{"id":97,"date":"2026-01-09T10:35:24","date_gmt":"2026-01-09T02:35:24","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/01\/09\/2026-01-08\/"},"modified":"2026-01-09T10:35:24","modified_gmt":"2026-01-09T02:35:24","slug":"2026-01-08","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/01\/09\/2026-01-08\/","title":{"rendered":"PH\u70ed\u699c | 2026-01-08"},"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 2026-01-08<\/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 | 2026-01-08<\/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\/B7LEUXYIUUXQKW\" class=\"app-title\">Livedocs<\/a><\/p>\n<div class=\"one-liner\">The general data agent<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">379<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Livedocs\u662f\u4e00\u6b3e\u901a\u7528\u6570\u636e\u667a\u80fd\u4f53\uff0c\u5141\u8bb8\u7528\u6237\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63d0\u95ee\uff0c\u76f4\u63a5\u8fde\u63a5\u5404\u7c7b\u6570\u636e\u6e90\u5e76\u5373\u65f6\u751f\u6210\u56fe\u8868\u3001\u6307\u6807\u548c\u7b54\u6848\uff0c\u65e0\u9700\u7f16\u5199SQL\u6216\u642d\u5efa\u770b\u677f\uff0c\u89e3\u51b3\u4e86\u975e\u6280\u672f\u4eba\u5458\u83b7\u53d6\u6570\u636e\u6d1e\u5bdf\u95e8\u69db\u9ad8\u3001\u6280\u672f\u4eba\u5458\u5206\u6790\u6d41\u7a0b\u7e41\u7410\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\/ebd2626c-bd37-4128-b7b5-692bdd9dd518.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f2d634f7-d960-47f0-849c-fb4d3f98c2ef.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/506b67cb-9239-4a77-a767-129d79e40a0d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/066d2d69-afe8-4953-be0d-adaec0a569a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7a22f14e-11bf-4e63-a267-57a524d1c18d.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\/141c3752-3335-4af3-be7e-41c45a4638cf.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/LxDIyfJ67tw\"><source src=\"https:\/\/youtu.be\/LxDIyfJ67tw\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Analytics<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Business Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u6570\u636e\u5206\u6790\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">AI\u6570\u636e\u667a\u80fd\u4f53<\/span><br \/>\n            <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/span><br \/>\n            <span class=\"tag\">BI\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u65e0\u4ee3\u7801\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n            <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730\u90e8\u7f72<\/span><br \/>\n            <span class=\"tag\">\u591a\u6570\u636e\u6e90\u8fde\u63a5<\/span><br \/>\n            <span class=\"tag\">AI\u8f85\u52a9\u51b3\u7b56<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                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\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5f53\u5176\u51b2\u7684\u662f\u201c\u667a\u80fd\u4f53\u201d\u7684\u53ef\u9760\u6027\u5929\u82b1\u677f\uff1a\u9762\u5bf9\u590d\u6742\u3001\u6a21\u7cca\u7684\u4e1a\u52a1\u903b\u8f91\uff0c\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u7684\u51c6\u786e\u6027\u548c\u8bed\u5883\u7406\u89e3\u80fd\u529b\u5c06\u7ecf\u53d7\u4e25\u5cfb\u8003\u9a8c\u3002\u5176\u6b21\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3a\u6240\u6709\u6570\u636e\u6e90\u7684\u7edf\u4e00\u63a5\u53e3\uff0c\u4f46\u4e0d\u540c\u6e90\uff08\u5982\u6563\u4e71\u7684Excel\u4e0e\u89c4\u6574\u7684\u6570\u4ed3\uff09\u7684\u6570\u636e\u6cbb\u7406\u6c34\u5e73\u548c\u8bed\u4e49\u4e00\u81f4\u6027\u5929\u5dee\u5730\u522b\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u201c\u8f93\u5165\u5783\u573e\uff0c\u8f93\u51fa\u5783\u573e\u201d\u7684\u81ea\u52a8\u5316\u56f0\u5883\u3002\u6700\u540e\uff0c\u5728\u5de8\u5934\u73af\u4f3a\u7684AI\u4e0e\u6570\u636e\u5206\u6790\u5e02\u573a\uff0c\u5176\u4f5c\u4e3a\u72ec\u7acb\u4ea7\u54c1\u7684\u957f\u671f\u58c1\u5792\u4f55\u5728\uff1f\u662f\u66f4\u4f18\u7684\u5782\u76f4\u573a\u666f\u7406\u89e3\uff0c\u8fd8\u662f\u5176\u5f3a\u8c03\u7684\u90e8\u7f72\u7075\u6d3b\u6027\uff1f\u8fd9\u5c06\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u4e00\u6b3e\u4f18\u79c0\u7684\u5de5\u5177\u6210\u957f\u4e3a\u5e73\u53f0\u7684\u5173\u952e\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cLivedocs\u5c55\u73b0\u4e86\u4e00\u4e2a\u6781\u5177\u6f5c\u529b\u7684\u65b9\u5411\uff1a\u5c06AI\u4f5c\u4e3a\u201c\u6570\u636e\u5e73\u6c11\u5316\u201d\u7684\u7ec8\u6781\u4e2d\u4ecb\u3002\u4f46\u5b83\u80fd\u5426\u771f\u6b63\u627f\u8f7d\u8d77\u201c\u4eba\u7c7b\u6570\u636e\u79d1\u5b66\u5bb6\u201d\u7684\u539a\u671b\uff0c\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u5176AI\u80fd\u529b\uff0c\u66f4\u53d6\u51b3\u4e8e\u5176\u5bf9\u4e1a\u52a1\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\u6df1\u5ea6\u548c\u5e94\u5bf9\u6570\u636e\u6df7\u4e71\u73b0\u5b9e\u7684\u5de5\u7a0b\u97e7\u6027\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Livedocs<\/span>\n                <\/div>\n<div class=\"comment-content\">Livedocs is a general data agent that can do BI, ML, build dashboards, and write code and queries (anything a human data scientist would do!) Livedocs helps you understand your data instantly. Upload a CSV, spreadsheet, or connect your database, then ask questions in plain English. Livedocs uses AI to generate charts, metrics, and clear answers\u2014no SQL, no dashboards, no setup. Built for anyone who needs insights fast, whether you\u2019re technical or not. Just bring your data and start asking.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Product Hunt \ud83d\udc4b and thanks @garrytan for the hunt!<\/p>\n<p>I\u2019m Arsalan, founder of Livedocs. Excited to share what we\u2019ve been building!<\/p>\n<p>Livedocs helps teams understand and work with their data using AI. Connect a spreadsheet, CSV, warehouse, Google Drive, or S3 bucket, then ask questions in plain English and instantly get charts, metrics, dashboards, or answers.<\/p>\n<p>You can stay in agent mode and just ask questions, or go deep into a full notebook with SQL, Python, and charts when needed.<\/p>\n<p>Here\u2019s how teams use Livedocs today:<\/p>\n<p>\ud83d\udcca RevOps &amp; GTM teams: Track pipeline, revenue, conversions, and attribution across tools without stitching dashboards.<\/p>\n<p>\ud83d\udcb0 Finance teams: Answer questions about revenue, costs, cohorts, and forecasts directly from source data.<\/p>\n<p>\ud83d\udcc8 Founders &amp; operators: Get fast answers about growth, churn, and business health without waiting on reports.<\/p>\n<p>\ud83e\udde0 Data &amp; product teams: Explore production data, build analyses, and share interactive results with the company.<\/p>\n<p>Everyone who signs up gets $5 in AI credits to try it out.<\/p>\n<p>We\u2019d love your feedback or questions, I\u2019ll be here all day \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>16<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@garrytan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@garrytan<\/a>&nbsp; <a href=\"https:\/\/www.producthunt.com\/@arslnb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arslnb<\/a>&nbsp;this looks very useful. Love how easy and simple it is to get started. Nice work and congrats on the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@garrytan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@garrytan<\/a>&nbsp; <a href=\"https:\/\/www.producthunt.com\/@arslnb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arslnb<\/a>&nbsp;Huge congrats on the launch, Arsalan \ud83d\ude80<br \/>Livedocs feels like a very clean answer to a real pain: getting fast, reliable insights <em>without<\/em> jumping between tools. Love the flexibility between agent mode and deep notebook work &#8211; that\u2019s a smart balance.<br \/>Wishing you a strong launch day on PH \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing \u2013 congrats on the launch! Looks really cool<\/p>\n<\/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\/@shivsak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivsak<\/a>&nbsp;Thanks! We put in a lot of effort into the design, which is an often ignored part of data intensive tools. Would love to get more feedback on how you find Livedocs. Take it for a spin (no credit card, self-serve, comes with free AI credits) and let me know what you think! <\/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>Amazing launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>5<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wolfofwebsites\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wolfofwebsites<\/a>&nbsp;Thanks Stan, really trying to <strong>Hup our game<\/strong> here \ud83d\ude04<\/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>Connecting agents directly to real enterprise data is the hard part. Nice to see a team tackling this head-on.<\/p>\n<\/p>\n<p>Which data sources are most common right now?<\/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\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a>&nbsp;Totally agree. In reality it\u2019s way less fancy than it sounds. Most teams are living in <strong>Google Sheets \/ Excel<\/strong>, even at pretty big companies. After that it\u2019s usually <strong>Postgres<\/strong>. Warehouses like Snowflake or BigQuery show up later once the team matures. That messy mix is exactly what we built Livedocs 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\">\n<p>Congrats on the launch \u2014 this looks like the right abstraction for the next wave of enterprise agents.<\/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\/@ventali\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ventali<\/a>&nbsp;Thanks Ventali! Absolutely, we wanted to build a product that has no lock-in from the ground up. Meaning you could run it locally or on your cloud, pick any model you like, etc. Keen to hear what you think! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>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 Arsalan! <\/p>\n<p>I&#8217;ve been trialing Livedocs at our company for a few months now, and it&#8217;s absolutely amazing how quickly it has become one of the most valuable data tools in our arsenal. <\/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\/@kumailht\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kumailht<\/a>&nbsp;Thanks Kumail! We&#8217;re lucky to partner with with great design partners early on. A massive hat tip to you and your team! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have encountered many difficulties when writing SQL, including using AI to write it. Thanks for you guys building this, it helps me understand data in an easier way.<\/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\/@yoang_loo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yoang_loo<\/a>&nbsp;Love to hear it! Livedocs also auto-corrects your SQL queries if you decide to write them by yourself! Keen to hear more feedback! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yoang_loo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yoang_loo<\/a>&nbsp;Thanks! That\u2019s exactly why we built Livedocs, to make understanding data easier without wrestling with SQL \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried LiveDocs as part of a research workflow \u2014 the ability to reason over live data across different data sources made a big difference for iterative analysis.<\/p>\n<p>Being able to run it on local GPUs (which is often required in academic institutions) is a huge plus. Really cool product!<\/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\/@ventali\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ventali<\/a>&nbsp;Thanks again! We built local runtime specifically for cases where its not possible to upload datasets or better hardware is available locally<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>On prem model wins. \ud83d\ude09 Nicely done. <\/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\/@datarade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@datarade<\/a>&nbsp;Thanks! You can run Livedocs locally, on-prem, on a hosted cloud or even your own cluster!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing product! Congrats to the Livedocs team!<\/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\/@natiakourdadze\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natiakourdadze<\/a>&nbsp;Thanks Natia, appreciate your support! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Who is your target audience?<br \/>Students\/developers\/marketers?<\/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\/@michael_vavilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_vavilov<\/a>&nbsp;Hi Michael, Livedocs is built for business and data teams (RevOps, finance, founders, and product\/data teams) working with real company data. That said, students and developers also use it on the free plan to explore data, learn analytics, and prototype ideas. Curious to learn how you&#8217;d find Livedocs useful? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This makes life much easier for data scientists \ud83d\udc4d\ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maria_doliashvili\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maria_doliashvili<\/a>&nbsp;Thanks, Maria! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product, do you plan to offer the system as API access too? and ideally with pay-as-you-go pricing? It might be useful for solutions like Starnus that integrate and aggregate agentic\/software solutions in one place<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@khashayar_mansourizadeh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khashayar_mansourizadeh<\/a>&nbsp;Thank you! Yes \u2014 API access is on our roadmap, and pay-as-you-go pricing is how we\u2019re thinking about it. We want Livedocs to be easy to embed into platforms.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>nice data tool &#8211; one thing which is crucial is the accuracy rate. How is the average accuracy rate of LiveDocs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a>&nbsp;Hi Cruise! Accuracy was a huge priority for us while building Livedocs, which is why Livedocs always shows the source code and queries used and explains how it got the results. We&#8217;re also performing in the top 10 on some kaggle competitions, so that&#8217;s a great sign<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 super useful! I love that it lets you ask questions in plain English without jumping into SQL every time. How do you handle really large datasets?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a>&nbsp;Hi, thanks for the comment. Livedocs connects directly to all kinds of data from small CSV and excel files (with DuckDB) to large data warehouses. For extremely large amounts of data, we push down compute to the warehouse and use our smart cache to make things efficient. It also reuses prior in-memory artifacts to make data analysis a breeze!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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! Really like the overall interface and the quality of the analysis. Also had a couple of questions, does the system auto-detect relationships between data sets or do they have to be added to the context tab? And how are null values handled across different models?  <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mustassim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mustassim<\/a>&nbsp;Hi Syed, thanks for your support! Yes, Livedocs will auto-detect the schema of your databases. For other datasets like files, etc, too it would search across available data for anything that helps it get the full picture.  <\/p>\n<\/p>\n<p>Livedocs also cleans up the data and looks for missing\/null values. You can pick any model you like, so larger, more recent models are better than smaller models at cleaning and analyzing data. <\/p>\n<\/p>\n<p>Curious to learn about what kind of data you are analyzing with Livedocs<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>&#8220;No SQL, no dashboards, no setup&#8221; is the right democratization approach. The real barrier to data insights isn&#8217;t tools \u2013 it&#8217;s the translation layer between business questions and technical queries.<\/p>\n<p>Interested in how you handle data quality edge cases. When users ask ambiguous questions (&#8220;show me growth&#8221;), does the agent surface assumptions or clarify intent before generating charts? That context awareness would be key for trust in production.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <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>Huge congrats on the update and launch <a href=\"https:\/\/www.producthunt.com\/@arslnb\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"arslnb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arslnb<\/a> !<\/p>\n<p>Early days can be wild with numbers are you finding your conversions line up with expectations so far, or does it feel like something isn\u2019t clicking the way you hoped?<\/p>\n<p>That\u2019s often where early traction decisions matter most. \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<\/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\/FI6PY4ZZXGYH3V\" class=\"app-title\">ChatGPT Health<\/a><\/p>\n<div class=\"one-liner\">ChatGPT designed for health and wellness<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">325<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u6210\u4e8eChatGPT\u5185\u7684\u5065\u5eb7\u4e13\u7528\u7a7a\u95f4\uff0c\u901a\u8fc7\u5b89\u5168\u8fde\u63a5\u4e2a\u4eba\u533b\u7597\u8bb0\u5f55\u4e0e\u5065\u5eb7\u5e94\u7528\u6570\u636e\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u57fa\u4e8e\u81ea\u8eab\u5065\u5eb7\u4fe1\u606f\u7684\u5bf9\u8bdd\u670d\u52a1\uff0c\u65e8\u5728\u5e2e\u52a9\u7528\u6237\u66f4\u597d\u5730\u7406\u89e3\u548c\u5bfc\u822a\u533b\u7597\u6d41\u7a0b\uff0c\u800c\u975e\u66ff\u4ee3\u4e13\u4e1a\u533b\u7597\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\/8b336526-e3fa-4742-adea-be9f3523bf2a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de59a6bb-df63-4eaf-9333-fb4ab6f42383.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/67f7471d-698d-47a2-8627-2aaf6bd54b78.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?si=ky3OX53XENfOtF7w&#038;v=30RRJsIHmbQ&#038;feature=youtu.be\"><source src=\"https:\/\/www.youtube.com\/watch?si=ky3OX53XENfOtF7w&#038;v=30RRJsIHmbQ&#038;feature=youtu.be\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Health &#038; Fitness<\/span><br \/>\n            <span class=\"tag\">Messaging<\/span><br \/>\n            <span class=\"tag\">Medical<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5065\u5eb7\u79d1\u6280<\/span><br \/>\n            <span class=\"tag\">AI\u5065\u5eb7\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u533b\u7597\u4fe1\u606f\u6574\u5408<\/span><br \/>\n            <span class=\"tag\">\u5065\u5eb7\u6570\u636e\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u75c7\u72b6\u67e5\u8be2<\/span><br \/>\n            <span class=\"tag\">\u533b\u7597\u5bfc\u822a<\/span><br \/>\n            <span class=\"tag\">\u5065\u5eb7\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">\u5927\u6a21\u578b\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u804a\u5929\u673a\u5668\u4eba<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u5176\u6293\u4f4f\u4e86\u6d41\u884c\u9700\u6c42\uff0c\u6709\u52a9\u4e8e\u75c7\u72b6\u65e9\u671f\u4e86\u89e3\u548c\u8bed\u8a00\u5b66\u4e60\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\u6280\u672f\u5b9e\u73b0\uff08\u662f\u5426\u4e3a\u65b0\u6a21\u578b\u3001\u80fd\u5426\u8fde\u63a5\u53ef\u7a7f\u6234\u8bbe\u5907\uff09\u3001\u6570\u636e\u9690\u79c1\u5b89\u5168\u3001\u533b\u7597\u5408\u89c4\u6027\u98ce\u9669\uff0c\u4ee5\u53ca\u8be5\u670d\u52a1\u76ee\u524d\u5bf9\u6b27\u6d32\u7b49\u5730\u533a\u7684\u9650\u5236\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                ChatGPT Health\u7684\u672c\u8d28\uff0c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u662f\u4e00\u6b21\u7cbe\u660e\u7684\u573a\u666f\u5316\u5c01\u88c5\u4e0e\u98ce\u9669\u9694\u79bb\u5c1d\u8bd5\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6a21\u578b\u80fd\u529b\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u6570\u636e\u3001\u8bb0\u5fc6\u3001\u5bf9\u8bdd\u5b8c\u5168\u72ec\u7acb\u7684\u201c\u98de\u5730\u201d\uff0c\u8bd5\u56fe\u5728\u5408\u89c4\u4e0e\u4fe1\u4efb\u7684\u94a2\u4e1d\u4e0a\u884c\u8d70\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u806a\u660e\u5730\u5b9a\u4f4d\u4e3a\u201c\u5bfc\u822a\u201d\u800c\u975e\u201c\u8bca\u65ad\u201d\uff0c\u8fd9\u662f\u9762\u5bf9\u4e25\u683c\u533b\u7597\u76d1\u7ba1\u7684\u5fc5\u7136\u9009\u62e9\u3002\u901a\u8fc7\u8fde\u63a5Apple Health\u7b49\u5916\u90e8\u6570\u636e\uff0c\u5b83\u65e8\u5728\u63d0\u5347\u56de\u7b54\u7684\u76f8\u5173\u6027\uff0c\u4f46\u8fd9\u6070\u6070\u662f\u6700\u5927\u75db\u70b9\uff1a\u5176\u6548\u7528\u5b8c\u5168\u53d6\u51b3\u4e8e\u7528\u6237\u6570\u636e\u63a5\u5165\u7684\u5e7f\u5ea6\u4e0e\u6df1\u5ea6\uff0c\u800c\u6838\u5fc3\u533b\u7597\u8bb0\u5f55\u7684\u83b7\u53d6\u58c1\u5792\u6781\u9ad8\uff0c\u4e3b\u6d41\u533b\u7597\u673a\u6784\u51e0\u4e4e\u4e0d\u53ef\u80fd\u5411\u7b2c\u4e09\u65b9LLM\u5f00\u653e\u6570\u636e\u7ba1\u9053\u3002\u8bc4\u8bba\u4e2d\u7684\u9690\u79c1\u62c5\u5fe7\u76f4\u63a5\u51fb\u4e2d\u4e86\u8fd9\u4e00\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u6700\u5173\u5fc3\u7684\u5e76\u975eAI\u7684\u533b\u5b66\u77e5\u8bc6\uff0c\u800c\u662f\u201c\u80fd\u5426\u8fde\u6211\u7684Whoop\u201d\u3001\u201c\u6211\u7684\u6570\u636e\u5982\u4f55\u88ab\u4fdd\u62a4\u201d\u4ee5\u53ca\u201c\u4f60\u662f\u5426\u5408\u6cd5\u201d\u3002\u8fd9\u63ed\u793a\u4e86\u5f53\u524dAI\u5065\u5eb7\u5e94\u7528\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u7528\u6237\u6e34\u671b\u4e2a\u6027\u5316\uff0c\u4f46\u6781\u5ea6\u8b66\u60d5\u6570\u636e\u5171\u4eab\uff1b\u5e02\u573a\u9700\u8981\u89c4\u6a21\u5316\uff0c\u4f46\u533b\u7597\u6570\u636e\u5929\u7136\u5b64\u5c9b\u5316\u3002\n            <\/p>\n<p class=\"ai-content\">\n                OpenAI\u6b64\u4e3e\uff0c\u53ef\u89c6\u4e3a\u5c06ChatGPT\u201c\u8d85\u7ea7\u5e94\u7528\u5316\u201d\u7684\u5173\u952e\u4e00\u6b65\uff0c\u901a\u8fc7\u521b\u5efa\u5782\u76f4\u201c\u7a7a\u95f4\u201d\u6765\u62d3\u5c55\u8fb9\u754c\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u8fdc\u8d85\u6280\u672f\u5c42\u9762\uff0c\u6d89\u53ca\u590d\u6742\u7684\u533b\u7597\u4f26\u7406\u3001\u5168\u7403\u6570\u636e\u5408\u89c4\uff08\u5982\u6b27\u6d32\u5730\u533a\u7684\u6682\u65f6\u7f3a\u5e2d\u6240\u793a\uff09\u4ee5\u53ca\u5efa\u7acb\u4e0e\u4f20\u7edf\u533b\u7597\u4f53\u7cfb\u7684\u4e92\u4fe1\u3002\u82e5\u4e0d\u80fd\u771f\u6b63\u89e3\u51b3\u6570\u636e\u6765\u6e90\u7684\u5408\u6cd5\u6027\u4e0e\u6743\u5a01\u6027\uff0c\u5b83\u53ef\u80fd\u6700\u7ec8\u53ea\u662f\u4e00\u4e2a\u4f53\u9a8c\u66f4\u597d\u7684\u75c7\u72b6\u641c\u7d22\u5f15\u64ce\uff0c\u800c\u975e\u9769\u547d\u6027\u7684\u5065\u5eb7\u4f34\u4fa3\u3002\u5b83\u7684\u6210\u8d25\uff0c\u5c06\u662f\u68c0\u9a8cAI\u5de8\u5934\u80fd\u5426\u5728\u5f3a\u76d1\u7ba1\u3001\u9ad8\u4fe1\u4efb\u8981\u6c42\u7684\u5782\u76f4\u9886\u57df\u6210\u529f\u843d\u5730\u7684\u8bd5\u91d1\u77f3\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">ChatGPT Health<\/span>\n                <\/div>\n<div class=\"comment-content\">A dedicated space for health conversations in ChatGPT. You can securely connect medical records and wellness apps so responses are grounded in your own health information. Designed to help you navigate medical care, not replace it.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Definitely a popular use case \u2014 certainly seems like ChatGPT could become a superapp by year&#8217;s end!<\/p>\n<\/p>\n<p><a href=\"https:\/\/vimeo.com\/1151655050\/ba15f56a51?fl=pl&amp;fe=cm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/vimeo.com\/1151655050\/ba15f56a51?fl=pl&amp;fe=cm<\/a><\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9674a192-8767-4f5d-aa4a-ea88e38c6c99.png?auto=compress&amp;codec=mozjpeg&amp;cs=strip&amp;auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>6<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This can help with early diagnostics. I already used ChatGPT to describe the symptomps and it was pretty accurate in identifying my problem. My another favourite usecase is to use it for conversation in different languages I am trying to learn. