Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-01-29<\/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 | 2026-01-29<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OHUCDJCH2FPVTU\" class=\"app-title\">Pandada AI<\/a><\/p>\n<div class=\"one-liner\">Build data wealth: Turns files into McKinsey-level insights<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">471<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u6df7\u4e71\u7684CSV\u3001PDF\u3001Excel\u53ca\u56fe\u7247\u6587\u4ef6\uff0c\u81ea\u52a8\u8f6c\u5316\u4e3a\u9ea6\u80af\u9521\u7ea7\u522b\u3001\u53ef\u4e0b\u8f7d\u5206\u4eab\u7684\u62a5\u544a\u4e0e\u6f14\u793a\u6587\u7a3f\u7684AI\u6570\u636e\u5206\u6790\u5e73\u53f0\uff0c\u65e8\u5728\u5e2e\u52a9\u975e\u6280\u672f\u8fd0\u8425\u8005\u548c\u6570\u636e\u79d1\u5b66\u5bb6\u4ece\u6570\u636e\u6cbc\u6cfd\u4e2d\u89e3\u653e\uff0c\u5feb\u901f\u83b7\u5f97\u51b3\u7b56\u6d1e\u5bdf\uff0c\u6784\u5efa\u201c\u6570\u636e\u8d22\u5bcc\u201d\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0cb3ac4f-97e6-4a6b-86a1-1ce739839582.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a950744-0032-4ff0-af72-def726aa161a.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/05aba0ad-6a71-4bfa-bbad-161d802b5cc1.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed56274a-f8b8-4418-9064-5205b57066af.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a7b4cf2-ccac-41ee-b6be-542af4889871.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d573a763-e11e-4668-8f51-14d5d88f6955.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9fffe51e-176a-4872-a9e7-73eba2a992de.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/71985b9d-447c-4c87-a37c-d58371b70687.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cfd36489-6040-45d9-889c-022596b3abd2.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\/1883aab1-044e-4971-ba69-cb9ddfa5d88a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/XO02X5W0zs8\"><source src=\"https:\/\/youtu.be\/XO02X5W0zs8\" 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 & Analytics<\/span><br \/>\n <span class=\"tag\">Data Visualization<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u62a5\u544a<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6e05\u6d17<\/span><br \/>\n <span class=\"tag\">\u975e\u6280\u672f\u7528\u6237\u53cb\u597d<\/span><br \/>\n <span class=\"tag\">\u591a\u683c\u5f0f\u6587\u4ef6\u89e3\u6790<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u8d22\u5bcc<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6d1e\u5bdf\u751f\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u8d85\u8d8a\u804a\u5929\u201d\u7684\u4ea4\u4ed8\u6a21\u5f0f\u3001\u4e13\u4e1a\u7ea7\u8f93\u51fa\u8d28\u91cf\u53ca\u5904\u7406\u6df7\u4e71\u6587\u4ef6\u7684\u80fd\u529b\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u62a5\u544a\u6a21\u677f\u5e93\u3001\u5f3a\u5316\u6570\u636e\u6eaf\u6e90\u5ba1\u8ba1\u3001\u96c6\u6210Slack\/Notion\u7b49\u534f\u4f5c\u5de5\u5177\u3001\u4f18\u5316\u65b0\u7528\u6237\u5f15\u5bfc\u6d41\u7a0b\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\uff0c\u900f\u9732\u6a21\u677f\u5e93\u4e0e\u96c6\u6210\u5df2\u5728\u89c4\u5212\u4e2d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Pandada AI\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86\u5f53\u524dAI\u6570\u636e\u5206\u6790\u5de5\u5177\u7684\u4e00\u4e2a\u666e\u904d\u8f6f\u808b\uff1a\u5bf9\u8bdd\u70ed\u95f9\uff0c\u4ea4\u4ed8\u6f66\u8349\u3002\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u5145\u5f53\u4e00\u4e2a\u9700\u8981\u7528\u6237\u4e0d\u65ad\u63d0\u95ee\u3001\u53cd\u590d\u7ea0\u504f\u7684\u201c\u804a\u5929\u4f19\u4f34\u201d\uff0c\u800c\u662f\u76f4\u63a5\u5b9a\u4f4d\u4e3a\u80fd\u4ea7\u51fa\u7ec8\u7aef\u6210\u679c\u7684\u201c\u5206\u6790\u5e08\u201d\u3002\u5176\u5ba3\u79f0\u7684\u201c\u9ea6\u80af\u9521\u7ea7\u62a5\u544a\u201d\uff0c\u5b9e\u5219\u662f\u5c06\u6570\u636e\u6e05\u6d17\u3001\u667a\u80fd\u63d0\u95ee\u3001\u53ef\u89c6\u5316\u5448\u73b0\u6253\u5305\u6210\u4e00\u4e2a\u9ed1\u7bb1\u5de5\u4f5c\u6d41\uff0c\u8ffd\u6c42\u7684\u662f\u5f00\u7bb1\u5373\u7528\u7684\u51b3\u7b56\u6750\u6599\uff0c\u800c\u975e\u5f00\u653e\u5f0f\u7684\u63a2\u7d22\u8fc7\u7a0b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u4e00\u5b9a\u4f4d\u6781\u5177\u5e02\u573a\u7a7f\u900f\u529b\uff0c\u5c24\u5176\u5bf9\u65f6\u95f4\u7d27\u8feb\u7684\u975e\u6280\u672f\u51b3\u7b56\u8005\u3002\u5176\u5728\u4e2d\u56fd\u5e02\u573a\u9a8c\u8bc1\u7684300\u4e07\u7528\u6237\u548c\u8d85\u5343\u5bb6\u4f01\u4e1a\uff0c\u8bc1\u660e\u4e86\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u800c\u975e\u5bf9\u8bdd\u4ea4\u4e92\uff0c\u624d\u662f\u5e7f\u5927\u57fa\u5c42\u4e1a\u52a1\u4eba\u5458\u5bf9AI\u7684\u6838\u5fc3\u8bc9\u6c42\u3002\u7136\u800c\uff0c\u5176\u201c\u4ea4\u4ed8\u7269\u9a71\u52a8\u201d\u7684\u6a21\u5f0f\u4e5f\u6697\u542b\u98ce\u9669\uff1a\u5bf9\u5206\u6790\u8fc7\u7a0b\u7684\u201c\u9ed1\u7bb1\u5316\u201d\u5904\u7406\uff08\u5c3d\u7ba1\u58f0\u79f0\u53ef\u67e5\u770b\u4ee3\u7801\uff09\uff0c\u53ef\u80fd\u524a\u5f31\u4e13\u4e1a\u7528\u6237\u5bf9\u5206\u6790\u903b\u8f91\u7684\u4fe1\u4efb\u3002\u5c06\u590d\u6742\u5206\u6790\u7b80\u5316\u4e3a\u201c\u4e00\u952e\u62a5\u544a\u201d\uff0c\u5728\u63d0\u5347\u6548\u7387\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u52a9\u957f\u5bf9\u6570\u636e\u80cc\u666f\u548c\u7edf\u8ba1\u4e25\u8c28\u6027\u7684\u5ffd\u89c6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cPandada AI\u662f\u5728\u7528AI\u91cd\u6784\u5546\u4e1a\u5206\u6790\u7684\u62a5\u544a\u751f\u6210\u73af\u8282\uff0c\u5b83\u771f\u6b63\u7684\u7ade\u4e89\u5bf9\u624b\u6216\u8bb8\u4e0d\u662f\u5176\u4ed6AI\u804a\u5929\u5206\u6790\u5de5\u5177\uff0c\u800c\u662f\u4f20\u7edf\u7684\u6570\u636e\u5206\u6790\u5e08\u5916\u5305\u3001\u54a8\u8be2\u516c\u53f8\u7684PPT\u56e2\u961f\uff0c\u4ee5\u53ca\u7528\u6237\u81ea\u5df1\u624b\u52a8\u5728Excel\u548cPPT\u95f4\u6323\u624e\u7684\u65e0\u6570\u4e2a\u5c0f\u65f6\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u201c\u9ea6\u80af\u9521\u7ea7\u201d\u8f93\u51fa\u7684\u771f\u5b9e\u8d28\u91cf\u80fd\u5426\u7ecf\u5f97\u8d77\u4e13\u4e1a\u5ba1\u89c6\uff0c\u4ee5\u53ca\u5176\u5de5\u4f5c\u6d41\u662f\u5426\u80fd\u8db3\u591f\u7075\u6d3b\u5730\u9002\u914d\u5343\u53d8\u4e07\u5316\u7684\u4e1a\u52a1\u573a\u666f\uff0c\u800c\u975e\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u7cbe\u7f8e\u7684\u6a21\u677f\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\">Pandada AI<\/span>\n <\/div>\n<div class=\"comment-content\">Pandada empowers both non-technical operators and data scientists to achieve data wealth. Move beyond “chatting” with data\u2014Pandada turn messy csvs, pdfs, excels files, and even photos into downloadable and shareable McKinsey-level reports and presentations \u2014 so you can make better decisions grounded in data.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b I\u2019m the creator of Pandada.<\/p>\n<\/p>\n<p>Pandada <strong>turn your messy files (CSVs, Excels, PDFs, images) into McKinsey-level insights so that you can build \u201cdata wealth\u201d (hold on a second, i will explain it below).<\/strong><\/p>\n<\/p>\n<p>10 years ago, I was a quant analyst at Charles River Development (acquired by State Street). I spent 80% of my time cleaning messy spreadsheets and wrangling numbers so that my PM can make better product decisions. It was slow and, despite my best effort, prone to errors. When I transitioned to become a PM and Investor, the problem persisted.<\/p>\n<\/p>\n<p>This is a universal challenge: <strong>drowning in files, starving for insights.<\/strong><\/p>\n<p>This is what refer to as “data poor.”<\/p>\n<p>This is why I build Pandada.<\/p>\n<\/p>\n<p>We launched our original engine in Jan 2024 in China, a year before Manus, and we quickly scaled to <strong>3 million users and 1,000+ enterprises<\/strong>.<\/p>\n<\/p>\n<p><strong>Today, we are excited to bring our battle-tested “Data Wealth” engine to Product Hunt. <\/strong>Pandada is built for the messy reality of work. We help you build <strong>Data Wealth<\/strong> in 3 steps:<\/p>\n<ul>\n<li>\n<p><strong>Better Data:<\/strong> Pandada cleans and structures “dumpster fires” of files\u2014scanned PDFs, screenshots, or messy Excel sheets or CSVs.<\/p>\n<\/li>\n<li>\n<p><strong>Better Questions:<\/strong> Pandada refines your coarse queries and turns them into expert-level prompts to get at the core insights your seek.<\/p>\n<\/li>\n<li>\n<p><strong>Better Answers:<\/strong> Pandada generates <strong>McKinsey-level, decision-ready reports<\/strong> that you can share, present, or download.<\/p>\n<\/li>\n<\/ul>\n<p>Whether you are a Python expert clearing your backlog, a Founder hunting for the hidden gem in your metrics, or a marketer seeking a better growth strategy\u2014Pandada is built to make you wealthy in insights.<\/p>\n<\/p>\n<p>I\u2019ll be hanging out in the comments all day\u2014what are some of the toughest data challenges you’ve faced recently?<\/p>\n<\/p>\n<p>To celebrate our debut on PH, anyone who signs up before Feb 28th gets one month Pro for free! <\/p>\n<p>Just fill out the form, and we\u2019ll activate your Pro access within 24 hours. <a href=\"https:\/\/forms.gle\/XEPfdePLremwYGDu7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/forms.gle\/XEPfdePLremwYGDu7<\/a><\/p>\n<p>BR,<\/p>\n<p>Anya<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>34<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anya_pandada\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anya_pandada<\/a> Finally, a tool that moves beyond chatting. I don’t want to have a back-and-forth conversation with my CSV; I want a result. Pandada delivers a downloadable, structured report in one go, which is how professional work actually gets done.