666f\uff08\u4e8b\u4ef6\uff09\u548c\u7a0b\u5e8f\u6027\uff08\u5de5\u4f5c\u6d41\uff09\u4e09\u7c7b\u8bb0\u5fc6\uff0c\u4f7fAI\u667a\u80fd\u4f53\u80fd\u591f\u5728\u6267\u884c\u4efb\u52a1\u540e\u201c\u8bb0\u4f4f\u201d\u6700\u4f18\u6b65\u9aa4\uff0c\u4ece\u800c\u5728\u81ea\u52a8\u5316\u4ee3\u7406\u573a\u666f\u4e2d\u89e3\u51b3\u5176\u7f3a\u4e4f\u6301\u7eed\u6027\u3001\u53ef\u590d\u7528\u5de5\u4f5c\u8bb0\u5fc6\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\/ff1bee0f-deaf-4da9-892d-0ade0fedf855.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c3e529ca-70c6-4da9-98b9-a459b5faf0b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/da037c02-a59c-41c6-93b6-d267e1972d56.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Open Source<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">GitHub<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u8bb0\u5fc6<\/span><br \/>\n            <span class=\"tag\">\u957f\u671f\u8bb0\u5fc6API<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4f53\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">LangChain\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u591a\u7c7b\u578b\u8bb0\u5fc6<\/span><br \/>\n            <span class=\"tag\">\u4efb\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">Apache 2.0<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u4e3b\u8981\u96c6\u4e2d\u4e8e\u6280\u672f\u5b9e\u73b0\u7ec6\u8282\u4e0e\u96c6\u6210\u3002\u521b\u59cb\u4eba\u9610\u8ff0\u4e86\u4ea7\u54c1\u89e3\u51b3\u4e09\u7c7b\u8bb0\u5fc6\u7684\u521d\u8877\u3002\u6709\u7528\u6237\u8be2\u95ee\u4e86\u751f\u4ea7\u73af\u5883\u4e2d\u957f\u671f\u8bb0\u5fc6\u7684\u96be\u70b9\uff08\u77db\u76fe\u3001\u8fc7\u65f6\u3001\u65f6\u95f4\u67e5\u8be2\uff09\u5982\u4f55\u5904\u7406\uff0c\u56de\u590d\u79f0\u5df2\u5185\u7f6e\u89e3\u51b3\u65b9\u6848\u3002\u53e6\u6709\u7528\u6237\u5bfb\u6c42LangChain\u96c6\u6210\u793a\u4f8b\uff0c\u5df2\u83b7\u6307\u5411\u8be6\u7ec6\u6587\u6863\u7684\u56de\u590d\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                Mengram\u5207\u5165\u7684\u662fAI\u667a\u80fd\u4f53\uff08Agent\uff09\u9886\u57df\u4e00\u4e2a\u5173\u952e\u4e14\u672a\u88ab\u5145\u5206\u89e3\u51b3\u7684\u74f6\u9888\uff1a\u8bb0\u5fc6\u7684\u8d2b\u4e4f\u4e0e\u5355\u4e00\u3002\u5f53\u524d\u591a\u6570AI\u8bb0\u5fc6\u65b9\u6848\u4ec5\u505c\u7559\u5728\u201c\u4e8b\u5b9e\u201d\u5b58\u50a8\u5c42\u9762\uff0c\u8fd9\u76f8\u5f53\u4e8e\u53ea\u8d4b\u4e88\u4e86\u667a\u80fd\u4f53\u201c\u9648\u8ff0\u6027\u8bb0\u5fc6\u201d\uff0c\u800c\u4f7f\u5176\u5728\u590d\u6742\u3001\u591a\u6b65\u9aa4\u7684\u4efb\u52a1\u6267\u884c\u4e2d\uff0c\u6bcf\u4e00\u6b21\u90fd\u50cf\u201c\u65b0\u624b\u201d\u4e00\u6837\u4ece\u5934\u5f00\u59cb\u3002Mengram\u63d0\u51fa\u7684\u4e09\u7c7b\u8bb0\u5fc6\u6a21\u578b\uff0c\u5c24\u5176\u662f\u5bf9\u201c\u7a0b\u5e8f\u6027\u8bb0\u5fc6\u201d\uff08\u5de5\u4f5c\u6d41\u6b65\u9aa4\uff09\u7684\u6355\u83b7\u4e0e\u590d\u7528\uff0c\u76f4\u6307\u667a\u80fd\u4f53\u6548\u7387\u4e0e\u667a\u80fd\u5316\u7684\u6838\u5fc3\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4efb\u52a1\u5b8c\u6210\u5373\u4fdd\u5b58\u6b65\u9aa4\uff0c\u4e0b\u6b21\u81ea\u52a8\u4f18\u5316\u8def\u5f84\u201d\u7684\u6740\u624b\u950f\uff0c\u82e5\u80fd\u7a33\u5b9a\u5b9e\u73b0\uff0c\u610f\u5473\u7740\u667a\u80fd\u4f53\u5177\u5907\u4e86\u771f\u6b63\u7684\u201c\u7ecf\u9a8c\u5b66\u4e60\u201d\u548c\u201c\u6301\u7eed\u6539\u8fdb\u201d\u80fd\u529b\uff0c\u4ece\u4e00\u6b21\u6027\u4efb\u52a1\u6267\u884c\u5de5\u5177\u5411\u53ef\u79ef\u7d2f\u3001\u53ef\u6f14\u8fdb\u7684\u6570\u5b57\u5458\u5de5\u8fc8\u51fa\u5b9e\u8d28\u6027\u4e00\u6b65\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u9a8c\u8bc1\u5728\u4e8e\u5de5\u7a0b\u5b9e\u73b0\u7684\u6df1\u5ea6\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u77db\u76fe\u3001\u8fc7\u65f6\u3001\u65f6\u95f4\u67e5\u8be2\u201d\u7684\u5c16\u9510\u63d0\u95ee\uff0c\u6b63\u662f\u957f\u671f\u8bb0\u5fc6\u7cfb\u7edf\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u201c\u963f\u5580\u7409\u65af\u4e4b\u8e35\u201d\u3002Mengram\u58f0\u79f0\u901a\u8fc7\u667a\u80fd\u89e6\u53d1\u5668\u3001\u827e\u5bbe\u6d69\u65af\u8870\u51cf\u548c\u7b56\u5c55\u4ee3\u7406\u7b49\u673a\u5236\u5f00\u7bb1\u5373\u7528\u5730\u89e3\u51b3\u4e86\u8fd9\u4e9b\u95ee\u9898\uff0c\u8fd9\u542c\u8d77\u6765\u5f88\u7f8e\u597d\uff0c\u4f46\u5b9e\u9645\u6548\u679c\u9700\u8981\u5728\u590d\u6742\u3001\u9ad8\u5e76\u53d1\u7684\u771f\u5b9e\u4e1a\u52a1\u6d41\u4e2d\u7ecf\u53d7\u8003\u9a8c\u3002\u5176\u5f00\u6e90\u3001\u514d\u8d39\u7684\u6a21\u5f0f\u6709\u5229\u4e8e\u5feb\u901f\u5438\u5f15\u5f00\u53d1\u8005\u793e\u533a\uff0c\u5efa\u7acb\u751f\u6001\uff0c\u4f46\u6838\u5fc3\u6280\u672f\u7684\u9c81\u68d2\u6027\u3001\u5927\u89c4\u6a21\u72b6\u6001\u7ba1\u7406\u7684\u6548\u7387\uff0c\u5c06\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u6709\u8da3\u7684\u9879\u76ee\u201d\u8fdb\u5316\u4e3a\u201c\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u5206\u6c34\u5cad\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u6982\u5ff5\u9886\u5148\u3001\u5207\u4e2d\u8981\u5bb3\u7684\u4ea7\u54c1\uff0c\u4f46\u5176\u5ba3\u79f0\u7684\u81ea\u52a8\u5316\u4e0e\u96f6\u7ef4\u62a4\uff0c\u4ecd\u9700\u5728\u66f4\u4e25\u82db\u7684\u573a\u666f\u4e0b\u81ea\u8bc1\u5176\u8eab\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Mengram<\/span>\n                <\/div>\n<div class=\"comment-content\">AI memory API with 3 types: semantic (facts), episodic (events), and procedural (learned workflows). One API call extracts all three automatically. Killer feature: your agent completes a task \u2192 Mengram saves the steps \u2192 next time it already knows the optimal path with success\/failure tracking. Works with Claude (MCP), LangChain, CrewAI, OpenClaw. Free, open-source, Apache 2.0.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! I&#8217;m Ali, a 32-year-old developer from Almaty, Kazakhstan.<br \/>\nI built Mengram because every AI memory tool I tried only stored facts. But human memory has 3 types \u2014 we remember facts (semantic), events (episodic), and how to do things (procedural). So I built an API that does all three.<br \/>\nThe killer feature: your AI agent completes a task \u2192 Mengram saves the steps as a procedure \u2192 next time, it already knows the optimal path. No other memory API does this.<br \/>\nIt&#8217;s free, open-source, and takes 60 seconds to set up. Would love your feedback!<\/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\/@alibaizhanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alibaizhanov<\/a>&nbsp;Congrats on the launch, Ali!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\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 handle the hard edge cases of long-term memory in production\u2014contradictions, staleness, and \u201cwhat happened last week\u201d temporal queries\u2014without making developers build their own maintenance rules around your API?<\/div>\n<div class=\"comment-actions\">\n<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>&nbsp;<br \/>All three are handled out of the box \u2014 contradictions (Smart Triggers auto-detect conflicts), staleness (Ebbinghaus decay + Curator agent), and temporal queries (episodic memory with date-range filtering). Zero maintenance rules needed from the developer.<\/p>\n<p>Full details: <a href=\"https:\/\/mengram.io\/docs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/mengram.io\/docs<\/a><\/p>\n<p><a href=\"https:\/\/mengram.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/mengram.io<\/a><br \/><a href=\"https:\/\/github.com\/alibaizhanov\/mengram\/blob\/main\/README.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/alibaizhanov\/mengram\/blob\/main\/README.md<\/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! This sounds really cool, do you have any example code for using this with LangChain?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sizorax\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sizorax<\/a>&nbsp;<br \/>Hey Shawn! Full LangChain integration with examples is in the docs: <br \/><a href=\"https:\/\/github.com\/alibaizhanov\/mengram\/blob\/main\/integrations\/langchain.py\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/alibaizhanov\/mengram\/blob\/main\/integrations\/langchain.py<\/a><\/p>\n<p>Drop-in replacement for both memory and retriever \u2014 searches all 3 types in one call. Let me know if you hit any issues!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#11<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/XFHD3Z4BLGHPNL\" class=\"app-title\">Feedix<\/a><\/p>\n<div class=\"one-liner\">Your YouTube subscriptions, summarized and delivered by AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Feedix\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684YouTube\u8ba2\u9605\u6458\u8981\u5de5\u5177\uff0c\u5b83\u901a\u8fc7\u81ea\u52a8\u603b\u7ed3\u77e5\u8bc6\u578b\u9891\u9053\uff08\u5982\u79d1\u6280\u3001\u5546\u4e1a\u3001\u6295\u8d44\uff09\u7684\u89c6\u9891\u6838\u5fc3\u5185\u5bb9\uff0c\u5e76\u4ee5\u90ae\u4ef6\u5b9a\u65f6\u63a8\u9001\uff0c\u89e3\u51b3\u4e86\u4fe1\u606f\u8fc7\u8f7d\u7528\u6237\u6ca1\u65f6\u95f4\u89c2\u770b\u6240\u6709\u8ba2\u9605\u89c6\u9891\u3001\u96be\u4ee5\u7b5b\u9009\u6709\u4ef7\u503c\u4fe1\u606f\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                <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/0154f6b3-d2c5-4383-9e1d-34a691f59ff4.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=PDE3Nu5chWU\"><source src=\"https:\/\/www.youtube.com\/watch?v=PDE3Nu5chWU\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b881b208-2ad3-4bd6-aedd-21a8645e1a00.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81131030-e5f7-4e62-ab57-0782658742b9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6a658481-9660-4502-b259-0b2d6647b385.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e5a72b21-e317-4d25-9076-f0856ea591a2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b25f13d2-9b29-4aa2-9e4a-47ceacb049e7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ba226f4-2184-4d52-974b-ee1f2c092b47.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/54c6ae7f-b2d8-49a9-849c-1d4e2e34c01a.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Email<\/span><br \/>\n            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u6458\u8981<\/span><br \/>\n            <span class=\"tag\">YouTube\u8ba2\u9605\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u4fe1\u606f\u8fc7\u8f7d<\/span><br \/>\n            <span class=\"tag\">\u77e5\u8bc6\u83b7\u53d6<\/span><br \/>\n            <span class=\"tag\">\u90ae\u4ef6\u7b80\u62a5<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u8fc7\u6ee4<\/span><br \/>\n            <span class=\"tag\">\u89c6\u9891\u603b\u7ed3<\/span><br \/>\n            <span class=\"tag\">\u4e2a\u4eba\u6548\u7387<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39\u589e\u503c<\/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\u4e86\u201c\u6ca1\u65f6\u95f4\u770b\u4f46\u4e0d\u60f3\u9519\u8fc7\u5e72\u8d27\u201d\u7684\u771f\u5b9e\u75db\u70b9\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u89c6\u9891\u5173\u952e\u5e27\u5e7b\u706f\u7247\u5c55\u793a\u529f\u80fd\u3002\u6838\u5fc3\u5173\u5207\u5728\u4e8eAI\u80fd\u5426\u51c6\u786e\u6355\u6349\u89c6\u9891\u4e2d\u7684\u7ec6\u5fae\u8bed\u5883\u548c\u975e\u663e\u800c\u6613\u89c1\u7684\u7ed3\u8bba\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u5176AI\u80fd\u7406\u89e3\u53d9\u4e8b\u6d41\u800c\u4e0d\u4ec5\u662f\u63d0\u53d6\u8981\u70b9\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                Feedix\u7784\u51c6\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u65e5\u76ca\u6269\u5927\u7684\u9700\u6c42\u7f3a\u53e3\uff1a\u5c06YouTube\u4ece\u5a31\u4e50\u5e73\u53f0\u8f6c\u53d8\u4e3a\u4e25\u8083\u77e5\u8bc6\u6765\u6e90\u8fc7\u7a0b\u4e2d\u4ea7\u751f\u7684\u4fe1\u606f\u5904\u7406\u77db\u76fe\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u6458\u8981\u201d\u8fd9\u4e2a\u6280\u672f\u52a8\u4f5c\uff0c\u800c\u5728\u4e8e\u5145\u5f53\u4e86\u4e00\u4e2a**\u9ad8\u4fe1\u566a\u6bd4\u7684\u201c\u4fe1\u606f\u7b56\u5c55\u4e0e\u538b\u7f29\u5c42\u201d**\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0eYouTube\u7b97\u6cd5\u63a8\u8350\u673a\u5236\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u670d\u52a1\u4e8e\u7528\u6237\u201c\u4e3b\u52a8\u8ba2\u9605\u201d\u7684\u786e\u5b9a\u6027\u9700\u6c42\u3002\u5b83\u672c\u8d28\u4e0a\u4e0d\u662f\u53e6\u4e00\u4e2a\u53d1\u73b0\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u6548\u7387\u5de5\u5177\uff0c\u5e2e\u52a9\u7528\u6237\u5bf9\u5176\u5df2\u9009\u62e9\u7684\u4fe1\u606f\u6e90\u8fdb\u884c\u201c\u964d\u672c\u589e\u6548\u201d\u2014\u2014\u964d\u4f4e\u65f6\u95f4\u6210\u672c\uff0c\u63d0\u5347\u4fe1\u606f\u83b7\u53d6\u6548\u7387\u3002\u90ae\u4ef6\u63a8\u9001\u6a21\u5f0f\u5f3a\u5316\u4e86\u5176\u201c\u4e3b\u52a8\u9001\u8fbe\u201d\u4e0e\u201c\u6279\u5904\u7406\u201d\u7684\u7279\u6027\uff0c\u5c06\u7528\u6237\u4ece\u7b97\u6cd5\u7684\u5373\u65f6\u53cd\u9988\u9677\u9631\u548c\u65e0\u7a77\u5c3d\u7684\u4fe1\u606f\u6d41\u4e2d\u5265\u79bb\u51fa\u6765\uff0c\u56de\u5f52\u5230\u66f4\u53ef\u63a7\u7684\u63a5\u6536\u8282\u594f\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**\u6458\u8981\u7684\u8d28\u91cf\u4e0e\u6df1\u5ea6\u662f\u751f\u547d\u7ebf**\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u8bba\u8bc1\u590d\u6742\u3001\u5145\u6ee1\u7ec6\u5fae\u5dee\u522b\u7684\u77e5\u8bc6\u7c7b\u5185\u5bb9\u65f6\uff0cAI\u80fd\u5426\u8d85\u8d8a\u8868\u9762\u8981\u70b9\uff0c\u63d0\u70bc\u51fa\u771f\u6b63\u7684\u6d1e\u5bdf\u4e0e\u903b\u8f91\u8109\u7edc\uff0c\u5c06\u76f4\u63a5\u51b3\u5b9a\u7528\u6237\u7559\u5b58\u3002\u5f53\u524d\u56de\u590d\u79f0\u80fd\u201c\u6355\u6349\u8bed\u5883\u201d\uff0c\u4f46\u8fd9\u9700\u8981\u6301\u7eed\u7684\u6280\u672f\u9a8c\u8bc1\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u6a21\u5f0f\u5b58\u5728\u9690\u5fe7\uff0c\u5176\u6838\u5fc3\u529f\u80fd\u9ad8\u5ea6\u4f9d\u8d56YouTube\u7684API\u653f\u7b56\u7a33\u5b9a\u6027\uff0c\u5916\u90e8\u98ce\u9669\u4e0d\u53ef\u63a7\u3002\u6700\u540e\uff0c\u4ece\u201c\u77e5\u9053\u6982\u8981\u201d\u5230\u201c\u51b3\u5b9a\u89c2\u770b\u201d\u4ecd\u5b58\u5728\u4e00\u6b65\u4e4b\u9065\uff0c\u4ea7\u54c1\u5728\u6fc0\u53d1\u7528\u6237\u6df1\u5165\u89c2\u770b\u7684\u5f15\u5bfc\u548c\u95ed\u73af\u4f53\u9a8c\u4e0a\uff0c\u5c1a\u6709\u63a2\u7d22\u7a7a\u95f4\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cFeedix\u662f\u5e94\u5bf9\u6570\u5b57\u65f6\u4ee3\u77e5\u8bc6\u7126\u8651\u7684\u4e00\u6b3e\u52a1\u5b9e\u4ea7\u54c1\u3002\u5b83\u4e0d\u521b\u9020\u5185\u5bb9\uff0c\u800c\u662f\u4f18\u5316\u5185\u5bb9\u7684\u6d88\u8d39\u65b9\u5f0f\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5b83\u5728\u6280\u672f\u53ef\u9760\u6027\u3001\u7528\u6237\u4f53\u9a8c\u6df1\u5ea6\u4e0e\u5e73\u53f0\u4f9d\u8d56\u98ce\u9669\u4e4b\u95f4\u80fd\u5426\u627e\u5230\u7a33\u56fa\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\">Feedix<\/span>\n                <\/div>\n<div class=\"comment-content\">Too many YouTube subscriptions, too little time. Feedix is built for knowledge-driven channels \u2014 tech, business, investment. Subscribe to channels, set your schedule (daily or weekly), and get AI summaries delivered to your inbox. Cut through the noise. Get only what matters. &#8211; AI extracts key insights from informational videos. &#8211; Daily or weekly delivery, on your schedule. &#8211; 9 languages supported. &#8211; Free tier available. Stop watching everything. Start knowing what matters.