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>thats cool! hope oai make me live better<\/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>Does this plugin to wearables &#8211; I would love to connect my whoop to it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this a new GPT model, or is it just a conversation with specific instructions added?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@josie_oy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josie_oy<\/a>&nbsp;It&#8217;s not a new model; it&#8217;s a dedicated &#8220;space&#8221; and set of features (like ChatGPT Image Generation) powered by existing GPT models  with added health-specific context, controls, and protections.<\/p>\n<\/p>\n<p>The \u201cHealth\u201d space inside ChatGPT will layer on purpose\u2011built encryption\/isolation, separate memories, and integrations (medical records, Apple Health, apps) to ground answers in your data. <\/p>\n<\/p>\n<p>Health chats aren\u2019t used to train foundation models, and information in Health doesn\u2019t flow back into non\u2011Health chats. <\/p>\n<\/p>\n<p>You can think of it as a specialized mode plus tooling and policy, designed with physician input and evaluated via HealthBench\u2014supporting navigation and understanding, not diagnosis or treatment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 with this one&#8230; there is no way any company would share their internal private health data with a third party LLM nor should they. Chance of it actually being useful &lt;10%.<\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> congrats on the launch!<\/p>\n<p>feels like a huge risk providing medical advice without any licence. OpenAi also launching shortly their AI doctor FYI.<\/p>\n<p>Will be interested to hear your thoughs on these 2 points<\/p>\n<p>Thanks!!<\/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>Interesting to see how it evolves! I see that for now only users outside the European Economic Area, Switzerland, and the United Kingdom are eligible. I\u2019d love to know whether the full release is expected to exclude those regions as well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have already seen people use ChatGPT for understanding symptoms and next steps. Having this framed clearly around health and wellness makes a lot of sense. Interested to see how this evolves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/EROEMZ5QZVTEJQ\" class=\"app-title\">Spec Coding by Capacity<\/a><\/p>\n<div class=\"one-liner\">Vibe Coding with a planning assistant to build with clarity<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">249<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u91c7\u7528\u201c\u89c4\u5212\u5148\u884c\u201d\u7406\u5ff5\u7684AI\u5e94\u7528\u6784\u5efa\u5de5\u5177\uff0c\u901a\u8fc7AI\u8054\u5408\u521b\u59cb\u4eba\u5f15\u5bfc\u7528\u6237\u5728\u7f16\u7801\u524d\u660e\u786e\u5e94\u7528\u5b9a\u4e49\uff0c\u89e3\u51b3\u4e86\u201c\u6c1b\u56f4\u7f16\u7801\u201d\u56e0\u7f3a\u4e4f\u524d\u671f\u89c4\u5212\u5bfc\u81f4\u4ee3\u7801\u6df7\u4e71\u3001\u8fd4\u5de5\u7387\u9ad8\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\/6c972395-434d-43dc-a60a-7f7a898d5868.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1c916ded-f682-4c53-9c76-53eece4b4a4c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2981e4bd-393b-4939-9dd8-cd33d8216eea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4fdd8661-f1f3-479f-b3ef-cbae416dbd01.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\/0950217a-f8b5-4bcc-bbe9-c14b26697e94.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=MqrVSwety5w\"><source src=\"https:\/\/www.youtube.com\/watch?v=MqrVSwety5w\" 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\">Prototyping<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5e94\u7528\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801<\/span><br \/>\n            <span class=\"tag\">\u89c4\u5212\u5148\u884c<\/span><br \/>\n            <span class=\"tag\">\u6c1b\u56f4\u7f16\u7801<\/span><br \/>\n            <span class=\"tag\">\u6280\u672f\u503a\u52a1\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">AI\u8f85\u52a9\u8bbe\u8ba1<\/span><br \/>\n            <span class=\"tag\">\u539f\u578b\u6784\u5efa<\/span><br \/>\n            <span class=\"tag\">\u9700\u6c42\u68b3\u7406<\/span><br \/>\n            <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u5148\u89c4\u5212\u540e\u6784\u5efa\u201d\u7684\u7406\u5ff5\uff0c\u8ba4\u4e3a\u5176\u80fd\u51cf\u5c11\u91cd\u6784\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u6280\u672f\u5b9e\u73b0\u7ec6\u8282\uff08\u4ee3\u7801\u8d28\u91cf\u3001\u6d4b\u8bd5\u5904\u7406\uff09\u3001\u529f\u80fd\u6269\u5c55\uff08\u56e2\u961f\u534f\u4f5c\u3001\u6280\u672f\u6587\u6863\u5bfc\u51fa\u3001\u7b2c\u4e09\u65b9\u96c6\u6210\uff09\u3001\u4e0e\u7ade\u54c1\u5dee\u5f02\uff08\u5982Cursor\u3001Lovable\uff09\uff0c\u4ee5\u53ca\u5b9a\u4ef7\u6a21\u578b\uff08\u4fe1\u7528\u989d\u5ea6\u80fd\u6784\u5efa\u591a\u5c11\uff09\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Spec Coding by Capacity \u5e76\u975e\u53c8\u4e00\u4e2a\u7b80\u5355\u7684\u201c\u63d0\u793a\u8bcd\u8f6c\u4ee3\u7801\u201d\u5de5\u5177\uff0c\u5b83\u8bd5\u56fe\u626e\u6f14\u4e00\u4e2a\u98a0\u8986\u6027\u7684\u89d2\u8272\uff1a\u5c06\u8f6f\u4ef6\u5de5\u7a0b\u7684\u65b9\u6cd5\u8bba\u5f3a\u5236\u6ce8\u5165\u5230\u5f53\u524d\u6d6e\u8e81\u7684AI\u4ee3\u7801\u751f\u6210\u6d6a\u6f6e\u4e2d\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u751f\u6210\u201d\uff0c\u800c\u5728\u4e8e\u201c\u7ea6\u675f\u201d\u4e0e\u201c\u5bf9\u9f50\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5f53\u524dAI\u6784\u5efa\u5668\u7684\u6838\u5fc3\u77db\u76fe\u662f\u201c\u751f\u6210\u901f\u5ea6\u201d\u4e0e\u201c\u4ea7\u51fa\u8d28\u91cf\u201d\u7684\u5012\u6302\u3002AI\u53ef\u4ee5\u81ea\u4fe1\u5730\u751f\u6210\u5927\u91cf\u4ee3\u7801\uff0c\u4f46\u56e0\u5176\u7f3a\u4e4f\u5bf9\u4e1a\u52a1\u4e0a\u4e0b\u6587\u548c\u7cfb\u7edf\u8fb9\u754c\u7684\u7406\u89e3\uff0c\u6781\u6613\u4ea7\u51fa\u7ed3\u6784\u677e\u6563\u3001\u610f\u56fe\u504f\u79bb\u7684\u201c\u4e00\u6b21\u6027\u539f\u578b\u201d\u3002Capacity\u7684\u201cSpec Coding\u201d\u672c\u8d28\u4e0a\u662f\u5f15\u5165\u4e86\u4e00\u4e2a\u524d\u7f6e\u7684\u3001\u7ed3\u6784\u5316\u7684\u9700\u6c42\u5de5\u7a0b\u4e0e\u8bbe\u8ba1\u9636\u6bb5\uff0c\u901a\u8fc7\u4e13\u7528AI\u4ee3\u7406\u5f15\u5bfc\u7528\u6237\u5398\u6e05\u75db\u70b9\u3001\u76ee\u6807\u7528\u6237\u3001\u6838\u5fc3\u4e0e\u975e\u6838\u5fc3\u529f\u80fd\uff0c\u76f8\u5f53\u4e8e\u5728\u5efa\u9020\u524d\u5148\u7ed8\u5236\u7cbe\u786e\u7684\u84dd\u56fe\u3002\u8fd9\u770b\u4f3c\u201c\u62d6\u6162\u201d\u4e86\u8d77\u6b65\uff0c\u5b9e\u5219\u662f\u5bf9\u6297AI\u6280\u672f\u503a\u52a1\u7684\u9884\u9632\u6027\u63aa\u65bd\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5e02\u573a\u6559\u80b2\uff1a\u4e60\u60ef\u4e86\u201c\u5373\u65f6\u6ee1\u8db3\u201d\u7684\u7528\u6237\u662f\u5426\u613f\u610f\u63a5\u53d7\u8fd9\u4e2a\u201c\u51cf\u901f\u201d\u6d41\u7a0b\uff1f\u5176\u6b21\uff0c\u6d41\u7a0b\u521a\u6027\uff1a\u524d\u671f\u89c4\u5212\u5728\u5e94\u5bf9\u5feb\u901f\u53d8\u5316\u7684\u9700\u6c42\u65f6\u662f\u5426\u8db3\u591f\u7075\u6d3b\uff1f\u5176AI\u80fd\u5426\u5728\u5f00\u53d1\u4e2d\u540e\u671f\u6301\u7eed\u4fdd\u6301\u4e0e\u521d\u59cb\u89c4\u5212\u7684\u4e00\u81f4\u6027\uff0c\u5e76\u667a\u80fd\u8c03\u6574\u5fae\u6b65\u9aa4\uff0c\u5c06\u662f\u8003\u9a8c\u5176\u80fd\u5426\u8d85\u8d8aMVP\u9636\u6bb5\u7684\u5173\u952e\u3002\u6700\u540e\uff0c\u751f\u6001\u58c1\u5792\uff1a\u5f53\u7ade\u54c1\u7eb7\u7eb7\u5728\u751f\u6210\u901f\u5ea6\u3001\u591a\u6a21\u6001\u548c\u590d\u6742\u96c6\u6210\u4e0a\u5806\u6599\u65f6\uff0cCapacity\u8fd9\u79cd\u4e13\u6ce8\u4e8e\u201c\u524d\u671f\u6d41\u7a0b\u201d\u7684\u6df1\u5ea6\u80fd\u5426\u6784\u7b51\u8db3\u591f\u5bbd\u7684\u62a4\u57ce\u6cb3\uff0c\u8fd8\u662f\u4f1a\u88ab\u8f7b\u6613\u6a21\u4eff\u6216\u6574\u5408\uff0c\u4ecd\u9700\u89c2\u5bdf\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5b83\u7784\u51c6\u7684\u4e0d\u662f\u201c\u66f4\u5feb\u5730\u505a\u51fa\u4e00\u4e2a\u4e1c\u897f\u201d\uff0c\u800c\u662f\u201c\u66f4\u9760\u8c31\u5730\u505a\u51fa\u90a3\u4e2a\u5bf9\u7684\u4e1c\u897f\u201d\u3002\u8fd9\u662f\u4e00\u573a\u9488\u5bf9AI\u8f85\u52a9\u5f00\u53d1\u5fc3\u667a\u6a21\u578b\u7684\u535a\u5f08\uff0c\u6210\u8d25\u5728\u4e8e\u80fd\u5426\u8bf4\u670d\u5e02\u573a\uff1a\u5728AI\u65f6\u4ee3\uff0c\u826f\u597d\u7684\u5f00\u7aef\u4f9d\u7136\u662f\u6210\u529f\u7684\u4e00\u534a\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\">Spec Coding by Capacity<\/span>\n                <\/div>\n<div class=\"comment-content\">Most AI app builders jump straight into building. That feels fast until your app gets messy, inconsistent, and nothing like what you imagined. Today, we\u2019re introducing Spec Coding in Capacity. Instead of building immediately, Capacity now lets you define your app first with the help of an AI co-founder that asks the right questions before any code is generated. More structure upfront. Far less refactoring later. Much better results.<\/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 \/>\nSamuel here, maker of Capacity.<\/p>\n<p>We love vibe coding it\u2019s fun and incredibly fast.<br \/>\nBut after building a lot of real apps with AI, we kept running into the same problem:<\/p>\n<p>AI builds confidently, even when the idea isn\u2019t clear.<\/p>\n<p>Humans ask questions.<br \/>\nAI doesn\u2019t, it guesses.<\/p>\n<p>So we built Spec Coding.<\/p>\n<p>Before any code is written, an AI co-founder helps you define:<\/p>\n<p>-what you\u2019re building<br \/>\n-who it\u2019s for<br \/>\n-what matters<br \/>\n-and what doesn\u2019t<\/p>\n<p>It slows down the first minute\u2026<br \/>\nand saves hours later.<\/p>\n<p>Would love your feedback especially if you\u2019ve ever rebuilt the same AI app three times \ud83d\ude04<\/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>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\/@samuel_rondot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samuel_rondot<\/a>&nbsp;Hi Samuel, seems like you&#8217;re on the right track with this. How do you deal with testing and code qual?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@samuel_rondot Cool, vibe coding is really taking off lately. I &#8216;ve spent a lot of time refining my prompts to get the result I want, so it&#8217;d be awesome if ur product could leverage a planning feature to make this more efficient.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>does the co-founder assistant allow me to export the technical documentation separately if I want to keep a record of the app structure?<\/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\/@rahul_manjhi1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahul_manjhi1<\/a>&nbsp;you have access and can export all the documents of your project: codebase, project brief, design specs, coding task&#8230; data is yours<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\u200bI really appreciate the focus on reducing refactoring because I usually spend more time fixing AI-generated messes than actually building the features I want. \ud83d\udee0\ufe0f<\/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\/@navin_kumar_singh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@navin_kumar_singh<\/a>&nbsp;clearly! That&#8217;s definitely what motivated us about going hard on spec coding<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@samuel_rondot\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"samuel_rondot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samuel_rondot<\/a> ,<\/p>\n<p>I like the design of <a href=\"https:\/\/www.producthunt.com\/products\/capacity\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"capacity\" target=\"_blank\" rel=\"noopener\">@Capacity<\/a> . I like the name as well &#8211; brilliant. <br \/>Which tool \/ stack did you use to create <a href=\"https:\/\/www.producthunt.com\/products\/capacity\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"capacity\" target=\"_blank\" rel=\"noopener\">@Capacity<\/a> ?<br \/>What is your GTM?<br \/>I would like to meet with you and chat: <a href=\"https:\/\/timetuna.com\/pavel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/timetuna.com\/pavel<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pavelk2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pavelk2<\/a>&nbsp;Hey Pavel !<br \/>Thank you so much !<br \/>We are using Nextjs, Nodejs. Our GTM strategy is simple : building an ai website builder that works. Currently most vibe coded app fail and we are fixing that with Spec coding.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@samuel_rondot\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"samuel_rondot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samuel_rondot<\/a> ,<\/p>\n<\/p>\n<p>Been following you from far on X, liked the Starter Story video too<\/p>\n<\/p>\n<p>Cool launch and very nice product you guys cooked here, congrats for top 3 \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\/@samuel_rondot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samuel_rondot<\/a>&nbsp; <a href=\"https:\/\/www.producthunt.com\/@ugo_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ugo_builds<\/a>&nbsp;we appreciate the support \ud83d\ude4f <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thanks for sharing this <a href=\"https:\/\/www.producthunt.com\/@samuel_rondot\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"samuel_rondot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samuel_rondot<\/a> ! Any free coupons for us PH users? \ud83e\udd13<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samuel_rondot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samuel_rondot<\/a>&nbsp; <a href=\"https:\/\/www.producthunt.com\/@pezzin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pezzin<\/a>&nbsp; you can find it right here <strong>PH20OFF<\/strong> \ud83e\udd2b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 Launch! <br \/>How much can you build on 100 credits ? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bekjon_ibragimov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bekjon_ibragimov<\/a>&nbsp;a complete web app. Here is a video of me implementing a fully working web app in only 50 credits: <a href=\"https:\/\/www.youtube.com\/watch?v=GWYdAcbQj-4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=GWYdAcbQj-4<\/a>. I still had 50 credits left in the 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>This looks great and really helps put the focus on the most important stage of the process. Do you have features to allow teams to work together on this? Good luck with the PH 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\/@henry_adams5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_adams5<\/a>&nbsp;we don&#8217;t have a collaboration mode atm, it didn&#8217;t came out as an important feature from our customers&#8217; feedback<\/p>\n<\/p>\n<p>Thanks! The PH battle is intense today<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice, 2 questions:<br \/>1. How much it differs from planners such as the one that Cursor and other tools have (when they set a long todo list) + Planning mode<br \/>2. How consistent the agent stays on the created initial plan? and how flexible it can be to adjust the plan and micro-steps based on progress it makes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@khashayar_mansourizadeh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khashayar_mansourizadeh<\/a>&nbsp;there are noticeable differences:<\/p>\n<ol>\n<li>\n<p>Our planning system operates not only at the task level, but at the project level as well. You start co-writing your project brief (pain point + solution) with a specialised AI agent, then your design specifications and finally coding tasks (=user stories with technical details). On the contrary, planners usually focus on coding tasks only<\/p>\n<\/li>\n<li>\n<p>Honestly, pretty good. Since coding tasks are co-writed with a specialised AI agent that has access to the complete project documentation, drafts are on-point and refined fast. And if you project evolves, you update you project brief, adjust your design specs if needed etc <\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great! How is this different from vibe coding tools? Like Lovable<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <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 &#8220;planning first&#8221; approach addresses the biggest pain point in vibe coding \u2013 fast initial iterations that turn into technical debt. Most AI builders optimize for speed-to-first-render, not maintainability.<\/p>\n<p>This spec-first flow reminds me of design systems thinking: define constraints upfront, iterate freely within them. Does the AI co-founder maintain spec consistency across revisions? That continuity would be critical for teams building beyond MVPs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <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>Really interesting approach with Spec Coding! As a full-stack dev building SaaS apps (DeadlineKeeper for college applications), I&#8217;ve been using BMAD Method (Breakthrough Method for Agile AI Driven Development) with Claude Code. The idea of defining structure upfront with an AI co-founder resonates with me &#8211; BMAD has 21 specialized AI agents that help architect before coding. Will definitely check out Capacity to see how your spec coding compares! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Having used other vibe coding tools, excited to try another method to get started! Is this already connected on the backend to a DB, and does it support something google login, or payment systems? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <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>Slowing down at the start to save time later feels obvious now, but I never thought of it like this. Do you guide users on what \u201cmatters\u201d vs \u201cdoesn\u2019t matter\u201d?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hey <a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a>&nbsp;<\/p>\n<\/p>\n<p>On Capacity it all starts with a project brief you can co-write with an AI agent we developed. The document describes the problem you noticed and the solution you want to develop to kill this pain. The agent helps you refine your business idea, target market and MVP scope. Guiding the user on what matters and what doesn&#8217;t as you mentioned is its purpose.<\/p>\n<\/p>\n<p>And it works the same for the design specs of your platform and the features to develop. Dedicated AI agents focused on these specific tasks do the heavy lifting to prepare the prompts that will be sent to the coding agent.<\/p>\n<\/p>\n<p>It starts slower but development is faster and app scales better<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/3GCP6EKCUIBQOU\" class=\"app-title\">xPay<\/a><\/p>\n<div class=\"one-liner\">Cross-border payment gateway for enterprises<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">183<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>xPay\u662f\u4e00\u6b3e\u4e3a\u4f01\u4e1a\u6253\u9020\u7684\u8de8\u5883\u652f\u4ed8\u7f51\u5173\uff0c\u901a\u8fc7\u63d0\u4f9b\u9ad8\u6210\u529f\u7387\u3001\u591a\u5e01\u79cd\u652f\u6301\u548c\u5148\u8fdb\u98ce\u63a7\uff0c\u5e2e\u52a9\u5370\u5ea6\u3001\u65b0\u52a0\u5761\u548c\u7f8e\u56fd\u7684\u4f01\u4e1a\u5728\u7535\u5546\u3001SaaS\u7b49\u573a\u666f\u4e0b\uff0c\u4f18\u5316\u590d\u6742\u7684\u56fd\u9645\u652f\u4ed8\u6d41\u7a0b\uff0c\u964d\u4f4e\u4ea4\u6613\u5931\u8d25\u7387\uff0c\u89e3\u51b3\u8de8\u5883\u6536\u6b3e\u96be\u3001\u6210\u529f\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\/54aa8168-aa3a-4689-8dcf-9f53d80d5c73.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/13b9066c-45ad-46a5-889f-7b724da66e02.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\">Payments<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u8de8\u5883\u652f\u4ed8<\/span><br \/>\n            <span class=\"tag\">\u652f\u4ed8\u7f51\u5173<\/span><br \/>\n            <span class=\"tag\">B2B\u652f\u4ed8<\/span><br \/>\n            <span class=\"tag\">\u5370\u5ea6\u5e02\u573a<\/span><br \/>\n            <span class=\"tag\">\u591a\u5e01\u79cd\u7ed3\u7b97<\/span><br \/>\n            <span class=\"tag\">\u6b3a\u8bc8\u68c0\u6d4b<\/span><br \/>\n            <span class=\"tag\">\u652f\u4ed8\u6210\u529f\u7387\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/span><br \/>\n            <span class=\"tag\">\u4f01\u4e1a\u670d\u52a1<\/span><br \/>\n            <span class=\"tag\">\u5168\u7403\u5546\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\u5173\u6ce8\u5176\u4e0eStripe\u7b49\u5de8\u5934\u7684\u5dee\u5f02\u5316\u4f18\u52bf\uff0c\u56e2\u961f\u56de\u5e94\u4e3b\u8981\u5728\u652f\u4ed8\u65b9\u5f0f\u591a\u6837\u6027\u548c\u591a\u56fd\u7edf\u4e00\u7ed3\u7b97\u3002\u7528\u6237\u8be2\u95ee\u9002\u7528\u4f01\u4e1a\u89c4\u6a21\uff0c\u56e2\u961f\u786e\u8ba4\u652f\u6301\u4e2d\u5c0f\u578b\u4f01\u4e1a\u3002\u6838\u5fc3\u53cd\u9988\u80af\u5b9a\u5176\u9488\u5bf9\u201c\u5370\u5ea6\u53d1\u8d77\u7684\u8de8\u5883\u652f\u4ed8\u6d41\u201d\u7684\u7cbe\u51c6\u5b9a\u4f4d\uff0c\u5e76\u5bf9\u9ad8\u6210\u529f\u7387\u6570\u636e\u8868\u793a\u8ba4\u53ef\u4e0e\u671f\u5f85\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                xPay\u7684\u53d9\u4e8b\u6838\u5fc3\u5e76\u975e\u5355\u7eaf\u7684\u201c\u53c8\u4e00\u4e2a\u652f\u4ed8\u7f51\u5173\u201d\uff0c\u800c\u662f\u4e00\u4e2a\u4ee5\u7279\u5b9a\u5730\u7f18\uff08\u5370\u5ea6\uff09\u548c\u7279\u5b9a\u6d41\u5411\uff08\u51fa\u5883\uff09\u4e3a\u6954\u5b50\u7684\u5782\u76f4\u5316\u3001\u7cbe\u7ec6\u5316\u89e3\u51b3\u65b9\u6848\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u7ed3\u6784\u6027\u673a\u4f1a\uff1a\u5168\u7403\u652f\u4ed8\u5de8\u5934\uff08\u5982Stripe\uff09\u7684\u6807\u51c6\u5316\u7f51\u7edc\u5728\u670d\u52a1\u65b0\u5174\u5e02\u573a\u4f01\u4e1a\u201c\u8d70\u51fa\u53bb\u201d\u65f6\u5b58\u5728\u6469\u64e6\uff0c\u5177\u4f53\u4f53\u73b0\u5728\u672c\u5730\u652f\u4ed8\u65b9\u5f0f\u652f\u6301\u4e0d\u8db3\u3001\u4ea4\u6613\u6210\u529f\u7387\u8fdc\u4f4e\u4e8e\u5e73\u5747\u6c34\u5e73\uff08\u81ea\u79f065% vs \u517690%+\uff09\u3001\u4ee5\u53ca\u591a\u56fd\u5408\u89c4\u4e0e\u7ed3\u7b97\u7684\u590d\u6742\u6027\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u4e3b\u5f20\u2014\u2014\u201c\u4e3a\u5370\u5ea6\u53d1\u8d77\u7684\u8de8\u5883\u652f\u4ed8\u6d41\u800c\u751f\u201d\u2014\u2014\u662f\u5b83\u6700\u950b\u5229\u7684\u5200\u5203\u3002\u8fd9\u610f\u5473\u8457\u5176\u98ce\u63a7\u6a21\u578b\u3001\u8def\u7531\u903b\u8f91\u3001\u5408\u89c4\u5f15\u64ce\u4e43\u81f3\u5ba2\u6237\u6210\u529f\u4f53\u7cfb\uff0c\u90fd\u53ef\u80fd\u56f4\u7ed5\u5370\u5ea6\u5546\u6237\u7684\u5178\u578b\u4ea4\u6613\u6a21\u5f0f\u3001\u5e38\u7528\u5361\u6bb5\u3001\u5e38\u89c1\u62d2\u4ed8\u539f\u56e0\u8fdb\u884c\u6df1\u5ea6\u4f18\u5316\u3002\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u201c\u591a\u56fd\u7edf\u4e00\u7ed3\u7b97\u201d\u529f\u80fd\uff0c\u76f4\u51fb\u8de8\u56fd\u4f01\u4e1a\u5728\u4e0d\u540c\u53f8\u6cd5\u7ba1\u8f96\u533a\u8fd0\u8425\u65f6\u9762\u4e34\u7684\u8d22\u52a1\u788e\u7247\u5316\u75db\u70b9\uff0c\u63d0\u4f9b\u4e86\u663e\u8457\u7684\u8fd0\u8425\u6548\u7387\u63d0\u5347\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\u89c4\u6a21\u4e0e\u4fe1\u4efb\u7684\u6096\u8bba\u3002\u652f\u4ed8\u662f\u5f3a\u7f51\u7edc\u6548\u5e94\u548c\u5f3a\u4fe1\u4efb\u9a71\u52a8\u7684\u4e1a\u52a1\uff0c\u5927\u578b\u4f01\u4e1a\u662f\u5426\u4f1a\u5c06\u5176\u4f5c\u4e3a\u201c\u4e3b\u7f51\u5173\u201d\u66ff\u4ee3\u73b0\u6709\u65b9\u6848\uff0c\u8fd8\u662f\u4ec5\u4f5c\u4e3a\u63d0\u5347\u7279\u5b9a\u533a\u57df\u6210\u529f\u7387\u7684\u201c\u8865\u5145\u8f68\u9053\u201d\uff08\u6b63\u5982\u7528\u6237\u6240\u95ee\uff09\uff0c\u5c06\u51b3\u5b9a\u5176\u589e\u957f\u5929\u82b1\u677f\u3002\u5176\u6b21\uff0c\u4ece\u5370\u5ea6\u6269\u5c55\u5230\u65b0\u52a0\u5761\u548c\u7f8e\u56fd\uff0c\u5176\u5730\u7f18\u4e13\u7cbe\u4f18\u52bf\u53ef\u80fd\u88ab\u7a00\u91ca\uff0c\u9700\u8981\u8bc1\u660e\u5176\u6a21\u578b\u5177\u5907\u53ef\u6269\u5c55\u7684\u666e\u9002\u6027\u3002\u6700\u540e\uff0c90%+\u7684\u6210\u529f\u7387\u662f\u5f3a\u6709\u529b\u7684\u8425\u9500\u6b66\u5668\uff0c\u4f46\u9700\u8981\u66f4\u900f\u660e\u7684\u7b2c\u4e09\u65b9\u6570\u636e\u9a8c\u8bc1\uff0c\u5c24\u5176\u662f\u5728\u4e0d\u540c\u884c\u4e1a\u3001\u4e0d\u540c\u5ba2\u5355\u4ef7\u4e0b\u7684\u5177\u4f53\u8868\u73b0\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cxPay\u4ee3\u8868\u4e86\u4e00\u79cd\u5728\u9ad8\u5ea6\u6210\u719f\u7684\u7ea2\u6d77\u5e02\u573a\u4e2d\uff0c\u901a\u8fc7\u6df1\u5ea6\u805a\u7126\u5b9e\u73b0\u7834\u5c40\u7684\u7b56\u7565\u3002\u5b83\u4e0d\u8bd5\u56fe\u5728\u5e7f\u5ea6\u4e0a\u6311\u6218\u5de8\u5934\uff0c\u800c\u662f\u5728\u6df1\u5ea6\u4e0a\u6784\u5efa\u58c1\u5792\u3002\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u80fd\u5426\u5c06\u5782\u76f4\u9886\u57df\u7684\u6781\u81f4\u4f53\u9a8c\u8f6c\u5316\u4e3a\u53ef\u6301\u7eed\u7684\u3001\u53ef\u8de8\u533a\u57df\u590d\u5236\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u4ece\u800c\u4ece\u201c\u4e00\u4e2a\u66f4\u597d\u7684\u652f\u4ed8\u529f\u80fd\u201d\u8fdb\u5316\u4e3a\u201c\u4e00\u4e2a\u4e0d\u53ef\u6216\u7f3a\u7684\u5168\u7403\u652f\u4ed8\u7f51\u7edc\u8282\u70b9\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\">xPay<\/span>\n                <\/div>\n<div class=\"comment-content\">xPay is a powerful cross-border payment solution designed to help businesses in India, Singapore and the US seamlessly accept global payments. With 90% success rates, multi-currency support, and advanced fraud detection, xPay optimizes international transactions, reduces drop-offs, and automates compliance. Perfect for marketplaces, SaaS, and e-commerce, xPay simplifies complex payment flows and ensures a smooth, secure global experience for your business and customers.