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@anya_pandada\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anya_pandada<\/a> Congrats on the launch.The UI feels clear but onboarding motion could help users get it quicker, happy to help if you want, I could send a quick example privately<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@anya_pandada\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anya_pandada<\/a> Love the clarity on the landing page, gallery images and maker comment… super impressive! Filled out the form for access and can’t wait to try it. <\/p>\n<p>Is there an FAQ page listing supported file types for uploads? Thanks, and huge 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>Congrats on the launch, Anya <a href=\"https:\/\/www.producthunt.com\/@anya_pandada\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"anya_pandada\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anya_pandada<\/a> and team! \ud83d\ude80 Love the “data wealth” vision \u2014 it’s so true that we’re often drowning in files but starving for real insights. Turning messy CSVs\/PDFs even from photos into McKinsey-style reports sounds like a game-changer for non-tech folks and analysts alike!<\/p>\n<p>Big kudos on already serving 3M users in China \u2014 that\u2019s impressive validation! \ud83d\ude32 The 3-step workflow (Better Data \u2192 Better Questions \u2192 Better Answers) is super clear and feels practical for daily chaos.<\/p>\n<p>One suggestion from a product lens: Have you considered adding a “template gallery” of common business report types (e.g., marketing performance, SaaS metrics, quarterly reviews)? It could help users jumpstart their analysis and align teams faster. Also, a lightweight “audit trail” showing how data was transformed would boost trust for enterprise adoption.<\/p>\n<p>Excited to try the Pro access! \ud83d\ude4c Quick question: Are there plans to integrate with tools like Slack or Notion for sharing insights directly?<\/p>\n<p>Wishing you a huge launch day! \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rocsheh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rocsheh<\/a> 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>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@rocsheh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rocsheh<\/a> Thank you so much!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rocsheh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rocsheh<\/a> Thanks for the support, Zepeng! Really glad the “Data Wealth” vision clicks with you.<\/p>\n<p>Your suggestions are spot on:<\/p>\n<\/p>\n<ul>\n<li>\n<p>Templates: We have some use cases built-in now, but a full “Template Gallery” is definitely next on our list!<\/p>\n<\/li>\n<li>\n<p>Audit Trail: We actually expose the Python code for every step so users can see exactly how the data is transformed. Transparency is a big deal for us.<\/p>\n<\/li>\n<li>\n<p>Integrations: Slack and Notion are high on our roadmap for easier sharing.<\/p>\n<\/li>\n<\/ul>\n<p>Excited for you to try the Pro access\u2014let me know how it goes!<\/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>Had a pleasure working with <a href=\"https:\/\/www.producthunt.com\/@anya_pandada\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"anya_pandada\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anya_pandada<\/a> to hone the message and positioning of <a href=\"https:\/\/www.producthunt.com\/products\/pandada-ai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"pandada-ai\" target=\"_blank\" rel=\"noopener\">@Pandada AI<\/a> \u2014 a powerful conversational data analytics platform that converts your messy CSVs, Excels, PDFs, and data sources into “data wealth” \u2014 McKinsey-level insights that you can rely on to inform your toughest strategy decisions. <\/p>\n<\/p>\n<p>It’s truly remarkable how Pandada can make sense of data spread across dozens of disconnected files. They started working on this before <a href=\"https:\/\/www.producthunt.com\/products\/manus\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"manus\" target=\"_blank\" rel=\"noopener\">@Manus<\/a> launched, and have over a million users in China.<\/p>\n<\/p>\n<p><strong>To celebrate their Product Hunt debut, they’re offering a free month to anyone who signs up before Feb 28th and fills <\/strong><a href=\"https:\/\/forms.gle\/XEPfdePLremwYGDu7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>in this form<\/strong><\/a><strong>. <\/strong><\/p>\n<\/p>\n<p>Throw something mean at it and let us know how it does!<\/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\">@chrismessina Thank you so much, Chris! Really appreciate your support and thoughtful feedback.<br \/>\nWorking on this with the team has been a great learning experience for me \u2014 your input on the messaging and positioning helped us see the value more clearly.<br \/>\nThanks again for backing the launch\ud83d\ude4b<\/div>\n<div class=\"comment-actions\">\n<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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Massive thanks for the hunt, Chris! Bringing the momentum of millions of users in China to the global stage is a huge milestone for us. Collaborating with you to craft a positioning that truly resonates with the global market is exactly how we envision building Pandada. Really appreciate you backing the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Thank you so much, Chris! It was great working together on this.<\/p>\n<p>We really appreciate the help in shaping how Pandada is presented, and we\u2019re excited to share it with the Product Hunt community and learn from the feedback here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Pandada handle really messy PDFs with tables and scans?<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Messy PDFs and scans are usually a total nightmare. We handle them by combining traditional OCR with Multimodal Large Language Model capabilities. This hybrid approach helps Pandada recognize structural logic and reconstruct tables accurately. Feel free to put it to the test with your most chaotic files!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Hunters! \ud83d\udc4b<\/p>\n<\/p>\n<p>I\u2019m the maker of <strong>Pandada AI<\/strong>. Most tools let you “chat” with data, but we believe you need <strong>results<\/strong>, not just a conversation.<\/p>\n<\/p>\n<p>Pandada turns your messy CSVs, PDFs, and even photos into McKinsey-level reports and presentations in minutes. Stop digging through rows and start building your <strong>Data Wealth<\/strong>.<\/p>\n<\/p>\n<p>We\u2019re live all day and would love your feedback! \ud83d\udc3c\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Pandada\u2019s shortcuts feel clean, fast, and reliable. More importantly, it feels like a professional analysis workspace for working with real business documents.<\/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\/@libin_yao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@libin_yao<\/a> You nailed it, Tina! \ud83c\udfaf We wanted to build a workspace for real work, not just another chat window. The goal is to help you fly through business docs without worrying about prompts. Thrilled you\u2019re liking the professional feel! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@libin_yao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@libin_yao<\/a> Hi~ Tina~ Really appreciate the support \u2014 thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@libin_yao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@libin_yao<\/a> Thank you for your support of our product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Hunters! \ud83d\udc4b<\/p>\n<\/p>\n<p>I\u2019m the maker of <strong>Pandada AI<\/strong>. Most data tools stop at \u201ctalking to your files.\u201d<\/p>\n<p>Pandada goes further \u2014 it turns raw, messy data into <strong>insightful reports and polished slides<\/strong> you can actually use.<\/p>\n<\/p>\n<p>Upload your CSVs, PDFs, or images, and get <strong>McKinsey-level outputs<\/strong> in minutes.<\/p>\n<\/p>\n<p>Less time analyzing.<br \/>More time deciding.<\/p>\n<p>That\u2019s how you grow your <strong>Data Wealth<\/strong>. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I like that Pandada lets me analyze trends without writing code. Does it also expose the underlying Python code used during data processing?<\/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\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Thanks Sandy! Absolutely. While we offer a no-code experience, we also show the Python code so that expert users can <strong>audit the process and validate the results<\/strong>. We want to ensure our insights are always “white-boxed” and trustworthy!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Thanks~~<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Many thanks for your kind words and support\uff5e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m impressed by the output quality from Pandada. The export button produces clean, high-resolution charts where labels don\u2019t overlap, which is a huge help for professional reporting.