<\/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 follow tons of YouTube channels \u2014 investing, self-improvement, tech, business, market analysis. Great content, but impossible to watch them all. Hours disappeared just figuring out which videos were worth my time.<\/p>\n<p>  So I built Feedix. It watches your channels and sends AI summaries to your inbox \u2014 daily or weekly. In 5 minutes, you know exactly what&#8217;s worth watching and what you can skip.<\/p>\n<p>  It&#8217;s for anyone who relies on YouTube for real information \u2014 not entertainment. If you&#8217;re juggling finance channels, industry news, or career content, Give it a try and let me know what you think!<\/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\/@sk_j\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sk_j<\/a>&nbsp;Hi J- this solves a real problem. YouTube is powerful for learning, but filtering signal from noise takes too much time. Getting structured AI summaries in your inbox makes it practical.<\/p>\n<p>Especially useful for finance and tech where missing key updates hurts.<\/p>\n<p>I\u2019m building Ahsk, a macOS AI assistant focused on helping founders process and create faster. Would love to connect and exchange 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>Good idea! Would you consider adding an option to see videos as a slide show? Extracting the most important frames.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wilco_kruijer1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wilco_kruijer1<\/a>&nbsp;great idea! I will consider that. Thanks for the suggestion<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">@sk_j Oh wow, I\u2019ve actually been thinking about something like this myself! \ud83d\ude05<\/p>\n<p>The problem is very real. Especially with knowledge-heavy channels where you don\u2019t want to miss insights but can\u2019t watch everything.<\/p>\n<p>I like the inbox delivery angle &#8211; it feels more intentional than just another feed.<\/p>\n<p>How do you handle nuance and context in summaries? For example, if a video builds toward a non-obvious conclusion, can the AI capture that, or is it more key-point extraction?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tereza_hurtova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tereza_hurtova<\/a>&nbsp;Really appreciate the support! <\/p>\n<p>The AI captures context and narrative flow, not just bullet points. so it picks up on conclusions when they&#8217;re there, and reflects exploratory content as-is.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>for me this solves a real problem. i do not have time to watch hundreds of minutes youtube content but I want to have the valuable 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sounds like a problem I have; I subscribe to literally every channel I see. Might this be a problem which youtube can solve with updating their algorithm to your preferences instead of an external 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peterz_shu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterz_shu<\/a> &nbsp;Thanks Peter! I totally get the &#8216;subscribe to everything&#8217; habit. That\u2019s exactly why Feedix helps.  you can <strong>handpick exactly which of those channels you actually want summaries for<\/strong>. <\/p>\n<\/p>\n<p>When they upload new videos, Feedix automatically summarizes them. This way, you catch all the latest trends instantly without getting sucked into the feed. Would love 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<\/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\/MGCSDH77ISW7EW\" class=\"app-title\">Ningenie<\/a><\/p>\n<div class=\"one-liner\">One chat to control all your apps with Agentic AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">91<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ningenie\u662f\u4e00\u6b3e\u667a\u80fd\u4f53AI\u52a9\u624b\uff0c\u901a\u8fc7\u8fde\u63a5\u7528\u6237\u5df2\u6709\u7684\u5404\u7c7b\u5e94\u7528\uff08\u5982Gmail\u3001\u65e5\u5386\u3001Notion\u7b49\uff09\uff0c\u5728\u5355\u4e00\u804a\u5929\u754c\u9762\u5185\u7528\u4e00\u53e5\u8bdd\u6307\u4ee4\u5b8c\u6210\u8de8\u5e94\u7528\u64cd\u4f5c\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u591a\u4efb\u52a1\u3001\u591a\u5e94\u7528\u5207\u6362\u573a\u666f\u4e0b\u6548\u7387\u4f4e\u4e0b\u3001\u8ba4\u77e5\u8d1f\u8377\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\/1f08857c-dc42-45b3-bc46-879c3e987e0c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07262552-0ea3-4fa0-9232-b5d92dbca7e4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d78b8f27-632c-44a4-8cda-bc2f77c3f421.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8c9dc021-c729-4698-8535-942d3e902122.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\/bee606da-395f-4434-9d63-398432dd6b24.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/azL7p2qi6qE\"><source src=\"https:\/\/youtu.be\/azL7p2qi6qE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n            <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u8de8\u5e94\u7528\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u804a\u5929\u5f0f\u4ea4\u4e92<\/span><br \/>\n            <span class=\"tag\">\u8bed\u97f3\u63a7\u5236<\/span><br \/>\n            <span class=\"tag\">\u63d2\u4ef6\u751f\u6001<\/span><br \/>\n            <span class=\"tag\">\u4e2a\u4eba\u52a9\u7406<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u8be6\u7ec6\u5206\u4eab\u4e86\u4e2a\u4eba\u521b\u4e1a\u5386\u7a0b\u4e0e\u4ea7\u54c1\u613f\u666f\uff0c\u4f46\u6682\u65e0\u5176\u4ed6\u7528\u6237\u8bc4\u8bba\u3002\u53cd\u9988\u91cd\u70b9\u5728\u4e8e\u4e3b\u52a8\u5f81\u96c6\u7528\u6237\u5e0c\u671b\u81ea\u52a8\u5316\u7684\u5de5\u4f5c\u6d41\u53ca\u4e0b\u4e00\u6b65\u5e94\u96c6\u6210\u7684\u63d2\u4ef6\u5efa\u8bae\uff0c\u76ee\u524d\u7f3a\u4e4f\u5b9e\u9645\u4f7f\u7528\u53cd\u9988\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Ningenie\u7684\u6838\u5fc3\u7406\u5ff5\u2014\u2014\u7528\u4e00\u4e2a\u804a\u5929\u754c\u9762\u7edf\u4e00\u63a7\u5236\u6240\u6709\u5e94\u7528\u2014\u2014\u76f4\u6307\u73b0\u4ee3\u6570\u5b57\u5de5\u4f5c\u8005\u201c\u5e94\u7528\u5207\u6362\u75b2\u52b3\u201d\u7684\u771f\u5b9e\u75db\u70b9\u3002\u5176\u201c\u667a\u80fd\u4f53\u201d\u5b9a\u4f4d\u610f\u5473\u7740\u5b83\u8bd5\u56fe\u8d85\u8d8a\u7b80\u5355\u7684\u6307\u4ee4\u8f6c\u53d1\uff0c\u5411\u7406\u89e3\u610f\u56fe\u3001\u81ea\u4e3b\u534f\u8c03\u8de8\u5e94\u7528\u5de5\u4f5c\u6d41\u8fc8\u8fdb\uff0c\u8fd9\u6bd4\u5355\u4e00\u573a\u666f\u7684RPA\u5de5\u5177\u66f4\u5177\u60f3\u8c61\u7a7a\u95f4\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5e76\u975e\u6280\u672f\u6982\u5ff5\uff0c\u800c\u5728\u843d\u5730\u6df1\u5ea6\u3002\u9996\u5148\uff0c\u201c\u8fde\u63a5\u6240\u6709\u5e94\u7528\u201d\u662f\u751c\u871c\u7684\u9677\u9631\uff0c\u96c6\u6210\u7684\u7a33\u5b9a\u6027\u548c\u6df1\u5ea6\uff08\u5c24\u5176\u662f\u5bf9\u590d\u6742\u64cd\u4f5c\u7684\u7406\u89e3\uff09\u51b3\u5b9a\u4e86\u5b83\u662f\u73a9\u5177\u8fd8\u662f\u5de5\u5177\u3002\u5176\u6b21\uff0c\u4ece\u521b\u59cb\u4eba\u81ea\u7528\u7684\u201c\u4e2a\u4eba\u4ee3\u7406\u201d\u5230\u516c\u5f00\u4ea7\u54c1\uff0c\u9700\u6784\u5efa\u666e\u9002\u3001\u5b89\u5168\u4e14\u53ef\u914d\u7f6e\u7684\u6d41\u7a0b\uff0c\u8fd9\u5bf9\u5176\u63d2\u4ef6\u67b6\u6784\u548cAI\u610f\u56fe\u8bc6\u522b\u7684\u6cdb\u5316\u80fd\u529b\u8981\u6c42\u6781\u9ad8\u3002\u5f53\u524d\u9636\u6bb5\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u6709\u5f85\u9a8c\u8bc1\u7684\u6846\u67b6\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u503c\u5f97\u5173\u6ce8\u7684\u662f\u521b\u59cb\u4eba\u7684\u80cc\u666f\uff1a\u4ece\u533b\u7597AI\u5230Web3\u7684\u8de8\u754c\u7ecf\u5386\uff0c\u4ee5\u53ca\u6253\u9020\u201c\u975e\u8425\u5229\u201d\u9879\u76ee\u7684\u521d\u5fc3\uff0c\u53ef\u80fd\u8d4b\u4e88\u4ea7\u54c1\u72ec\u7279\u7684\u8bbe\u8ba1\u54f2\u5b66\u2014\u2014\u6216\u8bb8\u66f4\u6ce8\u91cd\u7528\u6237\u4ee3\u7406\u6743\u800c\u975e\u6570\u636e\u5784\u65ad\u3002\u4f46\u4f5c\u4e3a\u6548\u7387\u5de5\u5177\uff0c\u6700\u7ec8\u5fc5\u987b\u7528\u8282\u7701\u7684\u65f6\u95f4\u8bc1\u660e\u81ea\u5df1\u3002\u5176\u65e9\u671f\u5f81\u96c6\u5de5\u4f5c\u6d41\u9700\u6c42\u7684\u505a\u6cd5\u662f\u52a1\u5b9e\u7684\uff0c\u56e0\u4e3a\u771f\u6b63\u7684\u201c\u6740\u624b\u7ea7\u81ea\u52a8\u5316\u201d\u5f80\u5f80\u6765\u81ea\u5177\u4f53\u7684\u573a\u666f\u75db\u70b9\uff0c\u800c\u975e\u6cdb\u5316\u7684\u8fde\u63a5\u6982\u5ff5\u3002\u82e5\u80fd\u57281-2\u4e2a\u5782\u76f4\u573a\u666f\uff08\u5982\u8de8\u5883\u81ea\u7531\u804c\u4e1a\u8005\u7684\u8d22\u7a0e\u90ae\u4ef6\u81ea\u52a8\u5316\uff09\u505a\u5230\u6781\u81f4\u6d41\u7545\uff0c\u8fdc\u6bd4\u5e7f\u800c\u6d45\u7684\u8fde\u63a5\u66f4\u6709\u7a7f\u900f\u529b\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Ningenie<\/span>\n                <\/div>\n<div class=\"comment-content\">Ningenie is an agentic AI assistant that connects to the apps you already use and helps you get things done with one command. Instead of switching between Gmail, Calendar, notion, broker apps, and X, just tell Ningenie what you want&#8230;.in chat or by voice.<\/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<\/p>\n<\/p>\n<p>I am Nalanda, solo founder of Ningenie.<\/p>\n<\/p>\n<p>After graduating, I got into medical AI research and bootstrapped a non-profit called Medinin Labs&#8230; because I strongly believe healthcare and education should never be purely for-profit. One of my first breakthroughs was detecting pneumonia from X-rays using AI.<\/p>\n<\/p>\n<p>In 2018, I moved back to India from U.S and launched a product(Video ref link below) that allowed doctors and patients to upload data for AI-based analysis. By the end of 2019, I even acquired a space to start an AI-powered smart clinic.<\/p>\n<\/p>\n<p>Then COVID hit. Lockdowns, financial pressure, and operational challenges forced me to shut everything down.<\/p>\n<p>After that reset, I spent years building in Web3, creating AI bots, investing, traveling, and living in different countries. During that time, I built a personal agentic AI for myself to automate daily work&#8230; emails, finance, planning, coordination. It quietly saved me hours every day.<\/p>\n<\/p>\n<p>A few months ago, I realized this shouldn\u2019t stay private. I decided to build proper infrastructure and launch it publicly. I am grateful that some of my old teammates stayed and others came back to help make Ningenie real.<\/p>\n<p>I am also a huge anime fan. I grew up watching Naruto, and even in my 30s I still make decisions based on the lessons it taught me.<\/p>\n<\/p>\n<p>Ningenie lets you schedule\/automate your tasks flexible plugins(you can build your own too), no more constant app switching. Goal is to not open the app at all and reduce your cognitive load to focus on important stuff.<\/p>\n<\/p>\n<p>This is an early launch, and I\u2019d genuinely love feedback:<\/p>\n<p>\u2022 What workflows would save you the most time?<\/p>\n<p>\u2022 Which plugins should we integrate next?<\/p>\n<p>Happy to answer anything below \ud83d\ude4f<\/p>\n<pre><code>Ningenie Demos: <a href=\"https:\/\/app.nin.in\/ningenie\/demo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/app.nin.in\/ningenie\/demo<\/a>...<\/code><\/pre>\n<p>Ref to Medinin: <a href=\"https:\/\/www.youtube.com\/watch?v=MSzjZ0zt-x8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=MSzjZ0zt-x8<\/a><\/p>\n<\/p>\n<\/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<\/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\/TK4SURCSE2ZV7N\" class=\"app-title\">isFake.ai<\/a><\/p>\n<div class=\"one-liner\">Detect AI-generated content in video, images, audio, texts<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u53ef\u89c6\u5316\u8bc1\u636e\u68c0\u6d4b\u89c6\u9891\u3001\u56fe\u50cf\u3001\u97f3\u9891\u3001\u6587\u672c\u4e2dAI\u751f\u6210\u5185\u5bb9\u7684\u591a\u6a21\u6001\u5de5\u5177\uff0c\u65e8\u5728\u5e2e\u52a9\u521b\u4f5c\u8005\u3001\u7814\u7a76\u4eba\u5458\u3001\u8bb0\u8005\u548c\u54c1\u724c\u5728\u865a\u5047\u4fe1\u606f\u6cdb\u6ee5\u7684\u73af\u5883\u4e2d\u5feb\u901f\u7504\u522b\u771f\u4f2a\uff0c\u91cd\u5efa\u4fe1\u4efb\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\/08c86c1b-f772-4a9c-a268-ef31c6dc9481.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b23b812-3fae-409e-bef7-3a89f6b8992a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/261198c3-9f5e-42b1-b854-b05eda147aa6.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\/ccd0aa25-920f-4833-91b3-42d101ffb423.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ebg40vyCkd4\"><source src=\"https:\/\/youtu.be\/ebg40vyCkd4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Data &#038; Analytics<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5185\u5bb9\u68c0\u6d4b<\/span><br \/>\n            <span class=\"tag\">\u591a\u6a21\u6001\u8bc6\u522b<\/span><br \/>\n            <span class=\"tag\">\u7f51\u7edc\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">\u865a\u5047\u4fe1\u606f\u9274\u522b<\/span><br \/>\n            <span class=\"tag\">\u4fe1\u4efb\u4e0e\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">\u900f\u660e\u5ea6\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5a92\u4f53\u9a8c\u8bc1<\/span><br \/>\n            <span class=\"tag\">\u53cd\u8bc8\u9a97<\/span><br \/>\n            <span class=\"tag\">\u6df1\u5ea6\u4f2a\u9020\u68c0\u6d4b<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u4ef7\u503c\uff0c\u5c24\u5176\u8d5e\u8d4f\u5176\u53ef\u89c6\u5316\u89e3\u91ca\u548c\u5409\u7965\u7269\u8bbe\u8ba1\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u68c0\u6d4b\u51c6\u786e\u7387\uff08\u7279\u522b\u662f\u9488\u5bf9\u6df7\u5408\u5185\u5bb9\u548c\u65b0\u6a21\u578b\uff09\u3001\u5206\u6790\u901f\u5ea6\u3001\u4e0eiPhone\u7b49\u8bbe\u5907AI\u589e\u5f3a\u529f\u80fd\u7684\u533a\u5206\u3002\u5f3a\u70c8\u5efa\u8bae\u5f00\u53d1\u6d4f\u89c8\u5668\u6269\u5c55\u548cAPI\uff0c\u4ee5\u63d0\u5347\u4f7f\u7528\u4fbf\u5229\u6027\u4e0e\u96c6\u6210\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                isFake.ai \u5207\u5165\u4e86\u4e00\u4e2a\u5728AI\u751f\u6210\u5185\u5bb9\u6cdb\u6ee5\u80cc\u666f\u4e0b\u6025\u5267\u81a8\u80c0\u7684\u521a\u9700\u5e02\u573a\u2014\u2014\u4fe1\u4efb\u9a8c\u8bc1\u3002\u5176\u5ba3\u79f0\u7684\u201c\u591a\u6a21\u6001\u201d\u548c\u201c\u53ef\u89c6\u5316\u8bc1\u636e\u201d\u662f\u6838\u5fc3\u5356\u70b9\uff0c\u76f4\u51fb\u5f53\u524d\u5355\u6a21\u6001\u68c0\u6d4b\u5de5\u5177\uff08\u5982GPTZero\uff09\u548c\u201c\u9ed1\u76d2\u201d\u5224\u51b3\u7684\u75db\u70b9\u3002\u56e2\u961f\u80cc\u666f\uff08\u7f51\u7edc\u5b89\u5168\u4e0eML\u4e13\u5bb6\uff09\u4e3a\u5176\u4e13\u4e1a\u6027\u80cc\u4e66\uff0c\u5409\u7965\u7269\u548c\u52a8\u753b\u7cfb\u5217\u5219\u8bd5\u56fe\u5c06\u4e25\u8083\u751a\u81f3\u4ee4\u4eba\u7126\u8651\u7684\u201c\u6253\u5047\u201d\u8fc7\u7a0b\u8da3\u5473\u5316\u3001\u54c1\u724c\u5316\uff0c\u8fd9\u662f\u4e00\u4e2a\u5de7\u5999\u7684\u7528\u6237\u4f53\u9a8c\u8bbe\u8ba1\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u6839\u672c\u6027\u6311\u6218\u4e0e\u6240\u6709AI\u68c0\u6d4b\u5de5\u5177\u4e00\u81f4\uff1a\u8fd9\u662f\u4e00\u573a\u6ce8\u5b9a\u843d\u540e\u7684\u519b\u5907\u7ade\u8d5b\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u6700\u65b0\u56fe\u50cf\u751f\u6210\u5668\u201d\u548c\u201cAI\u589e\u5f3a\u5185\u5bb9\u201d\u7684\u63d0\u95ee\uff0c\u6070\u6070\u63ed\u793a\u4e86\u5176\u6280\u672f\u5929\u82b1\u677f\u3002\u68c0\u6d4b\u7684\u672c\u8d28\u662f\u5bfb\u627e\u751f\u6210\u6a21\u578b\u7684\u201c\u6307\u7eb9\u201d\uff0c\u4f46\u6a21\u578b\u5728\u5feb\u901f\u8fdb\u5316\uff0c\u6307\u7eb9\u4e5f\u5728\u6de1\u5316\u3002\u5f53AI\u751f\u6210\u5185\u5bb9\u4e0e\u4eba\u7c7b\u7f16\u8f91\u6df1\u5ea6\u6df7\u5408\uff08\u8fd9\u5df2\u6210\u4e3a\u4e3b\u6d41\u5de5\u4f5c\u6d41\uff09\uff0c\u68c0\u6d4b\u7684\u51c6\u786e\u6027\u548c\u610f\u4e49\u5c06\u5927\u6253\u6298\u6263\u3002\u56e2\u961f\u201c\u4e13\u6ce8\u4e8e\u4f4e\u8d28\u91cf\u3001\u5927\u89c4\u6a21\u751f\u6210\u5185\u5bb9\u201d\u7684\u56de\u5e94\uff0c\u65e2\u662f\u52a1\u5b9e\uff0c\u4e5f\u6697\u793a\u4e86\u5176\u5728\u9ad8\u8d28\u91cf\u201c\u6df1\u5ea6\u4f2a\u9020\u201d\u9762\u524d\u7684\u6f5c\u5728\u5c40\u9650\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u771f\u6b63\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u63d0\u4f9b\u4e00\u4e2a\u7edd\u5bf9\u53ef\u9760\u7684\u201c\u6d4b\u8c0e\u4eea\u201d\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u201c\u4fe1\u4efb\u51b3\u7b56\u652f\u6301\u7cfb\u7edf\u201d\u3002\u901a\u8fc7\u63d0\u4f9b\u6982\u7387\u5206\u6570\u548c\u53ef\u89c6\u5316\u70ed\u56fe\uff0c\u5b83\u5c06\u6700\u7ec8\u88c1\u51b3\u6743\u90e8\u5206\u4ea4\u8fd8\u7ed9\u7528\u6237\uff0c\u5f3a\u8c03\u8fc7\u7a0b\u900f\u660e\u800c\u975e\u7ed3\u679c\u72ec\u65ad\u3002\u8fd9\u79cd\u5b9a\u4f4d\u4f7f\u5176\u66f4\u53ef\u80fd\u6210\u4e3a\u8bb0\u8005\u3001\u6559\u80b2\u5de5\u4f5c\u8005\u5728\u4ea4\u53c9\u9a8c\u8bc1\u65f6\u7684\u8f85\u52a9\u5de5\u5177\uff0c\u800c\u975e\u53f8\u6cd5\u6216\u5b66\u672f\u8bda\u4fe1\u7684\u7ec8\u6781\u4ef2\u88c1\u8005\u3002\u77ed\u671f\u770b\uff0c\u5176\u514d\u8d39\u5185\u5bb9\u5e93\u548c\u5feb\u901f\u68c0\u6d4b\u80fd\u5438\u5f15\u6d41\u91cf\uff1b\u957f\u671f\u770b\uff0c\u5176\u751f\u5b58\u53d6\u51b3\u4e8e\u6280\u672f\u8fed\u4ee3\u901f\u5ea6\u3001\u5bf9\u4e13\u4e1a\u573a\u666f\u7684\u6df1\u5ea6\u9002\u914d\uff08\u5982API\u96c6\u6210\uff09\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u201c\u68c0\u6d4b\u201d\u4e4b\u5916\uff0c\u6784\u5efa\u66f4\u5b8c\u6574\u7684\u6570\u5b57\u5185\u5bb9\u53ef\u4fe1\u5ea6\u751f\u6001\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\">isFake.ai<\/span>\n                <\/div>\n<div class=\"comment-content\">Detect AI content across all formats with visual proof. See highlighted suspicious details, get probability scores, and understand why something was flagged. Built by cybersecurity researchers to help you know what&#8217;s real without bias or regret. For creators, researchers, journalists and brands<\/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\udc31<br \/>I&#8217;m Olga, and our team of cybersecurity researchers and ML experts who built isFake AI.<\/p>\n<p>We were tired of watching trust collapse in real time, that&#8217;s why we created the world&#8217;s first (and only fun) multimodal AI detector.<\/p>\n<p>AI content now looks identical to reality. That shift broke trust everywhere: big outlets publish AI hurricane videos, great teachers wrongly accuse students on genuine essays, grandparents wire money to synthetic voices of their grandkids. We couldn&#8217;t just watch this happen.<\/p>\n<p>And no, we don&#8217;t want to ban AI, we use it ourselves. But we realized all of us need a way to check truth without bias or regret, and that tool simply didn&#8217;t exist.<\/p>\n<p><strong>So we made isFake AI&#8230;<\/strong><br \/>&#8230;<strong>multimodal<\/strong>. We didn&#8217;t want to build another text checker. Real misinformation doesn&#8217;t respect format boundaries, so we built AI detection for text, images, code, audio, and video. All in one place<\/p>\n<p>&#8230;<strong>visual and transparent<\/strong>. We believe you deserve to understand the &#8220;why.&#8221; That&#8217;s why we don&#8217;t just give you a verdict AI or NOT. We highlight suspicious fragments so you can see what triggered the alert.<\/p>\n<p>&#8230;<strong>fast<\/strong>. We know trust needs speed. Even with videos \ud83d\ude42 Upload and get your answer in seconds because waiting kills verification in the moment you need it most. <\/p>\n<p>&#8230;<strong>informative<\/strong>. We wanted everyone to verify viral content instantly, so we built free AI content library (Explore page) where you can check trending posts without even running the detector yourself.<\/p>\n<p>&#8230; <strong>fun<\/strong>. We have a pretty simple interface and 2 little helpers who make transparency entertaining: \ud83d\udd25 Is (a spark of digital wisdom) and \ud83d\udc31 Fake (a curious cat). They&#8217;re the heroes of our animated series where they catch celebrity deepfakes, unmask romance scams, expose AI voice clones, and crack jokes while solving internet mysteries with isFake AI. Meet them in our Demo video.<\/p>\n<p><strong>What our users do with it<\/strong><\/p>\n<p>People use it for protecting themselves from scams and financial losses, teachers verifying work fairly without false accusations, journalists stopping disinformation, companies safeguarding their reputation.<\/p>\n<p>\ud83c\udf81 One more little special for the Product Hunt community: <\/p>\n<p><strong>Early adopters get 40% off for the first 6 months<\/strong><\/p>\n<\/p>\n<p>Use promo code: <strong>PHFOUNDERS<\/strong><\/p>\n<p><em>Limited to the first 100 users<\/em><\/p>\n<p><em>We want to build it for you, so please share your feedback, we are here to answer any questions.<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>12<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@olga_scry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olga_scry<\/a>&nbsp;congrats on the launch, how does it compare to GPTZero and other detectors?  Wishing you all the best with it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>4<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">congrats guys! cute mascots \ud83d\ude00<br \/>\nHow long does it usually take to analyze a video?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>6<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>According to what parameters does the tool know the exact percentage of AI usage?<\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a>&nbsp;Hi Nika, thanks for your question.<br \/>The percentage is calculated using trained neural networks that analyze patterns typical of AI-generated content.<\/p>\n<p>Each detector (text, image, video, voice) evaluates statistical signals and generation artifacts in the file you upload and returns a probability score of AI usage. The result depends on the specific content.<\/p>\n<p>We wrote articles on how AI detection works in every format, sharing in case you are interested for a detailed explanation:<\/p>\n<p>Text \u2013 <a href=\"https:\/\/isfake.ai\/how-to-detect-ai-generated-text\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/isfake.ai\/how-to-detect-ai-generated-text<\/a><\/p>\n<p>Image \u2013 <a href=\"https:\/\/isfake.ai\/how-to-detect-ai-generated-image\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/isfake.ai\/how-to-detect-ai-generated-image<\/a><\/p>\n<p>Video \u2013 <a href=\"https:\/\/isfake.ai\/how-to-detect-ai-generated-video\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/isfake.ai\/how-to-detect-ai-generated-video<\/a><\/p>\n<p>Audio \u2013 <a href=\"https:\/\/isfake.ai\/how-to-detect-ai-generated-voice\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/isfake.ai\/how-to-detect-ai-generated-voice<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>4<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/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>&nbsp;Nika, thank you for reviewing our product \ud83d\ude42 it depends on the format of content, <a href=\"https:\/\/www.producthunt.com\/@olga_scry\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"olga_scry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olga_scry<\/a> shares how it works under the hood<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>6<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Welcome to our launch! And thank you for being part of this amazing PH community.<\/p>\n<p>Use our promo code for the Product Hunt community <strong>ISFAKEPH30 <\/strong>to get 30% off for the first 6 months<\/p>\n<p>Valid for 72 hours<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2993c584-d64a-40c5-9d90-7a7b2f02e526.png?auto=compress&amp;codec=mozjpeg&amp;cs=strip&amp;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>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\">@nastassia_k congratulations<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">it&#8217;s very useful! I&#8217;ve started to believe in the reality of every AI video on TikTok. there are no AI content labels, and it&#8217;s only clear from the comments. the future of content is scary, and it&#8217;s terrifying to get lost in deception<br \/>\nthank you!<\/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\/@szznv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@szznv<\/a>&nbsp;thank you so much Anna, that&#8217;s literally why we built isFake. and as platforms are not labelling AI content, that&#8217;s a problem<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>6<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Have you tested it against the latest image generators?<\/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\/@builov84\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@builov84<\/a>&nbsp;thanks. yes, but it&#8217;s a really moving target, cause new models drop daily, so for us it&#8217;s like an ongoing process all the time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>5<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@builov84\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@builov84<\/a>&nbsp;thanks, good question. Constantly working on it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>6<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love your mascots! Curious: what inspired the choice of fire for your logo? \ud83d\ude42<\/p>\n<p>I tested your tool on a piece of content that was generated by AI based on insights \/ ideas provided by a human. The tools hasn&#8217;t flagged it as AI-generated. What criteria do you use to identify if it&#8217;s AI content? <\/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\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a>&nbsp;thank you! Great question \ud83d\ude42<br \/>fire represents \u201cstress-testing\u201d content, and and also our idea of burning away misleading or harmful synthetic content.<br \/>AI-generated fragments are highlighted in red, and for media we use visual heatmaps to show where synthetic signals are detected<\/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\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a>&nbsp;About your test, we know AI is used almost everywhere now. <br \/>And if content is strongly shaped by human thinking and editing, AI signals become much weaker, and the score decreases accordingly. our detector is mainly focused on clear synthetic generation like mass auto-generated articles, spam, scam content, and low-effort outputs. In hybrid cases (AI + real human input), a low AI score is expected and aligned with our philosophy \ud83d\ude42<\/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\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a>&nbsp;Thank you so much Alena. Olga will say more about tech part and I&#8217;ll tell a little story about the fire. When I just joined the team, one of my first questions was what is the name of their cat on the main page. And during this discussion guys called him Fake, and said, well, we also have a flame in logo, maybe we can call him Is and have like a couple of mascots &#8220;Is and Fake&#8221;. And this way the couple of our cute detectives was born \ud83d\ude00<br \/>we even have a cartoon series with them on youtube <a href=\"https:\/\/www.youtube.com\/shorts\/NAechrvm4wA\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/shorts\/NAechrvm4wA<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>4<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Niceee<\/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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a>&nbsp;thank you, Madalina \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>6<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a>&nbsp;thanks, Madalina<\/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>So cool!! Gonna try it !<\/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\">@tberguer thank you Tristan \ud83d\udc3e<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>4<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tberguer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tberguer<\/a>&nbsp;thanks Tristan!<\/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>My iPhone uses AI to enhance images when recording videos. Is it labeled as AI?<\/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\/@artem_anikeev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artem_anikeev<\/a>&nbsp;Thank you for your question, Artem \ud83d\ude42<\/p>\n<p>We did face challenges with iPhone photos and videos because Apple applies strong AI enhancements. We\u2019ve since improved the model, and it now handles iPhone media much more accurately.<\/p>\n<p>Filters (Instagram, TikTok, editing apps) can still influence the score, since they alter image patterns.<\/p>\n<p>We also provide a percentage score and heatmaps, so you can interpret the result yourself \u2014 there\u2019s a clear difference between 75% and 95-100%.<\/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>Congrats on the launch! How does it work and how accurate is it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>5<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@janschutte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janschutte<\/a>&nbsp;Hi Jan, thank you for your question.<br \/>We work in 4 formats so I&#8217;ll break down my answer:<br \/>for Text we analyze patterns like perplexity and burstliness of the speech. They show predictability of the text and variation in sentence complexity, overuse of linking words, suspiciously perfect formating etc. Humans are messier than AI and less predictable in word choices and syntax. For text you get a confidence score how likely it&#8217;s writtern by human or AI and highlighted fragments that are likely AI<\/p>\n<p>for Audio we analyze waveforms and spectograms for missing breathing, micro-variations, pitch monotony and some cutoffs that human voices have usually.  <a href=\"https:\/\/www.producthunt.com\/@olga_scry\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"olga_scry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olga_scry<\/a> will add more for images and video<\/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>Looks nice. Is there a browser extension planned? Would love to just right-click an image and check it on the spot \u2014 that would be most convenient.<\/p>\n<p>Or maybe even a desktop app?<\/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\/@ovarious\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ovarious<\/a>&nbsp;Thank you \ud83d\ude42We\u2019ve just launched recently, so right now we\u2019re focused on expanding and improving our core detectors.A browser extension is definitely in our roadmap, as for the desktop app we&#8217;ll discuss it with our team, thanks for your idea!<\/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>love this &#8211; finally AI that explains why, not just what <br \/>transparency &gt; black boxes. big win for creators and researchers<\/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\/@enesterenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@enesterenko<\/a>&nbsp;thank you for your support Eugene!<\/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\/@enesterenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@enesterenko<\/a>&nbsp;thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>3<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome! So is it able to detect video reels on FB and other social platforms while im scrolling?<\/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\/@shahmeer_baloch1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shahmeer_baloch1<\/a>&nbsp;Thank you Shahmeer! Not yet, rn you can upload a video file and get results, but soon well add a field for a link and it will be much more convenient.<br \/>Hopefully one day we&#8217;ll be able to show you that something you are looking at is Fake right on Facebook or Instagram \ud83d\ude42<\/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\/@shahmeer_baloch1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shahmeer_baloch1<\/a>&nbsp;Thanks!! we wish to do so, but not yet \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>aweome product. can this be used via API?<\/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\/@hiya_chaplot1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hiya_chaplot1<\/a>&nbsp;thank you!  we are currently working on it. Public api will be available on Q2, You can join the early access waitlist right now at <a href=\"http:\/\/isfake.ai\/public-api\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>isfake.ai\/public-api<\/strong><\/a><strong> <\/strong>(we don&#8217;t spam in emails)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I can see this being a game-changer for KYC and online verification. I noticed you have a web platform, but are there any plans to release a browser extension?<\/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\/@new_user__289202369678691c937c656\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user__289202369678691c937c656<\/a>&nbsp;thank you \ud83d\ude42  it&#8217;s in our roadmap, but as we\u2019ve just launched, so mainly focus on improving the quality of our ai detectors <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@new_user__289202369678691c937c656\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user__289202369678691c937c656<\/a>&nbsp;thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hehe! All we needed something like this. AI is going so fast so many times we can&#8217;t differentiate it from the reality. What&#8217;s better for that task that the same AI. Glad to see you launching here and wish you all the best<\/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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a>&nbsp;thank you! we really appreciate your support and kind words!<\/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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a>&nbsp;thank you so much German, so true! <br \/>once our curious cat Fake even thought he got a voice mail from real Kanye West \ud83d\ude00 <br \/><a href=\"https:\/\/www.youtube.com\/shorts\/lcgSl1MRvcY\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/shorts\/lcgSl1MRvcY<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@olga_scry\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"olga_scry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olga_scry<\/a> great launch, congrats! do you use it on daily basis?<\/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\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a>&nbsp;thanks Anton! I do, really, especially for checking videos <\/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>Important problem to tackle \u2014 trust really is the bottleneck of this AI era. I like the multimodal approach and especially the visual highlighting instead of just giving a binary verdict.<\/p>\n<p>Curious how you handle edge cases where content is partially AI-generated and partially real (e.g., edited videos or mixed media)? Would love to understand how nuanced the probability scoring gets.<\/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\/@hossein_r\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hossein_r<\/a>&nbsp;thank you for your question. that&#8217;s one of the trickiest problems in AI detection, so we work alot on it. Because of this we don&#8217;t do binary AI\/Human so what you get as a result is a probability score with highlighted fragments, specifically because mixed content is super common.Actually partially AI is a new norm online, rather than edge case, lots of people edit photos with AI, we even have Ai enhancements in iPhone camera. That is why we build the scoring and visual highlights of particular fragments that are likely AI-generated<\/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>Useful stuff!<\/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\/@iamarsenibragimov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamarsenibragimov<\/a>&nbsp;thank you so much Arsen!<\/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 on the launch. Does it detect fake ads?<\/div>\n<div class=\"comment-actions\">\n<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\/@bartvandekooij\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bartvandekooij<\/a>&nbsp;hi Bart, yes if it&#8217;s AI-generated. For example this one <a href=\"https:\/\/isfake.ai\/explore\/custom-shirt-ad-ai-model\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/isfake.ai\/explore\/custom-shirt-ad-ai-model<\/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>Congrats on the launch! Sounds like this could be really useful for school plagiarism detection. I wonder if it can also detect AI generated images from a partial \/ cropped image though?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ler_ws\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ler_ws<\/a>&nbsp;thank you Wilson! yes it can, if the image is completely generated<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">@olga_scry The trust layer of the internet is clearly shifting, and having something multimodal (not just text) makes a lot of sense.<\/p>\n<p>Who\u2019s your primary user today? Also wondering how you think about the &#8220;arms race&#8221; aspect \u2013 as generative models improve, does your edge come more from model updates, proprietary datasets, or detection methodology?<\/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\/@tereza_hurtova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tereza_hurtova<\/a>&nbsp;Thanks for the thoughtful questions \ud83d\ude4c<\/p>\n<\/p>\n<p>Primary users today:<\/p>\n<ul>\n<li>\n<p>Individuals checking suspicious media (scams, deepfakes, AI text)<\/p>\n<\/li>\n<li>\n<p>Businesses that need verification inside their workflows<\/p>\n<\/li>\n<\/ul>\n<p>And yes, it is an arms race. As generative models improve, detectors must constantly retrain and evolve.<\/p>\n<p>It\u2019s very similar to antivirus software: threats evolve -&gt; protection updates.<\/p>\n<p>Detection isn\u2019t a one-time solution, it\u2019s a continuous process.<\/p>\n<\/p>\n<p>Our edge comes from continuous model updates, proprietary datasets, and multimodal detection methodology.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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\/@olga_scry\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"olga_scry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olga_scry<\/a> This is a much-needed social proof kind of tool. I sincerely wish you the best and hope you keep this affordable. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@olga_scry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olga_scry<\/a>&nbsp; <a href=\"https:\/\/www.producthunt.com\/@traderdxb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@traderdxb<\/a>&nbsp;thank you Shiva<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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! Nice demo. <\/p>\n<p>Does it work on screenshots of text, or does the text have to be copy-pasted in?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@natalie_ermishina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalie_ermishina<\/a>&nbsp;Thank you! <\/p>\n<\/p>\n<p>Right now, text inside screenshots isn\u2019t recognized, the text needs to be copy-pasted.<\/p>\n<\/p>\n<p>But we absolutely understand that screenshot OCR is an important feature, and it\u2019s on our 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\/@natalie_ermishina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalie_ermishina<\/a>&nbsp;thank you Natalie \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>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a>&nbsp;thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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><a href=\"https:\/\/www.producthunt.com\/@daria_ignatenko\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"daria_ignatenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daria_ignatenko<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch ! I like the user-friendly interface. Do you see a way where your tool could be integrated into applications (social-media platforms, e-commerce stores, &#8230;) so that we users won&#8217;t have to drag-an-drop every piece of content manually but would be visually informed within the applications about the nature (fake, true) of teach piece of content they see ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@julienergan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julienergan<\/a>&nbsp;Thanks! <\/p>\n<p>Yes. In the near term, we\u2019re adding link-based checks (paste a URL), a browser extension, and other convenience features. Longer term, we plan to offer integrations (API\/SDK) so platforms can show in-app signals like highlights\/heatmaps instead of a simple fake\/true label.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <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\/@julienergan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julienergan<\/a>&nbsp;we really want it to be this way, although we just launched. We are working on API and we&#8217;d be happy to collaborate with online stores and platforms for sure<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The fact that you show <em>why<\/em> something was flagged (not just a yes or no verdict) is a great differentiator. The visual heatmaps and highlighted fragments are also a smart move for building trust.<\/p>\n<\/p>\n<p>I&#8217;m keen to know &#8211; do you have plans to offer a browser extension so people can check content directly while scrolling social media?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yangfanyun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yangfanyun<\/a>&nbsp;Thank you!<\/p>\n<p>We realized that people don\u2019t need just a single % They want to understand what exactly was flagged so they can draw their own conclusions. That\u2019s why we show highlighted fragments and visual heatmaps instead of a simple yes\/no verdict.<\/p>\n<p>And yes, a browser extension is in our roadmap. The goal is to let users check content directly while scrolling social media, in one click.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <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\/@yangfanyun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yangfanyun<\/a>&nbsp;thank you so much Yang, yes we have it in our vision, but currently we are focused on improving our detectors quality<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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&#8217;ve been longing to have this tool. There&#8217;s a ton of content out there that I&#8217;m not even sure of it&#8217;s actually real. Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@olga_scry\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"olga_scry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olga_scry<\/a>! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@olga_scry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olga_scry<\/a>&nbsp; <a href=\"https:\/\/www.producthunt.com\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a>&nbsp;thank you so much Neil!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/72UCSBBGISMLYV\" class=\"app-title\">CertNode Reflex<\/a><\/p>\n<div class=\"one-liner\">AI-powered chargeback defense. Pay only when you win.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">86<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eAI\u9a71\u52a8\u7684\u62d2\u4ed8\u4e89\u8bae\u9632\u5fa1\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u52a8\u805a\u5408\u52a0\u5bc6\u8bc1\u636e\u5e76\u751f\u6210\u5b9a\u5236\u5316\u6297\u8fa9\u53d9\u4e8b\uff0c\u572860\u79d2\u5185\u5b8c\u6210\u63d0\u4ea4\uff0c\u89e3\u51b3\u7535\u5546\u5546\u5bb6\u56e0\u54cd\u5e94\u65f6\u9650\u77ed\u3001\u8bc1\u636e\u6574\u7406\u7e41\u7410\u800c\u8f93\u6389\u672c\u5e94\u80dc\u8bc9\u7684\u62d2\u4ed8\u4e89\u8bae\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\/f11ee609-45a4-47f4-adb7-c0766d16fe03.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/69f9e35a-2801-4b9f-87b8-f2559459c5b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d3f3829-02a3-4f51-85a8-155874d21633.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad6d31ce-fbdc-4052-a1ed-9b8b915793b1.