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Why We Built xPay<br \/>\nWe built xPay because we saw a huge gap in how Indian businesses handle cross-border payments. While global payment gateways often fail to optimize for India-origin transactions, we wanted to create a solution that solves the unique challenges of international payments for Indian businesses. Our goal is to simplify cross-border payments, reduce friction, and help businesses scale globally with confidence.<\/p>\n<p>What We\u2019re Trying to Solve<br \/>\nInternational payments are complicated\u2014especially for businesses in emerging markets. Many payment platforms offer low success rates, hidden fees, and lack support for local payment methods. We\u2019re here to solve that by providing high success rates, transparent pricing, and multi-currency support\u2014designed specifically for businesses looking to expand globally. Our platform also helps tackle common issues like fraud, chargebacks, and compliance, making the payment process smoother and more reliable.<\/p>\n<p>Why We\u2019re Better<br \/>\nUnlike other gateways, xPay is built from the ground up with India-origin cross-border flows in mind. Our platform offers 90%+ success rates on international payments, compared to the 65% industry average. We focus on transparency, security, and automation, making global payments faster, cheaper, and more efficient. Plus, with features like fraud detection, auto retries, and compliance automation, we help businesses scale without worrying about the complexities of cross-border transactions.<\/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\/@utkrist_varma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@utkrist_varma<\/a>&nbsp;Cool product about payment. <br \/>Curious how you typically see teams adopt xPay first, is it more common as a primary gateway replacement, or as a secondary rail to improve success rates in specific regions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>On the way to disrupt a $200Tn market!!! Go xPay\ud83d\ude80<\/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\/@soham_mahajan3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@soham_mahajan3<\/a>&nbsp;Hell yeah!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 team! YC backed is already a strong validation and I&#8217;m convinced there&#8217;s place for better players in payments game. Which is the main advantage against Stripe? Anyway, 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>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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a>&nbsp;Hey G, thanks! The main advantages would be the payment methods &#8211; for lower ticket sizes we have apple pay, Paypal, venmo, momopay, alipay etc and for larger ticket sizes we have CC EMI\/Pay Later, Klarna and many more BNPL options. <\/p>\n<p>Another cool thing is that if you have many accounts in various nations, you will have to get stripe for each country. xPay offers Multi-Settlement in a single integration!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Indian businesses are going global. Payments shouldn\u2019t slow them down.<\/p>\n<p>xPay is a gateway designed for scale, with industry-leading success rates and support for almost every popular payment method worldwide.<\/p>\n<p>Built for merchants who want to grow beyond borders. Launching today \ud83d\ude80 <\/p>\n<p>Would love your thoughts \ud83d\udc47<\/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\/@siddhant_patil3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@siddhant_patil3<\/a>&nbsp;We&#8217;re close to the Unicorn mark!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 a great idea. I&#8217;ve worked with many india based dev agencies and always struggled using Wise with the time it takes to process the transaction. I&#8217;ll definitely take a look at this. Can a US based company set this up to pay the team or will our dev agency have to set it up first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wpconvert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wpconvert<\/a>&nbsp;Yes they can Jose, setup today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Fraud detection and auto-retries sound super useful. Can small businesses use xPay as easily as large enterprises?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a>&nbsp;Hi Abdul! Yes, We support SMBs and Freelancers as well. Do engage with us on our website<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Built for India-origin cross-border flows is the key line here. Everything else follows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@catherine_rapheal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@catherine_rapheal<\/a>&nbsp;Yes !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\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 Utkrist, that 65% industry success rate is brutal. Was there a specific transaction or client situation where a payment kept failing and you realized the existing gateways just weren\u2019t built for India-origin flows?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a>&nbsp;Hey, we&#8217;re fortunately at a success rate of 90-95% and havent seen a drop below 85% even for Subscriptions\/mandates. We started building for India first and slowly grew toward Singapore and the US 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/FQMWTWAL3OE7LG\" class=\"app-title\">Muze AI<\/a><\/p>\n<div class=\"one-liner\">Let AI Manage and Create Your Meta and Google ads<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">172<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Muze AI\u662f\u4e00\u6b3e\u81ea\u4e3bAI\u5e7f\u544a\u7ba1\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u8fde\u63a5\u7f51\u7ad9\u548c\u5e7f\u544a\u8d26\u6237\uff0c\u81ea\u52a8\u5b8c\u6210\u521b\u610f\u751f\u6210\u3001\u6295\u653e\u3001\u4f18\u5316\u4e0e\u9884\u7b97\u8c03\u6574\uff0c\u65e8\u5728\u66ff\u4ee3\u6602\u8d35\u4e14\u4f4e\u6548\u7684\u4eba\u5de5\u4ee3\u7406\u6216\u5a92\u4ecb\u8d2d\u4e70\u56e2\u961f\uff0c\u89e3\u51b3\u4e2d\u5c0f\u4f01\u4e1a\u7a0b\u5e8f\u5316\u5e7f\u544a\u8fd0\u8425\u6210\u672c\u9ad8\u3001\u96be\u4ee5\u89c4\u6a21\u5316\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\/4dbd3d52-9261-4058-a9bf-14c91040aede.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/VJgTObdpDTs\"><source src=\"https:\/\/youtu.be\/VJgTObdpDTs\" 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\/d3c9044c-feb4-4d2b-bd87-c0f9b701354e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f8f0c35b-04fd-4184-8d6a-888ca2a6b370.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9df16164-8a58-429e-b51a-fe0373efd3fc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4d2ee973-47f0-46da-afb3-57e98ce4b0c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e46fd58e-15f8-47b5-8a5d-d9fc96c7a4f3.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\">Advertising<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5e7f\u544a\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u7ee9\u6548\u5e7f\u544a<\/span><br \/>\n            <span class=\"tag\">\u81ea\u4e3b\u5e7f\u544a\u56e2\u961f<\/span><br \/>\n            <span class=\"tag\">\u521b\u610f\u751f\u6210\u4e0e\u6d4b\u8bd5<\/span><br \/>\n            <span class=\"tag\">\u9884\u7b97\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">Meta\/Google\u5e7f\u544a\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a\u8425\u9500\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u7aef\u5230\u7aef\u5e7f\u544a\u89e3\u51b3\u65b9\u6848<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u6570\u636e\u9a71\u52a8<\/span><br \/>\n            <span class=\"tag\">\u8425\u9500\u6548\u7387\u63d0\u5347<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u96c6\u4e2d\u5728\u4ea7\u54c1\u5b9a\u4f4d\u548c\u5b9e\u9645\u80fd\u529b\u4e0a\u3002\u4e3b\u8981\u95ee\u9898\u5305\u62ec\uff1a\u5bf9\u4ea7\u54c1\u805a\u7126\u521b\u610f\u8fd8\u662f\u7b56\u7565\u4e0d\u660e\u786e\uff1b\u8d28\u7591\u5176\u5b8c\u5168\u81ea\u4e3b\u8fd0\u884c\u7684\u53ef\u884c\u6027\u53ca\u521b\u610f\u65b9\u5411\u628a\u63a7\uff1b\u63a8\u6d4b\u5176\u76ee\u6807\u5ba2\u6237\u4e3a\u4e2d\u4f4e\u7aef\u7535\u5546\u3002\u6b63\u9762\u8bc4\u4ef7\u8ba4\u4e3a\u8fd9\u662f\u7ee9\u6548\u8425\u9500\u7684\u81ea\u7136\u6f14\u8fdb\uff0c\u80fd\u66ff\u4ee3\u5927\u91cf\u91cd\u590d\u4eba\u5de5\u5de5\u4f5c\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                Muze AI\u63cf\u7ed8\u7684\u201c\u65e0\u4eba\u5316\u5e7f\u544a\u56e2\u961f\u201d\u613f\u666f\uff0c\u76f4\u51fb\u4e86\u7ee9\u6548\u8425\u9500\u884c\u4e1a\u4eba\u529b\u5bc6\u96c6\u3001\u53cd\u5e94\u6ede\u540e\u3001\u6d4b\u8bd5\u6210\u672c\u9ad8\u6602\u7684\u6838\u5fc3\u75fc\u75be\u3002\u5176\u5ba3\u79f0\u7684\u7aef\u5230\u7aef\u81ea\u52a8\u5316\uff0c\u82e5\u771f\u80fd\u5b9e\u73b0\uff0c\u786e\u5b9e\u6709\u6f5c\u529b\u98a0\u8986\u4f20\u7edf\u4ee3\u7406\u6a21\u5f0f\u3002\u7136\u800c\uff0c\u5f53\u524d\u4fe1\u606f\u66b4\u9732\u4e86\u5176\u6982\u5ff5\u4e0e\u843d\u5730\u4e4b\u95f4\u7684\u5de8\u5927\u6c9f\u58d1\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u7684\u6311\u6218\u4e0d\u5728\u4e8e\u6280\u672f\u80fd\u5426\u751f\u6210\u6d77\u91cf\u521b\u610f\u53d8\u4f53\uff0c\u800c\u5728\u4e8eAI\u662f\u5426\u5177\u5907\u6df1\u5c42\u6b21\u7684\u5546\u4e1a\u7406\u89e3\u4e0e\u7b56\u7565\u5224\u65ad\u529b\u3002\u5e7f\u544a\u6210\u6548\u4e0d\u4ec5\u5173\u4e4e\u7d20\u6750\u548c\u51fa\u4ef7\uff0c\u66f4\u6d89\u53ca\u54c1\u724c\u5b9a\u4f4d\u3001\u53d7\u4f17\u5fc3\u7406\u6d1e\u5bdf\u548c\u5e02\u573a\u7ade\u4e89\u6001\u52bf\u7684\u590d\u6742\u535a\u5f08\u3002\u8bc4\u8bba\u4e2d\u201c\u662f\u805a\u7126\u521b\u610f\u8fd8\u662f\u7b56\u7565\u201d\u7684\u8d28\u7591\u5207\u4e2d\u8981\u5bb3\u2014\u2014\u82e5\u4ec5\u81ea\u52a8\u5316\u73b0\u6709\u6d41\u7a0b\uff0c\u5b83\u53ea\u662f\u4e00\u4e2a\u6548\u7387\u5de5\u5177\uff1b\u82e5\u58f0\u79f0\u66ff\u4ee3\u7b56\u7565\uff0c\u5219\u9700\u8bc1\u660e\u5176AI\u62e5\u6709\u8d85\u8d8a\u7ecf\u9a8c\u4e30\u5bcc\u5a92\u4ecb\u4e70\u624b\u7684\u51b3\u7b56\u667a\u6167\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u5b9a\u4f4d\u201c\u4e2d\u4f4e\u7aef\u7535\u5546\u201d\u53ef\u80fd\u662f\u52a1\u5b9e\u7684\u8d77\u70b9\uff0c\u8fd9\u7c7b\u5ba2\u6237\u9700\u6c42\u6807\u51c6\u5316\u3001\u6548\u679c\u5bfc\u5411\u660e\u786e\u3002\u4f46\u8fd9\u4e5f\u610f\u5473\u7740\uff0c\u4ea7\u54c1\u53ef\u80fd\u6df1\u5ea6\u4f9d\u8d56\u6a21\u677f\u5316\u548c\u5386\u53f2\u6570\u636e\uff0c\u5728\u9700\u8981\u9ad8\u5ea6\u5b9a\u5236\u5316\u3001\u54c1\u724c\u53d9\u4e8b\u7684\u9886\u57df\u5c06\u6349\u895f\u89c1\u8098\u3002\u6240\u8c13\u201c\u5b8c\u5168\u81ea\u4e3b\u201d\u5728\u5f53\u524d\u9636\u6bb5\u66f4\u53ef\u80fd\u662f\u4e00\u79cd\u201c\u9ad8\u5ea6\u8f85\u52a9\u201d\uff0c\u6838\u5fc3\u7b56\u7565\u53c2\u6570\u4ecd\u9700\u4eba\u7c7b\u8bbe\u5b9a\u3002\n            <\/p>\n<p class=\"ai-content\">\n                Muze AI\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u7acb\u5373\u53d6\u4ee3\u4eba\u7c7b\uff0c\u800c\u5728\u4e8e\u5c06\u5a92\u4ecb\u4e70\u5bb6\u4ece\u91cd\u590d\u52b3\u52a8\u4e2d\u89e3\u653e\uff0c\u4f7f\u5176\u4e13\u6ce8\u4e8e\u66f4\u9ad8\u9636\u7684\u6218\u7565\u548c\u521b\u610f\u6784\u601d\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5176AI\u5728\u201c\u4f18\u5316\u201d\u4e0e\u201c\u63a2\u7d22\u201d\u3001\u201c\u89c4\u5219\u201d\u4e0e\u201c\u521b\u65b0\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u5e76\u5efa\u7acb\u8d77\u8ba9\u7528\u6237\u771f\u6b63\u4fe1\u4efb\u7684\u900f\u660e\u51b3\u7b56\u673a\u5236\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u627f\u8bfa\u8fc7\u5ea6\u3001\u8ba9\u7528\u6237\u627f\u62c5\u8bd5\u9519\u6210\u672c\u7684\u201c\u9ed1\u7bb1\u201d\u81ea\u52a8\u5316\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\">Muze AI<\/span>\n                <\/div>\n<div class=\"comment-content\">Muze is an autonomous AI that creates, runs, and optimizes performance ads end to end. No agency. No media buyers. Just connect your site and ad accounts.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi everyone, I am one of the people building Muze.<\/p>\n<p>We built this because agencies are expensive, slow, and hard to scale. We kept seeing the same work done manually over and over again. Creative testing, budget shifts, pausing losers, scaling winners.<\/p>\n<p>So we asked a simple question. Why does this still require humans?<\/p>\n<p>Muze is an autonomous ads team. You connect your website and ad accounts, and it handles creatives, optimization, budgets, and scaling automatically using real performance data.<\/p>\n<p>This is early. We are actively looking for feedback, especially skepticism. Happy to answer anything.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>15<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@muskaan_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@muskaan_m<\/a>&nbsp;Interesting, but still many doubts, is it focussed on CREATIVES and COPY or in a strategy, honestly speaking, couldn&#8217;t comprehend that well from the landing page.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@muskaan_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@muskaan_m<\/a>&nbsp;This feels like a natural evolution of performance marketing.<br \/>Replacing repetitive agency work with real-time, data-driven automation makes a lot of sense. Congrats to the Muze team on the launch \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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\/muze-ai\" target=\"_blank\" rel=\"noopener\">@Muze AI<\/a> Congrats on the launch! \ud83c\udf89<\/p>\n<\/p>\n<p>I specialize in comprehensive product testing for SaaS platforms &#8211; just completed a 15-page evaluation for an AI saas<\/p>\n<p>Would love to put muze ai through a proper stress test if you&#8217;re looking for detailed feedback. DM if interested!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks like a legit ad factory! Judging by the selection of the integrations, you&#8217;re focusing mainly on low- and mid-range eCom, right? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So it runs ads completely solo? Kinda curious how it handles creative direction without human touch. Like, does it just wing it, or are there parameters? Sounds almost too good to be true tbh<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <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 creative volume required to win on Meta right now is insane. If this can actually generate and deploy 20-30 variations a month autonomously, this replaces a huge chunk of manual work for my media buyers. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/HA5QAR47SQ5WA4\" class=\"app-title\">Adventory<\/a><\/p>\n<div class=\"one-liner\">The indie ad markeplace to sell or find ad spots<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">144<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Adventory\u662f\u4e00\u4e2a\u72ec\u7acb\u5f00\u53d1\u8005\u5e7f\u544a\u4f4d\u5e02\u573a\uff0c\u901a\u8fc7\u8fde\u63a5\u62e5\u6709\u95f2\u7f6e\u5e7f\u544a\u4f4d\u7684\u5e94\u7528\u5f00\u53d1\u8005\u548c\u5bfb\u6c42\u9ad8\u6027\u4ef7\u6bd4\u5e7f\u544a\u6e20\u9053\u7684\u5e7f\u544a\u4e3b\uff0c\u89e3\u51b3\u4e86\u53cc\u65b9\u5728\u5bfb\u627e\u53ef\u4fe1\u8d56\u3001\u900f\u660e\u4ea4\u6613\u5bf9\u8c61\u65f6\u7684\u4fe1\u606f\u4e0d\u5bf9\u79f0\u548c\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                <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/aa770b1e-f5c2-4737-ab66-d2c7e20407a9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/4p7iVN1ZORc\"><source src=\"https:\/\/youtu.be\/4p7iVN1ZORc\" 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\/e1b2625f-c406-4bf7-888f-4b83c619979f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1db29caf-69d9-4ad7-877a-f6569750fdfc.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\">Advertising<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5e7f\u544a\u4f4d\u4ea4\u6613\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u72ec\u7acb\u5e94\u7528\u5e02\u573a<\/span><br \/>\n            <span class=\"tag\">SaaS\u63a8\u5e7f<\/span><br \/>\n            <span class=\"tag\">\u4f9b\u9700\u5bf9\u63a5<\/span><br \/>\n            <span class=\"tag\">\u5e94\u7528\u6570\u636e\u5206\u6790<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u8425\u9500\u6e20\u9053<\/span><br \/>\n            <span class=\"tag\">\u6d41\u91cf\u53d8\u73b0<\/span><br \/>\n            <span class=\"tag\">SEO\u5916\u94fe<\/span><br \/>\n            <span class=\"tag\">\u5fae\u578b\u5e7f\u544a<\/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\u4f9b\u9700\u5bf9\u63a5\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u201c\u4fdd\u6301\u7b80\u5355\u201d\u662f\u5173\u952e\u4f18\u52bf\u3002\u6709\u8bc4\u8bba\u8005\u4ece\u884c\u4e1a\u7ecf\u9a8c\uff08\u5982BuySellAds\u524d\u5458\u5de5\uff09\u8868\u793a\u652f\u6301\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\u5728\u4e8e\u5e73\u53f0\u672a\u6765\u5982\u4f55\u4fdd\u969c\u8d28\u91cf\u4e0e\u6570\u636e\u5206\u6790\u7684\u6df1\u5ea6\uff0c\u4ee5\u53ca\u5176\u4f5c\u4e3a\u5c0f\u578b\u5e94\u7528\u66dd\u5149\u52a9\u63a8\u5668\u7684\u6f5c\u529b\uff08\u7ed3\u5408\u63a8\u8350\u4f4d\u4e0eSEO\u5916\u94fe\uff09\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Adventory\u5207\u5165\u4e86\u4e00\u4e2a\u7ecf\u5178\u5374\u5e38\u88ab\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u72ec\u7acb\u6216\u4e2d\u5c0f\u578b\u5e94\u7528\u4e4b\u95f4\u7684\u5fae\u578b\u5e7f\u544a\u4ea4\u6613\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u7684\u5b9a\u4f4d\u4e0e\u6781\u81f4\u7684\u7b80\u5316\u3002\u5b83\u907f\u5f00\u4e86\u4e0e\u5927\u578b\u5e7f\u544a\u8054\u76df\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u670d\u52a1\u4e8e\u9884\u7b97\u6709\u9650\u3001\u8ffd\u6c42\u7cbe\u51c6\u4e14\u91cd\u89c6\u76f4\u63a5\u4ea4\u6613\u7684SaaS\u521b\u59cb\u4eba\u548c\u72ec\u7acb\u5f00\u53d1\u8005\u7fa4\u4f53\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff1a\u4e3a\u5356\u65b9\u63d0\u4f9b\u66dd\u5149\u3001SEO\u5916\u94fe\u548c\u6f5c\u5728\u6536\u5165\uff1b\u4e3a\u4e70\u65b9\u63d0\u4f9b\u96c6\u4e2d\u7684\u76ee\u5f55\u548c\uff08\u627f\u8bfa\u7684\uff09\u5e94\u7528\u5206\u6790\u6570\u636e\uff0c\u8bd5\u56fe\u89e3\u51b3\u5c0f\u578b\u5e7f\u544a\u4ea4\u6613\u4e2d\u6700\u5927\u7684\u4fe1\u4efb\u75db\u70b9\u2014\u2014\u4fe1\u606f\u4e0d\u900f\u660e\u3002\u7136\u800c\uff0c\u8fd9\u6b63\u662f\u5176\u672a\u6765\u9762\u4e34\u7684\u6838\u5fc3\u6311\u6218\u3002\u8bc4\u8bba\u4e2d\u201c\u597d\u5947\u8d28\u91cf\u548c\u5206\u6790\u5982\u4f55\u6f14\u8fdb\u201d\u4e00\u8bed\u9053\u7834\u5929\u673a\u3002\u76ee\u524d\u5176\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u201c\u5217\u8868\u201d\u7684\u6570\u91cf\u4e0e\u8d28\u91cf\uff0c\u4e00\u65e6\u89c4\u6a21\u6269\u5927\uff0c\u5982\u4f55\u5ba1\u6838\u6570\u636e\u771f\u5b9e\u6027\u3001\u6807\u51c6\u5316\u201c\u5e7f\u544a\u4f4d\u201d\u7684\u63cf\u8ff0\u3001\u9632\u6b62\u6b3a\u8bc8\uff0c\u4ee5\u53ca\u63d0\u4f9b\u6bd4\u516c\u5f00\u6570\u636e\u66f4\u6df1\u5ea6\u7684\u5206\u6790\uff0c\u5c06\u6210\u4e3a\u5e73\u53f0\u80fd\u5426\u4ece\u201c\u7b80\u6613\u76ee\u5f55\u201d\u5347\u7ea7\u4e3a\u201c\u53ef\u4fe1\u5e02\u573a\u201d\u7684\u5173\u952e\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u201c48\u5c0f\u65f6\u6311\u6218\u8bde\u751f\u201d\u7684\u80cc\u666f\u65e2\u662f\u589e\u957f\u6545\u4e8b\uff0c\u4e5f\u66b4\u9732\u4e86\u4ea7\u54c1\u7684\u65e9\u671f\u72b6\u6001\u3002\u5f53\u524d\u6a21\u5f0f\u8f7b\u5de7\uff0c\u4f46\u62a4\u57ce\u6cb3\u8f83\u6d45\uff0c\u6613\u88ab\u590d\u5236\u3002\u957f\u671f\u770b\uff0c\u5e73\u53f0\u9700\u8981\u6784\u5efa\u96be\u4ee5\u88ab\u66ff\u4ee3\u7684\u7f51\u7edc\u6548\u5e94\u6216\u4fe1\u4efb\u4f53\u7cfb\u3002\u53ef\u80fd\u7684\u8def\u5f84\u662f\u6df1\u5316\u5de5\u5177\u5c5e\u6027\uff08\u5982\u63d0\u4f9b\u8f7b\u91cf\u7ea7\u5e7f\u544a\u4f4d\u7ba1\u7406\u6216\u6548\u679c\u8ddf\u8e2a\uff09\uff0c\u6216\u6784\u5efa\u793e\u533a\u4fe1\u8a89\u673a\u5236\u3002\u82e5\u80fd\u6210\u529f\u805a\u96c6\u7b2c\u4e00\u6279\u9ad8\u8d28\u91cf\u7684\u4f9b\u9700\u53cc\u65b9\uff0c\u5e76\u7ef4\u6301\u4ea4\u6613\u4f53\u9a8c\uff0c\u5b83\u6709\u671b\u6210\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u751f\u6001\u4e2d\u4e00\u4e2a\u91cd\u8981\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u4e13\u95e8\u6d88\u5316\u90a3\u4e9b\u88ab\u5927\u578b\u5e73\u53f0\u5ffd\u7565\u7684\u201c\u788e\u7247\u5316\u201d\u6d41\u91cf\u4e0e\u9884\u7b97\u3002\u53cd\u4e4b\uff0c\u5219\u53ef\u80fd\u4ec5\u4ec5\u662f\u4e00\u4e2a\u77ed\u6682\u7684\u8fc7\u6e21\u6027\u540d\u5f55\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\">Adventory<\/span>\n                <\/div>\n<div class=\"comment-content\">Find indie apps that sell ad spots. Or list yours and get discovered. ## For app owners &#8211; List your app that has ad spots to sell &#8211; Get discovered by hundreds of SaaS founders &#8211; Get your app featured to appear on top of browsing results &#8211; Get a free backlink to boost your SEO ## For advertisers &#8211; Browse hundreds of apps that sell ad spots &#8211; Find the perfect spot to advertise your product &#8211; Review app analytics directly on our platform Looking to buy or sell ad space? Check out Adventory!<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone!<\/p>\n<p>This app idea is born out of two frustrations:<br \/>\n&#8211; to not find the right apps to advertise my products (no public analytics, no trust)<br \/>\n&#8211; to not easily find advertisers for my own ad spots<\/p>\n<p>So I made this directory\/marketplace where app owners can show their ad spots to gain visibility, and browse apps to find the proper ad spot. The goal is to facilitate indie advertisement with simple submission, browsing, and contacting.<\/p>\n<p>The app was done in 48 hours as part of a challenge on X, but I&#8217;m taking feature requests to develop it further, so feel free to reach out!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>8<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ugo_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ugo_builds<\/a>&nbsp;I like the idea of keeping things simple. It does not try to abstract too much, just making supply and demand visible in one place. That&#8217;s highly valuable and many did not realize that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Indie founders are always hunting for affordable, targeted places to advertise, and app owners with unused ad space never have a good way to monetize it. A simple marketplace connecting the two feels like a-win. Curious to see how the quality and analytics evolve as more apps join.<\/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\/@amalio__\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amalio__<\/a>&nbsp;Thank you for the kind words! Means 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 love the idea. Nice 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\/@nerijuso\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nerijuso<\/a>&nbsp;Thank you Nerijus \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>Good luck with the launch! Cool product. Ran sales @ BuySellAds for 15 years and it&#8217;s a fun space to solve problems. Let me know if I can ever help! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mkammerer100\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mkammerer100<\/a>&nbsp;Thank you very much Matthew!