<\/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\/@charlenechen_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlenechen_123<\/a> Thank you, I’m delighted that Pandada is able to assist you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@charlenechen_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlenechen_123<\/a> So glad you noticed that detail, Charlene! We wanted those charts to be presentation-ready the second you hit export. No more design tools needed\u2014enjoy!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@charlenechen_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlenechen_123<\/a> Hey~~ Charlene~ Thank you for your support on Product Hunt \u2014 we really appreciate 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pandada seems especially useful for comparisons. How smart is the column mapping? If one file has “Revenue” and another has “Total Sales”, will it figure out they are the same field?<\/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\/@chouti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chouti<\/a> Spot on, Daniel! That\u2019s exactly what we aimed for. It\u2019s smart enough to know that different names can mean the same thing (like your Revenue vs. Total Sales example), which saves a ton of manual cleanup. Try throwing your messiest files at it\u2014I think you\u2019ll be pleasantly surprised \uff1a\uff09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chouti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chouti<\/a> thanks for your support\uff5e<\/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\/@chouti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chouti<\/a> Thank you so much for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When a user uploads a messy bundle (multiple spreadsheets + a PDF\/screenshot), what does a successful first session look like end-to-end\u2014how do you handle data cleaning corrections, provenance\/citations to source cells, and rerunning the same analysis next week with new files?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Massive thanks for the deep dive! It\u2019s not every day we get to chat technicals with a Curious Kitty. \ud83d\udc3e Here is how the “Smart Panda” handles those messy bundles:<\/p>\n<ul>\n<li>\n<p>Cleaning: We don’t just scrape text. Our Multimodal Large Model + OCR hybrid understands the visual and structural logic of your screenshots and PDFs. It reconstructs the tables as they were intended, ensuring the data is analysis-ready from the start.<\/p>\n<\/li>\n<li>\n<p>Transparency: For strategic decisions, we know experts need to verify the logic. While we don’t have direct cell-links yet, professional users can dive into the Code Interpreter to inspect the underlying code and verify exactly how the data was sourced and processed.<\/p>\n<\/li>\n<li>\n<p>Shortcuts: Efficiency is about not repeating yourself. Based on our 100+ global user interviews, we built Shortcuts. You can customize and save your task logic, then use it as a recurring workflow to handle your weekly reports\u2014or even automate “counting how many fish I’ve eaten today”… lol. No need to reinvent the wheel!<\/p>\n<\/li>\n<\/ul>\n<p>We\u2019re excited for you to build your first Shortcut and look forward to your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Thanks for the thoughtful question. From a user\u2019s point of view, a good first session usually starts pretty simply.<\/p>\n<p>You upload a messy bundle (spreadsheets + PDFs\/screenshots), ask a rough question, then hit the <strong>\u201cEnhance the prompt\u201d button<\/strong>. That step helps turn your initial ask into a clearer, more structured analysis prompt before anything runs.<\/p>\n<\/p>\n<p>From there, Pandada handles the cleanup and analysis, keeps results traceable to their sources, and lets you fix or clarify things conversationally if something looks off.<\/p>\n<p>That\u2019s the experience we\u2019re aiming for, and we\u2019re continuing to refine it based on real messy data.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This looks excellent! sifting thru CSV’s images PDFs and other files can be quite tedious I’m glad to see a product that is focused on making it easier to get the insights needed to make decisions. Wondering if it can integrate with my Gmail to download files and produce insights on a cron schedule or based on triggers (eg new email received? Congrats on the launch!<\/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\/@t0ny_ns\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@t0ny_ns<\/a> To be honest, we didn\u2019t start with email triggers in mind, but we\u2019ve had a lot of people asking for this exact feature lately. It\u2019s definitely making us rethink the roadmap.<\/p>\n<p>What\u2019s the specific workflow you\u2019re imagining? Would you want Pandada to just grab any attachment from a certain sender, or are you looking for a more complex cron-based setup for your reports?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Pandada handles document-based data surprisingly well. The structured output saves a lot of cleanup time and makes analysis much smoother.<\/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\/@heal_yi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@heal_yi<\/a> Appreciate this. Turning document data into clean, structured output is a big part of what we focus on. Glad it made your analysis smoother.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launching today. How does this differ from other AI data analyst agents? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> Good question! <\/p>\n<p>Chat-based AI tools are great at conversation.<\/p>\n<p>Pandada is built for <strong>analysis delivery<\/strong>.<\/p>\n<ul>\n<li>\n<p>Workflow-first, not chat-first<\/p>\n<\/li>\n<li>\n<p>Built-in analytical structure, not blank prompts<\/p>\n<\/li>\n<li>\n<p>Outputs designed for decisions, not just reading<\/p>\n<\/li>\n<\/ul>\n<p>Pandada works less like a chatbot, and more like a junior analyst who already understands the task.<\/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>The micro tools on your site are part of an SEO strategy or they are included as part of the larger product? Congrats on the launch!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> Thanks! Good question. The shortcuts on our site are part of the broader Pandada product \u2014 they\u2019re designed to handle small, high-frequency tasks quickly, and also serve as an easy entry point for new users.<\/p>\n<p>They\u2019re useful on their own, but they connect naturally into the larger workflow when you need deeper analysis.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Does it take files like PDF, Excel, etc., as an input or does it also take some dynamic channel like, for example, Facebook dashboard data, like some kind of integration? <\/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\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Pandada takes PDF, Excel, and other files as inputs right now. Integrations for dynamic channels like Facebook are on our roadmap but not live yet. Which specific platforms would you want to see us connect to 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Good question. Pandada currently works with files \u2014 like PDFs, Excel, CSV, and similar formats.<\/p>\n<p>We don\u2019t support direct integrations with dynamic dashboards (e.g. Facebook) yet, but exported files from those tools work well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What formats are these reports and presentations in? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@syed_shayanur_rahman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syed_shayanur_rahman<\/a> Good question. <strong>Pandada-generated reports<\/strong> can be exported as <strong>Markdown or PDF<\/strong>, and <strong>charts<\/strong> as <strong>PNG, JPG, or SVG<\/strong>, depending on how you want to use them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@syed_shayanur_rahman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syed_shayanur_rahman<\/a> Pandada generates <strong>Word<\/strong> and <strong>Excel<\/strong> files directly, or you can export your reports as <strong>Markdown<\/strong> and <strong>PDF<\/strong>. We’re also finishing up <strong>HTML<\/strong> and direct <strong>PPT<\/strong> support for the next release. Let me know if that works for your workflow!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love that Pandada doesn’t just describe what happened , it helps explain why. It allows me to dig into the root causes of anomalies rather than just reporting the symptoms.<\/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\/@julie_su\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julie_su<\/a> Yes! Exactly! I’m so glad that you get help from Pandada! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@julie_su\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julie_su<\/a> Thanks, Julie! We really wanted to move past just reporting “what” happened and get into the “why.” It\u2019s much more satisfying to solve the mystery than just read a status report, so I’m glad it\u2019s clicking for you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@julie_su\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julie_su<\/a> Thanks~<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">need this so bad…<\/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\/@hehe6z\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hehe6z<\/a> We heard the SOS! Consider us your official escape plan from the spreadsheet abyss. Go give it a spin and let us know what you think \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hehe6z\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hehe6z<\/a> Thanks! Hope it helps you a ton<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 impressed by how Pandada keeps context. It remembers the schema from previous uploads, so switching between datasets feels seamless instead of confusing.