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\">Fintech<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">E-Commerce<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u62d2\u4ed8\u9632\u5fa1<\/span><br \/>\n            <span class=\"tag\">\u7535\u5546\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">AI\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u52a0\u5bc6\u5b58\u8bc1<\/span><br \/>\n            <span class=\"tag\">\u652f\u4ed8\u98ce\u63a7<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">\u7ee9\u6548\u4ed8\u8d39<\/span><br \/>\n            <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/span><br \/>\n            <span class=\"tag\">\u8bc1\u636e\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>\u521b\u59cb\u4eba\u9610\u8ff0\u4e86\u4ea7\u54c1\u6838\u5fc3\u6d1e\u5bdf\u4e0e\u4f4e\u4ef7\u7b56\u7565\u3002\u7528\u6237\u63d0\u95ee\u4ea7\u54c1\u662f\u5426\u5177\u5907\u8bc1\u636e\u6e05\u5355\u6620\u5c04\u4e0e\u7b7e\u540d\u8bc1\u636e\u5305\u529f\u80fd\uff0c\u521b\u59cb\u4eba\u80af\u5b9a\u5e76\u8be6\u8ff0\u4e86\u8bc1\u636e\u8bc4\u5206\u4f53\u7cfb\u53ca\u5305\u542b\u6cd5\u5f8b\u5f15\u7528\u7684\u52a0\u5bc6\u7b7e\u540dPDF\u751f\u6210\u7ec6\u8282\uff0c\u4f53\u73b0\u4e86\u4ea7\u54c1\u5bf9\u8bc1\u636e\u6cd5\u5f8b\u6548\u529b\u7684\u6df1\u5ea6\u6784\u5efa\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                CertNode Reflex\u7684\u5ba3\u79f0\u4ef7\u503c\u5728\u4e8e\u201c\u7528\u5bc6\u7801\u5b66\u8bc1\u636e\u53d6\u4ee3\u82cd\u767d\u53d9\u4e8b\u201d\uff0c\u8fd9\u786e\u5b9e\u51fb\u4e2d\u4e86\u62d2\u4ed8\u5904\u7406\u884c\u4e1a\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u4f20\u7edf\u670d\u52a1\u4f9d\u8d56\u4eba\u5de5\u5806\u780c\u6750\u6599\uff0c\u800cReflex\u8bd5\u56fe\u5c06\u4e89\u8bae\u54cd\u5e94\u6807\u51c6\u5316\u4e3a\u53ef\u9a8c\u8bc1\u7684\u6570\u636e\u95ed\u73af\uff1a\u4ece\u4ea4\u6613\u77ac\u95f4\u7684RFC 3161\u65f6\u95f4\u6233\u56fa\u8bc1\uff0c\u5230\u57fa\u4e8e\u591a\u7ef4\u5ea6\u8bc1\u636e\u56e0\u5b50\u8bc4\u5206\u7684AI\u53d9\u4e8b\u751f\u6210\u3002\u5176\u771f\u6b63\u98a0\u8986\u6027\u53ef\u80fd\u4e0d\u5728\u4e8e60\u79d2\u63d0\u4ea4\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u8bc1\u636e\u5305\u201d\u672c\u8eab\u91cd\u6784\u4e3a\u5177\u6709\u72ec\u7acb\u6cd5\u5f8b\u53ef\u9a8c\u8bc1\u6027\u7684\u6570\u5b57\u5ba2\u4f53\uff08\u63f4\u5f15FRE 902(13)\uff09\uff0c\u8fd9\u5b9e\u8d28\u4e0a\u662f\u5728\u8bd5\u56fe\u63d0\u5347\u6574\u4e2a\u8bc1\u636e\u63d0\u4ea4\u94fe\u6761\u7684\u4fe1\u4efb\u7b49\u7ea7\u4e0e\u81ea\u52a8\u5316\u4e0a\u9650\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5ba3\u79f0\u7684\u201c\u6210\u672c\u66f4\u4f4e\u201d\u53ef\u80fd\u662f\u4e00\u628a\u53cc\u5203\u5251\u300215%\u7684\u6210\u529f\u8d39\u867d\u5177\u4ef7\u683c\u653b\u51fb\u6027\uff0c\u4f46\u62d2\u4ed8\u535a\u5f08\u7684\u80dc\u8d1f\u5173\u952e\u5f80\u5f80\u5728\u94f6\u884c\u6536\u5355\u673a\u6784\u7684\u89c4\u5219\u9ed1\u7bb1\u4e0e\u6301\u5361\u4eba\u4fa7\u8bc1\u636e\u7684\u53cd\u6251\u3002\u4ea7\u54c1\u9ad8\u5ea6\u4f9d\u8d563D Secure\u7b49\u5f3a\u8ba4\u8bc1\u8bc1\u636e\uff0c\u82e5\u9047\u201c\u672a\u6536\u5230\u8d27\u201d\u7c7b\u4e89\u8bae\u4e14\u7269\u6d41\u8bc1\u636e\u8584\u5f31\uff0cAI\u53d9\u4e8b\u80fd\u5426\u529b\u633d\u72c2\u6f9c\u5b58\u7591\u3002\u6b64\u5916\uff0c\u5176\u6280\u672f\u58c1\u5792\u6613\u53d7\u6a21\u4eff\uff0c\u4e00\u65e6 Stripe \u7b49\u652f\u4ed8\u5de8\u5934\u5c06\u7c7b\u4f3c\u81ea\u52a8\u5316\u8bc1\u636e\u6253\u5305\u5185\u5d4c\uff0c\u72ec\u7acb\u5de5\u5177\u7684\u751f\u5b58\u7a7a\u95f4\u5c06\u88ab\u6324\u538b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cReflex\u5c55\u73b0\u4e86\u7528\u6280\u672f\u7a7f\u900f\u91d1\u878d\u7ea0\u7eb7\u4e2d\u4fe1\u606f\u4e0d\u5bf9\u79f0\u7684\u7280\u5229\u601d\u8def\uff0c\u4f46\u5176\u957f\u671f\u4ef7\u503c\u5c06\u53d6\u51b3\u4e8e\uff1a\u80fd\u5426\u4e0e\u6536\u5355\u673a\u6784\u5efa\u7acb\u8bc1\u636e\u9a8c\u8bc1\u7684\u4fe1\u4efb\u901a\u9053\uff0c\u4ee5\u53ca\u5176AI\u6a21\u578b\u5728\u590d\u6742\u4e89\u8bae\u6848\u4f8b\u4e2d\u7684\u5b9e\u6218\u80dc\u7387\u662f\u5426\u771f\u80fd\u652f\u6491\u8d77\u201c\u53ea\u4e3a\u80dc\u5229\u4ed8\u8d39\u201d\u7684\u627f\u8bfa\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5bc6\u7684\u201c\u8bc1\u636e\u5de5\u7a0b\u5e08\u201d\uff0c\u4f46\u62d2\u4ed8\u6218\u4e89\u7684\u6700\u7ec8\u88c1\u5224\u6743\uff0c\u59cb\u7ec8\u5728\u94f6\u884c\u624b\u4e2d\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\">CertNode Reflex<\/span>\n                <\/div>\n<div class=\"comment-content\">When a customer disputes a charge, you have 7-21 days to respond or lose the money. Most merchants don&#8217;t respond or spend hours on weak evidence. Reflex gathers receipts, 3D Secure auth, device fingerprints, and delivery proof, timestamps everything with RFC 3161 cryptographic proof, and submits in under 60 seconds. $0\/month. 15% success fee only when you win (vs 25% Chargeflow, 20% Disputifier).<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! I&#8217;m Steven, solo founder of CertNode.                                                                      <\/p>\n<p>I built Reflex because I watched merchants lose thousands to chargebacks they should have won. The evidence was there (3D Secure auth, delivery tracking, customer history) but nobody was putting it together fast enough.<\/p>\n<p>The core insight: banks don&#8217;t care about your story. They care about cryptographic proof. An RFC 3161 timestamp proving the customer authenticated at purchase time is worth more than a paragraph of explanation.<\/p>\n<p>Reflex does three things differently:<\/p>\n<p>1. Timestamps everything with RFC 3161 cryptographic timestamps at the moment of purchase<br \/>\n2. AI generates a defense narrative customized to the specific dispute reason<br \/>\n3. Submits in 60 seconds, because faster responses get processed more favorably<\/p>\n<p>The 15% fee was intentional. Chargeflow charges 25%, Disputifier charges 20%. We&#8217;re the cheapest because our costs are low.<\/p>\n<p>Happy to answer any questions about the tech or chargebacks in general!<\/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>Locking proof at checkout with RFC 3161 timestamps in CertNode Reflex is smart, it&#8217;s harder to argue with than a narrative alone. Does Reflex map dispute reasons to a checklist so the right evidence goes out every time? A signed evidence packet for the issuer would make this stick.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@piroune_balachandran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piroune_balachandran<\/a>&nbsp;<\/p>\n<\/p>\n<p>Great question. Yes, every dispute gets scored against 8 evidence factors (3DS, AVS, CVC, delivery, customer history, device fingerprint, IP geolocation, prior refunds). The autopilot builds the package from what\u2019s actually present, not a generic template.<\/p>\n<\/p>\n<p>The evidence PDF is cryptographically signed. SHA-256 hash, RFC 3161 timestamp from an independent TSA, JWS signature. Seven pages including a legal framework section citing FRE 902(13) for self-authenticating digital records.<\/p>\n<p>I built it because \u201cI have proof\u201d means nothing if the proof isn\u2019t verifiable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\">#15<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/2JQQD23KURPY3R\" class=\"app-title\">Yandex AI T\u00fcrkiye<\/a><\/p>\n<div class=\"one-liner\">A local-first AI super app built for Turkey<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">68<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411\u571f\u8033\u5176\u5e02\u573a\u7684\u672c\u5730\u5316AI\u8d85\u7ea7\u5e94\u7528\uff0c\u96c6\u804a\u5929\u3001\u641c\u7d22\u3001\u6d4f\u89c8\u548c\u521b\u4f5c\u4e8e\u4e00\u4f53\uff0c\u901a\u8fc7\u6df1\u5ea6\u6574\u5408\u672c\u5730\u6587\u5316\u3001\u5730\u70b9\u548c\u65e5\u5e38\u4e60\u60ef\uff0c\u89e3\u51b3\u901a\u7528AI\u5de5\u5177\u5728\u7279\u5b9a\u533a\u57df\u201c\u6c34\u571f\u4e0d\u670d\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\/cd2528a4-d4a6-4b9a-bdbc-501357334a10.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0631f64a-45c3-465b-9131-a1c063a059bf.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98b1be53-fc9f-4a37-a03d-d1f5bd29c435.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b8a0aeff-0462-4fdb-91d2-49a399d63f10.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d16056ad-a83d-4449-b46e-5fda2ca9164f.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4233819a-e55c-414a-b3f8-38bfa297966c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a09a9d6f-4369-495e-8454-cdf917296f5b.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\">Search<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u8d85\u7ea7\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730\u5316AI<\/span><br \/>\n            <span class=\"tag\">\u571f\u8033\u5176\u5e02\u573a<\/span><br \/>\n            <span class=\"tag\">\u591a\u5408\u4e00\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u6587\u5316\u9002\u914d<\/span><br \/>\n            <span class=\"tag\">Yandex\u751f\u6001<\/span><br \/>\n            <span class=\"tag\">\u65e5\u5e38\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u96c6\u6210\u641c\u7d22<\/span><br \/>\n            <span class=\"tag\">\u573a\u666f\u5316\u670d\u52a1<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u80af\u5b9a\u5176\u201c\u672c\u5730\u4f18\u5148\u201d\u7406\u5ff5\u4e0e\u7b80\u5316\u4f53\u9a8c\u7684\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u5176\u662f\u5b9e\u7528\u7684\u65e5\u5e38\u52a9\u624b\uff0c\u80fd\u66ff\u4ee3\u591a\u4e2a\u5e94\u7528\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\uff1aAI\u7684\u957f\u671f\u4e2a\u6027\u5316\u9002\u5e94\u80fd\u529b\u3001\u529f\u80fd\u8fed\u4ee3\u8ba1\u5212\u3001\u4ee5\u53ca\u672a\u6765\u5411\u5176\u4ed6\u5730\u533a\u6269\u5c55\u7684\u53ef\u80fd\u6027\u3002\u4e5f\u6709\u7528\u6237\u5bf9\u56fe\u50cf\u751f\u6210\u7b49\u529f\u80fd\u7ed9\u51fa\u4e86\u201c\u591f\u7528\u4f46\u4e0d\u60ca\u8273\u201d\u7684\u52a1\u5b9e\u8bc4\u4ef7\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                Yandex AI T\u00fcrkiye \u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u4ea7\u54c1\u521b\u65b0\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u5e02\u573a\u7b56\u7565\u6f14\u7ec3\u3002\u5728\u201c\u901a\u7528\u5927\u6a21\u578b\u201d\u9677\u5165\u540c\u8d28\u5316\u5185\u5377\u4e4b\u65f6\uff0c\u5b83\u806a\u660e\u5730\u9009\u62e9\u4e86\u201c\u672c\u5730\u5316\u201d\u8fd9\u6761\u770b\u4f3c\u72ed\u7a84\u5374\u66f4\u5177\u58c1\u5792\u7684\u8d5b\u9053\u3002\u5176\u5ba3\u79f0\u7684\u201c\u56f4\u7ed5\u771f\u5b9e\u5730\u70b9\u3001\u6587\u5316\u548c\u65e5\u5e38\u9700\u6c42\u6784\u5efa\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5c06AI\u4ece\u201c\u6280\u672f\u5947\u89c2\u201d\u964d\u7ef4\u4e3a\u201c\u751f\u6d3b\u5de5\u5177\u201d\uff0c\u8bd5\u56fe\u901a\u8fc7\u6587\u5316\u4eb2\u548c\u529b\u4e0e\u573a\u666f\u5d4c\u5165\u6df1\u5ea6\u6765\u6784\u5efa\u62a4\u57ce\u6cb3\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5e76\u975e\u4ec5\u5728\u4e8e\u201c\u672c\u5730\u5316\u201d\u6807\u7b7e\u3002\u9996\u5148\uff0c\u4f5c\u4e3a\u201c\u8d85\u7ea7\u5e94\u7528\u201d\uff0c\u5b83\u9762\u4e34\u529f\u80fd\u5806\u780c\u4e0e\u4f53\u9a8c\u7b80\u6d01\u4e4b\u95f4\u7684\u6c38\u6052\u77db\u76fe\u3002\u8bc4\u8bba\u4e2d\u201c\u7b80\u5316\u590d\u6742\u6027\u201d\u7684\u8d5e\u8a89\u662f\u521d\u671f\u7ea2\u5229\uff0c\u4e00\u65e6\u7528\u6237\u589e\u957f\uff0c\u9700\u6c42\u5206\u5316\uff0c\u5982\u4f55\u4fdd\u6301\u201c\u7b80\u5355\u201d\u5c06\u662f\u5de8\u5927\u8003\u9a8c\u3002\u5176\u6b21\uff0c\u5176\u6838\u5fc3\u4f9d\u8d56\u7684\u201cYandex\u751f\u6001\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5728\u571f\u8033\u5176\u6216\u4fc4\u8bed\u533a\u662f\u4f18\u52bf\uff0c\u4f46\u82e5\u60f3\u590d\u5236\u5230\u5176\u4ed6\u5730\u533a\uff0c\u5219\u7f3a\u4e4f\u7c7b\u4f3c\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u5176\u201c\u672c\u5730\u5316\u201d\u6a21\u5f0f\u5c06\u53d8\u5f97\u91cd\u8d44\u4ea7\u4e14\u96be\u4ee5\u89c4\u6a21\u5316\u3002\u6700\u540e\uff0c\u4e5f\u662f\u6700\u5173\u952e\u7684\u4e00\u70b9\uff1a\u6240\u8c13\u201c\u672c\u5730\u6d1e\u5bdf\u201d\u5e26\u6765\u7684\u4f53\u9a8c\u4f18\u52bf\uff0c\u7a76\u7adf\u662f\u53ef\u6301\u7eed\u7684\u6280\u672f\u58c1\u5792\uff0c\u8fd8\u662f\u5bb9\u6613\u88ab\u540e\u7eed\u5de8\u5934\u901a\u8fc7\u6570\u636e\u6536\u96c6\u5feb\u901f\u586b\u8865\u7684\u4e34\u65f6\u6d3c\u5730\uff1f\u8fd9\u51b3\u5b9a\u4e86\u5b83\u7684\u5929\u82b1\u677f\u662f\u6210\u4e3a\u4e00\u4e2a\u6709\u4ef7\u503c\u7684\u533a\u57df\u51a0\u519b\uff0c\u8fd8\u662f\u6700\u7ec8\u88ab\u5438\u6536\u7684\u201c\u7279\u8272\u529f\u80fd\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u56e0\u6b64\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u5728\u4e8e\u5b83\u4e3a\u4e00\u4e2a\u8fc7\u5ea6\u805a\u7126\u4e8e\u53c2\u6570\u7ade\u8d5b\u7684\u884c\u4e1a\uff0c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u91cd\u8981\u7684\u601d\u8def\u9a8c\u8bc1\uff1a\u5728\u7279\u5b9a\u5e02\u573a\uff0c\u6df1\u5ea6\u4f18\u4e8e\u5e7f\u5ea6\uff0c\u5b9e\u7528\u4f18\u4e8e\u70ab\u6280\uff0c\u751f\u6001\u534f\u540c\u4f18\u4e8e\u5355\u70b9\u7a81\u7834\u3002\u4f46\u5b83\u80fd\u5426\u5c06\u8fd9\u79cd\u201c\u672c\u5730\u5316\u6df1\u5ea6\u201d\u8f6c\u5316\u4e3a\u957f\u671f\u7528\u6237\u7c98\u6027\u4e0e\u5546\u4e1a\u6210\u529f\uff0c\u4ecd\u9700\u89c2\u5bdf\u5176\u540e\u7eed\u7684\u4e2a\u6027\u5316\u6f14\u8fdb\u3001\u751f\u6001\u534f\u540c\u6548\u7387\u4ee5\u53ca\u9762\u5bf9\u5168\u7403\u5de8\u5934\u9488\u5bf9\u6027\u53cd\u51fb\u65f6\u7684\u97e7\u6027\u3002\u5b83\u662f\u4e00\u6b21\u7cbe\u5f69\u7684\u4fa7\u7ffc\u8fdb\u653b\uff0c\u4f46\u79bb\u5960\u5b9a\u80dc\u5c40\u8fd8\u4e3a\u65f6\u5c1a\u65e9\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\">Yandex AI T\u00fcrkiye<\/span>\n                <\/div>\n<div class=\"comment-content\">Yandex AI is a local-first AI super app built for Turkey, designed around real places, real culture, and real daily needs. It combines AI chat, search, and browsing in one simple interface, powered by local insights and local teams.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey! Tested the image gen \u2013 results are solid. Not mind-blowing, but definitely not bad either. Feels good enough for quick drafts and experiments, curious to see how it evolves next. Btw, it&#8217;s working in English (not only Turkish).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>It\u2019s always nice to see a product built around real user habits <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dshkkh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dshkkh<\/a>&nbsp;That was basically our main idea! Glad you&#8217;ve enjoyed 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>Yandex AI is a local\u2011first AI super app, launching first in Turkey. <\/p>\n<\/p>\n<p>It&#8217;s built around the way people actually use language, know real places, and live in familiar routines.<\/p>\n<\/p>\n<p>The AI space is crowded with generalists; Yandex AI chose to go deep, and <em>then<\/em> broad.<\/p>\n<\/p>\n<p>They worked with local teams to develop place-specific insights you won&#8217;t get from the AI labs, achieving quality and nuance you can <em>feel<\/em>.<\/p>\n<\/p>\n<p>But it&#8217;s not just for local recs \u2014 by leveraging the Yandex ecosystem, it achieves super-app utility. Search, shop, plan, and do \u2014 with mini-apps right in chat, and a browser just a tap away when needed.<\/p>\n<\/p>\n<p>If you\u2019ve felt how <em>generic<\/em> artificial general intelligence gets things \u201calmost but not quite right\u201d abroad, this is the counter\u2011example. <strong>It\u2019s what local\u2011first AI should feel like.<\/strong><\/p>\n<\/p>\n<p>Launching in Turkey today. Everywhere else next. <\/p>\n<\/p>\n<p><strong>Where would you love to see local AI done right? Tell the team where to focus next!