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>getting  featured placement and a backlink together is a strong combo. Small apps need this kind of exposure boost \u2728<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shawn_idrees\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shawn_idrees<\/a>&nbsp;Yes indeed \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>Getting featured placement and a backlink together is a strong combo. Small apps need this kind of exposure boost \u2728<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lakeesha_weatherwax\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakeesha_weatherwax<\/a>&nbsp;Yes indeed \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>Nice product! <\/p>\n<\/p>\n<p>Good luck with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a>&nbsp;Thank you Alex!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#7<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/BBGQM3GBKIZB4P\" class=\"app-title\">Flakes<\/a><\/p>\n<div class=\"one-liner\">A keyboard-first, AI-powered native browser for macOS. <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">132<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Flakes\u662f\u4e00\u6b3e\u4e3a\u6df1\u5ea6\u601d\u8003\u8005\u8bbe\u8ba1\u7684macOS\u539f\u751f\u6d4f\u89c8\u5668\uff0c\u901a\u8fc7\u952e\u76d8\u4f18\u5148\u64cd\u4f5c\u3001Vim\u5f0f\u5bfc\u822a\u548c\u667a\u80fd\u6807\u7b7e\u7ba1\u7406\uff0c\u5728\u9ad8\u6548\u6d4f\u89c8\u4e0e\u4fe1\u606f\u5904\u7406\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u6d4f\u89c8\u5668\u5e72\u6270\u591a\u3001\u64cd\u4f5c\u7e41\u7410\u3001\u96be\u4ee5\u805a\u7126\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\/a22e590d-e94d-4f54-be98-b856a426d28c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15c96fe9-e0ae-4831-99a2-96a2c681e426.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/46fc3fa2-428f-4442-939f-cad8cccb8d81.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77ec7e1b-c621-41aa-a912-2965d4aab9d4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b662f12-fe0c-499e-a82e-ce119250d6f7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/623706bd-bedd-43cd-8121-6530e1f9617d.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\/54b4dfc2-74ff-4e21-8867-0a6a052ba7fc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/x6BTNB7GRkM\"><source src=\"https:\/\/youtu.be\/x6BTNB7GRkM\" 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>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u6d4f\u89c8\u5668<\/span><br \/>\n            <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u952e\u76d8\u4f18\u5148<\/span><br \/>\n            <span class=\"tag\">Vim\u5bfc\u822a<\/span><br \/>\n            <span class=\"tag\">AI\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u6781\u7b80\u8bbe\u8ba1<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u539f\u751f\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u6807\u7b7e\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u5e7f\u544a\u62e6\u622a<\/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\u8bbe\u8ba1\u4e0e\u6781\u7b80\u7406\u5ff5\uff0c\u4f46\u6307\u51fa\u7f3a\u4e4f\u6269\u5c55\u652f\u6301\u5f71\u54cd\u5b9e\u7528\u6027\u7684\u5173\u952e\u77ed\u677f\u3002\u5f00\u53d1\u8005\u56de\u5e94\u6b63\u5728\u6784\u5efa\u517c\u5bb9Chrome\u7684\u8f7b\u91cf\u6269\u5c55\u7cfb\u7edf\u3002\u53e6\u6709\u7528\u6237\u8be2\u95ee\u952e\u76d8\u64cd\u4f5c\u7684\u5b66\u4e60\u6210\u672c\u4e0eAI\u6807\u7b7e\u7ba1\u7406\u539f\u7406\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                Flakes\u7684\u91ce\u5fc3\u5e76\u975e\u518d\u9020\u4e00\u4e2a\u201c\u66f4\u597d\u7528\u7684\u6d4f\u89c8\u5668\u201d\uff0c\u800c\u662f\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u6d4f\u89c8\u5668\u7684\u4ea4\u4e92\u8303\u5f0f\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u952e\u76d8\u4f18\u5148\u201d\u548c\u201cVim\u54f2\u5b66\u201d\u4ece\u5f00\u53d1\u8005\u5de5\u5177\u9886\u57df\uff0c\u6fc0\u8fdb\u5730\u63a8\u5411\u666e\u901a\u6d4f\u89c8\u573a\u666f\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u6b21\u5bf9\u201c\u9f20\u6807\u70b9\u51fb+\u89c6\u89c9\u5806\u780c\u201d\u7684\u73b0\u4ee3\u6d4f\u89c8\u5668\u4ea4\u4e92\u7684\u53cd\u53db\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u6807\u8bed\u4e2d\u201cAI-powered\u201d\u7684\u8868\u8ff0\u7565\u663e\u53d6\u5de7\uff0c\u4ece\u73b0\u6709\u4fe1\u606f\u770b\uff0c\u5176AI\u529f\u80fd\uff08\u7406\u89e3\u6807\u7b7e\uff09\u88ab\u5b9a\u4e49\u4e3a\u201c\u5b8c\u5168\u53ef\u9009\u201d\uff0c\u8fd9\u66b4\u9732\u4e86\u4ea7\u54c1\u5728\u6838\u5fc3\u4ef7\u503c\u4e0a\u7684\u6447\u6446\uff1a\u5b83\u7a76\u7adf\u662f\u4e00\u4e2a\u4ee5AI\u91cd\u6784\u4fe1\u606f\u7ec4\u7ec7\u7684\u667a\u80fd\u4f53\uff0c\u8fd8\u662f\u4e00\u4e2a\u4ee5\u952e\u76d8\u6548\u7387\u4e3a\u6838\u5fc3\u7684\u6781\u7b80\u5de5\u5177\uff1f\u76ee\u524d\u770b\u6765\uff0c\u540e\u8005\u66f4\u4e3a\u7a81\u51fa\u3002\u7528\u6237\u5173\u4e8e\u201c\u7f3a\u4e4f\u6269\u5c55\u201d\u7684\u6279\u8bc4\u76f4\u51fb\u8981\u5bb3\uff0c\u8fd9\u4e0d\u4ec5\u662f\u529f\u80fd\u7f3a\u5931\uff0c\u66f4\u4e0e\u5176\u201c\u670d\u52a1\u7528\u6237\u201d\u7684\u521d\u8877\u76f8\u6096\u2014\u2014\u771f\u6b63\u7684\u6548\u7387\u5de5\u5177\u4e0d\u80fd\u4ee5\u727a\u7272\u7528\u6237\u7684\u65e2\u6709\u5de5\u4f5c\u6d41\u4e3a\u4ee3\u4ef7\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u521b\u59cb\u4ebaMike\u7684\u53cd\u601d\u201c\u5de5\u5177\u5982\u4f55\u5851\u9020\u751a\u81f3\u949d\u5316\u6211\u4eec\u7684\u4e60\u60ef\u201d\u662f\u4ea7\u54c1\u7684\u7cbe\u795e\u5185\u6838\u3002Flakes\u8bd5\u56fe\u901a\u8fc7\u5f3a\u5236\u6027\u7684\u7b80\u7ea6\uff08\u751a\u81f3\u53ef\u80fd\u662f\u727a\u7272\uff09\u6765\u91cd\u5851\u7528\u6237\u201c\u4e13\u6ce8\u201d\u7684\u4e60\u60ef\uff0c\u8fd9\u6ce8\u5b9a\u4f7f\u5176\u6210\u4e3a\u4e00\u6b3e\u5177\u6709\u5f3a\u70c8\u504f\u597d\u548c\u6392\u4ed6\u6027\u7684\u201c\u601d\u60f3\u5bb6\u6d4f\u89c8\u5668\u201d\uff0c\u800c\u975e\u5927\u4f17\u4ea7\u54c1\u3002\u5b83\u7684\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u529f\u80fd\u5217\u8868\u80fd\u5426\u8ffd\u5e73Chrome\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u56f4\u7ed5\u952e\u76d8\u4e0e\u547d\u4ee4\u9762\u677f\uff0c\u6784\u5efa\u4e00\u4e2a\u8db3\u591f\u81ea\u6d3d\u3001\u9ad8\u6548\u5230\u8ba9\u7528\u6237\u5fc3\u7518\u60c5\u613f\u653e\u5f03\u6269\u5c55\u751f\u6001\u7684\u5c01\u95ed\u4f53\u9a8c\u3002\u8fd9\u662f\u4e00\u573a\u9ad8\u98ce\u9669\u7684\u7406\u5ff5\u8d4c\u535a\uff0c\u4f46\u4e5f\u662f\u5176\u5728\u540c\u8d28\u5316\u7ade\u4e89\u4e2d\u552f\u4e00\u53ef\u80fd\u7684\u7a81\u7834\u53e3\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Flakes<\/span>\n                <\/div>\n<div class=\"comment-content\">Flakes is a macOS browser built for thinkers. Vim-style navigation, built-in ad blocking, a powerful command palette (\u2318K), and AI that actually understands your tabs &#8211; but it&#8217;s totally optional. Check more from our website: https:\/\/flakes.ai<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone, I&#8217;m Mike. I&#8217;m so exciting to share you with my new product. <\/p>\n<\/p>\n<p>I\u2019ve spent the past month building Flakes, focusing mostly on its foundations and on a simple question: <strong>what does a browser feel like when it truly serves its user?<\/strong><\/p>\n<\/p>\n<p>Flakes is fast, native, and deliberately keyboard-first. It favors focus over noise, and interaction over accumulation. The design reflects my own preference for restraint and clarity.<\/p>\n<\/p>\n<p>LLMs helped me move from ideas to working code much faster than before. That speed was useful &#8211; but it also prompted reflection on how easily tools can shape, and sometimes dull, our habits.<\/p>\n<\/p>\n<p>I believe good tools share a certain universality, even if they\u2019re not for everyone. If any part of Flakes &#8211; its design, a small interaction, or a workflow &#8211; resonates with you, I\u2019d genuinely like to hear about it. And if something feels rough or missing, please say so. <strong>Honest feedback is how this improves<\/strong>.<\/p>\n<\/p>\n<p>As a small holiday gesture, I\u2019ve also prepared <strong>invitation codes<\/strong> for a Pro trial &#8211; consider it a modest Christmas gift for anyone curious enough to try Flakes more deeply.<\/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\/@chagel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chagel<\/a>&nbsp;hi Mike<\/p>\n<\/p>\n<p>this `<strong>Sign in to Flakes<\/strong>` (<em>Magic Link<\/em>) is not clickable. it&#8217;s not a link.<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/979d0043-ec86-47f0-b90a-abc369a1e53e.png?auto=compress&amp;codec=mozjpeg&amp;cs=strip&amp;auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chagel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chagel<\/a>&nbsp;Love the landing page. Clean and elegant<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <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\">@chagel Looks interesting. Still have yet to let go of Arc. \ud83d\ude2d<\/p>\n<p>Is this Chromium, WebKit, or Gecko-based?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Gotta say this is a beautiful app and really well designed. I love the minimalism of it. Unfortunately when I downloaded it I discovered that it doesn&#8217;t yet support extensions and so has limited real-world usability for most people. However once that&#8217;s fixed I could see me using this as my main browser.<\/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\">@boagworld Thank you for trying Flakes Paul. You\u2019re absolutely right about extensions. We\u2019re working on an extension system, with a focus on leveraging compatibility with existing Chrome extensions while keeping Flakes lightweight and intentional. We\u2019ll share updates as it lands.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 your launch!<\/p>\n<p>I have a question regarding the keyboard-first design: do you think this might make it difficult for users to remember all the keyboard operations?<\/p>\n<p>Even with the software I use most frequently, I often forget important shortcuts. I usually have to write them down on sticky notes and tape them to my computer as a reminder. I imagine this might be a potential challenge for users.<\/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\/@josie_oy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josie_oy<\/a>&nbsp;<\/p>\n<\/p>\n<p>Great question. Flakes doesn\u2019t rely on memorizing shortcuts \u2014 everything is discoverable through a single command entry point. The system is Vim-friendly, so patterns are consistent and muscle memory builds naturally.<\/p>\n<\/p>\n<p>At any time, pressing ? brings up a quick overview of available shortcuts, so you never need sticky notes. The goal is flow, not recall.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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&#8230; vim-style navigation in a browser kinda intrigues me. how does the AI figure out which tabs are important? is it based on my browsing behavior, or does it need some manual setup? tbh, curious how it plays out in real use<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/JUJZLS7CSIWLDO\" class=\"app-title\">Awesome Gemini Prompts<\/a><\/p>\n<div class=\"one-liner\">The Ultimate Open Source Library for Gemini &#038; Nano<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">128<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e13\u4e3aGoogle Gemini\u8bbe\u8ba1\u7684\u5f00\u6e90\u63d0\u793a\u8bcd\u5e93\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u6536\u96c6\u4e0e\u6e05\u6d171800+\u4e13\u4e1a\u63d0\u793a\u8bcd\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u5bfb\u627e\u9ad8\u8d28\u91cf\u3001\u683c\u5f0f\u89c4\u8303\u63d0\u793a\u8bcd\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\/3caacbd6-87a4-498f-b936-ef804a27d30e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e67a732-72ce-4ff7-9630-2f0658c7d795.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2df3d546-b094-4424-985e-5ffd1cdd98d4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c6f4a06-1c9b-4dac-b4fb-9bb133046b75.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/042ad689-9437-4edf-96ca-438e96262155.gif?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\/7498b0b2-6147-417c-8a58-a8daa69b619b.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=yv4zcAINhus\"><source src=\"https:\/\/www.youtube.com\/watch?v=yv4zcAINhus\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Open Source<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">GitHub<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u63d0\u793a\u8bcd\u5e93<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90\u9879\u76ee<\/span><br \/>\n            <span class=\"tag\">Google Gemini<\/span><br \/>\n            <span class=\"tag\">AI\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u63d0\u793a\u5de5\u7a0b<\/span><br \/>\n            <span class=\"tag\">AI\u6548\u7387<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u793e\u533a\u9a71\u52a8<\/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\u70ed\u60c5\u4ecb\u7ecd\u4ea7\u54c1\u80cc\u666f\u4e0e\u4ef7\u503c\u3002\u7528\u6237\u53cd\u9988\u4e3b\u8981\u96c6\u4e2d\u4e8e\u7f51\u7ad9\u94fe\u63a5\u9519\u8bef\u6216\u65e0\u6cd5\u8bbf\u95ee\u7684\u6280\u672f\u95ee\u9898\uff0c\u5f00\u53d1\u8005\u5df2\u8ddf\u8fdb\u4fee\u590d\uff0c\u4f46\u8bbf\u95ee\u7a33\u5b9a\u6027\u4ecd\u662f\u521d\u671f\u4e3b\u8981\u6311\u6218\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                \u4ea7\u54c1\u5207\u5165\u201c\u63d0\u793a\u8bcd\u5de5\u7a0b\u201d\u8fd9\u4e00AI\u5e94\u7528\u5c42\u7684\u521a\u6027\u9700\u6c42\uff0c\u5b9a\u4f4d\u6e05\u6670\u3002\u5176\u5ba3\u79f0\u7684\u201c\u9996\u4e2a\u4e13\u4e3aGemini\u7684\u5f00\u6e90\u63d0\u793a\u8bcd\u5e93\u201d\u5177\u5907\u4e00\u5b9a\u7684\u5e02\u573a\u5148\u53d1\u548c\u6982\u5ff5\u5361\u4f4d\u4ef7\u503c\uff0c\u7279\u522b\u662f\u901a\u8fc7LLM\u7ba1\u9053\uff08Qwen+Gemini\uff09\u8fdb\u884c\u81ea\u52a8\u5316\u6e05\u6d17\u7684\u5de5\u7a0b\u5b9e\u8df5\uff0c\u8bd5\u56fe\u5c06\u6df7\u4e71\u7684\u793e\u533a\u667a\u6167\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u3001\u53ef\u590d\u7528\u7684\u8d44\u4ea7\uff0c\u8fd9\u4e00\u6280\u672f\u8def\u5f84\u7b26\u5408\u5f53\u524dAI\u57fa\u7840\u8bbe\u65bd\u5de5\u5177\u5316\u7684\u8d8b\u52bf\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u9762\u4e34\u591a\u91cd\u62f7\u95ee\u3002\u9996\u5148\uff0c\u5176\u5efa\u7acb\u7684\u58c1\u5792\u770b\u4f3c\u662f\u6570\u636e\u89c4\u6a21\uff081800+\u63d0\u793a\u8bcd\uff09\uff0c\u4f46\u63d0\u793a\u8bcd\u7684\u8d28\u91cf\u3001\u573a\u666f\u9488\u5bf9\u6027\u548c\u65f6\u6548\u6027\u624d\u662f\u5173\u952e\uff0c\u800c\u81ea\u52a8\u5316\u6e05\u6d17\u80fd\u5426\u771f\u6b63\u7504\u522b\u201c\u4e13\u4e1a\u201d\u4e0e\u201c\u4f18\u79c0\u201d\uff0c\u4ecd\u9700\u7528\u6237\u5b9e\u9645\u68c0\u9a8c\u3002\u5176\u6b21\uff0c\u4f5c\u4e3a\u5f00\u6e90\u5e93\uff0c\u5176\u751f\u6001\u6d3b\u8dc3\u5ea6\u5c06\u51b3\u5b9a\u751f\u6b7b\u2014\u2014\u80fd\u5426\u5438\u5f15\u5f00\u53d1\u8005\u6301\u7eed\u8d21\u732e\u3001\u8fed\u4ee3\uff0c\u5f62\u6210\u201c\u98de\u8f6e\u6548\u5e94\u201d\uff0c\u8fdc\u6bd4\u521d\u59cb\u7684\u6570\u636e\u722c\u53d6\u66f4\u91cd\u8981\u3002\u4ece\u8bc4\u8bba\u533a\u7684\u53cd\u9988\u770b\uff0c\u4ea7\u54c1\u4e0a\u7ebf\u521d\u671f\u751a\u81f3\u51fa\u73b0\u4e86\u57fa\u672c\u7684\u94fe\u63a5\u8bbf\u95ee\u95ee\u9898\uff0c\u8fd9\u66b4\u9732\u4e86\u5728\u8fd0\u8425\u548c\u7528\u6237\u4f53\u9a8c\u7ec6\u8282\u4e0a\u7684\u4e0d\u8db3\uff0c\u53ef\u80fd\u635f\u5bb3\u5176\u4e13\u4e1a\u5f62\u8c61\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u4e00\u6b3e\u8bd5\u56fe\u5728AI\u5e94\u7528\u6d6a\u6f6e\u4e2d\u201c\u5356\u94f2\u5b50\u201d\u7684\u5de5\u5177\u3002\u5176\u957f\u671f\u4ef7\u503c\u4e0d\u5728\u4e8e\u6210\u4e3a\u4e00\u4e2a\u9759\u6001\u7684\u201c\u56fe\u4e66\u9986\u201d\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u6210\u4e3a\u4e00\u4e2a\u52a8\u6001\u7684\u201c\u63d0\u793a\u8bcd\u534f\u4f5c\u4e0e\u8fdb\u5316\u5e73\u53f0\u201d\u3002\u82e5\u4e0d\u80fd\u89e3\u51b3\u793e\u533a\u51b7\u542f\u52a8\u3001\u8d28\u91cf\u6301\u7eed\u63d0\u5347\u53ca\u4e0eGemini API\u6df1\u5ea6\u7ed3\u5408\u7b49\u95ee\u9898\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u7cbe\u7f8e\u7684\u3001\u4e00\u6b21\u6027\u7684\u63d0\u793a\u8bcd\u5feb\u7167\u5408\u96c6\uff0c\u96be\u4ee5\u5f62\u6210\u6301\u4e45\u7ade\u4e89\u529b\u3002\u5f53\u524d\u9636\u6bb5\uff0c\u6982\u5ff5\u4ef7\u503c\u5927\u4e8e\u5b9e\u7528\u4ef7\u503c\uff0c\u5176\u6210\u529f\u5c06\u6781\u5ea6\u4f9d\u8d56\u540e\u7eed\u7684\u8fd0\u8425\u4e0e\u751f\u6001\u5efa\u8bbe\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\">Awesome Gemini Prompts<\/span>\n                <\/div>\n<div class=\"comment-content\">The first dedicated open-source prompt library for Google Gemini. Finding professional prompts for complex tasks was a pain\u2014formatting was messy and scattered everywhere. So I built this to fix it. We automatically scraped &#038; cleaned 1,800+ prompts using a custom LLM pipeline (Qwen + Gemini) to ensure quality everyday. It&#8217;s completely free, open-source, and so cool to use.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hiya Hunters!<\/p>\n<p>I&#8217;m the builder behind Awesome Gemini Prompts. This is awesome to finally share with you!<\/p>\n<p>The Backstory:<br \/>\nWhenever I needed to handle a professional task with Gemini, generic prompts just didn&#8217;t cut it. I knew better prompts existed, but I had to dig through community forums for hours to find them. And even when I did, the formatting was a mess.<\/p>\n<p>I also wanted to learn from others&#8217; excellent prompts to improve my own, but there was no unified place to study them.<\/p>\n<p>So I built one!<br \/>\nDuring development, I realized scraping Reddit brought in a lot of noise (personal rants, wrong models), so I had to build a cleaning pipeline using LLMs.<\/p>\n<p>All in all, wish you will like this and share your experience with us!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks like the right link is <a href=\"http:\/\/awesomegeminiprompts.tech\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>awesomegeminiprompts.tech<\/strong><\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can\u2019t open the website<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Link is dead btw <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sorry for the wrong links, already fixed it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6f25c452-4673-4b49-ad59-4fa759dfdbf9.png?auto=compress&amp;codec=mozjpeg&amp;cs=strip&amp;auto=format\" style=\"max-width: 100%\"><\/p>\n<p> Site is not getting loaded.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vishnu_reji\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishnu_reji<\/a>&nbsp;Just replace the right link, 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\">#9<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/QBAZOP6UVVYS6X\" class=\"app-title\">Intrascope.app<\/a><\/p>\n<div class=\"one-liner\">Centralize your team\u2019s AI, cut costs and stay organized<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">111<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Intrascope\u662f\u4e00\u6b3e\u5171\u4eabAI\u5de5\u4f5c\u533a\uff0c\u901a\u8fc7\u96c6\u4e2d\u7ba1\u7406AI\u4f9b\u5e94\u5546\u3001API\u5bc6\u94a5\u548c\u9879\u76ee\u4e0a\u4e0b\u6587\uff0c\u89e3\u51b3\u4e86\u56e2\u961f\u56e0AI\u5de5\u5177\u5206\u6563\u3001\u6210\u672c\u4e0d\u53ef\u63a7\u548c\u534f\u4f5c\u6df7\u4e71\u800c\u5bfc\u81f4\u7684\u6548\u7387\u4f4e\u4e0b\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\/334b434d-985a-4513-9c79-cc86b2d133c1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5674ffda-2fcd-4de4-8818-5cad4bdab063.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e71c9d4-144b-46a8-8c11-e90d7adebe43.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa2327f9-930c-4a3b-ad1c-a8b4dcbb0b8b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/97631805-ffcc-4fc7-9111-914c30b7232b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/99483ce7-81a9-4fd6-9a70-3d86cf0ca3ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0b14d7db-0e42-4a06-9a67-42c5b98069c3.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\/e77fd0b9-0da6-484d-af43-b42f12223607.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/YgjT9rH2Vbg\"><source src=\"https:\/\/youtu.be\/YgjT9rH2Vbg\" 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\">SaaS<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">AI\u6210\u672c\u7ba1\u63a7<\/span><br \/>\n            <span class=\"tag\">\u96c6\u4e2d\u5f0fAI\u5de5\u4f5c\u533a<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">\u56e2\u961f\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">API\u5bc6\u94a5\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u5171\u4eab\u4e0a\u4e0b\u6587<\/span><br \/>\n            <span class=\"tag\">\u4f01\u4e1aAI\u6cbb\u7406<\/span><br \/>\n            <span class=\"tag\">\u53ef\u590d\u7528\u5de5\u4f5c\u6d41<\/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\u6e90\u4e8e\u5185\u90e8\u75db\u70b9\uff08AI\u5de5\u5177\u6563\u4e71\u3001\u7f3a\u4e4f\u5171\u4eab\u4e0a\u4e0b\u6587\uff09\u3002\u5f00\u53d1\u4e0e\u8bbe\u8ba1\u6210\u5458\u9a8c\u8bc1\u4e86\u5176\u5185\u90e8\u5b9e\u7528\u6027\u548c\u6d41\u7545\u4f53\u9a8c\u3002\u56e2\u961f\u5185\u90e8\u4f7f\u7528\u6210\u4e3a\u4ea7\u54c1\u4ef7\u503c\u7684\u5f3a\u8bc1\u660e\u3002\u552f\u4e00\u5f00\u653e\u5f0f\u95ee\u9898\u662f\u5173\u4e8e\u56e2\u961f\u5982\u4f55\u6743\u8861\u4f7f\u7528\u9ad8\u4ef7\u4e0e\u4f4e\u4ef7AI\u6a21\u578b\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                Intrascope\u5207\u5165\u7684\u5e76\u975eAI\u80fd\u529b\u672c\u8eab\uff0c\u800c\u662fAI\u5728\u4f01\u4e1a\u843d\u5730\u540e\u884d\u751f\u7684\u201c\u7ba1\u7406\u8d1f\u503a\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06AI\u4ece\u4e2a\u4eba\u6d88\u8d39\u7ea7\u5de5\u5177\uff0c\u5347\u7ea7\u4e3a\u53ef\u6cbb\u7406\u3001\u53ef\u534f\u4f5c\u3001\u53ef\u9884\u6d4b\u7684\u4f01\u4e1a\u7ea7\u8d44\u6e90\u3002\u4ea7\u54c1\u901a\u8fc7\u201c\u7ba1\u7406\u5458\u8bbe\u5b9a\u4f9b\u5e94\u5546\u3001\u9650\u989d\u548c\u89c4\u5219\u201d\u5b9e\u73b0\u6210\u672c\u4e0e\u5b89\u5168\u7684\u7ba1\u63a7\uff0c\u800c\u201c\u5171\u4eab\u4e0a\u4e0b\u6587\u548c\u53ef\u590d\u7528\u6e05\u5355\u201d\u5219\u7784\u51c6\u4e86\u77e5\u8bc6\u7559\u5b58\u4e0e\u5de5\u4f5c\u6d41\u6807\u51c6\u5316\u2014\u2014\u8fd9\u4e24\u8005\u6b63\u662f\u56e2\u961f\u89c4\u6a21\u5316\u4f7f\u7528AI\u65f6\u6700\u5927\u7684\u6548\u7387\u9ed1\u6d1e\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5b83\u8bd5\u56fe\u5728AI\u6280\u672f\u6808\u5feb\u901f\u8fed\u4ee3\u7684\u6d2a\u6d41\u4e2d\u5efa\u7acb\u4e00\u4e2a\u201c\u7ba1\u7406\u4e2d\u95f4\u5c42\u201d\uff0c\u8fd9\u8981\u6c42\u5176\u96c6\u6210\u901f\u5ea6\u5fc5\u987b\u8ddf\u4e0a\u5e02\u573a\u53d8\u5316\uff0c\u5426\u5219\u53cd\u800c\u4f1a\u6210\u4e3a\u74f6\u9888\u3002\u5176\u6b21\uff0c\u5176\u4ef7\u503c\u4e0e\u56e2\u961fAI\u4f7f\u7528\u6210\u719f\u5ea6\u5f3a\u76f8\u5173\uff1a\u5bf9\u4e8eAI\u4f7f\u7528\u5c1a\u5904\u63a2\u7d22\u671f\u7684\u56e2\u961f\uff0c\u8fd9\u53ef\u80fd\u662f\u4e00\u4e2a\u8fc7\u65e9\u7684\u8d1f\u62c5\uff1b\u800c\u5bf9\u4e8e\u91cd\u5ea6\u4f7f\u7528\u56e2\u961f\uff0c\u53c8\u53ef\u80fd\u9762\u4e34\u4e0e\u73b0\u6709\u590d\u6742\u5de5\u4f5c\u6d41\uff08\u5982Notion\u3001Slack\uff09\u6574\u5408\u7684\u96be\u9898\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4f55\u65f6\u4f7f\u7528\u9ad8\u4ef7\u6a21\u578b\u201d\u7684\u63d0\u95ee\uff0c\u6070\u6070\u63ed\u793a\u4e86\u66f4\u6df1\u5c42\u7684\u9700\u6c42\uff1a\u56e2\u961f\u9700\u8981\u7684\u53ef\u80fd\u4e0d\u4ec5\u662f\u6210\u672c\u7ba1\u63a7\uff0c\u66f4\u662f\u4f7f\u7528AI\u7684\u201c\u6700\u4f73\u5b9e\u8df5\u201d\u6307\u5bfc\u3002\u5982\u679cIntrascope\u80fd\u5c06\u5176\u89c4\u5219\u5f15\u64ce\u4e0e\u6570\u636e\u6d1e\u5bdf\u7ed3\u5408\uff0c\u8fdb\u5316\u6210\u56e2\u961f\u7684\u201cAI\u7b56\u7565\u5927\u8111\u201d\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u201cAI\u7528\u91cf\u7ba1\u5bb6\u201d\uff0c\u5176\u62a4\u57ce\u6cb3\u5c06\u6df1\u523b\u5f97\u591a\u3002\u76ee\u524d\uff0c\u5b83\u662f\u4e00\u4e2a\u89e3\u51b3\u771f\u95ee\u9898\u7684\u4f18\u96c5\u65b9\u6848\uff0c\u4f46\u8981\u4ece\u201c\u6709\u7528\u201d\u5230\u201c\u4e0d\u53ef\u6216\u7f3a\u201d\uff0c\u8fd8\u9700\u5728\u667a\u80fd\u5206\u6790\u4e0e\u751f\u6001\u878d\u5408\u4e0a\u8bc1\u660e\u81ea\u5df1\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\">Intrascope.app<\/span>\n                <\/div>\n<div class=\"comment-content\">Intrascope is a shared AI workspace that helps teams stay organized, reduce costs, and keep all AI usage in one place. Admins set providers, limits, and rules, while the team works in a simple chat with shared context and reusable Manifests. No more scattered chats or separate API keys. AI becomes structured, predictable, and safe for the whole team.