<\/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\/@new_user___1282025165cc92287e7a197\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___1282025165cc92287e7a197<\/a> 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>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\/@new_user___1282025165cc92287e7a197\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___1282025165cc92287e7a197<\/a> Thanks, Yiyao. We put a lot of effort into the schema memory because we wanted to cut out the confusion of switching between different datasets. Really glad it’s making your workflow feel more seamless.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@new_user___1282025165cc92287e7a197\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___1282025165cc92287e7a197<\/a> Thanks! Context awareness is a big focus for us<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pandada replaces a lot of manual spreadsheet work with clearer, faster analysis. It\u2019s less about buttons and more about getting answers from data.<\/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\/@vermouth2333\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vermouth2333<\/a> 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>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\/@vermouth2333\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vermouth2333<\/a> That\u2019s exactly why we built Pandada\u2014to stop the <strong>‘button-mashing’<\/strong> and start getting <strong>actual answers<\/strong>. So glad it’s saving you from the manual spreadsheet grind! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vermouth2333\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vermouth2333<\/a> Hey~ Thank you for your support on Product Hunt \u2014 we really appreciate 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>Pandada clearly understands how important data prep is for good analysis. It handles the groundwork, so the insights actually make sense.<\/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\/@mooyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mooyan<\/a> 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mooyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mooyan<\/a> Couldn’t agree more, Mooyan! Great analysis is impossible without clean data. We designed Pandada to handle all that heavy lifting automatically, so you can trust the results are accurate. Thanks for the support \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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mooyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mooyan<\/a> Thanks for the support! So glad to hear that Pandada can really help people ~<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What an impressive innovation with Pandada! By bridging the gap between non-technical users and data scientists, it truly democratizes access to high-quality data insights. The ability to transform messy files into polished, professional reports and presentations is a game-changer for anyone looking to enhance their decision-making based on solid data. Its focus on making complex data easily digestible means more effective collaboration across teams. I can see how this would resonate with businesses striving for data-driven strategies. Kudos to the team behind Pandada! <\/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\/@leo_ye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo_ye<\/a> Thank you~ We will work harder to make a better Pandada!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leo_ye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo_ye<\/a> Wow, thank you so much for the kind words! \ud83d\ude4c<\/p>\n<p>“Democratizing access” is exactly the mission we are on. We believe you shouldn\u2019t need a PhD in Data Science just to unlock the value hidden in your own files.<\/p>\n<p>Turning that “messy” reality into clear, boardroom-ready decisions is how we empower teams to move faster. Really 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leo_ye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo_ye<\/a> Hi~ Leo Thanks for your support on Product Hunt!<\/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>Thank you for saving our sanity, Anya:D Love that it goes beyond just chatting and actually builds shareable reports. Does Pandada handle multi-language files well?<\/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\/@eugene_chernyak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eugene_chernyak<\/a> Glad we could be your sanity’s bodyguard today! And yeah, multi-language files aren’t a problem at all. We built Pandada to be “polyglot-friendly” so you can throw files in different languages at it and still get those clean, shareable reports without breaking a sweat.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eugene_chernyak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eugene_chernyak<\/a> Thanks! Yes \u2014 it handles multi-language files smoothly \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Pandada handle sensitive data within these files? Are the models SOC2 compliant, or do you offer localized data processing?<\/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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> Great point, Xiang Lei. Security is a massive deal, which is exactly why we lean so heavily into <strong>localized service solutions<\/strong>. We want you to have total control over where your data lives and how it\u2019s handled, so you don\u2019t have to lose sleep over privacy. If your team needs to keep everything strictly in-house, we\u2019ve got you covered.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>LGTM\uff0ccan i export to a ppt file\uff1f<\/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\/@bestony\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bestony<\/a> Thanks, Bestony! Glad you like it. \ud83d\udc4b<\/p>\n<p>To be honest, we don’t support direct PPT export <strong>just yet<\/strong>, but it\u2019s definitely high on our roadmap!<\/p>\n<p>For now, you can download the insights and charts as high-quality reports to quickly pop into your slides. I\u2019ll make sure to ping you once we have the PPT feature live!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bestony\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bestony<\/a> Thank you for supporting Pandada on Product Hunt!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bestony\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bestony<\/a> Good catch \u2014 not yet. PPT is coming soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great work team. For non-technical users, how much guidance does the prompt give? Do I need to know the right statistical terms to get a good result, or can I just ask in plain English?<\/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\/@emily007\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emily007<\/a> Hey Emily! Honestly, don’t worry about the jargon at all.<\/p>\n<\/p>\n<p>You can talk to Pandada just like you\u2019re chatting with a friend. Plain English is all you need. Since it\u2019s a <strong>web app<\/strong>, we\u2019ve built a library of <strong>real-world use cases and templates<\/strong> right into the site to help you get moving immediately.<\/p>\n<\/p>\n<p>It\u2019s basically like having a “cheat sheet” to start getting insights without any setup. I’d love for you to give it a spin and let me know if it feels intuitive enough! \ud83d\udc3c\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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@emily007\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emily007<\/a> Thanks so much for your supporting<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@emily007\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emily007<\/a> Thanks! Plain English is totally fine.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>WOW congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arthur_winston3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arthur_winston3<\/a> Thank you so much! \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>Congrats on the launch guys! <\/p>\n<p>It is true that most teams are drowning in files but getting insights out of them can never happen in most cases. I can see this being really useful. Also curious on any planned next integrations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@th_calafatidis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@th_calafatidis<\/a> Thanks a lot! Totally agree \u2014 files pile up fast, insights don\u2019t.<\/p>\n<p>We\u2019re actively exploring integrations based on real user workflows, and will share more as things take shape.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\u201cMcKinsey-level insights\u201d is a bold claim \u2014 love the ambition!