<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>It can replace a number of apps &#8211; which I love &#8211; anything else planned?<\/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\/@nick_leighton\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nick_leighton<\/a>&nbsp;Thanks for the appreciation, Nick! This is our new product, and we will continue enhancing and optimizing it based on what works best for our users  <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Well done 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\/@annasokol\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@annasokol<\/a>&nbsp;Thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Overall this feels like a decent attempt to remove unnecessary complexity: fewer decisions, fewer steps, less thinking about tools. If this balance stays, the app should stick<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrei_romashkov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrei_romashkov<\/a>&nbsp;That&#8217;s totally right! We&#8217;ve tried to keep it as simple for the user, as possible. All the hard work is done on our end!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 COOL to see a local-first AI approach! Good luck guys !!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natallia_novik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natallia_novik<\/a>&nbsp;Thanks a lot! Doing our best!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great concept, keen to see it in action! Good luck with your 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\/@stevenbirchall\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stevenbirchall<\/a>&nbsp;Many thanks for your support! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This should be done on international level \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<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>&nbsp;Thanks Nika! One step 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck guys! \ud83d\udc4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tomyamateo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tomyamateo<\/a>&nbsp;Thanks a lot! We&#8217;re truly excited \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>Need to try it over the long term. Does the AI adapt to the user? Does it remember all the nuancesi?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/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___mavrin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@misha___mavrin<\/a>&nbsp;Sure! The more you use the app, the more personalized it becomes, especially in the interactive feed on the main page<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Another idea aimed at simplifying how we use the internet when it keeps getting harder to find what you actually need. I&#8217;m always into ideas like this<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Didn\u2019t expect much, but it\u2019s easy to use, a simple everyday helper kind of app<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@new_user___elena_tarasova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___elena_tarasova<\/a>&nbsp;Hi Elena, thanks for your assessment! Our goal was to create a simple single AI entry point for almost every daily task while providing a seamless all-in-one experience<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>Most AI tools today feels global, generic, and slightly disconnected from real culture.<\/p>\n<p>We took a different approach.<\/p>\n<\/p>\n<p><strong>Yandex AI<\/strong> is built as a <strong>local-first AI super app<\/strong> experience, shaped by local language, culture, places, and daily routines.<\/p>\n<p>The app brings together multiple AI capabilities into a single interface to help you:<\/p>\n<\/p>\n<p>\u2022 \ud83d\udcac Chat<\/p>\n<p>\u2022 \ud83d\udd0e Search<\/p>\n<p>\u2022 \ud83e\udded Explore<\/p>\n<p>\u2022 \u2728 Create<\/p>\n<\/p>\n<p>\u2014all in ways that <em>make sense<\/em> locally.<\/p>\n<\/p>\n<p>Imagine yourself planning a relaxed Sunday in Istanbul \u2014 strolling from Galata Tower to Karak\u00f6y for coffee, checking the match score instantly for Galatasaray vs Be\u015fikta\u015f, or bringing an old family photo back to life.<\/p>\n<p>You can do all this in one place, simply and conveniently with Yandex AI.<\/p>\n<\/p>\n<p><strong>The goal isn\u2019t just smarter AI, but AI that fits your life<\/strong>.<\/p>\n<\/p>\n<p>\ud83c\udf0d Which country would you like to see local AI in?<\/p>\n<p>Let us know in the comments.<\/p>\n<\/p>\n<p>Thanks for being here \ud83d\udc9b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool! But can it negotiate prices at the Grand Bazaar\u2026 politely?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>From what I remember, Yandex used to be a search engine, am I correct? And now you are bringing in the AI to it. When do you plan a global rollout of this? Is Turkey the first country you&#8217;re launching 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<\/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\/5KBH7N3NFYKG3K\" class=\"app-title\">Advertise at the speed of thought<\/a><\/p>\n<div class=\"one-liner\">Run your entire performance marketing by chatting with an AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">34<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u7ba1\u7406\u5168\u6d41\u7a0b\u6548\u679c\u8425\u9500\u7684AI\u667a\u80fd\u4f53\uff0c\u4e3a\u8425\u9500\u4eba\u5458\u89e3\u51b3\u4e86\u5728\u591a\u5e73\u53f0\u3001\u591a\u5de5\u5177\u95f4\u9891\u7e41\u5207\u6362\u64cd\u4f5c\u7684\u4f4e\u6548\u75db\u70b9\uff0c\u5c06\u7b56\u7565\u4e0e\u6267\u884c\u95ed\u73af\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\/c2a7707c-88cc-4adb-a03b-dd601eab9538.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa7ca48f-700e-4d59-8899-af2042eb945e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a294e738-4a97-4959-9b36-f0dc8cd94c95.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\/4270187e-b285-4c32-9ba4-eaa94a7bf51f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Fd7IFQbunuo?si=2a9F1Q9BdyMxSybR\"><source src=\"https:\/\/youtu.be\/Fd7IFQbunuo?si=2a9F1Q9BdyMxSybR\" 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\">Advertising<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u8425\u9500<\/span><br \/>\n            <span class=\"tag\">\u7ee9\u6548\u5e7f\u544a<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u4ee3\u7406<\/span><br \/>\n            <span class=\"tag\">\u8de8\u5e73\u53f0\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u521b\u610f\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u7ade\u54c1\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u5bf9\u8bdd\u5f0f\u4ea4\u4e92<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5b98\u65b9\u8bc4\u8bba\u91cd\u70b9\u9610\u8ff0\u4e86\u4ea7\u54c1\u89e3\u51b3\u8425\u9500\u4eba\u5458\u201c\u64cd\u4f5c\u8017\u65f6\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u51cf\u5c11\u5de5\u5177\u95f4\u5207\u6362\u3001\u7b80\u5316\u6d41\u7a0b\u7684\u4ef7\u503c\uff0c\u5e76\u795d\u8d3a\u56e2\u961f\u3002\u76ee\u524d\u8bc4\u8bba\u4e2d\u672a\u51fa\u73b0\u5177\u4f53\u95ee\u9898\u6216\u6539\u8fdb\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                ad-vertly\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u5355\u70b9AI\u5de5\u5177\uff0c\u800c\u65e8\u5728\u6210\u4e3a\u6548\u679c\u8425\u9500\u7684\u201c\u4e2d\u67a2\u795e\u7ecf\u201d\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u662f\u201c\u593a\u56de\u6bcf\u54683\u5929\u65f6\u95f4\u201d\uff0c\u8fd9\u76f4\u6307\u4e00\u4e2a\u884c\u4e1a\u75fc\u75be\uff1a\u5728\u9ad8\u5ea6\u788e\u7247\u5316\u7684\u8425\u9500\u6280\u672f\u6808\u4e2d\uff0c\u64cd\u4f5c\u6210\u672c\u541e\u566c\u4e86\u7b56\u7565\u4e0e\u521b\u610f\u7a7a\u95f4\u3002\u4ea7\u54c1\u901a\u8fc7\u201c\u5bf9\u8bdd\u201d\u8fd9\u4e00\u4f4e\u95e8\u69db\u754c\u9762\uff0c\u8bd5\u56fe\u4e32\u8054\u8d77\u4ece\u5e02\u573a\u60c5\u62a5\uff08\u7ade\u54c1\u5206\u6790\uff09\u3001\u521b\u610f\u751f\u4ea7\u5230\u8de8\u5e73\u53f0\u6295\u653e\u4e0e\u4f18\u5316\u7684\u5168\u94fe\u6761\uff0c\u5b9e\u73b0\u201c\u6240\u60f3\u5373\u6240\u5f97\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u6df1\u5ea6\u5e76\u5b58\u3002\u7b2c\u4e00\uff0c\u662f\u201c\u96c6\u6210\u6df1\u5ea6\u201d\u800c\u975e\u201c\u5e7f\u5ea6\u201d\u3002\u652f\u6301Google\u3001Meta\u7b49\u4e3b\u6d41\u5e73\u53f0\u662f\u57fa\u7840\uff0c\u4f46\u5404\u5e73\u53f0\u5e7f\u544a\u903b\u8f91\u3001\u6570\u636e\u53e3\u5f84\u3001\u4f18\u5316\u673a\u5236\u8fe5\u5f02\u3002\u4e00\u4e2a\u7edf\u4e00\u7684\u81ea\u7136\u8bed\u8a00\u5c42\u80fd\u5426\u7cbe\u51c6\u7406\u89e3\u5e76\u6267\u884c\u5404\u5e73\u53f0\u7684\u590d\u6742\u6700\u4f73\u5b9e\u8df5\uff1f\u8fd8\u662f\u4ec5\u80fd\u5b8c\u6210\u57fa\u7840\u7684\u4e0a\u7ebf\u64cd\u4f5c\uff0c\u5c06\u590d\u6742\u7684\u4f18\u5316\u5de5\u4f5c\u540e\u7f6e\uff1f\u7b2c\u4e8c\uff0c\u662f\u201c\u54c1\u724c\u7406\u89e3\u201d\u7684\u5e7b\u89c9\u3002\u58f0\u79f0\u901a\u8fc7URL\u5373\u65f6\u5b66\u4e60\u54c1\u724c\u58f0\u8c03\u4e0e\u53d7\u4f17\uff0c\u8fd9\u5728\u5b9e\u9645\u4e2d\u6781\u6613\u6d41\u4e8e\u8868\u9762\u3002\u771f\u6b63\u7684\u54c1\u724c\u8d44\u4ea7\u4e0e\u53d7\u4f17\u6d1e\u5bdf\u6df1\u57cb\u4e8e\u6570\u636e\u4e0e\u5b9e\u8df5\u4e2d\uff0cAI\u7684\u77ac\u65f6\u5b66\u4e60\u53ef\u80fd\u4ec5\u80fd\u6293\u53d6\u663e\u6027\u7279\u5f81\uff0c\u96be\u4ee5\u628a\u63e1\u7cbe\u9ad3\uff0c\u5bfc\u81f4\u751f\u6210\u7684\u201c\u5408\u54c1\u724c\u201d\u521b\u610f\u9677\u5165\u5e73\u5eb8\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u4eae\u70b9\u5728\u4e8e\u63d0\u51fa\u7684\u201c\u521b\u610f\u63a8\u7406\u57fa\u51c6\u201d\u6d4b\u8bd5\uff0c\u8fd9\u6697\u793a\u5176AI\u6a21\u578b\u53ef\u80fd\u9488\u5bf9\u5e7f\u544a\u6587\u6848\u4e0e\u521b\u610f\u4f18\u5316\u8fdb\u884c\u4e86\u4e13\u9879\u8bad\u7ec3\uff0c\u800c\u975e\u5957\u7528\u901a\u7528\u5927\u6a21\u578b\u3002\u82e5\u771f\u80fd\u5728\u5e7f\u544a-specific\u7684\u8bed\u5883\u7406\u89e3\u4e0e\u884c\u52a8\u5efa\u8bae\u4e0a\u8d85\u8d8a\u901a\u7528\u6a21\u578b\uff0c\u5219\u6784\u6210\u4e86\u5176\u77ed\u671f\u58c1\u5792\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cad-vertly\u63cf\u7ed8\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u672a\u6765\uff1a\u8425\u9500\u6307\u6325\u5b98\u53ea\u9700\u53d1\u53f7\u65bd\u4ee4\u3002\u4f46\u5176\u5f53\u524d\u9636\u6bb5\u66f4\u53ef\u80fd\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u201c\u6267\u884c\u526f\u5b98\u201d\uff0c\u64c5\u957f\u5904\u7406\u660e\u786e\u6307\u4ee4\u4e0e\u91cd\u590d\u64cd\u4f5c\uff0c\u800c\u6218\u7565\u5224\u65ad\u3001\u590d\u6742\u51b3\u7b56\u4e0e\u771f\u6b63\u7684\u54c1\u724c\u521b\u610f\uff0c\u77ed\u671f\u5185\u4ecd\u79bb\u4e0d\u5f00\u4eba\u7c7b\u7684\u6838\u5fc3\u638c\u63a7\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176AI\u5728\u8425\u9500\u5782\u76f4\u9886\u57df\u7684\u4e13\u4e1a\u5316\u6df1\u5ea6\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u201c\u5168\u81ea\u52a8\u201d\u627f\u8bfa\u4e0e\u201c\u4eba\u7c7b\u76d1\u7763\u201d\u5fc5\u8981\u6027\u4e4b\u95f4\u627e\u5230\u8ba9\u7528\u6237\u771f\u6b63\u4fe1\u8d56\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\">Advertise at the speed of thought<\/span>\n                <\/div>\n<div class=\"comment-content\">Stop juggling excel sheets, ad platforms and creative tools. ad-vertly is an autonomous AI agent that runs your entire performance marketing through conversation. Mention your brand \u2014 it instantly learns your voice, style, and audience. Generates on-brand images &#038; videos ads without any upload. Research competitor ads across ad libraries. Manage Google, Meta, Taboola &#038; Outbrain campaigns in plain English. Just describe what you need and watch it execute.<\/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<br \/>The average performance marketer spends 60% of their time on workflow \u2014 not strategy, not creativity, not results. Just moving things between tools.<br \/>That&#8217;s 3 days of your working week. Gone. Every week.<br \/>Meta Ads Manager. Google Ads. A competitor spy tool. Canva. Your analytics dashboard. A spreadsheet tracking all of it. And somewhere in that chaos, you&#8217;re supposed to write copy that actually converts.<br \/>We built ad-vertly for the marketer who&#8217;s great at advertising but drowning in operations.<br \/>One conversation. Your entire ad operation.<br \/>Tell it your brand URL. It learns your voice, style, and audience instantly \u2014 no 47-step onboarding. From there:<br \/>\ud83d\udd0d Intelligence \u2014 Spy on competitor ads across Meta, Google, TikTok, LinkedIn &amp; Reddit ad libraries<br \/>\ud83c\udfa8 Creative \u2014 Generate on-brand images, videos &amp; copy in seconds. No Canva. No agency brief. No back and forth.<br \/>\ud83d\ude80 Launch \u2014 Go live on Google, Meta, Taboola &amp; Outbrain in plain English. Not &#8220;export and figure it out&#8221; \u2014 actually live.<br \/>\ud83d\udcca Optimize \u2014 Connect your analytics, e-commerce &amp; social tools. Ask questions, get answers, take action \u2014 all in one conversation.<br \/>It&#8217;s an AI agent that closes the loop from idea to live campaign \u2014 without you opening another tab.<br \/>We also ran an early stage test called Creative Reasoning Benchmark \u2014 ad-vertly scored 19.73\/20, outperforming generic LLMs on message clarity, context understanding, and actionable ad improvements<br \/>We&#8217;re not promising magic. We&#8217;re promising the 3 days back.<br \/>Try it free \u2014 no credit card required \ud83d\ude80 &amp;<strong> 50 extra free credits for PH users <\/strong><br \/>Drop your questions below, we&#8217;re here all day.<\/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\/@gaurav_singh91\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gaurav_singh91<\/a>&nbsp; Thanks for letting me explore and test ad-vertly. It\u2019s exciting to see how thoughtfully it\u2019s built. Reducing the back-and-forth between tools is a big win for marketers. Looking forward to watching this grow. Congratulations to the team on a strong early launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch, man! \ud83d\ude4c\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@npmitaart\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@npmitaart<\/a>&nbsp;Thanks <br \/>It has been a very humbling response from everyone we can not more proud<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#17<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/MSVIM6MDD5Q7IW\" class=\"app-title\">AiArtist<\/a><\/p>\n<div class=\"one-liner\">AI motion graphics generator from text prompt<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">23<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u6587\u672c\u63d0\u793a\u4e00\u952e\u751f\u6210\u52a8\u6001\u56fe\u5f62\u89c6\u9891\u7684AI\u5de5\u5177\uff0c\u4e3a\u4e0d\u64c5\u957f\u4e13\u4e1a\u89c6\u9891\u7f16\u8f91\u7684\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9\u521b\u4f5c\u8005\u89e3\u51b3\u4e86\u5feb\u901f\u5236\u4f5c\u9ad8\u8d28\u91cf\u52a8\u6001\u89c6\u89c9\u5185\u5bb9\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\/03f71654-0f84-4aaf-a4a5-88afe666a422.