<\/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 \/>I\u2019m Vladimir, founder of <strong>Intrascope.app<\/strong>.<\/p>\n<p>We built <a href=\"https:\/\/intrascope.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Intrascope<\/a> to solve a problem inside our own team: too many AI tools, too many API keys, and no shared context across projects.<\/p>\n<p><strong>Intrascope<\/strong> gives teams one shared workspace where admins control providers and limits, and everyone works with AI in a simple chat with reusable Manifests and shared context.<\/p>\n<p>There\u2019s a free trial available, so anyone can explore it without commitment.<\/p>\n<p>I\u2019ll be here all day to answer questions, explain use cases, or hear your feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>7<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I had the chance to work on Intrascope as a developer, and it was both a challenge and a pleasure from day one.<\/p>\n<p>It was really a different experience knowing that I\u2019m building something our own team will use daily \u2014 it adds a whole new layer of responsibility and motivation.<\/p>\n<p>Seeing how naturally it became part of our internal workflow is the best confirmation that we built something truly useful. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I had the pleasure of working on Intrascope as the UI\/UX designer, and it was an incredibly enjoyable project from start to finish. We\u2019re already using Intrascope internally within our team, and it has become a natural part of our workflow, which is always the best proof of a product\u2019s value. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nina_jovanovic1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nina_jovanovic1<\/a>&nbsp;Thank you, Nina \ud83d\udc9c<br \/>Having you as our UI\/UX designer made a huge difference, not just visually, but in how intuitive and natural the product feels to use every day.<\/p>\n<p>The fact that we\u2019re already using Intrascope internally as part of our real workflow is exactly the kind of validation we hoped for when building it. \ud83d\udd25 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One thing we noticed while building <strong>Intrascope<\/strong> is that most teams don\u2019t actually need the strongest model for most tasks.<\/p>\n<p>Curious how others here decide when to use premium models vs cheaper ones?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/PYZKAWS6AQMHQP\" class=\"app-title\">PingPrompt<\/a><\/p>\n<div class=\"one-liner\">Organize prompts, track changes, and iterate faster.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">109<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PingPrompt\u662f\u4e00\u6b3eAI\u63d0\u793a\u8bcd\u5de5\u4f5c\u7a7a\u95f4\uff0c\u4e3a\u9700\u8981\u9891\u7e41\u4f18\u5316\u548c\u590d\u7528\u63d0\u793a\u8bcd\u7684\u8425\u9500\u4eba\u5458\u3001\u521b\u4f5c\u8005\u53ca\u65e0\u4ee3\u7801\u5f00\u53d1\u8005\uff0c\u89e3\u51b3\u4e86\u63d0\u793a\u8bcd\u7ba1\u7406\u5206\u6563\u3001\u7248\u672c\u6df7\u4e71\u3001\u8fed\u4ee3\u4f4e\u6548\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\/d2e62961-d41e-4b92-9c1c-176404ce6fc5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/32ccfbff-1ff7-43d4-9ef0-aee56d47cbd8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9bbe5a7c-6fec-454b-b551-f16368cde5e0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f0d3f51-e36a-4ed0-ac8d-22f44f10b7fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de669e2a-9700-4824-a536-9ced85485e8d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e7301d91-176a-4ddf-b20a-3c250f9a9c77.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\/5986eb1f-9e39-4535-91da-ba6c988f7719.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/0g0MoBZiSDw\"><source src=\"https:\/\/youtu.be\/0g0MoBZiSDw\" 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\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u63d0\u793a\u8bcd\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">AI\u5de5\u4f5c\u6d41<\/span><br \/>\n            <span class=\"tag\">\u7248\u672c\u63a7\u5236<\/span><br \/>\n            <span class=\"tag\">\u63d0\u793a\u8bcd\u5de5\u7a0b<\/span><br \/>\n            <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u65e0\u4ee3\u7801\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">AI\u8f85\u52a9\u7f16\u8f91<\/span><br \/>\n            <span class=\"tag\">\u591a\u6a21\u578b\u6d4b\u8bd5<\/span><br \/>\n            <span class=\"tag\">Prompt Ops<\/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\u63d0\u793a\u8bcd\u7ba1\u7406\u6df7\u4e71\u7684\u75db\u70b9\u3002\u521b\u59cb\u4eba\u9610\u8ff0\u4e86\u4ea7\u54c1\u6e90\u4e8e\u81ea\u8eab\u9700\u6c42\uff0c\u5b9a\u4f4d\u4e3a\u201c\u63d0\u793a\u8bcd\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u8fed\u4ee3\u5de5\u4f5c\u7a7a\u95f4\u3002\u6709\u6548\u8bc4\u8bba\u805a\u7126\u4e8e\uff1a1\uff09\u4e0e\u4e00\u6b21\u6027\u5bf9\u8bdd\u7684\u5dee\u5f02\uff0c\u660e\u786e\u5176\u9002\u7528\u4e8e\u53ef\u590d\u7528\u3001\u9700\u4f18\u5316\u7684\u751f\u4ea7\u7ea7\u63d0\u793a\u8bcd\u573a\u666f\uff1b2\uff09\u80af\u5b9a\u5176\u7c7bGit\u7684\u7248\u672c\u8ffd\u8e2a\u548c\u7cbe\u51c6\u7f16\u8f91\u529f\u80fd\u5bf9\u53ef\u9760\u6027\u7684\u4ef7\u503c\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                PingPrompt\u5e76\u975e\u53c8\u4e00\u4e2a\u7b80\u5355\u7684\u63d0\u793a\u8bcd\u6536\u85cf\u5939\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u7684\u201cDevOps\u201d\u7406\u5ff5\u5f15\u5165\u4e86\u63d0\u793a\u8bcd\u5de5\u4f5c\u6d41\uff0c\u8bd5\u56fe\u5b9a\u4e49\u201cPrompt Ops\u201d\u8fd9\u4e00\u65b0\u5174\u8303\u7574\u3002\u5b83\u7784\u51c6\u4e86\u4e00\u4e2a\u5173\u952e\u7684\u65ad\u5c42\uff1a\u4e00\u8fb9\u662f\u8f7b\u91cf\u7684\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\uff0c\u53e6\u4e00\u8fb9\u662f\u7b28\u91cd\u7684AI\u5e94\u7528\u5f00\u53d1\u5e73\u53f0\u3002\u5b83\u7684\u6838\u5fc3\u7528\u6237\u4e0d\u662f\u65e5\u5e38\u95f2\u804a\u8005\uff0c\u800c\u662f\u90a3\u4e9b\u5c06\u63d0\u793a\u8bcd\u4f5c\u4e3a\u751f\u4ea7\u201c\u8d44\u4ea7\u201d\u548c\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u4ece\u4e1a\u8005\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u806a\u660e\u5730\u6574\u5408\u4e86\u7248\u672c\u63a7\u5236\u3001\u5dee\u5f02\u6bd4\u5bf9\u548c\u7cbe\u51c6\u7684AI\u8f85\u52a9\u7f16\u8f91\uff0c\u8fd9\u76f4\u63a5\u56de\u5e94\u4e86\u63d0\u793a\u8bcd\u5de5\u7a0b\u4e2d\u201c\u7275\u4e00\u53d1\u800c\u52a8\u5168\u8eab\u201d\u7684\u5fae\u5999\u7279\u6027\u3002\u5176\u5185\u7f6e\u7684\u591a\u6a21\u578b\u6d4b\u8bd5\u573a\uff0c\u5219\u5c06\u8fed\u4ee3\u4ece\u7384\u5b66\u731c\u6d4b\u8f6c\u5411\u53ef\u9a8c\u8bc1\u7684\u8bd5\u9a8c\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u63d0\u5347\u63d0\u793a\u8bcd\u5de5\u4f5c\u7684\u53ef\u89c2\u6d4b\u6027\u548c\u53ef\u7ef4\u62a4\u6027\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5e02\u573a\u6559\u80b2\u6210\u672c\u9ad8\uff1a\u9700\u8981\u8ba9\u7528\u6237\u610f\u8bc6\u5230\u7ba1\u7406\u63d0\u793a\u8bcd\u4e0e\u7ba1\u7406\u4ee3\u7801\u540c\u7b49\u91cd\u8981\u3002\u5176\u6b21\uff0c\u573a\u666f\u8fb9\u754c\u9700\u6301\u7eed\u5398\u6e05\uff1a\u5982\u8bc4\u8bba\u4e2d\u6240\u8fa9\uff0c\u5b83\u670d\u52a1\u4e8e\u201c\u7cfb\u7edf\u6307\u4ee4\u201d\u7684\u4f18\u5316\uff0c\u800c\u975e\u5bf9\u8bdd\u6d41\u672c\u8eab\uff0c\u5982\u4f55\u8ba9\u7528\u6237\u6e05\u6670\u7406\u89e3\u8fd9\u4e00\u533a\u5206\u81f3\u5173\u91cd\u8981\u3002\u6700\u540e\uff0c\u968f\u7740\u5404\u5927AI\u5e73\u53f0\u7eb7\u7eb7\u589e\u5f3a\u81ea\u6709\u63d0\u793a\u8bcd\u7ba1\u7406\u529f\u80fd\uff0c\u4f5c\u4e3a\u4e00\u4e2a\u72ec\u7acb\u4e2d\u95f4\u5c42\u5de5\u5177\uff0c\u5fc5\u987b\u5feb\u901f\u6784\u5efa\u8d77\u66f4\u6df1\u7684\u5de5\u4f5c\u6d41\u96c6\u6210\u58c1\u5792\uff08\u5982\u9884\u544a\u7684API\uff09\uff0c\u5426\u5219\u6613\u88ab\u8fb9\u7f18\u5316\u3002\u5b83\u7684\u672a\u6765\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u63d0\u793a\u8bcd\u9a71\u52a8\u578b\u751f\u4ea7\u7684\u64cd\u4f5c\u7cfb\u7edf\u67a2\u7ebd\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">PingPrompt<\/span>\n                <\/div>\n<div class=\"comment-content\">Most people still manage important prompts in chat history, docs, and text files. PingPrompt keeps everything in one place, tracks every change, and helps you iterate without losing what already works. Refine prompts faster with a built-in copilot, compare versions with visual diffs, and test improvements with confidence. Built for agencies, creators, no-code\/low-code builders, and marketers who depend on prompts every day.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, Hunters \ud83d\udc4b<\/p>\n<p>I\u2019m Gabriel, the founder of PingPrompt.<\/p>\n<p>PingPrompt exists because prompts became critical to my work, but the way I was managing them didn\u2019t scale.<\/p>\n<p>They were scattered across ChatGPT history, Notion docs, Slack messages, and text files. Small changes happened constantly, but there was no clear history, no safe way to test improvements, and no real confidence in what was actually working. When I needed to improve something, I\u2019d ask an AI to adjust the prompt. It would often rewrite the entire prompt, hallucinate, or alter the logic, even when I only needed a small tweak.<\/p>\n<p>Since I was already using agentic IDEs for development, I tried to bring that workflow to prompts. I set up GitHub repos, used copilots for edits, and relied on diffs to track changes. But they were too complex for working with prompts, where adjustments are frequent, and the friction was too high for non-developers.<\/p>\n<p>I then looked for dedicated prompt tools, but most focused on just storage, generation, or observability. None of them supported the full prompt lifecycle: editing, versioning, testing, and long-term maintenance.<\/p>\n<p>So I built PingPrompt as the workspace I needed.<\/p>\n<p>It combines fast, text-level editing, full version history with visual diffs, an inline copilot for precise edits, and a multi-LLM playground, all in one place. <\/p>\n<p>You can track every change, compare versions side by side, connect your own API Keys and test prompt versions, parameters, and different AI models simultaneously, without breaking what already works.<\/p>\n<p>This is the first version of PingPrompt. There\u2019s still a lot to evolve, and I\u2019m actively working on improving the app and releasing new features like team collaboration and APIs that integrate directly into real production workflows and applications.<\/p>\n<p>I\u2019m confident this tool helps people work with prompts in a more reliable and confident way.<\/p>\n<p>Happy to answer questions and hear feedback.<\/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\/@gabrielnsmnto\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabrielnsmnto<\/a>&nbsp;This is a game-changer for &#8220;Prompt Ops,&#8221; Gabriel! Huge congrats on the launch! Upvoted! <br \/>In prompt engineering, even a single word change can drastically alter the output, so having a &#8220;Git-like&#8221; audit trail is essential for reliability. I also love that you\u2019re focusing on precise edits via the inline copilot\u2014standard LLMs are notorious for &#8220;over-fixing&#8221; a prompt and losing the subtle logic you spent hours perfecting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@gabrielnsmnto\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabrielnsmnto<\/a>&nbsp;So useful for prompts!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I&#8217;ve found when coding , that short prompts and then iterating is the best way&#8230; mostly because if i write a long perfected prompt&#8230; it neeeeeever becomes as my vision anyways. is it me that is bad at prompting or how do you think about that? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@markus_kask\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markus_kask<\/a>&nbsp;You&#8217;re absolutely right. For coding, short prompts + fast iteration is definitely the best approach.<\/p>\n<p>But here&#8217;s the thing: those coding agents themselves have system instructions that define how they work. Those instructions are what need to be constantly updated and optimized, which is different from the prompts users iterate on to get results.<\/p>\n<p>That&#8217;s exactly where PingPrompt fits: when managing automations, assistants, or recurring tasks. Even though the interaction with outputs stays iterative, the system instructions need to be consistent, optimized, and reusable. <\/p>\n<p>Does that match how you&#8217;re thinking about it, or do you see it differently?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Okay, gotta say. This is really cool. Because I do save prompts in chats, whatsapp or docs which is quite tiresome. Congrats on the launch. <a href=\"https:\/\/www.producthunt.com\/@gabrielnsmnto\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gabrielnsmnto\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabrielnsmnto<\/a> Can&#8217;t wait to try this out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rashiaroraofficial\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rashiaroraofficial<\/a>&nbsp;Totally get that, it\u2019s exactly the pain that pushed me to build this. You can try it free for 14 days and see if it fits your workflow. Hope you enjoy 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>Congrats on the launch, Gabriel! What makes PingPrompt different from the many other prompt tools (free, open source, and paid)?<\/p>\n<\/p>\n<p>I&#8217;m curious who the audience would be for this? What&#8217;s the use case? I ask because I use AI every day in my work (marketing) and for hobbies (vibe coding) and I haven&#8217;t really found the need to save my prompts. My chats tend to be conversations with refinements over time rather than repeatable work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks, <a href=\"https:\/\/www.producthunt.com\/@peterclaridge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterclaridge<\/a>. That\u2019s a totally fair question.<\/p>\n<p>I\u2019m very similar to you in how I use AI day to day. For exploratory work, refinements, or one-off conversations, I don\u2019t save prompts either (there\u2019s no real value there).<\/p>\n<p>Where PingPrompt starts to matter is when prompts stop being casual and start becoming infrastructure.<\/p>\n<p>As soon as you\u2019re building specialized assistants, custom GPTs, chatbots, automations, or reusable workflows, the prompt itself becomes an asset. You need to improve it over time.<\/p>\n<p>That\u2019s exactly how I ended up building PingPrompt. Personally, I built my entire copywriting library inside it. One single hub where I keep specialized copy assistants for different tasks: landing pages, hooks, ads, emails, etc. Each one evolving over time.<\/p>\n<p>What makes PingPrompt different from most prompt tools is that it\u2019s not just storage. It\u2019s a fast iteration workspace. Most tools go to extremes: either they\u2019re simple prompt libraries, or they\u2019re heavy observability\/testing platforms. PingPrompt sits in the middle and integrates writing, testing, versioning, and comparison in one simple workflow.<\/p>\n<p>So the audience is people who need to optimize prompts frequently and reuse them across projects and automations like marketing and AI agencies, no-code builders, freelancers, content creators with defined processes. Especially people who already use AI operationally, not just conversationally.<\/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\">#11<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/F4DD36IDTHGCZY\" class=\"app-title\">Biker 2.0: Bicycle track &#038; maintain<\/a><\/p>\n<div class=\"one-liner\">Bike AI garage: track and maintain bicycle parts<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u81ea\u884c\u8f66\u8f66\u5e93\u6570\u5b57\u5316\u7684\u667a\u80fd\u7ef4\u62a4\u5e94\u7528\uff0c\u901a\u8fc7\u7ec4\u4ef6\u8bc6\u522b\u3001\u5386\u53f2\u8ffd\u8e2a\u548c\u4fdd\u517b\u63d0\u9192\uff0c\u89e3\u51b3\u4e86\u9a91\u884c\u7231\u597d\u8005\u96be\u4ee5\u7cfb\u7edf\u5316\u7ba1\u7406\u591a\u8f86\u81ea\u884c\u8f66\u53ca\u5176\u96f6\u4ef6\u66f4\u6362\u3001\u4fdd\u517b\u5468\u671f\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\/62a24e3e-3e1c-428e-ae82-6c51eacbc15c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eedf06d3-6a70-4b1c-b762-d4aa68acefb8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bed44dda-5027-4f41-9172-82a002cdbac6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/802e3198-6f2e-4037-8060-f938a43c5eb6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Android<\/span><br \/>\n            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Tech<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u81ea\u884c\u8f66\u7ef4\u62a4<\/span><br \/>\n            <span class=\"tag\">\u6570\u5b57\u8f66\u5e93<\/span><br \/>\n            <span class=\"tag\">\u9a91\u884c\u751f\u6d3b<\/span><br \/>\n            <span class=\"tag\">\u96f6\u4ef6\u8ffd\u8e2a<\/span><br \/>\n            <span class=\"tag\">\u4fdd\u517b\u63d0\u9192<\/span><br \/>\n            <span class=\"tag\">\u670d\u52a1\u5386\u53f2<\/span><br \/>\n            <span class=\"tag\">AI\u8f85\u52a9<\/span><br \/>\n            <span class=\"tag\">\u5de5\u5177\u7c7b\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u751f\u6d3b\u65b9\u5f0f<\/span><br \/>\n            <span class=\"tag\">\u8fd0\u52a8\u79d1\u6280<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u4eb2\u81ea\u8bc4\u8bba\uff0c\u5766\u8bda\u4ea7\u54c1\u4ece\u201cAI\u5065\u5eb7\u5206\u6790\u201d\u5411\u201c\u8f66\u5e93\u4f18\u5148\u201d\u7ef4\u62a4\u5de5\u5177\u7684\u6218\u7565\u8f6c\u578b\uff0c\u6838\u5fc3\u53cd\u9988\u662f\u65e9\u671f\u7248\u672c\u89e3\u51b3\u4e86\u9519\u8bef\u7684\u95ee\u9898\u5c42\uff0c\u73b0\u7248\u672c\u65e8\u5728\u52a1\u5b9e\u5e2e\u52a9\u9a91\u624b\u8bb0\u5f55\u4e0e\u7ba1\u7406\uff0c\u5e76\u4e3b\u52a8\u5bfb\u6c42\u771f\u5b9e\u53cd\u9988\u3002\u53e6\u4e00\u6761\u7528\u6237\u8bc4\u8bba\u6697\u793a\u4ea7\u54c1\u53ef\u80fd\u9762\u5411\u9ad8\u6295\u5165\u7684\u9a91\u884c\u7231\u597d\u8005\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                Biker 2.0\u7684\u8fed\u4ee3\uff0c\u662f\u4e00\u6b21\u4ece\u201cAI\u5e7b\u60f3\u201d\u56de\u5f52\u201c\u5de5\u5177\u672c\u8d28\u201d\u7684\u6e05\u9192\u81ea\u6551\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u70ab\u6280\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u3001\u9ad8\u4ef7\u503c\u7528\u6237\u7684\u521a\u6027\u9700\u6c42\uff1a\u7cfb\u7edf\u6027\u8d44\u4ea7\u7ba1\u7406\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u65e9\u671f\u7248\u672c\u8bd5\u56fe\u7528AI\u89c6\u89c9\u8bca\u65ad\u81ea\u884c\u8f66\u5065\u5eb7\uff0c\u8fd9\u72af\u4e86\u4e24\u4e2a\u5178\u578b\u9519\u8bef\uff1a\u4e00\u662f\u6280\u672f\u8fb9\u754c\u6a21\u7cca\uff0c\u65e0\u6cd5\u63d0\u4f9b\u53ef\u9760\u7ed3\u8bba\uff0c\u635f\u5bb3\u4fe1\u4efb\uff1b\u4e8c\u662f\u8d8a\u4fce\u4ee3\u5e96\uff0c\u4f01\u56fe\u66ff\u4ee3\u4e13\u4e1a\u6280\u5e08\u7684\u5224\u65ad\u3002\u65b0\u7248\u679c\u65ad\u780d\u6389\u534e\u800c\u4e0d\u5b9e\u7684\u201c\u5065\u5eb7\u5206\u201d\uff0c\u805a\u7126\u4e8e\u201c\u8f66\u5e93\u201d\u8fd9\u4e00\u6838\u5fc3\u9690\u55bb\uff0c\u5c06\u6bcf\u8f86\u81ea\u884c\u8f66\u53ca\u5176\u7ec4\u4ef6\u8f6c\u5316\u4e3a\u53ef\u8ffd\u6eaf\u3001\u6709\u5386\u53f2\u7684\u6570\u5b57\u8d44\u4ea7\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e3a\u9a91\u884c\u7231\u597d\u8005\uff08\u5c24\u5176\u662f\u62e5\u6709\u591a\u8f86\u6602\u8d35\u81ea\u884c\u8f66\u7684\u9ad8\u51c0\u503c\u7528\u6237\uff09\u6784\u5efa\u4e86\u4e00\u4e2a\u4e13\u5c5e\u7684\u201c\u8bbe\u5907\u751f\u547d\u5468\u671f\u7ba1\u7406\u201d\u7cfb\u7edf\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176AI\u89d2\u8272\u4ece\u201c\u5148\u77e5\u201d\u964d\u7ef4\u4e3a\u201c\u52a9\u624b\u201d\uff0c\u7528\u4e8e\u7ec4\u4ef6\u8bc6\u522b\u548c\u4fdd\u517b\u903b\u8f91\u63a8\u8350\uff0c\u53d8\u5f97\u5408\u7406\u4e14\u53ef\u6301\u7eed\u3002\u4ea7\u54c1\u903b\u8f91\u7684\u95ed\u73af\u5728\u4e8e\uff1a\u7cbe\u51c6\u7684\u8bb0\u5f55\u751f\u6210\u53ef\u9884\u6d4b\u7684\u4fdd\u517b\u8ba1\u5212\uff0c\u800c\u201c\u8fde\u63a5\u9644\u8fd1\u8f66\u5e97\u201d\u7684\u529f\u80fd\u5219\u8bd5\u56fe\u6253\u901a\u4ece\u63d0\u9192\u5230\u670d\u52a1\u7684\u6700\u540e\u4e00\u516c\u91cc\uff0c\u6784\u5efa\u6f5c\u5728\u7684\u5546\u4e1a\u751f\u6001\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u6311\u6218\u4f9d\u7136\u660e\u663e\u3002\u6570\u636e\u7684\u521d\u59cb\u5f55\u5165\u662f\u95e8\u69db\uff0c\u9700\u8981\u7528\u6237\u5177\u5907\u4e00\u5b9a\u7684\u96f6\u4ef6\u77e5\u8bc6\u6216\u4f9d\u8d56AI\u8bc6\u522b\u51c6\u786e\u6027\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u968f\u7528\u6237\u81ea\u884c\u8f66\u6570\u91cf\u4e0e\u4ef7\u503c\u63d0\u5347\uff0c\u4f46\u5982\u4f55\u7834\u5708\u5438\u5f15\u666e\u901a\u901a\u52e4\u9a91\u884c\u8005\uff1f\u6b64\u5916\uff0c\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u9700\u8981\u957f\u671f\u575a\u6301\u4f7f\u7528\u7684\u201c\u65e5\u5fd7\u5de5\u5177\u201d\uff0c\u5bf9\u6297\u7528\u6237\u60f0\u6027\u5c06\u662f\u6301\u4e45\u6218\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b21\u6210\u529f\u7684\u6218\u7565\u6536\u7f29\uff0c\u4ece\u89e3\u51b3\u4e00\u4e2a\u4e0d\u6210\u719f\u7684\u201c\u9ad8\u79d1\u6280\u95ee\u9898\u201d\uff0c\u56de\u5f52\u5230\u4e00\u4e2a\u88ab\u9a8c\u8bc1\u7684\u201c\u9ad8\u4ef7\u503c\u7ba1\u7406\u95ee\u9898\u201d\uff0c\u8def\u5f84\u66f4\u6e05\u6670\uff0c\u4f46\u6267\u884c\u548c\u589e\u957f\u7684\u538b\u529b\u4e5f\u968f\u4e4b\u4ece\u6280\u672f\u5c42\u8f6c\u79fb\u5230\u4e86\u8fd0\u8425\u4e0e\u7528\u6237\u4e60\u60ef\u57f9\u517b\u5c42\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Biker 2.0: Bicycle track &#038; maintain<\/span>\n                <\/div>\n<div class=\"comment-content\">Biker is a smart bike maintenance app that helps you keep track of your bikes and their components in one place. It turns your garage into a clear, organized system, helps you stay on top of maintenance, and connects you with nearby bike shops when it\u2019s time for service. This version does three important things: &#8211; It removes \u201chealth analysis\u201d promises you can\u2019t fully prove &#8211; It emphasizes tracking, history, and clarity &#8211; It positions AI as a helper, not a magic oracle<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I\u2019m Mihai, founder of Biker.<\/p>\n<p>Biker started with an ambitious idea: using AI to assess bike health from visual inputs. After launching early versions, digging into usage data, and getting very direct feedback from cyclists (especially on Reddit), it became clear that we were solving the wrong layer of the problem.<\/p>\n<p>So we rebuilt.<\/p>\n<p>Biker is now a garage-first bike maintenance app. It helps riders identify components, track service history and usage, and stay on top of maintenance without guesswork or inflated \u201chealth scores.\u201d<\/p>\n<p>The goal isn\u2019t to replace bike mechanics or pretend AI knows everything &#8211; it\u2019s to help riders remember what they ride, what\u2019s been serviced, and when action is actually needed.<\/p>\n<p>We\u2019d love honest feedback. What\u2019s useful, what\u2019s missing, and what you\u2019d never use &#8211; all of it helps.<\/p>\n<p>Thanks for checking it out \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>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 am gonna send this to my friend who is able to spend a fortune for biking \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/K4BTISSYOYB4U2\" class=\"app-title\">Alias Bot<\/a><\/p>\n<div class=\"one-liner\">Replace repeated @mentions in Slack with channel aliases<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">98<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Alias Bot \u662f\u4e00\u6b3e Slack \u6548\u7387\u5de5\u5177\uff0c\u5b83\u901a\u8fc7\u521b\u5efa\u9891\u9053\u7279\u5b9a\u7684\u63d0\u53ca\u522b\u540d\uff08\u5982 !reviewers\uff09\uff0c\u5728\u9700\u8981\u9891\u7e41\u3001\u51c6\u786e\u901a\u77e5\u591a\u4eba\uff08\u5982\u8f6e\u503c\u56e2\u961f\u3001\u8bc4\u5ba1\u5c0f\u7ec4\uff09\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u624b\u52a8\u8f93\u5165\u5197\u957f@\u63d0\u53ca\u94fe\u6613\u51fa\u9519\u3001\u6613\u9057\u6f0f\u4e14\u7ba1\u7406\u6df7\u4e71\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\/aa202f82-7b8a-45c5-b6d4-cbe819d4727d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/401f220b-bc5a-4290-9255-9fe390c5e2db.