<br \/>For non-technical users, the real test is: can it explain <em>why<\/em> a trend matters, not just surface it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zypressen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zypressen<\/a> Fair point. You can directly ask <em>why<\/em> a trend happened, and Pandada will analyze and explain the underlying drivers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zypressen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zypressen<\/a> You nailed the real challenge. Explaining the “why” is where the actual strategy happens.<\/p>\n<p>That\u2019s why we built the <strong>“Generate Report”<\/strong> feature. When you toggle it, Pandada automatically synthesizes your raw data and questions into a McKinsey-level analysis, so you don’t need to be a data expert to get professional-grade results.<\/p>\n<p>To celebrate our Product Hunt debut, we’re offering a <strong>free month<\/strong> to anyone who signs up before Feb 28th and fills in<a href=\"https:\/\/docs.google.com\/forms\/d\/e\/1FAIpQLScdJjU0JTw9CTt0cMd79qIW6ClMusL3YVHG74IpamslYtbnmw\/viewform\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> [this form]<\/a>. Give it a try and let us know what you think of the depth!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NCY4L4QS5GCSCB\" class=\"app-title\">TravelAnimator<\/a><\/p>\n<div class=\"one-liner\">Turn Google Maps URLs into stunning map animations.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">420<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06Google Maps\u94fe\u63a5\u5feb\u901f\u8f6c\u6362\u4e3a\u7cbe\u7f8e\u52a8\u753b\u65c5\u884c\u5730\u56fe\u89c6\u9891\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u65c5\u884c\u8005\u3001\u5185\u5bb9\u521b\u4f5c\u8005\u5728\u65e0\u9700\u590d\u6742\u526a\u8f91\u7684\u60c5\u51b5\u4e0b\uff0c\u9ad8\u6548\u5236\u4f5c\u9ad8\u8d28\u91cf\u65c5\u7a0b\u53ef\u89c6\u5316\u89c6\u9891\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b2b1b9a6-93c4-4193-a471-cae75e9f2aa2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f225a3ca-b926-46cf-9de8-3e2b5350d5ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c5d16814-4fee-4f0d-aa5a-079750969eda.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7cd8ab77-943b-43fe-87e6-538df019c573.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/52b7a953-5d9c-450a-99ee-e180661f135c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0eaafdf6-ac22-46f9-91b3-8bd5a10c6f08.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cc9f8c9d-334a-4a38-936e-e5b5b643e47a.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\/5dc3bfd1-f35b-4788-944f-192a761e4253.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/45Ze4jbNG8M\"><source src=\"https:\/\/youtu.be\/45Ze4jbNG8M\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Travel<\/span><br \/>\n <span class=\"tag\">Maps<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65c5\u884c\u89c6\u9891\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5730\u56fe\u52a8\u753b<\/span><br \/>\n <span class=\"tag\">Google Maps\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u65c5\u7a0b<\/span><br \/>\n <span class=\"tag\">3D\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u65c5\u884c\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u4ea7\u54c1\u521b\u610f\u4e0e\u89c6\u89c9\u5448\u73b0\u3002\u6838\u5fc3\u53cd\u9988\u96c6\u4e2d\u5728\u529f\u80fd\u9700\u6c42\uff1a\u5f3a\u70c8\u5e0c\u671b\u652f\u6301\u591a\u4e2aGoogle Maps\u94fe\u63a5\u7f16\u8f91\u3001\u8be2\u95ee\u7f51\u9875\u7248\u5f00\u53d1\u8ba1\u5212\u3001\u671f\u5f85\u66f4\u591a\u7f29\u653e\u4e0e2D\u89c6\u56fe\u9009\u9879\u3002\u5f00\u53d1\u8005\u56de\u5e94\u89e3\u91ca\u4e86\u591a\u94fe\u63a5\u652f\u6301\u7684\u590d\u6742\u6027\uff0c\u5e76\u900f\u9732\u4e86\u7f51\u9875\u7248MVP\u53ca\u66f4\u591a\u7f29\u653e\u529f\u80fd\u6b63\u5728\u89c4\u5212\u4e2d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n TravelAnimator\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u7ec6\u5206\u5e02\u573a\uff1a\u5c06\u666e\u9002\u6027\u7684\u5bfc\u822a\u6570\u636e\uff08Google Maps\u94fe\u63a5\uff09\u8f6c\u5316\u4e3a\u60c5\u611f\u5316\u3001\u89c6\u89c9\u5316\u7684\u53d9\u4e8b\u5a92\u4ecb\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u6280\u672f\u98a0\u8986\uff0c\u800c\u662f\u5bf9\u201c\u521b\u4f5c\u6c11\u4e3b\u5316\u201d\u7684\u53c8\u4e00\u6b21\u5b9e\u8df5\u2014\u2014\u5b83\u8bd5\u56fe\u5c06\u539f\u672c\u9700\u8981After Effects\u6216\u4e13\u4e1a\u89c6\u9891\u526a\u8f91\u6280\u80fd\u7684\u95e8\u69db\uff0c\u964d\u4f4e\u5230\u4e00\u6b21\u201c\u590d\u5236\u7c98\u8d34\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7b56\u7565\u806a\u660e\u5730\u9009\u62e9\u4e86\u201c\u89c6\u89c9\u4f18\u5148\u201d\u3002\u7528250+3D\u6a21\u578b\u300130+\u5730\u56fe\u98ce\u683c\u30014K\u8f93\u51fa\u7b49\u53c2\u6570\u5806\u780c\u201c\u9ad8\u7ea7\u611f\u201d\uff0c\u5feb\u901f\u5efa\u7acb\u7528\u6237\u5bf9\u6210\u54c1\u8d28\u91cf\u7684\u4fe1\u4efb\uff0c\u8fd9\u6bd4\u7387\u5148\u653b\u514b\u590d\u6742\u7684\u591a\u8def\u5f84\u7f16\u8f91\uff08\u4e00\u4e2a\u66f4\u5de5\u7a0b\u5316\u4f46\u89c6\u89c9\u56de\u62a5\u53ef\u80fd\u4e0d\u660e\u663e\u7684\u529f\u80fd\uff09\u66f4\u80fd\u5438\u5f15\u65e9\u671f\u79cd\u5b50\u7528\u6237\u2014\u2014\u90a3\u4e9b\u5bf9\u793e\u4ea4\u5c55\u793a\u6709\u5f3a\u70c8\u9700\u6c42\u7684\u65c5\u884c\u8005\u4e0e\u5fae\u521b\u4f5c\u8005\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u8fd9\u4e00\u7b56\u7565\u662f\u6210\u529f\u7684\uff0c\u7528\u6237\u88ab\u5176\u201c\u73a9\u8da3\u6027\u201d\u548c\u201c\u9ad8\u7ea7\u611f\u201d\u76f4\u63a5\u5438\u5f15\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u957f\u671f\u6311\u6218\u4e5f\u57cb\u85cf\u4e8e\u6b64\u3002\u4ea7\u54c1\u7684\u6838\u5fc3\u4f9d\u8d56\uff08Google Maps\u94fe\u63a5\uff09\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u4e00\u65b9\u9762\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u53e6\u4e00\u65b9\u9762\u4e5f\u9650\u5236\u4e86\u521b\u610f\u81ea\u7531\u5ea6\uff08\u5982\u7528\u6237\u63d0\u5230\u7684\u65e0\u6cd5\u7f16\u8f91\u8def\u7ebf\uff09\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u7cbe\u7f8e\u7684\u201c\u76ae\u80a4\u201d\u5f15\u64ce\uff0c\u800c\u975e\u771f\u6b63\u7684\u8def\u7ebf\u521b\u4f5c\u5de5\u5177\u3002\u5f53\u65b0\u9c9c\u611f\u8fc7\u540e\uff0c\u7528\u6237\u5bf9\u6df1\u5ea6\u7f16\u8f91\uff08\u591a\u8def\u7ebf\u3001\u81ea\u5b9a\u4e49\u8def\u5f84\u3001\u66f4\u590d\u6742\u7684\u65f6\u95f4\u7ebf\uff09\u7684\u9700\u6c42\u4f1a\u6d6e\u73b0\uff0c\u5c4a\u65f6\u5b83\u5c06\u9762\u4e34\u662f\u7ee7\u7eed\u505a\u201c\u8f7b\u91cf\u7ea7\u88c5\u9970\u5de5\u5177\u201d\uff0c\u8fd8\u662f\u5411\u201c\u4e13\u4e1a\u7ea7\u65c5\u884c\u89c6\u9891\u7f16\u8f91\u5668\u201d\u8f6c\u578b\u7684\u8270\u96be\u6289\u62e9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u76ee\u6807\u7528\u6237\u7fa4\u770b\u4f3c\u6e05\u6670\uff08\u65c5\u884c\u8005\u3001\u521b\u4f5c\u8005\uff09\uff0c\u5b9e\u5219\u6a21\u7cca\u3002\u786c\u6838\u65c5\u884c\u535a\u4e3b\u53ef\u80fd\u9700\u8981\u66f4\u590d\u6742\u7684\u53d9\u4e8b\u529f\u80fd\uff1b\u666e\u901a\u7528\u6237\u53ef\u80fd\u4ec5\u9700\u4e00\u6b21\u6027\u5206\u4eab\u3002\u8bc4\u8bba\u4e2d\u201c\u4e0d\u77e5\u4e3a\u4f55\u9700\u8981\uff0c\u4f46\u770b\u8d77\u6765\u5f88\u68d2\u201d\u7684\u53cd\u9988\uff0c\u6070\u6070\u63ed\u793a\u4e86\u5176\u4f5c\u4e3a\u201c\u89e3\u51b3\u65b9\u6848\u5bfb\u627e\u95ee\u9898\u201d\u7684\u6f5c\u5728\u98ce\u9669\uff1a\u5b83\u521b\u9020\u7684\u9700\u6c42\u662f\u5426\u8db3\u591f\u521a\u6027\u3001\u9ad8\u9891\uff0c\u4ee5\u652f\u6491\u5176\u589e\u957f\uff1f\u5f00\u53d1\u8005\u63d0\u5230\u7684\u98de\u884c\u5458\u3001\u6c34\u624b\u7b49\u7528\u6237\uff0c\u6216\u8bb8\u6697\u793a\u4e86\u5176\u5728\u4e13\u4e1a\u8def\u7ebf\u6c47\u62a5\u4e0e\u53ef\u89c6\u5316\u9886\u57df\u7684\u610f\u5916\u6f5c\u529b\uff0c\u8fd9\u53ef\u80fd\u662f\u6bd4\u5927\u4f17\u5e02\u573a\u66f4\u7a33\u56fa\u7684\u5229\u57fa\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\">TravelAnimator<\/span>\n <\/div>\n<div class=\"comment-content\">TravelAnimator turns Google Maps URLs into travel map videos in seconds. It stands out with 250+ 3D vehicle models, 30+ map styles, 4K and HD exports, the ability to add photos to routes, and a completely ad-free experience. Built for travelers, creators, and storytellers who want their journeys to look as good as they felt, without spending hours editing.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Everyone, <\/p>\n<\/p>\n<p>Jaseel, one of the creators. <\/p>\n<\/p>\n<p>As surprising as it may seem, there is no good solution, yet that takes a Google map URL and makes a good travel video out of it.<\/p>\n<\/p>\n<p>TravelAnimator already made videos by dragging lines across waypoints and destinations, but stitching them together to work with Google Maps wasn’t easy.<\/p>\n<\/p>\n<p>By default, for the free version, you can upload a Google Maps link either from <a href=\"http:\/\/travelanimator.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">travelanimator.com<\/a> or in the routes menu on the top right after onboarding and use one of the free models to showcase the travel journey. With the paid version, you can switch from the free models to the paid one, plus access other features.<\/p>\n<\/p>\n<p>If there is enough demand for this feature, we will look into supporting multiple Google Maps links, though it can get complex, especially if the two Google Maps links are not connected.