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/927ebf08-cb44-4702-a213-9560def4a72e.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\/8c99bb47-fffb-46ad-9d83-3a3644e78a87.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=eTzHi63npf0\"><source src=\"https:\/\/www.youtube.com\/watch?v=eTzHi63npf0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Design Tools<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">Graphics &#038; Design<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u52a8\u6001\u56fe\u5f62<\/span><br \/>\n            <span class=\"tag\">\u6587\u5b57\u8f6c\u89c6\u9891<\/span><br \/>\n            <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9<\/span><br \/>\n            <span class=\"tag\">\u8425\u9500\u89c6\u9891<\/span><br \/>\n            <span class=\"tag\">\u4e00\u952e\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u65e0\u7f16\u8f91\u6280\u80fd\u8981\u6c42<\/span><br \/>\n            <span class=\"tag\">\u8fd0\u52a8\u6392\u7248<\/span><br \/>\n            <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u72ec\u7279\u6027\u548c\u5bf9\u975e\u4e13\u4e1a\u7528\u6237\u7684\u5e2e\u52a9\uff0c\u60ca\u8bb6\u4e8e\u8f93\u51fa\u8d28\u91cf\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a1. \u5bf9\u5546\u4e1a\u6a21\u5f0f\u7684\u53ef\u6301\u7eed\u6027\uff08\u5982\u4f55\u8d1f\u62c5\u6210\u672c\uff09\u63d0\u51fa\u7591\u95ee\uff1b2. \u786e\u8ba4\u662f\u5426\u652f\u6301\u56fe\u50cf\u4f5c\u4e3a\u8f93\u5165\uff08\u9700\u4ed8\u8d39\u8ba1\u5212\uff09\uff1b3. \u671f\u5f85\u5176\u6210\u957f\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                AiArtist\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u5999\u7684\u7ec6\u5206\u5e02\u573a\uff1a\u4ecb\u4e8e\u9759\u6001AI\u751f\u56fe\u4e0e\u9ad8\u6210\u672cAI\u751f\u6210\u590d\u6742\u89c6\u9891\u4e4b\u95f4\uff0c\u4e13\u6ce8\u4e8e\u201c\u52a8\u6001\u56fe\u5f62\u201d\u8fd9\u4e00\u793e\u4ea4\u5a92\u4f53\u521a\u9700\u54c1\u7c7b\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u98a0\u8986\uff0c\u800c\u662f\u7cbe\u51c6\u7684\u6d41\u7a0b\u5c01\u88c5\u548c\u573a\u666f\u5b9a\u4e49\u3002\u5b83\u5c06After Effects\u4e2d\u7e41\u7410\u7684\u5173\u952e\u5e27\u52a8\u753b\u548c\u8fd0\u52a8\u6392\u7248\u5de5\u4f5c\uff0c\u62bd\u8c61\u4e3a\u4e00\u4e2a\u81ea\u7136\u8bed\u8a00\u63a5\u53e3\uff0c\u672c\u8d28\u662f\u964d\u4f4e\u4e86\u201c\u8868\u73b0\u5c42\u201d\u7684\u5236\u4f5c\u95e8\u69db\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\u5546\u4e1a\u6a21\u5f0f\u5907\u53d7\u8d28\u7591\u3002\u52a8\u6001\u56fe\u5f62\u751f\u6210\u5bf9\u7b97\u529b\u8981\u6c42\u4e0d\u4f4e\uff0c\u6309\u8ba2\u9605\u5236\u63d0\u4f9b\u201c\u65e0\u9650\u751f\u6210\u201d\u5728\u65e9\u671f\u6216\u8bb8\u53ef\u884c\uff0c\u4f46\u968f\u7528\u6237\u91cf\u589e\u957f\uff0c\u6210\u672c\u63a7\u5236\u5c06\u662f\u751f\u6b7b\u7ebf\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5982\u4f55\u8d1f\u62c5\u5e74\u5ea6\u4f18\u60e0\u201d\u7684\u63d0\u95ee\uff0c\u76f4\u63a5\u6233\u4e2d\u4e86\u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u5176\u6b21\uff0c\u529f\u80fd\u8fb9\u754c\u6a21\u7cca\u3002\u5b83\u5141\u8bb8\u7528\u6237\u4e0a\u4f20\u8d44\u4ea7\u8fdb\u884c\u878d\u5408\uff0c\u8fd9\u4f7f\u5176\u5411\u201cAI\u9a71\u52a8\u7684\u5728\u7ebfAfter Effects\u201d\u6f14\u8fdb\uff0c\u4f46\u8fd9\u4e5f\u610f\u5473\u7740\u5c06\u9010\u6e10\u9762\u5bf9\u66f4\u590d\u6742\u7684\u7528\u6237\u9884\u671f\u548c\u66f4\u6fc0\u70c8\u7684\u7ade\u4e89\uff08\u5982Canva\u7b49\u96c6\u6210AI\u529f\u80fd\u7684\u7efc\u5408\u5e73\u53f0\uff09\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u65b9\u5411\u4e0a\u7684\u201cMagic Inspire\u201d\uff08\u590d\u5236\u89c6\u9891\u7247\u6bb5\u98ce\u683c\uff09\u529f\u80fd\u503c\u5f97\u73a9\u5473\uff0c\u8fd9\u6697\u793a\u4e86\u5176\u672a\u6765\u53ef\u80fd\u8d70\u5411\u201c\u98ce\u683c\u5b66\u4e60\u4e0e\u8fc1\u79fb\u201d\uff0c\u8fd9\u6bd4\u5355\u7eaf\u7684\u6587\u672c\u9a71\u52a8\u66f4\u6709\u58c1\u5792\u3002\u603b\u4f53\u800c\u8a00\uff0cAiArtist\u662f\u521b\u4f5c\u8005\u5de5\u5177\u5e73\u6c11\u5316\u6d6a\u6f6e\u4e2d\u7684\u4e00\u6735\u52a1\u5b9e\u6d6a\u82b1\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8eAI\u662f\u5426\u6700\u5148\u8fdb\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u6210\u672c\u53ef\u63a7\u7684\u524d\u63d0\u4e0b\uff0c\u5c06\u52a8\u6001\u56fe\u5f62\u7684\u201c\u8d28\u201d\u4e0e\u201c\u91cf\u201d\u7a33\u5b9a\u5728\u4e13\u4e1a\u6a21\u677f\u4e4b\u4e0a\u3001\u4eba\u529b\u521b\u4f5c\u4e4b\u4e0b\u90a3\u4e2a\u6781\u5177\u6027\u4ef7\u6bd4\u7684\u751c\u871c\u533a\u3002\u76ee\u524d\u770b\u6765\uff0c\u60f3\u6cd5\u60ca\u8273\uff0c\u4f46\u957f\u5f81\u624d\u521a\u521a\u5f00\u59cb\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">AiArtist<\/span>\n                <\/div>\n<div class=\"comment-content\">Create stunning motion graphics videos with kinetic typography for social posts, ads, reels, shorts, and marketing videos instantly from a text prompt. No video editing skills required.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi PH!<br \/>\nI am Ramsri a solo Indiehacker who built AiArtist &#8211; An AI motion graphics generator from text prompt.<br \/>\nAs an social media content creator and occassional Youtuber my biggest quality issue with videos was the lack of video editing skills. I built AiArtist to help me with the same.<br \/>\nIf you are also a creator who loves motion graphics but hates the timeline editor, then this tool is for you!<br \/>\nYou can just type in any text and generate stunning motion graphics in just 1-click. No design skills necessary.<br \/>\nOver the last 2 weeks I added several interesting features like &#8211;<br \/>\n 1. Magic Motion to generate motion graphics with your own assets like logos and photos<br \/>\n2. Magic Inspire to take any snippet of motion graphics video and copy the vibe of<br \/>\nit to create a similar motion graphics video.<\/p>\n<p>Looking forward to hearing your feedback!<\/p>\n<p>Cheers,<br \/>\nRamsri<\/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\/@ramsrigoutham\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ramsrigoutham<\/a>&nbsp;Congratulations on the launch, Ramsri. <\/p>\n<p>I have seen prompt to images, prompt to videos, prompt to vector designs, but I&#8217;ve never seen prompt to motion graphics. It&#8217;s a very unique idea and I&#8217;m actually surprised you&#8217;re not featured today. But you have my support. <\/p>\n<\/p>\n<p>I had a quick question for you. How are you able to afford an annual deal for a product like this? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For someone who doesn&#8217;t know After Affects or high end motion graphics tools, This is extremely helpful! Thanks for building 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\/@1littlecoder\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@1littlecoder<\/a>&nbsp;Thank you very much, man! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool! Can it take images as inputs? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/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>&nbsp;Hi Daniele! Yes on the paid plan!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 your side projects. Excited to see you grow AiArtist again from scratch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matcha_anil\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matcha_anil<\/a>&nbsp;Thanks a lot \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was genuinely surprised with the kind of output and quality. I am going to use 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\/@_skris\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_skris<\/a>&nbsp;Thank you very much! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/H2J55XHJCKLGSA\" class=\"app-title\">QuantumComp Webflow Website Template<\/a><\/p>\n<div class=\"one-liner\">Premium Webflow Template for Deep-Tech Brands<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">23<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3aAI\u3001SaaS\u53ca\u6df1\u79d1\u6280\u54c1\u724c\u6253\u9020\u7684\u4f18\u8d28Webflow\u6a21\u677f\uff0c\u901a\u8fc7\u5176\u6e05\u6670\u3001\u6781\u7b80\u7684\u8bbe\u8ba1\u4e0e\u5185\u7f6eCMS\u7cfb\u7edf\uff0c\u5e2e\u52a9\u6280\u672f\u56e2\u961f\u5728\u51e0\u5c0f\u65f6\u5185\u800c\u975e\u6570\u5468\u5185\uff0c\u9ad8\u6548\u642d\u5efa\u51fa\u80fd\u6e05\u6670\u5448\u73b0\u590d\u6742\u4ea7\u54c1\u3001\u5177\u5907\u72ec\u7279\u89c6\u89c9\u5f62\u8c61\u7684\u4e13\u4e1a\u5b98\u7f51\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\/96b71967-5baa-4f10-a676-9041bdc79b91.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\/5cf822fa-24a2-4206-9b26-e32dded9b75d.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d93032e8-6bf5-4da5-a50a-29f19ad582f7.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dbe99c09-ee17-4447-b8ae-eece912897d7.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1270782-ca9d-4f1e-aa3a-54265ddb8092.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5fd2e026-ff47-4ccd-8630-1682ef2e0a1b.webp?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\">No-Code<\/span><br \/>\n            <span class=\"tag\">Design templates<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Webflow\u6a21\u677f<\/span><br \/>\n            <span class=\"tag\">\u6df1\u79d1\u6280\u54c1\u724c<\/span><br \/>\n            <span class=\"tag\">AI\u521d\u521b\u516c\u53f8<\/span><br \/>\n            <span class=\"tag\">SaaS\u7f51\u7ad9<\/span><br \/>\n            <span class=\"tag\">\u6781\u7b80\u8bbe\u8ba1<\/span><br \/>\n            <span class=\"tag\">CMS\u652f\u6301<\/span><br \/>\n            <span class=\"tag\">\u5feb\u901f\u5efa\u7ad9<\/span><br \/>\n            <span class=\"tag\">\u8bbe\u8ba1\u7cfb\u7edf<\/span><br \/>\n            <span class=\"tag\">\u54cd\u5e94\u5f0f\u5e03\u5c40<\/span><br \/>\n            <span class=\"tag\">\u6280\u672f\u4ea7\u54c1\u5c55\u793a<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u81ea\u8ff0\u521b\u4f5c\u521d\u8877\u662f\u89e3\u51b3\u540c\u7c7b\u7f51\u7ad9\u8bbe\u8ba1\u91cd\u590d\u3001\u7f3a\u4e4f\u89c6\u89c9\u8fa8\u8bc6\u5ea6\u7684\u95ee\u9898\u3002\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u7ed3\u6784\u5316\u6837\u5f0f\u6307\u5357\u80fd\u5feb\u901f\u9002\u914d\u54c1\u724c\uff0c\u5e76\u8be2\u95ee\u4e86\u6a21\u677f\u7684\u79fb\u52a8\u7aef\u4f18\u5316\u60c5\u51b5\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                QuantumComp\u6a21\u677f\u7784\u51c6\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u65e5\u76ca\u62e5\u6324\u7684\u8d5b\u9053\uff1a\u4e3a\u6280\u672f\u516c\u53f8\u63d0\u4f9b\u201c\u5f00\u7bb1\u5373\u7528\u201d\u7684\u7f51\u7ad9\u89e3\u51b3\u65b9\u6848\u3002\u5176\u4ef7\u503c\u4e3b\u5f20\u201c\u51e0\u5c0f\u65f6\u800c\u975e\u6570\u5468\u201d\u76f4\u51fb\u521d\u521b\u516c\u53f8\u8d44\u6e90\u6709\u9650\u7684\u75db\u70b9\uff0c\u4f46\u66f4\u6df1\u5c42\u7684\u6d1e\u5bdf\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u89e3\u51b3\u6df1\u79d1\u6280\u54c1\u724c\u5728\u4f20\u64ad\u4e2d\u666e\u904d\u9762\u4e34\u7684\u201c\u5f62\u8c61\u9e3f\u6c9f\u201d\u2014\u2014\u5c16\u7aef\u6280\u672f\u5f80\u5f80\u88ab\u5305\u88f9\u5728\u5e73\u5eb8\u3001\u540c\u8d28\u5316\u7684\u7f51\u9875\u8bbe\u8ba1\u4e4b\u4e2d\uff0c\u524a\u5f31\u4e86\u5176\u521b\u65b0\u611f\u77e5\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u5f3a\u8c03\u7684\u201c\u7ed3\u6784\u5316\u6837\u5f0f\u6307\u5357\u201d\u548c\u201c\u6781\u7b80\u8bbe\u8ba1\u201d\u662f\u53cc\u5203\u5251\u3002\u4e00\u65b9\u9762\uff0c\u5b83\u786e\u5b9e\u964d\u4f4e\u4e86\u5b9a\u5236\u95e8\u69db\uff0c\u786e\u4fdd\u4e86\u8bbe\u8ba1\u57fa\u7ebf\uff1b\u4f46\u53e6\u4e00\u65b9\u9762\uff0c\u8fd9\u4e5f\u53ef\u80fd\u6210\u4e3a\u54c1\u724c\u8868\u8fbe\u7684\u5929\u82b1\u677f\uff0c\u5c06\u7528\u6237\u7981\u9522\u5728\u53e6\u4e00\u79cd\u9884\u8bbe\u7684\u201c\u6280\u672f\u8303\u513f\u201d\u6846\u67b6\u5185\u3002\u5176\u5f15\u4ee5\u4e3a\u50b2\u7684GSAP\u52a8\u753b\u9700\u8c28\u614e\u4f7f\u7528\uff0c\u5728\u6027\u80fd\u4e0e\u70ab\u76ee\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\uff0c\u6b63\u662f\u5176\u5ba3\u79f0\u7684\u201cTOP\u4f18\u5148\u7ea7\u201d\u9762\u4e34\u7684\u771f\u6b63\u8003\u9a8c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u5e02\u573a\u53cd\u9988\u770b\uff0c23\u7968\u7684\u5173\u6ce8\u5ea6\u8868\u660e\u5176\u5c1a\u672a\u5f15\u7206\u5e02\u573a\u3002\u5f00\u53d1\u8005\u81ea\u8ff0\u4e3a\u201c\u9996\u4e2a\u6280\u672f\u7c7b\u6a21\u677f\u201d\uff0c\u8fd9\u65e2\u662f\u5dee\u5f02\u5316\u6807\u7b7e\uff0c\u4e5f\u66b4\u9732\u4e86\u4ea7\u54c1\u77e9\u9635\u7684\u5355\u8584\u3002\u7528\u6237\u7684\u79fb\u52a8\u7aef\u4f18\u5316\u8be2\u95ee\uff0c\u70b9\u4e2d\u4e86\u6240\u6709\u6a21\u677f\u4ea7\u54c1\u7684\u6838\u5fc3\u8981\u5bb3\uff1a\u5728\u79fb\u52a8\u4f18\u5148\u7684\u65f6\u4ee3\uff0c\u54cd\u5e94\u5f0f\u4e0d\u4ec5\u4ec5\u662f\u9002\u914d\uff0c\u66f4\u662f\u4f53\u9a8c\u91cd\u6784\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u672c\u8d28\u4e0a\uff0cQuantumComp\u8d29\u5356\u7684\u4e0d\u662f\u6a21\u677f\uff0c\u800c\u662f\u4e00\u79cd\u201c\u8bbe\u8ba1\u5b89\u5168\u611f\u201d\u3002\u5b83\u8ba9\u4e0d\u64c5\u524d\u7aef\u7684\u6280\u672f\u521b\u59cb\u4eba\uff0c\u80fd\u5feb\u901f\u83b7\u5f97\u4e00\u4e2a\u4e0d\u81f3\u4e8e\u51fa\u9519\u7684\u54c1\u724c\u95e8\u9762\u3002\u7136\u800c\uff0c\u771f\u6b63\u7684\u6df1\u79d1\u6280\u9886\u5bfc\u8005\u5f80\u5f80\u8ffd\u6c42\u98a0\u8986\uff0c\u800c\u975e\u5b89\u5168\u3002\u56e0\u6b64\uff0c\u8be5\u6a21\u677f\u7684\u6838\u5fc3\u7528\u6237\u53ef\u80fd\u5e76\u975e\u90a3\u4e9b\u6e34\u671b\u6781\u81f4\u72ec\u7279\u7684\u660e\u661f\u521d\u521b\u516c\u53f8\uff0c\u800c\u662f\u5927\u91cf\u52a1\u5b9e\u7684\u3001\u5e0c\u671b\u5c06\u6709\u9650\u7cbe\u529b\u805a\u7126\u4e8e\u6280\u672f\u672c\u8eab\u7684\u4e2d\u5c0f\u56e2\u961f\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5728\u201c\u6807\u51c6\u5316\u6548\u7387\u201d\u4e0e\u201c\u5b9a\u5236\u5316\u8868\u8fbe\u201d\u8fd9\u4e2a\u7ecf\u5178\u77db\u76fe\u4e2d\uff0c\u80fd\u5426\u627e\u5230\u66f4\u4f18\u96c5\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\">QuantumComp Webflow Website Template<\/span>\n                <\/div>\n<div class=\"comment-content\">Launch your technology website in hours, not weeks. QuantumComp is a premium Webflow template built for AI, SaaS, and deep-tech startups. Featuring a clean, minimal design, built-in CMS, and smooth animations, it helps you present complex products with clarity, without needing advanced Webflow skills.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi there \ud83d\udc4b<\/p>\n<p>I built QuantumComp after noticing how many AI and deep-tech startups rely on websites that feel repetitive and uninspired. The layouts, components, and overall \u201cfeel\u201d often look the same: safe, predictable, and lacking a strong visual identity.<\/p>\n<p>QuantumComp changes that by offering a refined, ready-made design system tailored for technology brands. It\u2019s built to be easily customized through a structured style guide, allowing you to quickly adapt typography and colors to match your own branding.