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            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class=\"tag\">\u6d88\u606f\u63d0\u53ca\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u9891\u9053\u522b\u540d<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n            <span class=\"tag\">\u4e34\u65f6\u56e2\u961f\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u6c9f\u901a\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\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u4e86Slack\u4e2d\u91cd\u590d@\u63d0\u53ca\u7684\u6df7\u4e71\u95ee\u9898\uff0c\u5c24\u5176\u8d5e\u8d4f\u5176\u5bf9\u8f6e\u503c\u56e2\u961f\u7b49\u573a\u666f\u7684\u5b9e\u7528\u6027\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u662f\u5426\u652f\u6301\u8de8\u5de5\u4f5c\u533a\u4f7f\u7528\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u522b\u540d\u662f\u9891\u9053\u7279\u5b9a\u7684\uff0c\u5e76\u5bfb\u6c42\u8fdb\u4e00\u6b65\u6f84\u6e05\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                Alias Bot 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\u4ea7\u54c1\u5c06\u201c\u63d0\u53ca\u201d\u4ece\u4e00\u4e2a\u901a\u8baf\u52a8\u4f5c\uff0c\u5347\u7ea7\u4e3a\u4e00\u4e2a\u53ef\u5b9a\u4e49\u3001\u53ef\u590d\u7528\u7684\u56e2\u961f\u534f\u4f5c\u534f\u8bae\u3002!oncall \u4e0d\u518d\u662f\u4e00\u4e32\u540d\u5b57\uff0c\u800c\u662f\u4e00\u4e2a\u627f\u8f7d\u4e86\u5f53\u524d\u804c\u8d23\u4e0e\u54cd\u5e94\u671f\u671b\u7684\u7b26\u53f7\u3002\u8fd9\u964d\u4f4e\u4e86\u6c9f\u901a\u7684\u8ba4\u77e5\u8d1f\u8377\u548c\u64cd\u4f5c\u9519\u8bef\uff0c\u5c06\u6210\u5458\u4ece\u8bb0\u5fc6\u548c\u624b\u52a8\u8f93\u5165\u4e2d\u89e3\u653e\u51fa\u6765\u3002\u7136\u800c\uff0c\u5176\u201c\u9891\u9053\u7279\u5b9a\u201d\u7684\u8bbe\u8ba1\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u5728\u8d4b\u4e88\u9891\u9053\u81ea\u6cbb\u6743\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u5bfc\u81f4\u522b\u540d\u5b9a\u4e49\u7684\u788e\u7247\u5316\uff0c\u5982\u679c\u540c\u4e00\u4e2a\u903b\u8f91\u5c0f\u7ec4\uff08\u5982\u201c\u540e\u7aef\u8bc4\u5ba1\u201d\uff09\u8de8\u591a\u4e2a\u9891\u9053\u5b58\u5728\uff0c\u5219\u9700\u8981\u91cd\u590d\u8bbe\u7f6e\u3002\u8fd9\u5f15\u51fa\u4e86\u4e00\u4e2a\u66f4\u6df1\u5c42\u7684\u95ee\u9898\uff1a\u5b83\u4f18\u5316\u4e86\u63d0\u53ca\u7684\u201c\u8868\u8fbe\u201d\uff0c\u4f46\u5e76\u672a\u4ece\u6839\u672c\u4e0a\u89e3\u51b3\u56e2\u961f\u6210\u5458\u8eab\u4efd\u4e0e\u804c\u8d23\u5728\u6570\u5b57\u7a7a\u95f4\u4e2d\u5982\u4f55\u88ab\u7cfb\u7edf\u5316\u5b9a\u4e49\u548c\u540c\u6b65\u7684\u96be\u9898\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u5e02\u573a\u770b\uff0c\u5b83\u806a\u660e\u5730\u4f9d\u9644\u4e8eSlack\u751f\u6001\uff0c\u89e3\u51b3\u4e86\u4e00\u4e2a\u660e\u786e\u3001\u9ad8\u9891\u7684\u75d2\u70b9\uff0c\u521d\u671f\u63a5\u53d7\u5ea6\u4f1a\u4e0d\u9519\u3002\u4f46\u957f\u671f\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\uff1a\u529f\u80fd\u76f8\u5bf9\u5355\u4e00\uff0c\u6613\u88abSlack\u5b98\u65b9\u529f\u80fd\u6216\u66f4\u5927\u5e73\u53f0\u7684\u96c6\u6210\u65b9\u6848\u8986\u76d6\u3002\u5176\u62a4\u57ce\u6cb3\u5728\u4e8e\u6781\u81f4\u7684\u7528\u6237\u4f53\u9a8c\u548c\u5bf9\u7ec6\u5206\u573a\u666f\u7684\u6df1\u5ea6\u7406\u89e3\u3002\u82e5\u60f3\u7a81\u56f4\uff0c\u672a\u6765\u6216\u9700\u601d\u8003\u5982\u4f55\u4ece\u201c\u522b\u540d\u7ba1\u7406\u201d\u8d70\u5411\u66f4\u667a\u80fd\u7684\u201c\u56e2\u961f\u4e0a\u4e0b\u6587\u4e0e\u804c\u8d23\u56fe\u8c31\u201d\u6784\u5efa\uff0c\u5c06\u4e34\u65f6\u56e2\u961f\u7684\u7ec4\u5efa\u3001\u901a\u77e5\u4e0e\u4efb\u52a1\u6d41\u8f6c\u66f4\u6df1\u5ea6\u5730\u7ed1\u5b9a\u3002\u76ee\u524d\uff0c\u5b83\u662f\u4e00\u4e2a\u7cbe\u608d\u7684\u201c\u521b\u53ef\u8d34\u201d\u5f0f\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u4f24\u53e3\u6df1\u5904\uff0c\u662f\u5173\u4e8e\u52a8\u6001\u7ec4\u7ec7\u67b6\u6784\u5982\u4f55\u4e0e\u9759\u6001\u901a\u8baf\u5de5\u5177\u9002\u914d\u7684\u66f4\u5927\u547d\u9898\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Alias Bot<\/span>\n                <\/div>\n<div class=\"comment-content\">Teams often end up typing long @Alice @Bob @Charlie mentions cluttering the channel. Sometimes, some people get missed or the wrong person gets tagged. This gets worse with rotating or short-lived teams (on-call, releases, incidents). Alias Bot lets you define channel-scoped aliases (e.g. !reviewers, !oncall) so mentions expand to the right people for that channel, without needing to manage org-wide user groups.<\/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>We built Alias Bot because we kept seeing the same thing in Slack:<\/p>\n<p>&#8211; Long @mention chains cluttering channels<br \/>\n&#8211; Someone always getting missed (or tagged by mistake)<br \/>\n&#8211; Temporary teams (on-call, releases, incidents) not fitting cleanly into Slack user groups<\/p>\n<p>Alias Bot lets you create channel-specific mention aliases in seconds:<br \/>\n!reviewers: @alice @bob @charlie<\/p>\n<p>After that, anyone in the channel can just type !reviewers and the right people get mentioned, scoped to that channel.<\/p>\n<p>No org-wide groups. No admin setup. Works great for rotating or short-lived teams.<\/p>\n<p>We\u2019re launching today to get early feedback. Would love to hear:<\/p>\n<p>&#8211; Where do @mention chains get painful for you?<br \/>\n&#8211; What would make this more useful in your Slack setup?<\/p>\n<p>Happy to answer questions or jump into specifics \ud83d\ude4c<\/p>\n<p>\u2014 Sanket<\/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>Slack threads get messy fast with repeated @mentions, especially for rotating teams. Channel-scoped aliases like !on call or !reviewers feel like a simple but huge time-saver and way less error phone.<\/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>does it work between different workspaces? I need it desperately \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a>&nbsp;Aliases are channel-specific. So you can set up !reviewers as an alias in multiple channels and they can refer to different people.<\/p>\n<\/p>\n<p>Could you elaborate what you mean by working between different workspaces? Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/AMDTQQ3PGGKEWB\" class=\"app-title\">NexTalk<\/a><\/p>\n<div class=\"one-liner\">The missing voice input for Linux. Beautiful Private Offline<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">96<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>NexTalk\u662f\u4e00\u6b3e\u4e13\u4e3aLinux\u6253\u9020\u7684\u73b0\u4ee3\u5316\u79bb\u7ebf\u8bed\u97f3\u8f93\u5165\u5de5\u5177\uff0c\u4ee5\u6781\u4f4e\u5ef6\u8fdf\u548c\u539f\u751f\u96c6\u6210\uff0c\u89e3\u51b3\u4e86Linux\u7528\u6237\u957f\u671f\u7f3a\u4e4f\u7f8e\u89c2\u3001\u9ad8\u6548\u3001\u9690\u79c1\u5b89\u5168\u7684\u4e00\u6d41\u4f53\u8bed\u97f3\u8f93\u5165\u4f53\u9a8c\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\/f79e3020-87f3-45f0-88a5-e82d06773ca0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1311d173-3f4e-4709-a836-e35f4edadb61.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bf644916-bbb2-4df5-8c35-93b7bdce201a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e3f91086-7979-4978-820d-c0512d70ff31.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ff20b46-3ad1-4882-b0ab-8f34645f8297.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/64a7be20-1925-4e0a-8204-275ef1cd1e82.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ae21d617-fbe8-48b0-bafc-ca290605926a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b187c6f-e590-458c-98f0-c9a8ad0de251.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\">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\">\u8bed\u97f3\u8f93\u5165\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">Linux\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u79bb\u7ebf\u8bed\u97f3\u8bc6\u522b<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">\u4f4e\u5ef6\u8fdf<\/span><br \/>\n            <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n            <span class=\"tag\">\u684c\u9762\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">Fcitx5\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">Sherpa-onnx<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u4e3b\u52a8\u4ecb\u7ecd\u4ea7\u54c1\u521d\u8877\u4e0e\u7279\u6027\uff0c\u83b7\u5f97\u793e\u533a\u79ef\u6781\u652f\u6301\u3002\u4e3b\u8981\u6709\u6548\u53cd\u9988\u6765\u81ea\u4e00\u6761\u63d0\u95ee\uff0c\u5173\u6ce8\u4ea7\u54c1\u5b9a\u4f4d\u662f\u5355\u7eaf\u7684\u542c\u5199\u66ff\u4ee3\u5de5\u5177\uff0c\u8fd8\u662f\u66f4\u5e7f\u6cdb\u7684Linux\u5de5\u4f5c\u6d41\u57fa\u7840\u3002\u76ee\u524d\u5c1a\u65e0\u5177\u4f53\u7684\u529f\u80fd\u5efa\u8bae\u6216\u95ee\u9898\u62a5\u544a\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                NexTalk\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9Linux\u684c\u9762\u751f\u6001\u957f\u671f\u201c\u4f53\u9a8c\u8d64\u5b57\u201d\u7684\u4e00\u6b21\u7cbe\u51c6\u72d9\u51fb\u3002\u5b83\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0e\u79d1\u6280\u5de8\u5934\u5728\u901a\u7528\u8bed\u97f3AI\u8d5b\u9053\u4e0a\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u6df1\u8015\u201cLinux\u539f\u751f\u201d\u3001\u201c100%\u79bb\u7ebf\u201d\u4e0e\u201c\u7f8e\u5b66\u8bbe\u8ba1\u201d\u8fd9\u4e00\u5dee\u5f02\u5316\u4e09\u89d2\u533a\u3002\u5176\u4ef7\u503c\u6838\u5fc3\u5e76\u975e\u6280\u672f\u4e0a\u7684\u98a0\u8986\uff08Sherpa-onnx\u4e3a\u73b0\u6709\u5f00\u6e90\u65b9\u6848\uff09\uff0c\u800c\u5728\u4e8e\u4ea7\u54c1\u5316\u6574\u5408\u4e0e\u7528\u6237\u4f53\u9a8c\u7684\u5f7b\u5e95\u91cd\u6784\u2014\u2014\u5c06\u4ee5\u5f80\u9700\u8981\u62fc\u51d1\u811a\u672c\u3001\u5fcd\u53d7\u7c97\u7cd9\u754c\u9762\u7684\u201c\u6781\u5ba2\u4e13\u5c5e\u201d\u80fd\u529b\uff0c\u5305\u88c5\u6210\u5f00\u7bb1\u5373\u7528\u3001\u611f\u5b98\u7cbe\u81f4\u7684\u751f\u4ea7\u529b\u7ec4\u4ef6\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u6f5c\u529b\u5747\u5728\u4e8e\u201c\u5b9a\u4f4d\u201d\u3002\u5f53\u524d\u5b83\u660e\u786e\u5bf9\u6807\u7cfb\u7edf\u7ea7\u8bed\u97f3\u542c\u5199\uff0c\u89e3\u51b3\u4e86\u201c\u6709\u65e0\u201d\u95ee\u9898\u3002\u4f46\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u662f\u542c\u5199\u66ff\u4ee3\u8fd8\u662f\u5de5\u4f5c\u6d41\u57fa\u7840\u201d\u7684\u63d0\u95ee\uff0c\u6070\u6070\u70b9\u660e\u4e86\u5176\u672a\u6765\u5929\u82b1\u677f\u3002\u82e5\u6b62\u6b65\u4e8e\u524d\u8005\uff0c\u5b83\u4ec5\u662f\u5f25\u8865\u4e86\u4e00\u4e2a\u529f\u80fd\u7f3a\u53e3\uff0c\u7528\u6237\u7c98\u6027\u548c\u4ef7\u503c\u7a7a\u95f4\u6709\u9650\u3002\u82e5\u80fd\u951a\u5b9a\u540e\u8005\uff0c\u6210\u4e3aLinux\u684c\u9762AI\u52a9\u624b\u7684\u5e95\u5c42\u8f93\u5165\u67a2\u7ebd\uff0c\u5411\u5f00\u53d1\u8005\u5f00\u653eAPI\uff0c\u4e0eEmacs\u3001Vim\u3001\u811a\u672c\u7b49\u6df1\u5ea6\u5de5\u4f5c\u6d41\u7ed3\u5408\uff0c\u5219\u53ef\u80fd\u4ece\u4e00\u4e2a\u4f18\u79c0\u5de5\u5177\u6f14\u53d8\u4e3a\u4e00\u4e2a\u751f\u6001\u8282\u70b9\u3002\u5176\u5f00\u6e90\u5c5e\u6027\u662f\u6784\u5efa\u6b64\u7c7b\u751f\u6001\u7684\u6700\u5927\u7b79\u7801\uff0c\u4f46\u5982\u4f55\u5f15\u5bfc\u793e\u533a\u5171\u5efa\uff0c\u5c06\u51b3\u5b9a\u8fd9\u4efd\u201c\u5199\u7ed9Linux\u793e\u533a\u7684\u60c5\u4e66\u201d\u6700\u7ec8\u662f\u4e00\u66f2\u77ed\u6682\u7684\u8d5e\u6b4c\uff0c\u8fd8\u662f\u4e00\u90e8\u4ea4\u54cd\u4e50\u7684\u5e8f\u7ae0\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\">NexTalk<\/span>\n                <\/div>\n<div class=\"comment-content\">A modern voice input tool built exclusively for Linux. Featuring a transparent &#8220;capsule&#8221; UI, 100% offline inference (Sherpa-onnx), and native Fcitx5 integration. Sub-20ms latency.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi PH community! \ud83d\udc4b I&#8217;m Decker, the maker of NexTalk.<\/p>\n<p>For a long time, as a Linux user, I felt a bit&#8230; forgotten. While my friends on macOS and Windows enjoyed sleek, integrated voice dictation, our options on Linux were mostly a collection of messy scripts, outdated UIs, or clunky clipboard simulators that broke half the time.<\/p>\n<p>I kept asking myself: &#8220;Is a beautiful, high-quality voice experience really a privilege exclusive to Mac and Windows?&#8221;<\/p>\n<p>I decided the answer was &#8220;No.&#8221; So I built NexTalk.<\/p>\n<p>My goal was simple: Create a voice input tool that feels like a natural extension of the Linux desktop\u2014Invisible but Powerful.<\/p>\n<p>What makes NexTalk different:<br \/>\n\ud83d\udd12 100% Offline &amp; Private: Your voice never leaves your machine. We use Sherpa-onnx for local inference because your privacy isn&#8217;t a trade-off for convenience.<br \/>\n\ud83c\udfa8 Aesthetics First: A minimalist, transparent capsule UI built with Flutter. No borders, no clutter\u2014just a breathing light that listens.<br \/>\n\u26a1 Lightning Fast: Sub-20ms latency. It feels like the words are flowing directly from your mind to the screen.<br \/>\n\ud83d\udc27 Linux-Native: No more hacks. We integrated directly with Fcitx5 via Unix Sockets, ensuring perfect compatibility with Wayland and your favorite apps.<\/p>\n<p>NexTalk is my love letter to the Linux community. It&#8217;s open-source and built for those who refuse to settle for &#8220;good enough.&#8221;<\/p>\n<p>I\u2019d love to hear your thoughts, bug reports, or feature ideas. Let&#8217;s make Linux productivity better, together! \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@decker502\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@decker502<\/a>&nbsp;Good products, happy to support this! Just curious, do you see this product mainly as a dictation replacement, or as a foundation for broader workflows on Linux?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/UF7672KKDRKC5W\" class=\"app-title\">ChatSEO<\/a><\/p>\n<div class=\"one-liner\">Find &#038; prioritize your SEO wins by chatting with your data.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">53<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u5bf9\u8bdd\u5f0fAI\u5206\u6790Google Search Console\u7b49\u6570\u636e\uff0c\u4e3a\u8425\u9500\u4eba\u5458\u548c\u521b\u59cb\u4eba\u63d0\u4f9b\u6e05\u6670\u3001\u53ef\u6267\u884cSEO\u4f18\u5316\u6b65\u9aa4\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u4f20\u7edfSEO\u5de5\u5177\u6570\u636e\u7e41\u6742\u3001\u884c\u52a8\u6307\u5bfc\u4e0d\u660e\u786e\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\/3a3e56ff-e3d5-4fed-ba4b-826a6a6bfe9b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42a60175-cb8c-4293-9bde-a0f4e420a7a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26771241-3b0c-4bbe-9a4e-a58dd2bcd0e8.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\/f6223700-edfb-4f2e-9c06-2059a67ff881.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ScyomvfImso\"><source src=\"https:\/\/youtu.be\/ScyomvfImso\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Marketing<\/span><br \/>\n            <span class=\"tag\">SEO<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">SEO\u4f18\u5316\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">AI\u9a71\u52a8<\/span><br \/>\n            <span class=\"tag\">\u5bf9\u8bdd\u5f0f\u754c\u9762<\/span><br \/>\n            <span class=\"tag\">Google Search Console\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u6d1e\u5bdf<\/span><br \/>\n            <span class=\"tag\">actionable insights<\/span><br \/>\n            <span class=\"tag\">\u521d\u521b\u4f01\u4e1a\u8425\u9500<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u7b56\u7565<\/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\u626c\u5176\u5c06\u590d\u6742\u6570\u636e\u8f6c\u5316\u4e3a\u660e\u786e\u884c\u52a8\u5efa\u8bae\u7684\u80fd\u529b\uff0c\u662f\u201c\u6e38\u620f\u89c4\u5219\u6539\u53d8\u8005\u201d\uff0c\u5c24\u5176\u6b23\u8d4f\u5176\u201c\u5feb\u901f\u89c1\u6548\u201d\u7684\u4f18\u5148\u7ea7\u63a8\u8350\u3002\u6709\u7528\u6237\u63d0\u5230\u5176\u8282\u7701\u4e86\u5927\u91cf\u65f6\u95f4\u548c\u6210\u672c\u3002\u552f\u4e00\u660e\u786e\u7684\u95ee\u9898\u662f\u8be2\u95ee\u5176\u4f18\u5148\u7ea7\u6392\u5e8f\u903b\u8f91\u7684\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                ChatSEO\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u73b0\u4ee3\u8425\u9500\u6548\u7387\u7126\u8651\u7684\u795e\u7ecf\u3002\u5b83\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u63d0\u4f9b\u4e86\u65b0\u7684\u6570\u636e\u6e90\uff0c\u800c\u5728\u4e8e\u626e\u6f14\u4e86\u4e00\u4e2a\u201c\u51b3\u7b56\u538b\u7f29\u5668\u201d\u7684\u89d2\u8272\u2014\u2014\u5c06\u4f20\u7edfSEO\u5de5\u4f5c\u6d41\u4e2d\u201c\u6570\u636e\u83b7\u53d6-\u5206\u6790-\u89e3\u8bfb-\u51b3\u7b56\u201d\u7684\u957f\u94fe\u6761\uff0c\u538b\u7f29\u4e3a\u4e00\u6b21\u7b80\u5355\u7684\u95ee\u7b54\u3002\u8fd9\u672c\u8d28\u4e0a\u4e0d\u662f\u6280\u672f\u9769\u547d\uff0c\u800c\u662f\u4ea4\u4e92\u9769\u547d\u548c\u8ba4\u77e5\u5378\u8f7d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u5ba3\u79f0\u7684\u201c\u57fa\u4e8e\u6cd5\u56fd\u9876\u5c16SEO\u4e13\u5bb6\u5de5\u4f5c\u6d41\u8bad\u7ec3\u201d\u662f\u5173\u952e\uff0c\u8fd9\u6697\u793a\u4ea7\u54c1\u8bd5\u56fe\u5c06\u7a00\u7f3a\u7684\u4e13\u5bb6\u7ecf\u9a8c\u4ea7\u54c1\u5316\u3001\u6c11\u4e3b\u5316\u3002\u5bf9\u4e8e\u9884\u7b97\u6709\u9650\u7684\u4e2d\u5c0f\u4f01\u4e1a\u4e3b\u548c\u75b2\u4e8e\u5e94\u5bf9\u591a\u4e2a\u5ba2\u6237\u6570\u636e\u7684\u81ea\u7531\u804c\u4e1a\u8005\u800c\u8a00\uff0c\u5b83\u51fa\u552e\u7684\u4e0d\u662f\u4fe1\u606f\uff0c\u800c\u662f\u7ecf\u8fc7\u7b5b\u9009\u7684\u201c\u6ce8\u610f\u529b\u201d\uff0c\u5373\u544a\u8bc9\u7528\u6237\u201c\u5ffd\u7565\u4ec0\u4e48\u201d\u4e0e\u201c\u5148\u505a\u4ec0\u4e48\u201d\u3002\u8fd9\u6b63\u662f\u5176\u201c80\/20\u63a8\u8350\u201d\u5907\u53d7\u597d\u8bc4\u7684\u539f\u56e0\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u7280\u5229\u4e4b\u5904\u4e5f\u53ef\u80fd\u6210\u4e3a\u5176\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u5c06\u51b3\u7b56\u8fc7\u7a0b\u5c01\u88c5\u5728\u201c\u9ed1\u76d2\u201d\u5bf9\u8bdd\u4e2d\uff0c\u5728\u5e26\u6765\u4fbf\u6377\u7684\u540c\u65f6\uff0c\u4e5f\u5e26\u6765\u4e86\u4fe1\u4efb\u4e0e\u6559\u80b2\u7684\u7f3a\u5931\u3002\u8d44\u6df1\u7528\u6237\uff08\u5982\u6700\u540e\u4e00\u6761\u8bc4\u8bba\u6240\u6697\u793a\uff09\u4f1a\u5bf9\u4f18\u5148\u7ea7\u903b\u8f91\u7684\u900f\u660e\u5ea6\u4ea7\u751f\u7591\u8651\uff1b\u800c\u65b0\u624b\u82e5\u5b8c\u5168\u4f9d\u8d56\u5176\u6307\u4ee4\uff0c\u5219\u53ef\u80fd\u4e27\u5931\u5bf9SEO\u5e95\u5c42\u903b\u8f91\u7684\u7406\u89e3\u80fd\u529b\uff0c\u9677\u5165\u201c\u6307\u4ee4\u4f9d\u8d56\u201d\u3002\u4ea7\u54c1\u7684\u957f\u671f\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u5728\u4fdd\u6301\u201c\u50bb\u74dc\u5f0f\u201d\u64cd\u4f5c\u4f53\u9a8c\u7684\u540c\u65f6\uff0c\u9002\u5ea6\u63ed\u793a\u5176\u63a8\u7406\u8fc7\u7a0b\uff0c\u5efa\u7acb\u7528\u6237\u4fe1\u4efb\uff0c\u5e76\u5b8c\u6210\u4e00\u5b9a\u7a0b\u5ea6\u7684\u5e02\u573a\u6559\u80b2\u3002\u5b83\u80fd\u5426\u4ece\u4e00\u6b3e\u4f18\u79c0\u7684\u201c\u6267\u884c\u6307\u4ee4\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u503c\u5f97\u4fe1\u8d56\u7684\u201c\u6218\u7565\u4f19\u4f34\u201d\uff0c\u5c06\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u7684\u9ad8\u5ea6\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">ChatSEO<\/span>\n                <\/div>\n<div class=\"comment-content\">The all-in-one SEO tool that connects to your Google Search Console and market data. Just ask any question and get clear, actionable next steps to grow your traffic in Google and AI search.<\/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!<\/p>\n<p>A few years ago, I launched my first startup and since I had no money, I had to learn SEO the hard way. <\/p>\n<p>Kept digging through my Google search console, tried to understand Semrush (still don&#8217;t), and simply <strong>couldn&#8217;t figure out what actually mattered to grow my website&#8217;s traffic.<\/strong><\/p>\n<p><strong>Problem:<\/strong> Every SEO tool gives you dashboards, graphs, and reports. What you actually need is someone to look at your data and tell you: &#8220;<strong>Do these 3 things next.<\/strong>&#8220;<\/p>\n<p><strong>Solution:<\/strong> We built ChatSEO, a conversational AI agent that turns your SEO data into clear, prioritized actions.<\/p>\n<p>Instead of exporting, analyzing, and guessing, you just ask questions in plain English. <br \/>All trained on top of the workflow of one of the best SEOs in France.<\/p>\n<p>You can now:<\/p>\n<ul>\n<li>\n<p>Ask &#8220;<strong>What are my quickest SEO wins?<\/strong>&#8221; and get a ranked list<\/p>\n<\/li>\n<li>\n<p>Get step-by-step plans to optimize any page for any keyword<\/p>\n<\/li>\n<li>\n<p>Connect your Google Search Console<\/p>\n<\/li>\n<li>\n<p>Surface hidden opportunities buried in your data<\/p>\n<\/li>\n<li>\n<p><strong>Turn insights into a concrete roadmap<\/strong> (what to fix, improve, or create first)<\/p>\n<\/li>\n<\/ul>\n<p><strong>Early traction:<\/strong> Already trusted by 100+ paying customers in our first month, with:<\/p>\n<ul>\n<li>\n<p>1,000+ websites connected<\/p>\n<\/li>\n<li>\n<p>8,000+ SEO insights already generated<\/p>\n<\/li>\n<\/ul>\n<p><strong>\ud83d\udcb0 Pricing:<\/strong><\/p>\n<ul>\n<li>\n<p>Everyone can try it for free (5 credits to test it out)<\/p>\n<\/li>\n<li>\n<p>Starter: $29\/month (100 credits + 3 websites connected)<\/p>\n<\/li>\n<li>\n<p>Ranker: $79\/month (300 credits + 10 websites connected )<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it&#8217;s for:<\/strong><\/p>\n<ul>\n<li>\n<p>Founders\/marketers who need to move fast<\/p>\n<\/li>\n<li>\n<p>Agencies and freelancers who want less analyzing, more executing<\/p>\n<\/li>\n<\/ul>\n<p>I would absolutely love to know what you think of the tool. You can start on <a href=\"https:\/\/chatseo.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">chatseo.app<\/a>, I will read all feedback, comments and will do my best to keep improving it \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>7<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I tried Chatseo, and it really is a game changer just one app in one place. It suggests angles I hadn&#8217;t thought of. The 80\/20 recommendation for quick wins is also the most important thing. I manage an e-commerce site, and it&#8217;s the first app that connects to Google Search Console to see my keyword rankings.<\/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\/@ancestraljoe1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ancestraljoe1<\/a>&nbsp;Thanks Joey, glad you like using ChatSEO !!<\/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\/@ancestraljoe1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ancestraljoe1<\/a>&nbsp;huge, ty !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>ChatSEO just blew my mind.<\/strong><\/p>\n<p>I\u2019m one of the first beta testers, and the tool keeps getting more powerful everyday.<\/p>\n<p>My SEO improved even though I had zero SEO knowledge when I 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ekrem1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ekrem1<\/a>&nbsp;Thanks Ekrem! Happy ChatSEO can help you improve your SEO skills \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was one of the early beta testers so I\u2019ve been following the product\u2019s evolution closely. Honestly, it\u2019s a real game-changer for SEO ops massive time savings, cost savings, and clear SEO gains. Kudos for the founders<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@david_lopes3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_lopes3<\/a>&nbsp;Thanks a lot for your support David! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>ChatSEO est un outil prometteur. J&#8217;ai pu le tester et je trouver les recommandations tr\u00e8s pertinentes. Je viens d&#8217;en appliquer et j&#8217;attends de voir les r\u00e9sultats. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cindy63\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cindy63<\/a>&nbsp;Merci Cindy !! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 really like the shift from \u201chere\u2019s more SEO data\u201d to \u201chere\u2019s exactly what to do next\u201d, that\u2019s where most tools fall short. I\u2019m curious how ChatSEO handles trade-offs when there are multiple possible wins and how transparent that prioritization logic is to the user.