<\/p>\n<\/p>\n<p>Right now, you can’t edit Google Maps routes. We hope to add that as an improvement in the future. <\/p>\n<\/p>\n<p>Here are all the other features that you can try:<\/p>\n<p>– Try out 30+ cool maps<\/p>\n<p>– Over 250+ realistic models.<\/p>\n<p>– Upload images for each waypoint that you stop at.<\/p>\n<p>– Try out different kinds of zooms.<\/p>\n<p>– Import GPX files<\/p>\n<p>– 4K & HD exports<\/p>\n<p>– Different aspect ratio support<\/p>\n<p>– Flat & Globe Modes<\/p>\n<p>– Place Labels<\/p>\n<p>– Country Highlight<\/p>\n<p>– Route line customizations<\/p>\n<p>Get 50% off with promo code PH50. Learn how to apply it here:<\/p>\n<p><a href=\"https:\/\/www.travelanimator.com\/hub\/how-to-apply-a-discounted-promo-code-in-travelanimator\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.travelanimator.com\/hub\/how-to-apply-a-discounted-promo-code-in-travelanimator<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jaseel_sk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaseel_sk<\/a> Seems like a fun product. Congratulations on the launch. Have you seen a <a href=\"https:\/\/www.producthunt.com\/products\/google-labs\/launches\/google-gentabs-in-disco?utm_source=other&utm_medium=social\" target=\"_blank\" rel=\"noopener\">Disco by Google<\/a> having ability to do something similar? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@jaseel_sk very cool! I like this, have a few trips planned, going to try it<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you have a web version, or plans for one?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@jijosunny we built a prototype for web but didn’t actually get to be a minimum usable product. Hoping we can get an MVP out in the next four to five months.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great. This is exactly what I was looking for.<\/p>\n<p>Do you support multiple Google Maps links?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@shyjal supporting multiple Google Maps links is a fairly complex task, considering all the edge cases. If there is enough demand, we’ll likely spend energy on it. Thank you!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the interface and playfulness! Especially, the map and traveler model customisations. I saw just two zoom options. Do you have anything more? 2D?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nyn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nyn<\/a> Thank you. <\/p>\n<p>Right now, we have two types of zoom: <\/p>\n<p>1.\tA 2D version<\/p>\n<p>2.\tA 3D globe (which is a variation of the 2D in some ways)<\/p>\n<p>We have more in the works. In fact, in another two months, we hope to launch at least 7-8 types of zoom options.<\/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>This is so cool for people like me \ud83d\ude00 I am constantly lost when I travel outside of my country. This could possibly give me some orientation \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> I’m glad this will be helpful. There’s a free version with all the base features.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Just to clarify.. This isn’t a navigation tool. But if you track your route when you are lost, you could create some very funny social media videos with this! \ud83d\ude42 <a href=\"https:\/\/www.producthunt.com\/@cherianthomas\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"cherianthomas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cherianthomas<\/a> You think you could help her go viral with lost map reels?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 guys! This looks so cool. I travel a lot lately and it seems something fun i could use for a change.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 don’t know why I need it, but it looks great!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Such a creative concept – Love this! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Your product leans hard into \u201cmake it look premium fast\u201d (styles, 3D vehicles, photos, 4K). How did you prioritize visual polish vs. route-editing power early on, and what feature requests have forced the hardest tradeoffs?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How did you come up with that idea? It sounds great.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a> Thank you! \ud83d\ude0a<br \/>Most existing travel video apps felt too time-consuming, so we asked: <em>why not create videos directly from Google Maps<\/em>, which almost everyone already uses? That\u2019s how the idea came to life.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The packaging looks fresh, but I don’t quite get who this is for?<br \/>For content creators wanting to create a video?<br \/>Like, it doesn’t help me arrive better at my destination, does 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@paul_from_dentro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paul_from_dentro<\/a> This is purely for creating travel videos easily, in just a few simple steps, without needing any editing skills or software. It\u2019s not meant to help with navigation or reaching destinations; it\u2019s for visualizing and sharing journeys once you have the route.<\/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>This feels perfect for travel agencies and solo creators alike. Who\u2019s been your most active user group so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Travel vloggers and casual travellers\u2014of course. They\u2019re the most active users, using the app to showcase both short and long trips. We\u2019ve also seen strong adoption from flight attendants, sailors, and educational users.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Loved the 3D assets in the app. Great attention to detail on each model.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@adnankattekaden\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adnankattekaden<\/a> Thanks a lot! Really glad you noticed the details, we\u2019ve put a lot of effort into the 3D models. Appreciate the words \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>Awesome! Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jinsoncjohny\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jinsoncjohny<\/a> Thanks a lot! Appreciate the support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, really cool product. Congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@sachindas246\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sachindas246<\/a> Thanks a lot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great idea! Something so creating and fun for an action I do multiple times per day<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Thanks! So glad you find it useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, a way to make those cool travel maps without the pro editing skills. It honestly makes the whole planning process more fun! \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Yes, that\u2019s exactly what we were going for! Turning Google Maps routes into videos in just a few simple steps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Yeah, that part stood out to me too. Sometimes you just want something simple that still looks good, without learning another complex tool<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, I can stop struggling with complex video editors just for a simple map animation! 250+ models thats crazy. Does the free version allow for 4K exports, or is that a pro feature?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eugene_chernyak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eugene_chernyak<\/a> 4K export is currently a <strong>Pro feature<\/strong>.<\/p>\n<p>With the free version, you can export videos in <strong>HD<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>wow great product man! keep making more such products like these!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/G4ZWUFQPZNWBHD\" class=\"app-title\">Meet-Ting<\/a><\/p>\n<div class=\"one-liner\">AI that gives your schedule a brain.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">242<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Meet-Ting\u662f\u4e00\u6b3eAI\u65e5\u7a0b\u4ee3\u7406\uff0c\u901a\u8fc7\u90ae\u4ef6\u548c\u77ed\u4fe1\u7ba1\u7406\u65e5\u5386\uff0c\u5b66\u4e60\u7528\u6237\u504f\u597d\uff0c\u81ea\u52a8\u5904\u7406\u4e0e\u6700\u591a\u4e94\u4f4d\u53c2\u4e0e\u8005\u7684\u4f1a\u8bae\u5b89\u6392\u3001\u6539\u671f\u3001\u4f1a\u524d\u7b80\u62a5\u53ca\u723d\u7ea6\u8ddf\u8fdb\uff0c\u5728\u7e41\u5fd9\u7684\u5546\u52a1\u6c9f\u901a\u573a\u666f\u4e2d\u89e3\u653e\u7528\u6237\u4e8e\u7e41\u7410\u7684\u65e5\u7a0b\u534f\u8c03\u52b3\u52a8\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6d3f02ec-ccc1-498f-9ed3-83e8a5f89588.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/364023b1-7a51-4729-b104-e744c729084a.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b826d1e-933c-4fd6-b16f-75e4fd2ece35.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/814b01d5-aa68-4763-8046-40a0febc609a.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5faed0bb-d33d-47fe-84e3-87e8a35f486a.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d7b4f247-960b-4ae2-98ed-f16ddd7eceb6.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04a4600e-3052-4c35-9544-137e4d8ddf87.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/91c5e4c1-b12c-424e-979b-e8fa20004da2.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c3228b9-d54e-487b-9fbd-86da0e0fb017.