<\/p>\n<p>My goal was also to create a minimal, structured Webflow template that helps technology teams present sophisticated ideas with clarity. It includes CMS support and smooth GSAP animations, but keeps performance and usability as TOP priorities.<\/p>\n<p>This is my first template in the Technology category, so I\u2019d genuinely love your feedback, especially from founders and builders working in AI or SaaS.<\/p>\n<p>Happy to answer any questions!<\/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>Building a tech site in hours instead of weeks? My procrastination is feeling threatened!:D Great job on the structured style guide &#8211; that&#8217;s a life-saver for quick branding. Is the template optimized for mobile right out of the box?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/O4DAZSDDLS5FGN\" class=\"app-title\">Facts Hero<\/a><\/p>\n<div class=\"one-liner\">Create Visual Fact Cards for Social Media in Seconds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">23<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Facts Hero\u662f\u4e00\u6b3e\u5229\u7528AI\u5feb\u901f\u751f\u6210\u7cbe\u7f8e\u793e\u4ea4\u5a92\u4f53\u4e8b\u5b9e\u5361\u7247\u56fe\u7247\u7684\u5de5\u5177\uff0c\u6838\u5fc3\u89e3\u51b3\u4e86\u5185\u5bb9\u521b\u4f5c\u8005\u9700\u8981\u9891\u7e41\u5236\u4f5c\u9ad8\u8d28\u91cf\u3001\u53ef\u89c6\u5316\u793e\u4ea4\u5e16\u6587\u7684\u6548\u7387\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\/7f59ee69-c4a2-400d-9c74-49c6adf2635b.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\/2dc563c6-f5f7-4906-bcbc-82a8bdfbad9b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Marketing<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Social media marketing<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5185\u5bb9\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u89c6\u89c9\u5361\u7247<\/span><br \/>\n            <span class=\"tag\">\u56fe\u6587\u8bbe\u8ba1<\/span><br \/>\n            <span class=\"tag\">\u8425\u9500\u7d20\u6750<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u4e8b\u5b9e\u5361\u7247<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u8bbe\u8ba1<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u6b63\u9762\uff0c\u8ba4\u4e3a\u5176\u662f\u63a8\u5e7f\u4ea7\u54c1\u7684\u5b9e\u7528\u5de5\u5177\u3002\u6709\u5f00\u53d1\u8005\u63d0\u53ca\u5b58\u5728\u7c7b\u4f3c\u7ade\u54c1\uff08PostsHero\uff09\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\u4f7f\u7528\u5f62\u5f0f\uff08\u662f\u5426\u4e3b\u6253\u8f6e\u64ad\u56fe\uff09\uff0c\u5f00\u53d1\u8005\u56de\u590d\u786e\u8ba4\u652f\u6301\u5355\u56fe\u548c\u8f6e\u64ad\u3002\u8bc4\u8bba\u4e92\u52a8\u4ee5\u795d\u8d3a\u548c\u652f\u6301\u4e3a\u4e3b\uff0c\u7f3a\u4e4f\u6df1\u5ea6\u529f\u80fd\u63a2\u8ba8\u6216\u6279\u8bc4\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                Facts Hero\u5207\u5165\u7684\u662f\u4e00\u4e2a\u8868\u9762\u62e5\u6324\u4f46\u5e95\u5c42\u9700\u6c42\u672a\u88ab\u5b8c\u5168\u6ee1\u8db3\u7684\u7ec6\u5206\u5e02\u573a\uff1a\u8f7b\u91cf\u5316\u3001\u7ed3\u6784\u5316\u7684\u793e\u4ea4\u5a92\u4f53\u89c6\u89c9\u5185\u5bb9\u751f\u6210\u3002\u5176\u5ba3\u79f0\u7684\u201c\u79d2\u7ea7\u201d\u751f\u6210\u548c1200x1200px\u7684\u5bfc\u51fa\u89c4\u683c\uff0c\u76f4\u51fb\u4e86\u5e7f\u5927\u4e2d\u5c0f\u521b\u4f5c\u8005\u3001\u8425\u9500\u4eba\u5458\u5728\u5185\u5bb9\u201c\u8d28\u201d\u4e0e\u201c\u91cf\u201d\u53cc\u91cd\u538b\u529b\u4e0b\u7684\u6838\u5fc3\u7126\u8651\u2014\u2014\u9700\u8981\u6301\u7eed\u4ea7\u51fa\u89c6\u89c9\u4e0a\u4e13\u4e1a\u3001\u4fe1\u606f\u91cf\u96c6\u4e2d\u7684\u5185\u5bb9\uff0c\u4f46\u53c8\u7f3a\u4e4f\u8bbe\u8ba1\u8d44\u6e90\u6216\u65f6\u95f4\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u4ea7\u54c1\u4ef7\u503c\u5b58\u5728\u660e\u663e\u7684\u201c\u5929\u82b1\u677f\u201d\u548c\u7591\u95ee\u70b9\u3002\u9996\u5148\uff0c\u529f\u80fd\u5b9a\u4f4d\u7565\u663e\u5355\u8584\uff0c\u5c06\u201c\u4e8b\u5b9e\u201d\u4f5c\u4e3a\u6838\u5fc3\u5185\u5bb9\u5f62\u5f0f\uff0c\u867d\u964d\u4f4e\u4e86AI\u751f\u6210\u7684\u590d\u6742\u5ea6\uff0c\u4f46\u4e5f\u6781\u5927\u5730\u9650\u5236\u4e86\u5e94\u7528\u573a\u666f\u7684\u5e7f\u5ea6\uff0c\u66f4\u50cf\u662f\u4e00\u4e2a\u529f\u80fd\u70b9\u800c\u975e\u5b8c\u6574\u4ea7\u54c1\u3002\u8bc4\u8bba\u533a\u51fa\u73b0\u7684\u7ade\u54c1\u540d\u79f0\u201cPostsHero\u201d\u6697\u793a\u4e86\u8be5\u9886\u57df\u6280\u672f\u95e8\u69db\u53ef\u80fd\u4e0d\u9ad8\uff0c\u6613\u9677\u5165\u540c\u8d28\u5316\u7ade\u4e89\u3002\u5176\u6b21\uff0c\u4ece\u73b0\u6709\u8bc4\u8bba\u770b\uff0c\u793e\u533a\u53cd\u9988\u505c\u7559\u5728\u793c\u8282\u6027\u795d\u8d3a\u548c\u6d45\u5c42\u8be2\u95ee\uff0c\u7f3a\u4e4f\u5173\u4e8eAI\u751f\u6210\u4e8b\u5b9e\u7684\u51c6\u786e\u6027\u3001\u6df1\u5ea6\u3001\u7248\u6743\uff0c\u6216\u89c6\u89c9\u6a21\u677f\u591a\u6837\u6027\u3001\u54c1\u724c\u5b9a\u5236\u5316\u7b49\u5173\u952e\u8bae\u9898\u7684\u8ba8\u8bba\uff0c\u8fd9\u6216\u8bb8\u53cd\u6620\u4e86\u4ea7\u54c1\u5f53\u524d\u9636\u6bb5\u529f\u80fd\u5c1a\u6d45\uff0c\u672a\u80fd\u6fc0\u53d1\u7528\u6237\u6df1\u5ea6\u4e92\u52a8\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u6b64\u7c7b\u5de5\u5177\u63d0\u4f9b\u7684\u201c\u629b\u5149\u201d\u80fd\u529b\uff0c\u662f\u5426\u8db3\u4ee5\u6784\u6210\u575a\u56fa\u7684\u58c1\u5792\u3002\u5f53Canva\u7b49\u7efc\u5408\u5e73\u53f0\u5df2\u96c6\u6210\u57fa\u7840AI\u8bbe\u8ba1\u529f\u80fd\uff0c\u800c\u4e13\u4e1a\u5185\u5bb9\u56e2\u961f\u53ef\u80fd\u66f4\u4f9d\u8d56\u54c1\u724c\u8c03\u6027\u7edf\u4e00\u7684\u6210\u719f\u5de5\u4f5c\u6d41\u65f6\uff0cFacts Hero\u7684\u751f\u5b58\u7a7a\u95f4\u53ef\u80fd\u88ab\u6324\u538b\u5728\u201c\u4e34\u65f6\u6027\u3001\u8865\u5145\u6027\u9700\u6c42\u201d\u8fd9\u4e00\u72ed\u7a84\u5730\u5e26\u3002\u5176\u672a\u6765\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u751f\u6210\u5361\u7247\u201d\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5c06\u201c\u4e8b\u5b9e\u201d\u6570\u636e\u5316\u3001\u7cfb\u5217\u5316\uff0c\u6216\u4e0e\u5185\u5bb9\u7b56\u7565\u3001\u77e5\u8bc6\u7ba1\u7406\u66f4\u6df1\u7ed3\u5408\uff0c\u4ece\u201c\u5236\u4f5c\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u5185\u5bb9\u6d1e\u5bdf\u4e0e\u5206\u53d1\u52a9\u624b\u201d\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u6b3e\u5728\u7ea2\u6d77\u4e2d\u6619\u82b1\u4e00\u73b0\u7684\u4fbf\u6377\u5c0f\u5de5\u5177\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Facts Hero<\/span>\n                <\/div>\n<div class=\"comment-content\">Turn any topic into a polished social media image card in seconds. Facts Hero uses AI to write the fact and generate a visual card you can export at 1200 \u00d7 1200 px and share to LinkedIn, Instagram, and more. Free.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I had my own itch writing and creating simple visual posts so I have built this too &#8211; meet PostsHero, to create and share visual cards on your social medias.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Very cool! Is it primarily for carousels? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/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>&nbsp;Can be used as singles or carousels. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice tool to promote your products!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eliana_jordan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eliana_jordan<\/a>&nbsp;Thanks for support, Eliana! Hope it helps some users!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launch Nikita! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@karakhanyans\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karakhanyans<\/a>&nbsp;Thanks for your continuous support, my friend! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/5XZ5AYX6IV7GNI\" class=\"app-title\">Turbotic Automation AI OPEN SOURCE<\/a><\/p>\n<div class=\"one-liner\">Automate workflows, just by chatting. Open Source version.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">23<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u5373\u53ef\u6784\u5efa\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7684\u5f00\u6e90AI\u5de5\u5177\uff0c\u65e8\u5728\u964d\u4f4e\u81ea\u52a8\u5316\u5b9e\u65bd\u7684\u6280\u672f\u95e8\u69db\uff0c\u8ba9\u975e\u6280\u672f\u7528\u6237\u4e5f\u80fd\u8f7b\u677e\u5c06\u60f3\u6cd5\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u6d41\u7a0b\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\/b4205740-eed8-4009-92d6-9c5f0579d344.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be782960-7fcc-4bd6-8b0d-e5074b364c64.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8cbadc3-7955-4aa5-bab1-70311d35ebe4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f91836a-789e-406f-88b9-2a3825bdd00f.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\/d65ecc3c-ad37-4f44-a00b-d3160398bc7c.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/RnNbco7H8SA?feature=share\"><source src=\"https:\/\/youtube.com\/shorts\/RnNbco7H8SA?feature=share\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Open Source<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">GitHub<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5f00\u6e90AI\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4f53\u6d41\u7a0b<\/span><br \/>\n            <span class=\"tag\">\u4f4e\u4ee3\u7801<\/span><br \/>\n            <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/span><br \/>\n            <span class=\"tag\">\u6d41\u7a0b\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u804a\u5929\u673a\u5668\u4eba<\/span><br \/>\n            <span class=\"tag\">Zapier\u66ff\u4ee3<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\u53cd\u9988\u79ef\u6781\uff0c\u4e3b\u8981\u6765\u81ea\u9879\u76ee\u65b9\u5ba3\u5e03\u5f00\u6e90\uff0c\u5f3a\u8c03\u5176\u900f\u660e\u3001\u53ef\u6269\u5c55\u548c\u793e\u533a\u9a71\u52a8\u7684\u4ef7\u503c\u3002\u7528\u6237\u5173\u6ce8\u70b9\u5728\u4e8e\u201c\u5f00\u6e90\u804a\u5929\u81ea\u52a8\u5316\u201d\u8fd9\u4e00\u6982\u5ff5\u672c\u8eab\uff0c\u5e76\u8868\u8fbe\u4e86\u7acb\u5373\u67e5\u770b\u4ee3\u7801\u5e93\u7684\u610f\u613f\uff0c\u76ee\u524d\u672a\u89c1\u5177\u4f53\u95ee\u9898\u6216\u529f\u80fd\u5efa\u8bae\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Turbotic Automation AI\u7684\u5f00\u6e90\u7248\u672c\uff0c\u5176\u6838\u5fc3\u53d9\u4e8b\u662f\u201c\u7528\u804a\u5929\u964d\u4f4e\u81ea\u52a8\u5316\u95e8\u69db\u201d\uff0c\u76f4\u51fbn8n\u3001Zapier\u7b49\u5de5\u5177\u4ecd\u9700\u4e00\u5b9a\u914d\u7f6e\u80fd\u529b\u7684\u75db\u70b9\u3002\u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0e\u98ce\u9669\u7686\u7cfb\u4e8e\u201c\u5f00\u6e90\u201d\u4e8c\u5b57\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u4ef7\u503c\u5c42\u9762\u770b\uff0c\u5f00\u6e90\u7b56\u7565\u662f\u4e00\u6b65\u9ad8\u660e\u7684\u68cb\u3002\u5728AI\u667a\u80fd\u4f53\u4e0e\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u6fc0\u70c8\u878d\u5408\u7684\u5f53\u4e0b\uff0c\u95ed\u6e90SaaS\u6a21\u5f0f\u6613\u9677\u5165\u540c\u8d28\u5316\u7ade\u4e89\u3002\u5f00\u6e90\u4e0d\u4ec5\u8fc5\u901f\u5efa\u7acb\u4e86\u201c\u900f\u660e\u201d\u3001\u201c\u53ef\u4fe1\u201d\u7684\u6280\u672f\u5f62\u8c61\uff0c\u66f4\u80fd\u5438\u5f15\u5f00\u53d1\u8005\u793e\u533a\u8d21\u732e\u8fde\u63a5\u5668\u3001\u6a21\u677f\u4e0e\u5e95\u5c42\u80fd\u529b\uff0c\u5f62\u6210\u751f\u6001\u62a4\u57ce\u6cb3\u3002\u5176\u5ba3\u79f0\u7684\u201c\u66f4\u7b80\u5355\u201d\uff0c\u5fc5\u987b\u4f9d\u8d56\u793e\u533a\u5bf9\u5927\u91cf\u7b2c\u4e09\u65b9\u5e94\u7528\u548c\u590d\u6742\u903b\u8f91\u7684\u5c01\u88c5\u624d\u80fd\u5b9e\u73b0\uff0c\u5f00\u6e90\u6b63\u662f\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u7684\u50ac\u5316\u5242\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u7280\u5229\u70b9\u770b\uff0c\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201cAutomate **any** task\u201d\u7684\u8868\u8ff0\u8fc7\u4e8e\u7edd\u5bf9\uff0c\u66b4\u9732\u4e86\u65e9\u671f\u9879\u76ee\u7684\u5ba3\u4f20\u6d6e\u8e81\u3002\u5f53\u524d\u9636\u6bb5\uff0c\u5176\u5b9e\u9645\u80fd\u529b\u8fb9\u754c\u5fc5\u7136\u53d7\u9650\u4e8e\u96c6\u6210\u7684\u5e94\u7528\u8303\u56f4\u3001AI\u5bf9\u6a21\u7cca\u6307\u4ee4\u7684\u7406\u89e3\u7cbe\u5ea6\u4ee5\u53ca\u590d\u6742\u903b\u8f91\u7684\u62c6\u89e3\u80fd\u529b\u3002\u8bc4\u8bba\u533a\u7684\u6b22\u547c\u4e3b\u8981\u6765\u81ea\u9879\u76ee\u65b9\u81ea\u8eab\uff0c\u7f3a\u4e4f\u65e9\u671f\u5916\u90e8\u7528\u6237\u7684\u771f\u5b9e\u7528\u4f8b\u9a8c\u8bc1\uff0c\u70ed\u5ea6\uff0823\u7968\uff09\u4e5f\u8868\u660e\u5176\u5c1a\u672a\u8fdb\u5165\u4e3b\u6d41\u89c6\u91ce\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u4e00\u573a\u7528\u5f00\u6e90\u6362\u751f\u6001\u3001\u7528AI\u4ea4\u4e92\u6362\u7528\u6237\u589e\u91cf\u7684\u8c6a\u8d4c\u3002\u5b83\u7684\u5bf9\u624b\u4e0d\u662fZapier\uff0c\u800c\u662f\u672a\u6765\u53ef\u80fd\u540c\u6837\u5f00\u6e90\u4e14\u751f\u6001\u66f4\u6210\u719f\u7684\u540c\u7c7b\u9879\u76ee\u3002\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5f00\u6e90\u793e\u533a\u7684\u8fd0\u8425\u6210\u6548\u3001\u6838\u5fc3AI\u667a\u80fd\u4f53\u8c03\u5ea6\u5f15\u64ce\u7684\u53ef\u9760\u6027\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u201c\u7b80\u5355\u201d\u4e0e\u201c\u5f3a\u5927\u201d\u4e4b\u95f4\u627e\u5230\u771f\u6b63\u7684\u5e73\u8861\u70b9\u3002\u5982\u679c\u6700\u7ec8\u53ea\u662f\u53e6\u4e00\u4e2a\u9700\u8981\u5927\u91cf\u63d0\u793a\u8bcd\u5de5\u7a0b\u548c\u8c03\u8bd5\u7684\u201c\u73a9\u5177\u201d\uff0c\u90a3\u4e48\u201c\u4ec5\u901a\u8fc7\u804a\u5929\u201d\u7684\u627f\u8bfa\u5c06\u8fc5\u901f\u892a\u8272\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\">Turbotic Automation AI OPEN SOURCE<\/span>\n                <\/div>\n<div class=\"comment-content\">Open Source version of the popular AI tool from Turbotic. Automate any taks, workflow or process just by chatting with the AI. If you are using n8n, zapier or any other automation tool. Look no further! This is way easier.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Open source automation by chat? Huge! Checking the repo now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big day for us!<\/p>\n<p>Turbotic Automation AI is now available as Open Source.<\/p>\n<p>We built TAAI to remove the technical barrier to automation \u2014 turning plain English into working workflows.<\/p>\n<p>Opening it up means:<br \/>\u2022 Transparency<br \/>\u2022 Extensibility<br \/>\u2022 Community-driven innovation<\/p>\n<p>If you care about automation, agentic workflows, or making AI practical \u2014 we\u2019d love your thoughts.<\/p>\n<p>Let\u2019s build this together \ud83d\udc99<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n    <span class=\"close\">&times;<\/span><br \/>\n    <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n    \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n    const modal = document.getElementById(\"imageModal\");\n    const modalImg = document.getElementById(\"modalImage\");\n    const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p>    \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n    const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p>    \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n    function addTouchOptimization() {\n        if 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