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/ZWPANX62FRLDIX\" class=\"app-title\">CompanyIntel.io<\/a><\/p>\n<div class=\"one-liner\">Everything you need to know about a company \u2014 instantly<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">52<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CompanyIntel.io \u662f\u4e00\u6b3e\u5c06\u5206\u6563\u7684\u516c\u5f00\u6570\u636e\u8f6c\u5316\u4e3a\u53ef\u884c\u52a8\u516c\u53f8\u60c5\u62a5\u7684\u5e73\u53f0\uff0c\u4e3aGTM\u3001\u9500\u552e\u548c\u6218\u7565\u56e2\u961f\u63d0\u4f9b\u5b9e\u65f6\u516c\u53f8\u6d1e\u5bdf\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u8c03\u7814\u8017\u65f6\u4e14\u4f9d\u8d56\u4eba\u5de5\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\/d85c00e5-04fb-4a08-8b3b-a5f35938d998.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c48faf53-adab-4b27-af25-99d21166afe2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc11046a-fcd0-4311-9251-d075516265c2.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\">Money<\/span><br \/>\n            <span class=\"tag\">CRM<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n            <span class=\"tag\">\u516c\u53f8\u60c5\u62a5<\/span><br \/>\n            <span class=\"tag\">\u9500\u552e\u8d4b\u80fd<\/span><br \/>\n            <span class=\"tag\">GTM\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u805a\u5408<\/span><br \/>\n            <span class=\"tag\">\u98ce\u9669\u6d1e\u5bdf<\/span><br \/>\n            <span class=\"tag\">\u589e\u957f\u4fe1\u53f7<\/span><br \/>\n            <span class=\"tag\">API\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">B2B<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u4ef7\u503c\uff0c\u4f46\u6307\u51fa\u7528\u6237\u4f53\u9a8c\u5b58\u5728\u969c\u788d\uff1a\u6ce8\u518c\u540e\u8def\u5f84\u4e0d\u6e05\u6670\uff0c\u64cd\u4f5c\u7e41\u7410\uff08\u9700\u591a\u6b21\u70b9\u51fb\u548c\u624b\u52a8\u9009\u62e9\uff09\uff0c\u5173\u952e\u201c\u751f\u6210\u201d\u6309\u94ae\u4e0d\u6613\u53d1\u73b0\u3002\u521b\u59cb\u4eba\u79ef\u6781\u56de\u5e94\uff0c\u5f3a\u8c03API\u96c6\u6210\u80fd\u529b\u3002\u6838\u5fc3\u53cd\u9988\u662f\u4ea7\u54c1\u9700\u5b9e\u73b0\u201c\u96f6\u601d\u8003\u201d\u7684\u5373\u65f6\u7ed3\u679c\u5c55\u793a\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                CompanyIntel.io \u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u5e7f\u9614\u7684\u75db\u70b9\u2014\u2014\u4f01\u4e1a\u60c5\u62a5\u7814\u7a76\u7684\u201c\u624b\u5de5\u52b3\u52a8\u201d\u56f0\u5883\u3002\u5176\u5ba3\u79f0\u7684\u4ece\u201c\u539f\u59cb\u6570\u636e\u201d\u5230\u201c\u4fe1\u5fc3\u8bc4\u5206\u6d1e\u5bdf\u201d\u7684\u8f6c\u5316\uff0c\u662f\u4ea7\u54c1\u8bd5\u56fe\u6784\u5efa\u7684\u6838\u5fc3\u58c1\u5792\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u54a8\u8be2\u5206\u6790\u80fd\u529b\u4ea7\u54c1\u5316\u3001\u81ea\u52a8\u5316\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u4ea7\u54c1\u5f53\u524d\u7684\u81f4\u547d\u5f31\u70b9\u5728\u7528\u6237\u4f53\u9a8c\u8bc4\u8bba\u4e2d\u66b4\u9732\u65e0\u9057\u3002\u7528\u6237\u906d\u9047\u7684\u6d41\u7a0b\u65ad\u70b9\u3001\u9690\u85cf\u64cd\u4f5c\u548c\u8ba4\u77e5\u8d1f\u8377\uff0c\u4e0e\u5176\u201c\u5373\u65f6\u83b7\u53d6\u201d\u7684\u6807\u8bed\u5f62\u6210\u5c16\u9510\u8bbd\u523a\u3002\u8fd9\u63ed\u793a\u4e86\u4e00\u4e2a\u6df1\u5c42\u77db\u76fe\uff1a\u4e00\u4e2a\u65e8\u5728\u201c\u6d88\u9664\u624b\u52a8\u7814\u7a76\u201d\u7684\u5de5\u5177\uff0c\u5374\u5728\u4f7f\u7528\u6d41\u7a0b\u4e0a\u4e3a\u7528\u6237\u8bbe\u7f6e\u4e86\u591a\u91cd\u624b\u52a8\u969c\u788d\u3002\u8fd9\u4e0d\u4ec5\u662f\u754c\u9762\u8bbe\u8ba1\u95ee\u9898\uff0c\u66f4\u662f\u4ea7\u54c1\u903b\u8f91\u4e0e\u7528\u6237\u9884\u671f\u672a\u5bf9\u9f50\u7684\u4f53\u73b0\u2014\u2014\u7528\u6237\u8981\u7684\u662f\u201c\u7b54\u6848\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u9700\u8981\u914d\u7f6e\u548c\u89e6\u53d1\u7684\u201c\u5206\u6790\u5f15\u64ce\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u6d1e\u5bdf\u751f\u6210\u201d\u5c01\u88c5\u4e3a\u53ef\u901a\u8fc7API\u8c03\u7528\u7684\u670d\u52a1\uff0c\u8fd9\u4e3a\u5d4c\u5165CRM\u7b49\u5de5\u4f5c\u6d41\u63d0\u4f9b\u4e86\u53ef\u80fd\uff0c\u4e5f\u662f\u8bc4\u8bba\u4e2d\u7528\u6237\u6240\u671f\u5f85\u7684\u65b9\u5411\u3002\u4f46\u82e5\u4e0d\u80fd\u9996\u5148\u5728\u6838\u5fc3\u4ea4\u4e92\u754c\u9762\u4e0a\u505a\u5230\u201c\u5f00\u7bb1\u5373\u7528\u3001\u7ed3\u679c\u81ea\u73b0\u201d\uff0c\u5176\u4f5c\u4e3a\u72ec\u7acb\u4ea7\u54c1\u7684\u8bf4\u670d\u529b\u5c06\u5927\u6253\u6298\u6263\u3002\u5728\u6570\u636e\u6e90\u540c\u8d28\u5316\u4e25\u91cd\u7684\u4eca\u5929\uff0c\u5176\u201c\u4fe1\u5fc3\u8bc4\u5206\u201d\u6a21\u578b\u7684\u51c6\u786e\u6027\u4e0e\u72ec\u7279\u6027\u5c06\u662f\u6280\u672f\u62a4\u57ce\u6cb3\uff0c\u4f46\u5f53\u524d\u9636\u6bb5\uff0c\u8de8\u8d8a\u7528\u6237\u4f53\u9a8c\u7684\u201c\u9e3f\u6c9f\u201d\u6bd4\u7b97\u6cd5\u4f18\u5316\u66f4\u4e3a\u7d27\u8feb\u3002\u4ea7\u54c1\u7406\u5ff5\u5148\u8fdb\uff0c\u4f46\u9700\u7ecf\u5386\u4ece\u201c\u4e3a\u6280\u672f\u5efa\u4ea7\u54c1\u201d\u5230\u201c\u4e3a\u7528\u6237\u505a\u8bbe\u8ba1\u201d\u7684\u5f7b\u5e95\u8f6c\u53d8\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\">CompanyIntel.io<\/span>\n                <\/div>\n<div class=\"comment-content\">CompanyIntel.io turns scattered public data into clear, actionable company intelligence. Unlike traditional data tools that dump raw firmographics, CompanyIntel surfaces confidence-scored insights on growth, risk, momentum, and buying signals. Built for GTM, sales, and strategy teams, it delivers live company context in seconds via UI or API \u2014 so teams can make better decisions without manual research.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hey Product Hunt! Praveen here, founder of CompanyIntel.io.<\/p>\n<p>We built CompanyIntel because company research is still painfully manual. Sales, GTM, and strategy teams jump between 10+ tools just to answer simple questions like: Is this company growing? Is now the right time to engage? Are there any risks?<\/p>\n<p>Most tools give you raw data. We focus on actionable intelligence \u2014 confidence-scored insights on growth, risk, momentum, and buying signals, delivered in seconds via UI or API.<\/p>\n<p>We\u2019d love your feedback:<\/p>\n<p>What company signals matter most in your work?<\/p>\n<p>What do you still research manually today?<\/p>\n<p>What would make company intelligence truly \u201cmust-have\u201d for you?<\/p>\n<p>Thanks for checking us out \u2014 excited to learn from the PH community \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>12<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I thought this was really cool so tried it out on a few signups that we recently got at <a href=\"https:\/\/www.producthunt.com\/products\/streamalive\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"streamalive\" target=\"_blank\" rel=\"noopener\">@StreamAlive &#8211; Interactive PPT slides<\/a> .<\/p>\n<\/p>\n<p>It <em>is<\/em> very cool &#8211; once I figured out how to use it.<\/p>\n<\/p>\n<p>Few hiccups along the way:<\/p>\n<ol>\n<li>\n<p>Signed up via my google account and it automatically closed the tab when I got to the replit auth page<\/p>\n<\/li>\n<li>\n<p>Arrived in the dashboard and couldn&#8217;t see anywhere to enter the company I wanted intel on<\/p>\n<\/li>\n<li>\n<p>Took three clicks to arrive at the console where I could enter the company to research<\/p>\n<\/li>\n<li>\n<p>I entered the company domain and expected to see results in the right hand panel but nothing appeared. I tried another company but nothing appeared. Then I saw I had to manually select what intel I wanted to see &#8211; that&#8217;s another click.<\/p>\n<\/li>\n<li>\n<p>Then I wondered why no results were showing up and it took a while to realize that there&#8217;s a generate button at the very bottom of the page<\/p>\n<\/li>\n<\/ol>\n<p>A big thing we&#8217;ve learned at StreamAlive is that new users don&#8217;t read instructions, don&#8217;t follow guided tutorials, and don&#8217;t watch how to videos. They want to click and see a result immediately without having to think or hunt for buttons. (We&#8217;re getting better at that but still haven&#8217;t cracked it).<\/p>\n<\/p>\n<p>My experience above is a classic example of &#8220;users don&#8217;t read&#8221;.<\/p>\n<\/p>\n<p>Either way, great product and has a lot of potential if you can integrate it into a CRM and automatically pull this data without logging in.<\/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\/@peterclaridge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterclaridge<\/a>&nbsp;Thanks Peter, yes the idea is help users get the Company Intelligence via API , Please try that also!<\/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>Interesting. Would be very useful to teams that are researching businesses.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aswin_kumar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aswin_kumar<\/a>&nbsp;Thanks Aswin!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/QCQXAFGYPTUQJ5\" class=\"app-title\">AI Analytics Hub<\/a><\/p>\n<div class=\"one-liner\">Founder-built directory of AI analytics tools<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">40<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u4e2a\u7531\u4ece\u4e1a\u8005\u624b\u5de5\u6784\u5efa\u548c\u5ba1\u6838\u7684AI\u6570\u636e\u5206\u6790\u5de5\u5177\u76ee\u5f55\uff0c\u65e8\u5728\u89e3\u51b3\u5206\u6790\u5e08\u548c\u521b\u4e1a\u8005\u5728\u4fe1\u606f\u8fc7\u8f7d\u4e14\u8d28\u91cf\u53c2\u5dee\u4e0d\u9f50\u7684\u5e02\u573a\u4e2d\uff0c\u96be\u4ee5\u9ad8\u6548\u53d1\u73b0\u548c\u8bc4\u4f30\u5408\u9002\u5de5\u5177\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\/e0b3312f-128a-41d1-976c-2b867925025d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/202af68a-ec03-4400-8cee-bd5589557a7c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b04d30f8-f6ca-4f46-ab5e-876d87bfe252.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f60d7547-bb0e-44eb-acd6-3b4bf47d4e2e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d272790-aa06-4666-b619-edde93fbdd96.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\/59f0ff16-8dae-4355-948f-7aa6cc95e7dd.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/cIpYayal0ww\"><source src=\"https:\/\/youtu.be\/cIpYayal0ww\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Analytics<\/span><br \/>\n            <span class=\"tag\">Data &#038; Analytics<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5de5\u5177\u76ee\u5f55<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u5206\u6790\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5e02\u573a\u5730\u56fe<\/span><br \/>\n            <span class=\"tag\">\u7cbe\u9009\u699c\u5355<\/span><br \/>\n            <span class=\"tag\">\u624b\u52a8\u5ba1\u6838<\/span><br \/>\n            <span class=\"tag\">\u521b\u4e1a\u8005\u8d44\u6e90<\/span><br \/>\n            <span class=\"tag\">\u4fe1\u606f\u805a\u5408<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u4ea7\u54c1\u53d1\u73b0<\/span><br \/>\n            <span class=\"tag\">\u884c\u4e1a\u56fe\u8c31<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u4e3b\u8981\u53cd\u9988\u6765\u81ea\u521b\u59cb\u4ebaMike\uff0c\u89e3\u91ca\u4e86\u9879\u76ee\u8d77\u6e90\u662f\u4e3a\u89e3\u51b3\u5e02\u573a\u7f3a\u4e4f\u9ad8\u8d28\u91cf\u3001\u7ed3\u6784\u5316\u5de5\u5177\u76ee\u5f55\u7684\u75db\u70b9\u3002\u627f\u8ba4\u5f53\u524d\u7528\u6237\u4f53\u9a8c\u5c1a\u4e0d\u5b8c\u5584\uff0c\u6838\u5fc3\u76ee\u7684\u662f\u9a8c\u8bc1\u4ea7\u54c1\u201c\u6709\u7528\u6027\u201d\u7684\u6838\u5fc3\u7406\u5ff5\uff0c\u5e76\u516c\u5f00\u5f81\u96c6\u4f7f\u7528\u53cd\u9988\u4ee5\u6307\u5bfc\u540e\u7eed\u4f18\u5316\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                AI Analytics Hub 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\u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u4e5f\u5728\u4e8e\u6b64\u3002\u201c\u624b\u5de5\u201d\u6a21\u5f0f\u65e2\u662f\u62a4\u57ce\u6cb3\uff0c\u4e5f\u662f\u589e\u957f\u7684\u5929\u82b1\u677f\u3002\u4e24\u4f4d\u521b\u59cb\u4eba\u7684\u4e13\u4e1a\u6027\u80fd\u5426\u6301\u7eed\u4fdd\u8bc1\u76ee\u5f55\u7684\u66f4\u65b0\u901f\u5ea6\u3001\u8986\u76d6\u5e7f\u5ea6\u4ee5\u53ca\u8bc4\u5224\u5c3a\u5ea6\u7684\u5ba2\u89c2\u6027\uff1f\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u7528\u201c\u5320\u4eba\u7cbe\u795e\u201d\u505a\u4e00\u4ef6\u901a\u5e38\u4f9d\u8d56\u7f51\u7edc\u6548\u5e94\u548c\u89c4\u6a21\u7684\u4e8b\u60c5\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u56e2\u961f\u5bf9\u6b64\u6709\u6e05\u9192\u8ba4\u77e5\uff0c\u5c06\u9996\u6b21\u53d1\u5e03\u5b9a\u4f4d\u4e3a\u201c\u6709\u7528\u6027\u201d\u6d4b\u8bd5\uff0c\u59ff\u6001\u52a1\u5b9e\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u82e5\u60f3\u6210\u529f\uff0c\u5fc5\u987b\u8de8\u8d8a\u4ece\u201c\u4e2a\u4eba\u77e5\u8bc6\u5e93\u516c\u5f00\u7248\u201d\u5230\u201c\u793e\u533a\u4fe1\u8d56\u7684\u6743\u5a01\u6307\u5357\u201d\u7684\u9e3f\u6c9f\u3002\u4e0b\u4e00\u6b65\u7684\u5173\u952e\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u6025\u4e8e\u4f18\u5316UX\uff0c\u800c\u5728\u4e8e\u5982\u4f55\u5c06\u201c\u624b\u5de5\u5ba1\u6838\u201d\u8fd9\u4e00\u6838\u5fc3\u4ef7\u503c\u6d41\u7a0b\u5316\u3001\u900f\u660e\u5316\uff0c\u5e76\u9010\u6b65\u5f15\u5165\u66f4\u5e7f\u6cdb\u7684\u540c\u884c\u8bc4\u8bae\u673a\u5236\uff0c\u5728\u4fdd\u6301\u201c\u7cbe\u9009\u201d\u8c03\u6027\u7684\u540c\u65f6\uff0c\u6784\u5efa\u9002\u5ea6\u7684\u53ef\u6269\u5c55\u6027\u3002\u5b83\u6700\u7ec8\u8d29\u5356\u7684\u4e0d\u662f\u4fe1\u606f\uff0c\u800c\u662f\u201c\u4fe1\u4efb\u201d\u4e0e\u201c\u65f6\u95f4\u201d\u2014\u2014\u4e3a\u7528\u6237\u8282\u7701\u7b5b\u9009\u4e0e\u8bd5\u9519\u7684\u65f6\u95f4\u3002\u8fd9\u4e2a\u5207\u5165\u70b9\u867d\u5c0f\uff0c\u4f46\u5728\u4e13\u4e1a\u9886\u57df\u5185\uff0c\u82e5\u80fd\u5efa\u7acb\u6743\u5a01\uff0c\u5176\u5546\u4e1a\u6f5c\u529b\u4e0e\u884c\u4e1a\u5f71\u54cd\u529b\u4e0d\u5bb9\u5c0f\u89d1\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\">AI Analytics Hub<\/span>\n                <\/div>\n<div class=\"comment-content\">Explore the emerging landscape of AI tools for data and business analytics, hand-built and vetted by two analytics practitioners. Updated bi-weekly.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>(Hopefully not) yet another AI tool directory.<\/strong><\/p>\n<\/p>\n<p>Hi, I\u2019m Mike (startup PM). Josh (founder of AnswerLayer) and I built this to explore what we believe might be a real problem for people working with analytics tools.<\/p>\n<\/p>\n<p>It started with a LinkedIn post by Dan Hockenmaier, where he tried to map the market, throwing in tools he knew. People in the comments followed suit, but surprisingly, there was no single place or &#8220;full ontology&#8221; to actually explore and learn about this landscape. The closest thing was Josh\u2019s personal list, which he\u2019d been maintaining as a founder and practitioner.<\/p>\n<p>From there, I tested a handful of directories and communities (Product Hunt included) and kept running into the same issues: tools that didn\u2019t belong, missing entries, broken links, and generic descriptions. This is a consequence of mass scraping and automation \u2014 which is fine if you\u2019re going for breadth.<\/p>\n<\/p>\n<p>But for this niche, we felt depth mattered more. So we joined forces and turned Josh&#8217;s personal, hand-built collection into a public directory.<\/p>\n<\/p>\n<p>P.S. The UX probably isn\u2019t there yet, but what we\u2019d really like to test with this launch is whether there\u2019s a germ of usefulness here. And if there is, I\u2019d love you to share your experience here so we can make it a better product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>20<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/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\/PHYSMBEQOLWFKC\" class=\"app-title\">Compozy<\/a><\/p>\n<div class=\"one-liner\">AI SDLC, Code while you sleep with Compozy!<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">38<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Compozy\u662f\u4e00\u6b3e\u901a\u8fc7\u6807\u51c6\u5316\u548c\u7f16\u6392\u4ece\u4ea7\u54c1\u9700\u6c42\u6587\u6863\u5230\u4ee3\u7801\u5408\u5e76\u7684\u5b8c\u6574AI\u8f6f\u4ef6\u751f\u547d\u5468\u671f\uff0c\u5e2e\u52a9\u5f00\u53d1\u56e2\u961f\u51cf\u5c11\u8fd4\u5de5\u3001\u964d\u4f4eAI\u4ee4\u724c\u6d6a\u8d39\u5e76\u5b9e\u73b0\u5168\u6d41\u7a0b\u53ef\u8ffd\u6eaf\uff0c\u4ece\u800c\u63d0\u5347\u4ea4\u4ed8\u6548\u7387\u7684AI\u9a71\u52a8\u5f00\u53d1\u5e73\u53f0\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\/15dd3ae1-3184-44d0-b087-c79b852daf78.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5032f3de-5f5d-4bbe-b219-dc3fe9ad5a4f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c53bbd0f-dd61-4d5e-838b-ecf5b0e998c9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/076bdfd8-9f03-4069-b382-4ca52f29f89f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/08e34a99-c218-4742-bece-405cdfc0af6a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f99c8292-af82-44de-85cc-57071a55cf02.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/13dee7c1-d673-40a0-a747-c505559fe6a8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/65ed21a7-9aef-4019-9ce0-4c3f9450e04e.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\/263315af-3680-42dc-8996-f0eb50912e8b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/WJeng2_cvLA\"><source src=\"https:\/\/youtu.be\/WJeng2_cvLA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u8f6f\u4ef6\u5f00\u53d1\u751f\u547d\u5468\u671f<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u6d41\u7a0b\u7f16\u6392<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u6d41\u7a0b\u6807\u51c6\u5316<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4\u4e00\u4f53\u5316<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u7f16\u7a0b\u52a9\u624b<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u8be5\u4ea7\u54c1\u53ef\u80fd\u201c\u5f7b\u5e95\u6539\u53d8\u5f00\u53d1\u65b9\u5f0f\u201d\uff0c\u5e76\u8d5e\u626c\u5176\u901a\u8fc7\u5efa\u7acb\u7ebf\u6027\u3001\u5de5\u4e1a\u5316\u7684\u5f00\u53d1\u6d41\u7a0b\u6765\u7f13\u89e3\u5f00\u53d1\u8005\u9762\u5bf9\u65e5\u65b0\u6708\u5f02\u6280\u672f\u65f6\u7684\u7126\u8651\u611f\uff0c\u5c06\u5176\u7c7b\u6bd4\u4e3a\u8f6f\u4ef6\u5f00\u53d1\u9886\u57df\u7684\u201c\u65b0\u798f\u7279\u4e3b\u4e49\u201d\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Compozy\u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u53c8\u4e00\u4e2aAI\u4ee3\u7801\u751f\u6210\u5de5\u5177\u3002\u5b83\u7784\u51c6\u7684\u662f\u5f53\u524dAI\u8f85\u52a9\u5f00\u53d1\u7684\u6838\u5fc3\u75db\u70b9\uff1a\u788e\u7247\u5316\u4e0e\u4e0d\u53ef\u63a7\u3002\u5f53\u5f00\u53d1\u8005\u88ab\u6df9\u6ca1\u5728\u5c42\u51fa\u4e0d\u7a77\u7684AI\u7f16\u7a0b\u52a9\u624b\u3001\u667a\u80fdIDE\u548c\u81ea\u6cbbAgent\u4e2d\u65f6\uff0cCompozy\u8bd5\u56fe\u626e\u6f14\u201c\u603b\u6307\u6325\u201d\u89d2\u8272\uff0c\u5c06PRD\u3001\u5f00\u53d1\u3001\u6d4b\u8bd5\u5230\u90e8\u7f72\u7684\u79bb\u6563\u73af\u8282\u4e32\u8054\u6210\u4e00\u4e2a\u6807\u51c6\u5316\u3001\u53ef\u8ffd\u6eaf\u7684\u5de5\u4e1a\u6d41\u6c34\u7ebf\u3002\u5176\u5ba3\u79f0\u7684\u201c\u964d\u4f4e\u4ee4\u724c\u6d6a\u8d39\u201d\u548c\u201c\u51cf\u5c11\u8fd4\u5de5\u201d\u76f4\u6307\u5f53\u524dAI\u5f00\u53d1\u6210\u672c\u9ad8\u6602\u4e0e\u7ed3\u679c\u968f\u673a\u7684\u5f0a\u75c5\uff0c\u8bd5\u56fe\u5c06\u201c\u624b\u5de5\u4f5c\u574a\u201d\u5f0f\u7684\u63d0\u793a\u8bcd\u5de5\u7a0b\u8f6c\u53d8\u4e3a\u53ef\u7ba1\u7406\u3001\u53ef\u4f18\u5316\u7684\u5de5\u7a0b\u8fc7\u7a0b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u201c\u6807\u51c6\u5316\u201d\u4e0e\u201c\u7075\u6d3b\u6027\u201d\u7684\u6c38\u6052\u77db\u76fe\u3002\u8f6f\u4ef6\u5f00\u53d1\uff0c\u5c24\u5176\u662f\u521b\u65b0\u6027\u5de5\u4f5c\uff0c\u672c\u8d28\u4e0a\u662f\u975e\u7ebf\u6027\u548c\u63a2\u7d22\u6027\u7684\u3002\u5c06\u5145\u6ee1\u4e0d\u786e\u5b9a\u6027\u7684AI\u751f\u6210\u73af\u8282\u5f3a\u884c\u7eb3\u5165\u4e00\u4e2a\u9884\u8bbe\u7684\u7ebf\u6027\u6d41\u7a0b\uff0c\u662f\u5426\u4f1a\u627c\u6740\u521b\u9020\u529b\uff0c\u6216\u4ea7\u751f\u53e6\u4e00\u79cd\u5f62\u5f0f\u7684\u201c\u6d41\u7a0b\u503a\u52a1\u201d\uff1f\u6b64\u5916\uff0c\u5e73\u53f0\u80fd\u5426\u771f\u6b63\u7406\u89e3\u590d\u6742\u7684\u4e1a\u52a1\u9700\u6c42\uff08PRD\uff09\uff0c\u5e76\u5c06\u5176\u7cbe\u51c6\u8f6c\u5316\u4e3a\u6280\u672f\u4efb\u52a1\uff0c\u4ecd\u662fAI\u9886\u57df\u7684\u5723\u676f\u95ee\u9898\u3002\u5f53\u524d\u7684\u9ad8\u8d5e\u8bc4\u8bba\u66f4\u50cf\u662f\u5bf9\u4e00\u79cd\u7406\u60f3\u672a\u6765\u7684\u61a7\u61ac\uff0c\u800c\u975e\u5bf9\u5df2\u5b9e\u73b0\u529f\u80fd\u7684\u9a8c\u8bc1\u3002Compozy\u7684\u4ef7\u503c\u547d\u9898\u6781\u5177\u5438\u5f15\u529b\uff0c\u4f46\u5b83\u5fc5\u987b\u8bc1\u660e\u81ea\u5df1\u4e0d\u662f\u7ed9\u6df7\u4e71\u62ab\u4e0a\u4e86\u79e9\u5e8f\u7684\u5916\u8863\uff0c\u800c\u662f\u80fd\u771f\u6b63\u9a7e\u9a6dAI\u7684\u4e0d\u786e\u5b9a\u6027\uff0c\u6210\u4e3a\u63d0\u5347\u5de5\u7a0b\u786e\u5b9a\u6027\u7684\u5e95\u5c42\u64cd\u4f5c\u7cfb\u7edf\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u5806\u53e0\u5728\u73b0\u6709\u5de5\u5177\u94fe\u4e0a\u7684\u53c8\u4e00\u4e2a\u62bd\u8c61\u5c42\uff0c\u53cd\u800c\u589e\u52a0\u4e86\u590d\u6742\u6027\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Compozy<\/span>\n                <\/div>\n<div class=\"comment-content\">Compozy standardizes and orchestrates the entire AI software lifecycle\u2014from PRD to PR\u2014so teams ship faster with less rework, lower token waste, and full traceability.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Compozy is coming to revolutionize the way developers building application \ud83d\udd25<\/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\/@pedro_nauck\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pedro_nauck<\/a>&nbsp;congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I think the act of developing is being turned upside down with several technologies, agents, AIs, and IDEs being launched every day. Even before you finish learning one, another better one is launched. It may make us feel lost. Compozy is a tool that takes out our anxiety, establishing (or suggesting) a linear and industrial way to think about the development process. Forget the artisan mindset. May this be our time to be on the edge of a new industrial revolution. If, in the past, we had Toyotism or Fordism as the new way to build things, Compozy may be the new way to build systems. Think about it.<\/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<\/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\/LIPELR7UOIGJHG\" class=\"app-title\">getsignals(in)<\/a><\/p>\n<div class=\"one-liner\">Turns likes and comments into buyers you can reach now<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">27<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u76d1\u63a7\u793e\u4ea4\u5a92\u4f53\u4e92\u52a8\uff08\u5982\u70b9\u8d5e\u3001\u8bc4\u8bba\uff09\uff0c\u5b9e\u65f6\u8bc6\u522b\u6f5c\u5728\u4e70\u5bb6\u610f\u5411\u5e76\u5c06\u5176\u8f6c\u5316\u4e3a\u53ef\u89e6\u8fbe\u9500\u552e\u7ebf\u7d22\u7684SaaS\u5de5\u5177\uff0c\u65e8\u5728\u89e3\u51b3\u4f20\u7edfB2B\u5916\u62d3\u56e0\u6570\u636e\u8d28\u91cf\u5dee\u3001\u7b56\u7565\u8fc7\u65f6\u5bfc\u81f4\u7684\u56de\u590d\u7387\u4f4e\u8ff7\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\/83bdf1d5-ecf2-4372-b2e2-4da99f2004ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/120aa148-7ece-48d9-9975-e68128f148a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9bc09032-53ee-43d1-9020-7db57c9105a2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b187272-565c-4606-b0c4-076bc2491411.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37c148da-bf99-4fdc-8a8a-691b94566f38.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4770ccdd-15bf-43ca-b648-177a7da05133.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f19c3ad-ed3c-4181-b774-715068611953.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\/11c9b571-df8b-4d7c-b015-d346ea5ae9e5.