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba7167f6-abd2-49c6-b56f-02139515af92.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be391601-901f-4296-ac41-25aca7c3c910.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\/77668ac5-cc02-4eb4-ab7a-f8cccf2920f5.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/GRpYQqqKMoE\"><source src=\"https:\/\/youtu.be\/GRpYQqqKMoE\" 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\">Meetings<\/span><br \/>\n <span class=\"tag\">Calendar<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u65e5\u7a0b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u65e5\u5386\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u7535\u5b50\u90ae\u4ef6\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u53ef\u7528\u6027\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u65f6\u95f4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u673a\u5668\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u65e5\u7a0b\u534f\u8c03<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u663e\u8457\u51cf\u8f7b\u65e5\u7a0b\u7ba1\u7406\u8ba4\u77e5\u8d1f\u8377\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u201c\u878d\u5165\u80cc\u666f\u201d\u65e0\u7f1d\u5de5\u4f5c\u4f53\u9a8c\u4f73\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u8fd0\u4f5c\u673a\u5236\uff08\u662f\u673a\u5668\u4eba\u5417\uff1f\uff09\u3001\u591a\u65f6\u533a\u5904\u7406\u7ec6\u8282\u3001\u4e0e\u7b2c\u4e09\u65b9\u534f\u8c03\u80fd\u529b\uff0c\u4ee5\u53ca\u6700\u5173\u952e\u7684\u5bf9AI\u4ee3\u7406\u7684\u4fe1\u4efb\u4e0e\u5b89\u5168\u63a7\u5236\uff08\u5982\u8ddf\u8fdb\u5206\u5bf8\u3001\u8bed\u6c14\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 Meet-Ting\u7684\u91ce\u5fc3\u5e76\u975e\u518d\u9020\u4e00\u4e2a\u65e5\u5386\u5e94\u7528\uff0c\u800c\u662f\u5c06\u81ea\u5df1\u6253\u9020\u6210\u4e00\u4e2a\u6e17\u900f\u5728\u65e2\u6709\u901a\u4fe1\u6d41\uff08Email, WhatsApp\uff09\u4e2d\u7684\u201c\u65e5\u7a0b\u5927\u8111\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u81ea\u52a8\u5316\u201c\u9884\u8ba2\u201d\u8fd9\u4e2a\u52a8\u4f5c\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u7406\u89e3\u548c\u5b66\u4e60\u201c\u4f18\u5148\u7ea7\u201d\u8fd9\u4e2a\u51b3\u7b56\u8fc7\u7a0b\u2014\u2014\u5373\u4ea7\u54c1\u6807\u8bed\u6240\u79f0\u7684\u201c\u7ed9\u65e5\u7a0b\u4e00\u4e2a\u5927\u8111\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u4e00\u5b9a\u4f4d\u7280\u5229\u5730\u5207\u4e2d\u4e86\u73b0\u4ee3\u804c\u573a\u4eba\u7684\u6838\u5fc3\u75db\u70b9\uff1a\u65e5\u7a0b\u7ba1\u7406\u662f\u4e00\u79cd\u4e0d\u88ab\u770b\u89c1\u7684\u3001\u6d88\u8017\u610f\u5fd7\u529b\u7684\u201c\u9690\u5f62\u52b3\u52a8\u201d\u3002\u4ea7\u54c1\u901a\u8fc7CC\u6216\u5bf9\u8bdd\u8fd9\u79cd\u6781\u4f4e\u95e8\u69db\u7684\u65b9\u5f0f\u4ecb\u5165\uff0c\u65e8\u5728\u5c06\u7528\u6237\u4ece\u53cd\u590d\u6743\u8861\u3001\u6c9f\u901a\u62c9\u626f\u7684\u201c\u6c89\u9ed8\u8ba1\u7b97\u201d\u4e2d\u89e3\u653e\u51fa\u6765\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u65e9\u671f\u7528\u6237\u5df2\u4f53\u9a8c\u5230\u8fd9\u79cd\u8ba4\u77e5\u8d1f\u8377\u7684\u964d\u4f4e\uff0c\u8fd9\u662f\u4ea7\u54c1\u521d\u6b65\u6210\u529f\u7684\u4fe1\u53f7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u540c\u7b49\u5de8\u5927\u3002\u9996\u5148\uff0c**\u4fe1\u4efb\u662f\u6700\u5927\u95e8\u69db**\u3002\u8ba9AI\u5168\u6743\u4ee3\u7406\u90ae\u4ef6\u6c9f\u901a\uff0c\u6d89\u53ca\u793e\u4ea4\u793c\u4eea\u3001\u5c42\u7ea7\u611f\u77e5\u548c\u5206\u5bf8\u611f\uff0c\u8fd9\u6bd4\u5355\u7eaf\u5904\u7406\u65f6\u95f4\u69fd\u590d\u6742\u5f97\u591a\u3002\u56e2\u961f\u627f\u8ba4\u65e9\u671f\u7248\u672cAI\u50cf\u201c\u8fc7\u5ea6\u70ed\u60c5\u7684\u521d\u7ea7\u52a9\u7406\u201d\uff0c\u6b63\u8bf4\u660e\u4e86\u6253\u78e8\u8fd9\u7c7b\u201c\u793e\u4f1a\u667a\u80fd\u201d\u7684\u96be\u5ea6\u3002\u5176\u6b21\uff0c**\u5176\u6548\u7528\u5b58\u5728\u7f51\u7edc\u6548\u5e94**\u3002\u5f53\u4f1a\u8bae\u591a\u65b9\u90fd\u4f7f\u7528Ting\u65f6\uff0c\u534f\u8c03\u6548\u7387\u4f1a\u5448\u6307\u6570\u7ea7\u63d0\u5347\uff1b\u4f46\u5728\u666e\u53ca\u4e4b\u524d\uff0c\u5b83\u4ecd\u9700\u4e0e\u4eba\u7c7b\u7684\u968f\u673a\u6027\u548c\u6a21\u7cca\u6027\u4f5c\u6597\u4e89\uff0c\u8fd9\u53ef\u80fd\u524a\u5f31\u5176\u5ba3\u79f0\u7684\u81ea\u52a8\u5316\u6548\u80fd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u672a\u6765\u53d6\u51b3\u4e8e\u5176AI\u201c\u76f4\u89c9\u201d\u5b66\u4e60\u7684\u6df1\u5ea6\u4e0e\u53ef\u9760\u6027\u3002\u5b83\u5fc5\u987b\u4ece\u201c\u5b66\u4e60\u7528\u6237\u559c\u6b22\u4e0a\u5348\u8fd8\u662f\u4e0b\u5348\u5f00\u4f1a\u201d\u8fd9\u7c7b\u6a21\u5f0f\uff0c\u8fdb\u5316\u5230\u80fd\u7406\u89e3\u201c\u4e3a\u4f55\u8fd9\u6b21\u4f1a\u8bae\u6bd4\u53e6\u4e00\u6b21\u66f4\u91cd\u8981\u201d\u7684\u4e0a\u4e0b\u6587\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u5c06\u6210\u4e3a\u4e2a\u4eba\u65f6\u95f4\u7684\u771f\u6b63\u4ee3\u7406\uff1b\u5982\u679c\u5931\u8d25\uff0c\u5219\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u9700\u8981\u88ab\u7ba1\u7406\u7684\u81ea\u52a8\u5316\u5de5\u5177\u3002\u56e2\u961f\u9009\u62e9\u5b8c\u5168\u81ea\u4e3b\u800c\u975e\u4eba\u5de5\u4ecb\u5165\uff08HITL\uff09\u7684\u8def\u5f84\uff0c\u52c7\u6c14\u53ef\u5609\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u5bb9\u9519\u7387\u6781\u4f4e\u3002\u8fd9\u6b3e\u4ea7\u54c1\u662f\u4e00\u573a\u5173\u4e8e\u6211\u4eec\u662f\u5426\u613f\u610f\u5c06\u201c\u65f6\u95f4\u5206\u914d\u6743\u201d\u59d4\u6258\u7ed9AI\u7684\u5927\u80c6\u5b9e\u9a8c\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\">Meet-Ting<\/span>\n <\/div>\n<div class=\"comment-content\">Ting gives your schedule a brain, so it can make decisions for you. It\u2019s an AI availability agent that manages your calendar over email and text. You set your goals and preferences, and Ting learns your patterns every time you CC or message it, building AI intuition over time. Delegate Ting to plan meetings with up to five guests, handling booking, rescheduling, pre-call briefs, and no-shows. Each week, Ting proactively checks in to help align your calendar with what you want to achieve.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Managing your calendar is invisible labour. <\/strong>Every request is a silent calculation: who gets your time, who doesn’t, <em>why<\/em>. Dozens of times a day. <em>Exhausting<\/em>. And <strong>no one sees it.<\/strong><\/p>\n<\/p>\n<p>Since launching here six months ago, we’ve been obsessed with one question: <strong>what if your schedule had your brain?<\/strong><\/p>\n<\/p>\n<p>The latest Ting is our answer. An AI <strong>availability agent <\/strong>that <strong>learns what you value<\/strong> by managing your calendar end to end – proactively shaping your week and <strong>handling the full meeting lifecycle<\/strong>: planning, booking, invites, pre-call briefs, even no-show recovery.<\/p>\n<\/p>\n<p>It works where you do: Gmail, Outlook, WhatsApp, soon ChatGPT. As many calendars as your life requires.<\/p>\n<\/p>\n<p>Everything is automating – requests, follow-ups, <strong>persuasion at scale<\/strong>. But we all still run on the same 24-hour clock. Your calendar should keep up without you having to.<\/p>\n<\/p>\n<p>Our vision is simple: <strong>an availability agent for everyone<\/strong>. Because time is relationships, not logistics.<\/p>\n<\/p>\n<p>Product Hunt has been with us since the start. So we’re (re)launching here with love. <strong>Thank you<\/strong>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dbul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbul<\/a> I like the gallery images of this launch! Help me understand if I get the product right… so it doesn’t have its own app, but we can use it in our email, WhatsApp, etc. yes? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dbul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbul<\/a> congrats on the launch. Does this work like a bot or how? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m super interested to learn and discover how Ting adapts its approach based on my stated goals and priorities.<\/p>\n<\/p>\n<p>Love the framing of an “availability agent” which blocks and tackles all these inbound time-sucks, and helps me make space (and prioritize!) the connections, tasks, and serendipities that will actually <a href=\"https:\/\/chrismessina.me\/call-me\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>grow my business<\/strong><\/a>.<\/p>\n<\/p>\n<p>I’ve long been bullish on personal APIs, and I think Ting is taking a compelling and contemporary approach to that opportunity. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Thank you Chris! That’s the idea – as the world automates, our hours in the day don’t, so we want to solve today’s simple pain of how best to spend time + who with, on the way to building something that will be even more special in the future (we hope!). <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Thank you for the support \ud83d\ude4c<\/p>\n<\/p>\n<blockquote>\n<p>I’m super interested to learn and discover how Ting adapts its approach based on my stated goals and priorities.<\/p>\n<\/blockquote>\n<p>Our main way for Ting to learn now is through memory, trying to learn what you like and don’t like (f.ex morning vs afternoon for meetings). And then we use it (almost) everywhere we can. If will take a while to learn, but let us know if you feel the difference in a few weeks \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool Design, guys \ud83d\ude42 Wishing you good luck with the launch \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thank you so much, one of our favourite voices on PH – thanks for all the support and positivity!