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/s2VcGjd7Poc\"><source src=\"https:\/\/youtu.be\/s2VcGjd7Poc\" 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\">SaaS<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">B2B\u9500\u552e\u7ebf\u7d22<\/span><br \/>\n            <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u76d1\u542c<\/span><br \/>\n            <span class=\"tag\">\u4e70\u5bb6\u610f\u5411\u8bc6\u522b<\/span><br \/>\n            <span class=\"tag\">\u9500\u552e\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u5ba2\u6237\u83b7\u53d6<\/span><br \/>\n            <span class=\"tag\">\u51fa\u6d77\u8425\u9500<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">\u8425\u9500\u6280\u672f<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e enrichment<\/span><br \/>\n            <span class=\"tag\">\u96c6\u6210\u5e73\u53f0<\/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>\u76ee\u524d\u4ec5\u6709\u4e00\u6761\u521b\u59cb\u4eba\u53d1\u5e03\u7684\u4ea7\u54c1\u4ecb\u7ecd\u5e16\uff0c\u5c1a\u65e0\u771f\u5b9e\u7528\u6237\u63d0\u95ee\u6216\u5efa\u8bae\u3002\u8bc4\u8bba\u5185\u5bb9\u4e3a\u4ea7\u54c1\u6838\u5fc3\u4ef7\u503c\u9610\u8ff0\uff0c\u65e8\u5728\u5f15\u53d1\u793e\u533a\u5173\u6ce8\u4e0e\u8ba8\u8bba\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                getsignals(in) \u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u5f53\u524dB2B\u9500\u552e\u5f00\u53d1\uff08SDR\uff09\u9886\u57df\u7684\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u65e5\u76ca\u6602\u8d35\u7684\u89e6\u8fbe\u6210\u672c\u4e0e\u6301\u7eed\u8870\u51cf\u7684\u56de\u590d\u6548\u7387\u3002\u5176\u5ba3\u79f0\u7684\u201c\u793e\u4ea4\u4fe1\u53f7\u201d\u6316\u6398\uff0c\u672c\u8d28\u662f\u5c06\u4f20\u7edf\u7684\u54c1\u724c\u76d1\u542c\uff08Social Listening\uff09\u4ece\u8425\u9500\u5c42\u4e0b\u6c89\u81f3\u9500\u552e\u5c42\uff0c\u8bd5\u56fe\u5c06\u201c\u4e92\u52a8\u884c\u4e3a\u201d\u76f4\u63a5\u7b49\u540c\u4e8e\u201c\u8d2d\u4e70\u610f\u5411\u201d\uff0c\u8fd9\u6b65\u8de8\u8d8a\u65e2\u662f\u5176\u6700\u5927\u5356\u70b9\uff0c\u4e5f\u662f\u6700\u5927\u98ce\u9669\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff1a\u5728\u4fe1\u606f\u8fc7\u8f7d\u7684\u793e\u4ea4\u5e73\u53f0\uff0c\u901a\u8fc7AI\u8fc7\u6ee4\u566a\u97f3\uff0c\u6293\u53d6\u63d0\u53ca\u7279\u5b9a\u54c1\u724c\u3001\u7ade\u4e89\u5bf9\u624b\u6216\u884c\u4e1a\u8bdd\u9898\u7684\u516c\u5f00\u4e92\u52a8\uff0c\u5e76\u5229\u7528\u6570\u636e enrichment \u6280\u672f\u8865\u5168\u8054\u7cfb\u4eba\u4fe1\u606f\uff0c\u76f4\u63a5\u63a8\u9001\u81f3\u73b0\u6709\u9500\u552e\u81ea\u52a8\u5316\u6808\u3002\u8fd9\u786e\u5b9e\u4e3a\u4f9d\u8d56\u201c\u5e7f\u6492\u7f51\u201d\u5f0f\u51b7\u5916\u547c\u7684\u56e2\u961f\u63d0\u4f9b\u4e86\u4e00\u6761\u770b\u4f3c\u66f4\u7cbe\u51c6\u3001\u66f4\u201c\u6e29\u6696\u201d\u7684\u8def\u5f84\u2014\u2014\u4ece\u201c\u964c\u751f\u62dc\u8bbf\u201d\u8f6c\u5411\u201c\u60c5\u5883\u5207\u5165\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5176\u4ef7\u503c\u5b9e\u73b0\u4e25\u91cd\u4f9d\u8d56\u51e0\u4e2a\u5c1a\u672a\u88ab\u9a8c\u8bc1\u7684\u524d\u63d0\uff1a\u7b2c\u4e00\uff0c\u6570\u636e\u5408\u89c4\u6027\u4e0e\u9690\u79c1\u8fb9\u754c\u3002\u4ece\u516c\u5f00\u793e\u4ea4\u4e92\u52a8\u4e2d\u63d0\u53d6\u5e76 enrichment \u8054\u7cfb\u4eba\u4fe1\u606f\uff0c\u5728\u5168\u7403\u65e5\u8d8b\u4e25\u683c\u7684\u9690\u79c1\u6cd5\u89c4\u4e0b\uff08\u5982GDPR\uff09\uff0c\u5176\u64cd\u4f5c\u5408\u89c4\u6027\u5b58\u7591\u3002\u7b2c\u4e8c\uff0c\u4fe1\u53f7\u7684\u6709\u6548\u6027\u3002\u4e00\u4e2a\u201c\u70b9\u8d5e\u201d\u6216\u8bc4\u8bba\u662f\u5426\u771f\u7684\u4ee3\u8868\u5f3a\u70c8\u7684\u91c7\u8d2d\u610f\u5411\uff1f\u8fd9\u9700\u8981\u6781\u5176\u590d\u6742\u7684\u610f\u56fe\u5efa\u6a21\uff0c\u5426\u5219\u6781\u6613\u6ca6\u4e3a\u53e6\u4e00\u79cd\u5f62\u5f0f\u7684\u201c\u7cbe\u51c6\u5783\u573e\u4fe1\u606f\u201d\u3002\u7b2c\u4e09\uff0c\u6e20\u9053\u7684\u53ef\u6301\u7eed\u6027\u3002\u5f53\u6b64\u7c7b\u5de5\u5177\u666e\u53ca\uff0c\u5927\u91cf\u9500\u552e\u6d8c\u5165\u8bc4\u8bba\u533a\uff0c\u53ef\u80fd\u5bfc\u81f4\u7528\u6237\u884c\u4e3a\u6539\u53d8\u6216\u5e73\u53f0\u89c4\u5219\u53cd\u5236\uff0c\u4f7f\u4fe1\u53f7\u6e90\u5feb\u901f\u67af\u7aed\u6216\u5931\u6548\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u521b\u59cb\u4eba\u5f3a\u8c03\u7684\u201c20\u5e74\u6570\u636e\u8d28\u91cf\u75db\u70b9\u201d\u662f\u771f\u95ee\u9898\uff0c\u4f46\u7528\u793e\u4ea4\u4fe1\u53f7\u66ff\u4ee3\u4f20\u7edf\u4f01\u4e1a\u6570\u636e\u5e93\uff0c\u53ef\u80fd\u53ea\u662f\u7528\u4e00\u79cd\u201c\u65b0\u578b\u810f\u6570\u636e\u201d\u66ff\u4ee3\u4e86\u65e7\u6570\u636e\u3002\u4ea7\u54c1\u7684\u771f\u6b63\u8003\u9a8c\u5728\u4e8e\u5176AI\u7b5b\u9009\u7684\u7cbe\u51c6\u5ea6\u4e0e\u5408\u89c4\u6027\uff0c\u5426\u5219\u5b83\u4e0d\u8fc7\u662f\u7ed9\u9648\u65e7\u7684\u201c\u9a9a\u6270\u5f0f\u201d\u5916\u62d3\u62ab\u4e0a\u4e86\u4e00\u4ef6\u201c\u793e\u4ea4\u8046\u542c\u201d\u7684\u65f6\u9ae6\u5916\u8863\u3002\u5b83\u6216\u8bb8\u80fd\u6210\u4e3a\u6210\u719f\u9500\u552e\u6280\u672f\u6808\u7684\u4e00\u4e2a\u6709\u76ca\u8865\u5145\uff0c\u4f46\u5ba3\u79f0\u8981\u201c\u91cd\u5851\u201d\u5916\u62d3\u7b56\u7565\uff0c\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\">getsignals(in)<\/span>\n                <\/div>\n<div class=\"comment-content\">Cold outbound isn&#8217;t dead, but your playbook probably is. Cheap b2b data with high-volume, low-effort tactics have killed outbound reply rates. GTM playbooks need to evolve. Social signals are a game changer that monitor your brand, competitors, thought leaders and industry topics to surface buyer intent and problem-aware leads. We automatically turn social engagement discovered, into real contacts with enriched data + contact info, then push leads to your tech stack. All on autopilot \ud83d\ude80\ud83d\ude80\ud83d\ude80<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt Community! \ud83d\udc4b<\/p>\n<p>I&#8217;m Kevin Lawrie, founder of getsignals(in), and I\u2019m excited to share what we\u2019ve been working on.<\/p>\n<p>With over 20 years in the B2B SaaS world (ESP, MAP and SEP \ud83d\ude31), I\u2019ve witnessed the ups and downs of outbound strategies. The biggest hurdle over 20 years? Data quality. Many think cold outbound is dead, but really, it&#8217;s the outdated playbook that\u2019s the problem.<\/p>\n<p>Introducing getsignals(in): We\u2019re transforming how you find and engage leads. By tapping into social signals, we surface problem-aware prospects who are actively looking for solutions. Our platform turns posts, likes, and comments into valuable contacts with insights, automatically integrated into your outbound stack.<\/p>\n<p>Why does this matter? Traditional high-volume tactics are stalling pipelines. getsignals(in) offers a refined approach, focusing on genuine engagement with prospects at pivotal moments.<\/p>\n<p>What we&#8217;re offering:<\/p>\n<p>&gt; Discover real contact signals from your brand, thought leaders and competitors.<br \/>\n&gt; Identify prospects that are discussing topics relevant to your industry or pain points that you solve.<br \/>\n&gt; Use AI to separate the signals from the noise and qualify your ICP in realtime, then optionally push leads into personalized outreach (powered by your existing outbound tech stack)<br \/>\n&gt; Works with your existing outbound tech stack, right out of the box: Instantly, Smartlead, Leadfwd, HeyReach, Aimfox, lemlist, Woodpecker and more.<\/p>\n<p>We&#8217;re passionate about helping you reshape your outbound strategy, and we&#8217;d love your thoughts and feedback. Your support would mean the world to us!<\/p>\n<p>Thanks for being here!<\/p>\n<p>Kevin &amp; The getsignals(in) Team<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>23<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@klawrie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klawrie<\/a>&nbsp;look&#8217;sAmazing <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/QIVKQMRK3QYSLG\" class=\"app-title\">FlexClip Magic Edit<\/a><\/p>\n<div class=\"one-liner\">Stop manual editing. Start creating \u2014 instantly with AI.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">22<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FlexClip Magic Edit\u662f\u4e00\u6b3eAI\u539f\u751f\u89c6\u9891\u7f16\u8f91\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u52a8\u526a\u8f91\u548cAI\u91cd\u5236\u529f\u80fd\uff0c\u5feb\u901f\u5c06\u539f\u59cb\u7d20\u6750\u8f6c\u5316\u4e3a\u7cbe\u826f\u89c6\u9891\uff0c\u89e3\u51b3\u4e86\u521b\u4f5c\u8005\u548c\u56e2\u961f\u5728\u89c6\u9891\u5236\u4f5c\u4e2d\u8017\u65f6\u8d39\u529b\u3001\u6d41\u7a0b\u7e41\u7410\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\/9bbf4d29-e931-4768-81c3-35418c9af6e9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/99f4c3ed-ad6d-4653-8cc9-1fb4795c5876.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4b3e2319-1842-4b14-b689-d758ad2ea84a.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\/7f2ab37d-a333-4358-9d28-67e35e958850.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=ViJjhNz2GYc\"><source src=\"https:\/\/www.youtube.com\/watch?v=ViJjhNz2GYc\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Maker Tools<\/span><br \/>\n            <span class=\"tag\">Video<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u89c6\u9891\u7f16\u8f91<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u526a\u8f91<\/span><br \/>\n            <span class=\"tag\">\u89c6\u9891\u521b\u4f5c\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">AI\u5185\u5bb9\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u89c6\u9891\u6a21\u677f<\/span><br \/>\n            <span class=\"tag\">\u521b\u610f\u5de5\u4f5c\u6d41<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u5a92\u4f53\u5904\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>\u6709\u6548\u8bc4\u8bba\u6781\u5c11\u3002\u5b98\u65b9\u56e2\u961f\u79ef\u6781\u4ecb\u7ecd\u4ea7\u54c1\u529f\u80fd\u4e0e\u53d1\u5e03\u4f18\u60e0\uff0c\u5e76\u4e3b\u52a8\u5f81\u96c6\u7528\u6237\u5173\u4e8e\u89c6\u9891\u5de5\u4f5c\u6d41\u4e2d\u6700\u7e41\u7410\u73af\u8282\uff08\u5982\u7d20\u6750\u7c97\u526a\u3001\u52a0\u5b57\u5e55\u3001\u914d\u4e50\u7b49\uff09\u7684\u53cd\u9988\uff0c\u4ee5\u671f\u4f18\u5316AI\u80fd\u529b\u3002\u7528\u6237\u4ec5\u6709\u4e00\u53e5\u7b80\u5355\u597d\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                FlexClip Magic Edit\u7684\u53d1\u5e03\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u5f53\u524d\u6cdb\u6ee5\u7684\u201cAI\u8d4b\u80fd\u201d\u53d9\u4e8b\u7cbe\u51c6\u5207\u5165\u89c6\u9891\u7f16\u8f91\u8fd9\u4e00\u7ea2\u6d77\u5e02\u573a\u3002\u5176\u5ba3\u79f0\u7684\u201c\u91cd\u65b0\u6784\u60f3\u89c6\u9891\u521b\u4f5c\u201d\uff0c\u5b9e\u5219\u662f\u5c06\u201c\u81ea\u52a8\u526a\u8f91\u201d\u548c\u201c\u6a21\u677f\u5316\u91cd\u5236\u201d\u4e24\u7c7b\u6210\u719f\u6280\u672f\u8fdb\u884c\u6574\u5408\u4e0e\u4ea7\u54c1\u5316\u5305\u88c5\u3002\u4ea7\u54c1\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5176\u5b9a\u4f4d\u7b56\u7565\uff1a\u7784\u51c6\u201c\u53ea\u60f3\u5feb\u901f\u6210\u7247\u201d\u7684\u8f7b\u91cf\u7ea7\u7528\u6237\u548c\u5bfb\u6c42\u5185\u5bb9\u590d\u7528\u7684\u8425\u9500\u56e2\u961f\uff0c\u7528\u201cAI\u81ea\u52a8\u5b8c\u6210\u82e6\u6d3b\u201d\u4f5c\u4e3a\u4ef7\u503c\u94a9\u5b50\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u5b98\u65b9\u8bc4\u8bba\u4e3b\u52a8\u5bfb\u6c42\u7528\u6237\u75db\u70b9\u53ef\u4ee5\u770b\u51fa\uff0c\u4ea7\u54c1\u4ecd\u5904\u4e8e\u7528\u6982\u5ff5\u5438\u5f15\u65e9\u671f\u7528\u6237\u3001\u5e76\u8bd5\u56fe\u5b9a\u4e49\u771f\u5b9e\u9700\u6c42\u573a\u666f\u7684\u9636\u6bb5\u300222\u7684\u6295\u7968\u6570\u4e0e\u8fd1\u4e4e\u7a7a\u767d\u7684\u7528\u6237\u8ba8\u8bba\uff0c\u53cd\u6620\u4e86\u5e02\u573a\u5bf9\u53c8\u4e00\u6b3e\u201cAI\u7f16\u8f91\u795e\u5668\u201d\u7684\u5ba1\u614e\u4e0e\u75b2\u52b3\u3002\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u6240\u8c13\u7684\u201cAI\u7f16\u8f91\u5f15\u64ce\u201d\u5728\u771f\u5b9e\u3001\u590d\u6742\u7684\u7d20\u6750\u9762\u524d\uff0c\u80fd\u5426\u63d0\u4f9b\u8fdc\u8d85\u201c\u81ea\u52a8\u5957\u6a21\u677f\u201d\u7684\u3001\u771f\u6b63\u667a\u80fd\u7684\u53d9\u4e8b\u7406\u89e3\u548c\u8282\u594f\u628a\u63a7\uff0c\u800c\u975e\u4ec5\u4ec5\u8282\u7701\u673a\u68b0\u64cd\u4f5c\u65f6\u95f4\u3002\u82e5\u5176AI\u4ec5\u80fd\u5904\u7406\u9ad8\u5ea6\u7ed3\u6784\u5316\u6216\u7b80\u5355\u573a\u666f\uff0c\u90a3\u4e48\u5b83\u4e0d\u8fc7\u662f\u53e6\u4e00\u4e2a\u5e26\u6709\u5671\u5934\u7684\u6a21\u677f\u5e93\uff0c\u6700\u7ec8\u4ecd\u9700\u7528\u6237\u9000\u56de\u5b8c\u6574\u7f16\u8f91\u5668\u8fdb\u884c\u5927\u91cf\u201c\u624b\u52a8\u5fae\u8c03\u201d\uff0c\u8fd9\u4e0e\u201c\u6d88\u9664\u75db\u82e6\u201d\u7684\u613f\u666f\u76f8\u6096\u3002\u5728AI\u89c6\u9891\u5de5\u5177\u7ade\u4e89\u767d\u70ed\u5316\u7684\u5f53\u4e0b\uff0c\u7f3a\u4e4f\u9c9c\u660e\u6280\u672f\u6216\u4f53\u9a8c\u62a4\u57ce\u6cb3\u7684\u4ea7\u54c1\uff0c\u5f88\u53ef\u80fd\u8fc5\u901f\u6df9\u6ca1\u5728\u540c\u8d28\u5316\u6d6a\u6f6e\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\">FlexClip Magic Edit<\/span>\n                <\/div>\n<div class=\"comment-content\">FlexClip Magic Edit is an AI-native workspace that reimagines video creation. With Auto Edit, instantly turn raw files into polished videos. With AI Recreate, quickly transform your media into fresh, professional videos. Tell your story faster \u2014 let AI do the heavy lifting.<\/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 We&#8217;re thrilled to introduce <strong>FlexClip Magic Edit<\/strong>,<strong> <\/strong>our new AI editing engine designed to eliminate the most painful parts of video creation.<\/p>\n<\/p>\n<p><strong>Why we built it<\/strong><\/p>\n<p>We kept hearing the same thing from creators and teams:<\/p>\n<blockquote>\n<p>\u201cEditing takes too long \u2014 I just want my video done.\u201d<\/p>\n<\/blockquote>\n<p>So we asked ourselves: <strong>What if video editing could feel like magic?<\/strong><br \/>Today, we&#8217;re launching FlexClip Magic Edit that finally make that possible.<\/p>\n<p><strong>Meet Your AI Editing Partners<\/strong><br \/>We&#8217;ve poured that vision into two groundbreaking features:<\/p>\n<p>\u2728 <strong>Auto Edit<\/strong><br \/>Just drop in your raw clips and photos. Our AI analyzes the content and automatically handles the cutting, transitions, and music, delivering a polished video at unmatched speed.<\/p>\n<p>\u2728 <strong>AI Recreate<\/strong><br \/>Simply select a video template, add your own media, and watch as our AI generates a brand new, professionally styled video in seconds. Perfect for repurposing content or sparking new ideas.<\/p>\n<p><strong>More control when you need it<\/strong><\/p>\n<p>And for creators who want hands-on control, everything generated with Magic Edit can be fine-tuned inside FlexClip\u2019s full video editor \u2014 adjust timing, tweak transitions, add text, mix audio, and more.<\/p>\n<p>You get the speed of AI with the flexibility of a complete editor.<\/p>\n<\/p>\n<p><strong>\ud83c\udf81 Launch Specials:<\/strong><\/p>\n<p>\u2022 <strong>50% OFF everything<\/strong> \u2013 Use code <strong>PRODUCTHUNT <\/strong>at checkout. (Valid for 7 days.)<\/p>\n<p>\u2022 <strong>+200 free credits<\/strong> \u2013 Log into FlexClip account, go to <a href=\"http:\/\/flexclip.com\/redeem\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">flexclip.com\/redeem<\/a>, enter code <strong>PHFCME<\/strong>, and click \u201cRedeem\u201d. (First 500 users, valid until Jan. 31, 2026)<\/p>\n<p><strong>We&#8217;d Love Your Feedback!<\/strong><br \/>What&#8217;s the most tedious part of your video workflow that you wish our AI could handle? (e.g., clipping raw footage, adding subtitles, finding the right music?) Tell us everything below.<\/p>\n<p>Thanks for checking us out! We can\u2019t wait to hear what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>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>Awesome!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sneas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sneas<\/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>FlexClip Magic Edit is all about making video creation effortless. \ud83d\ude80 If you haven\u2019t tried it yet, we highly recommend giving it a go and don\u2019t forget to share your experience with us!\ud83d\udcac<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/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\/3K7CLVSICPNPHE\" class=\"app-title\">Sparkup<\/a><\/p>\n<div class=\"one-liner\">Make every webinar feel alive.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">20<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Sparkup\u662f\u4e00\u6b3e\u901a\u8fc7\u5b9e\u65f6\u4e92\u52a8\u5de5\u5177\uff08\u5982\u6295\u7968\u3001\u53cd\u5e94\u548c\u865a\u62df\u89c2\u4f17\u5e2d\uff09\u5c06\u67af\u71e5\u7684\u7f51\u7edc\u7814\u8ba8\u4f1a\u8f6c\u53d8\u4e3a\u9ad8\u53c2\u4e0e\u5ea6\u3001\u4eba\u6027\u5316\u76f4\u64ad\u4f53\u9a8c\u7684\u5e73\u53f0\uff0c\u89e3\u51b3\u4e86\u7ebf\u4e0a\u6d3b\u52a8\u53c2\u4e0e\u5ea6\u4f4e\u3001\u4e92\u52a8\u532e\u4e4f\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\/93e9283d-3a01-47fc-a3c0-cbeb37ce4662.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79f135c8-cebe-4c72-bb29-a8ab8e091cc9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7c7ae295-17d9-43ab-b569-5245ba119339.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b68c977d-2ba1-4357-b918-1a3745963c1e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c4471df3-1aaf-4f26-82af-93f196f16f66.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5f3c6787-0a43-4d51-a3ab-5fe33a55c5d3.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\">Video Streaming<\/span><br \/>\n            <span class=\"tag\">Marketing<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u7f51\u7edc\u7814\u8ba8\u4f1a\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u5b9e\u65f6\u4e92\u52a8<\/span><br \/>\n            <span class=\"tag\">\u5728\u7ebf\u6d3b\u52a8<\/span><br \/>\n            <span class=\"tag\">\u89c2\u4f17\u53c2\u4e0e<\/span><br \/>\n            <span class=\"tag\">\u76f4\u64ad\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u4f01\u4e1a\u7ea7\u89c6\u9891<\/span><br \/>\n            <span class=\"tag\">\u54c1\u724c\u5b9a\u5236<\/span><br \/>\n            <span class=\"tag\">\u4e92\u52a8\u8425\u9500<\/span><br \/>\n            <span class=\"tag\">\u865a\u62df\u6d3b\u52a8<\/span><br \/>\n            <span class=\"tag\">\u53c2\u4e0e\u5ea6\u5206\u6790<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u80af\u5b9a\u4ea7\u54c1\u613f\u666f\u548c\u4f53\u9a8c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u529f\u80fd\u7ec6\u8282\uff0c\u5982\u662f\u5426\u652f\u6301\u9884\u5148\u8bbe\u7f6e\u7814\u8ba8\u4f1a\u5e38\u89c1\u95ee\u9898\u3002\u5b98\u65b9\u56de\u590d\u786e\u8ba4\u652f\u6301\u9884\u586b\u5145\u95ee\u7b54\u3001\u804a\u5929\u7b49\u5185\u5bb9\uff0c\u4f53\u73b0\u4e86\u5bf9\u5b9a\u5236\u5316\u9700\u6c42\u7684\u5173\u6ce8\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                Sparkup\u5207\u5165\u7684\u662f\u4e00\u4e2a\u8868\u9762\u7ea2\u6d77\u3001\u5b9e\u5219\u75db\u70b9\u6df1\u91cd\u7684\u5e02\u573a\u2014\u2014\u5728\u7ebf\u7814\u8ba8\u4f1a\u4e0e\u865a\u62df\u6d3b\u52a8\u3002\u5176\u5ba3\u79f0\u7684\u201c\u8ba9\u7814\u8ba8\u4f1a\u6d3b\u8d77\u6765\u201d\u76f4\u6307\u884c\u4e1a\u6838\u5fc3\u987d\u75be\uff1a\u5355\u5411\u704c\u8f93\u5e26\u6765\u7684\u6781\u4f4e\u53c2\u4e0e\u5ea6\u4e0e\u89c2\u4f17\u6d41\u5931\u3002\u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff0c\u5c06\u201c\u5e7f\u64ad\u7ea7\u89c6\u9891\u201d\u4e0e\u201c\u5b9e\u65f6\u4e92\u52a8\u5de5\u5177\u201d\u4f5c\u4e3a\u6280\u672f\u5e95\u5ea7\uff0c\u800c\u771f\u6b63\u7684\u5dee\u5f02\u5316\u7b79\u7801\u62bc\u5728\u4e86\u201c\u865a\u62df\u89c2\u4f17\u201d\u548c\u201c\u5b9e\u65f6\u6d1e\u5bdf\u201d\u8fd9\u7c7b\u65e8\u5728\u91cd\u5851\u4e34\u573a\u611f\u4e0e\u53cc\u5411\u53cd\u9988\u7684\u4f53\u9a8c\u5c42\u4e0a\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\u529f\u80fd\u5c42\u9762\uff0c\u201c\u4e92\u52a8\u5de5\u5177\u201d\u5df2\u662f\u8d5b\u9053\u6807\u914d\uff0c\u4ece\u6295\u7968\u5230\u8bcd\u4e91\uff0c\u6280\u672f\u62a4\u57ce\u6cb3\u5e76\u4e0d\u6df1\uff0c\u6781\u6613\u88ab\u590d\u5236\u3002\u5176\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u80fd\u5426\u5c06\u8fd9\u4e9b\u5de5\u5177\u65e0\u7f1d\u3001\u7a33\u5b9a\u5730\u6df1\u5ea6\u6574\u5408\u8fdb\u76f4\u64ad\u6d41\uff0c\u5e76\u5728\u4e07\u7ea7\u5e76\u53d1\u4e0b\u4f9d\u7136\u4fdd\u6301\u201c\u4e1d\u6ed1\u201d\u4f53\u9a8c\uff0c\u8fd9\u5bf9\u5176\u67b6\u6784\u80fd\u529b\u662f\u5de8\u5927\u8003\u9a8c\u3002\u5176\u6b21\uff0c\u5e02\u573a\u5c42\u9762\uff0c\u5b83\u5939\u5728Zoom\u3001WebinarJam\u7b49\u901a\u7528\u4f1a\u8bae\u5e73\u53f0\u4e0eHopin\u3001Run The World\u7b49\u4e13\u4e1a\u6d3b\u52a8\u5e73\u53f0\u4e4b\u95f4\uff0c\u9700\u8981\u6e05\u6670\u754c\u5b9a\u81ea\u5df1\u7684\u5229\u57fa\u5e02\u573a\u662f\u4fa7\u91cd\u4f01\u4e1a\u5185\u90e8\u57f9\u8bad\uff0c\u8fd8\u662f\u5bf9\u5916\u8425\u9500\u6d3b\u52a8\uff0c\u4e24\u8005\u7684\u9700\u6c42\u4e0e\u4ed8\u8d39\u903b\u8f91\u622a\u7136\u4e0d\u540c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u8bc4\u8bba\u4e2d\u524d\u56e2\u961f\u6210\u5458\u63d0\u53ca\u7684\u201c\u89c6\u89c9\u9b54\u6cd5\u201d\u662f\u503c\u5f97\u73a9\u5473\u7684\u7ebf\u7d22\uff0c\u8fd9\u53ef\u80fd\u6697\u793a\u5176\u5728UI\/UX\u548c\u4e92\u52a8\u89c6\u89c9\u6548\u679c\u4e0a\u6295\u5165\u751a\u91cd\uff0c\u8fd9\u6216\u8bb8\u662f\u5438\u5f15\u65e9\u671f\u5c1d\u9c9c\u8005\u7684\u5173\u952e\u3002\u4f46\u957f\u8fdc\u6765\u770b\uff0c\u865a\u62df\u6d3b\u52a8\u7684\u672c\u8d28\u662f\u201c\u4eba\u7684\u8fde\u63a5\u201d\uff0c\u5de5\u5177\u518d\u70ab\u9177\uff0c\u82e5\u4e0d\u80fd\u5b9e\u8d28\u6027\u5730\u964d\u4f4e\u4e3b\u529e\u65b9\u7684\u8fd0\u8425\u590d\u6742\u5ea6\u3001\u63d0\u5347\u89c2\u4f17\u7684\u5f52\u5c5e\u611f\u4e0e\u6536\u83b7\u611f\uff0c\u4ecd\u96be\u9003\u5de5\u5177\u5316\u5bbf\u547d\u3002Sparkup\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u589e\u52a0\u4e86\u51e0\u4e2a\u4e92\u52a8\u6309\u94ae\uff0c\u800c\u5728\u4e8e\u5b83\u662f\u5426\u80fd\u591f\u91cd\u65b0\u5b9a\u4e49\u4e00\u573a\u7ebf\u4e0a\u6d3b\u52a8\u7684\u201c\u6210\u529f\u6807\u51c6\u201d\u2014\u2014\u4ece\u89c2\u770b\u65f6\u957f\u8f6c\u5411\u4e3a\u53ef\u91cf\u5316\u7684\u4e92\u52a8\u4e0e\u8f6c\u5316\uff0c\u5e76\u4e3a\u6b64\u63d0\u4f9b\u5b8c\u6574\u7684\u6570\u636e\u95ed\u73af\u3002\u82e5\u771f\u80fd\u4e8e\u6b64\u6784\u5efa\u6d1e\u5bdf\uff0c\u65b9\u6709\u4ece\u201c\u529f\u80fd\u4f9b\u5e94\u5546\u201d\u8dc3\u5347\u4e3a\u201c\u884c\u4e1a\u6807\u51c6\u5b9a\u4e49\u8005\u201d\u7684\u53ef\u80fd\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\">Sparkup<\/span>\n                <\/div>\n<div class=\"comment-content\">Death to boring webinars. Sparkup makes every event alive\u2014reliable at any scale, from 10 to 10,000 participants. With unique tools that spark real-time engagement and put audiences at the heart, Sparkup transforms passive viewers into active participants.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<br \/>We\u2019re very excited to introduce Sparkup to you all. Our team has poured our hearts into building a platform that makes virtual events and webinars feel alive.<\/p>\n<p>Sparkup is the platform that turns boring webinars into vibrant, human-centered live experiences where viewers don\u2019t just watch, they engage, react, and connect.<\/p>\n<p>With Sparkup you get:<br \/>\u2192 A rock-solid platform for your webinars: smooth and reliable, from 10 to 10,000 participants.<br \/>\u2192 Broadcast-quality video: ultra-low latency, up to 4K.<br \/>\u2192 Real-time interactivity: modern polls, reactions and much more to spark instant engagement.<br \/>\u2192 A unique concept of virtual audience: bring people together and makes every event feel alive.<br \/>\u2192 On-brand experience: your logo, your colors, your identity.<br \/>\u2192 Real-time insights: know what works and adapt on the fly.<\/p>\n<p>We\u2019re passionate about helping teams create live video experiences that transform attention into action and we can\u2019t wait to see how you\u2019ll use Sparkup to bring your events and webinars to life.<\/p>\n<p>\ud83d\udc49 You can sign up at <a href=\"https:\/\/sparkup.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/sparkup.app<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love it! One question I had is it possible to pre-populate some FAQ items for the webinar?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@george_surovtsev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@george_surovtsev<\/a>&nbsp;Hi George, thanks for your feedback and for the upvote! As a host or co-host, you can pre-populate the Q&amp;A, chat, or word cloud. You can also upload documents for participants to view if needed.  <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Former team here \ud83d\udc4b<br \/>I\u2019ve seen this product grow from the inside \u2014 incredible team, strong vision, and honestly one of the best \u201cvisual magic\u201d experiences out there for live events. Go Sparkup \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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>    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\u6bcf\u65e5\u70ed\u699c 2026-01-08 PH\u70ed\u699c | 2026-01-08 #1 Lived 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