<\/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>Your color code is so awesome, guys \ud83d\ude42 Wishing you more success with this launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Hello sir, thank you! Ting putting on its best new gear for this one!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thank you! We wanted to make it feel fun \ud83e\udd29<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how does it deal with multiple time zones mentioned in one thread? Does it automatically convert everyone to their local time?<\/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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> It depends. It will share your availability in your time zone but if the a) user or b) guest mentions another timezone it will also provide in that. For example yesterday I was meeting with some in NYC so it flipped my time to ET. It also helps to tell the AI so I’ll often say “Hey, let’s do late afternoon so it’s good for Sarah on the West Coast”. I’m going to post a forum update later with detailed screen shots of all the core flows as a Product Hunt bonus!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> At beginning it defaults to the timezone of who introduced Ting, but at any moment anyone can ask for another timezone and the thread will change to 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using Ting for a bit now and the biggest difference for me is how much less I think about my calendar in general.<\/p>\n<\/p>\n<p>Before, it felt like I was constantly doing tiny bits of admin, figuring out when I’m free, replying to back and forth emails, remembering to follow up, chasing no-shows, etc. Ting takes all that off my plate.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@dbul\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dbul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbul<\/a> built a really amazing product here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danscalco\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danscalco<\/a> Adding this to the ‘comments that made us cry’ hall of fame. Thank you so much for writing this up sir. Appreciate it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dbul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbul<\/a> <a href=\"https:\/\/www.producthunt.com\/@danscalco\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danscalco<\/a> awesome to hear! Sounds like it really made a difference <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@dbul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbul<\/a> <a href=\"https:\/\/www.producthunt.com\/@danscalco\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danscalco<\/a> That\u2019s exactly the part that caught my attention. If it fades into the background and just works, that\u2019s the best outcome<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, Meet-Ting team.<br \/>Love the idea of handling scheduling the way emails actually happen, messy and human. CC-based flow feels super natural. Excited to try this.<\/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\/@priyankamandal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyankamandal<\/a> Thank you so much! That’s the way we like our scheduling, messy, human and always changing. See you in Ting’s inbox!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@priyankamandal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyankamandal<\/a> Thank you! Let us know what you think me and <a href=\"https:\/\/www.producthunt.com\/@dbul\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dbul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbul<\/a> read every single message \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks awesome, good work team \ud83d\udd25<\/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\/@franckfranck\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@franckfranck<\/a> Thank you so much! cc <a href=\"https:\/\/www.producthunt.com\/@marianaprazeres\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"marianaprazeres\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marianaprazeres<\/a> <a href=\"https:\/\/www.producthunt.com\/@iamshazimkhan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"iamshazimkhan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamshazimkhan<\/a> <a href=\"https:\/\/www.producthunt.com\/@harris_fiaz\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"harris_fiaz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harris_fiaz<\/a> <a href=\"https:\/\/www.producthunt.com\/@j_daniel_juhasz\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"j_daniel_juhasz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@j_daniel_juhasz<\/a> + Ting<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@franckfranck\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@franckfranck<\/a> \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool – can Ting coordinate with a 3rd party to learn their availabilities?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Yes exactly. Ting will manage a group to reach consensus about getting together. It’s been quite difficult because multi-player AI isn’t so common, but we’re close to it feeling really good. Lots of replies, direct replies, group reply alls, late messages and different ways of talking about time are fun edge cases. I’m going to do a full tear down with visuals in our forum soon so you can see all the core flows. If everyone uses Ting there’s no need for scheduling it just uses context stored on the network and books, but takes a long time to build that network.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Just wanted to add to <a href=\"https:\/\/www.producthunt.com\/@dbul\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dbul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbul<\/a> that Ting can coordinate both by cc Ting in an existing thread, or if you just ask Ting “book me a call with <a href=\"mailto:a@mail.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">a@mail.com<\/a>, <a href=\"mailto:b@mail.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">b@mail.com<\/a>, etc..” it also knows to go ahead and start an thread itself<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@dbul\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dbul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbul<\/a> and the team, congrats on another PH launch, wishing you guys every success with this. Ting looks like a great problem solver, I will test it over the coming days to see how I get on with 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@umar_lateef\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@umar_lateef<\/a> Legend thank you so much. Keep us posted as founders are important customers given how busy we all are. We’d love to hear how it plays out and what we can do to make it second nature part of your day to day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Trust is the make-or-break factor for an agent that emails on your behalf: what safeguards did you design first (approval modes, tone controls, escalation rules, \u201cwhen to stop following up\u201d), and how do you help users build confidence without micromanaging every message?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> It’s not easy, our earliest users got the worst of Ting because it’s so nuanced, and we’re still fine-tuning. For example, you can tell the difference between an entry level EA and one who is a 20 year veteran and it’s like that with Ting. It started very junior, over-eager on follow ups, no sense of social norms and hierarchy, and is slowly getting better at knowing when to also just not saying anything if dormant in a thread and not needed. We pushed out early and free to drive usage and with that usage learnt a lot. I don’t think we’ll ever stop learning, but we see Ting getting used more and in higher stake contexts like investor intros and job interviews, so we feel we’re on the right path. There’s some similar tech that has HITL in each stage, but our decision to go fully autonomous means we need to work harder and hopefully have patient users!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@dbul\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dbul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbul<\/a> and team on the launch! I’ve seen firsthand how easy Ting was to work with, from the invitee site — I had to reschedule a meeting with Dan and Ting instantly understood that, suggested alternative timeslots, and sent me a new invite after we confirmed.<\/p>\n<\/p>\n<p>Really excited to see where this goes! (And looking forward to that catch up Dan ^^)<\/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\/@dougli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dougli<\/a> Haha, you’ve been pushing the reschedule flow to the limits, and so far happy to see it working as intended. \ud83d\ude09<\/p>\n<p>Thanks for taking the time to write this and buzzing to catch up soon, and support your launch and success ahead.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@dougli I was just kidding \ud83d\ude04 Reschedulers keep us in business \ud83e\udd23<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big fan of Ting! I\u2019ve been using Ting for about 4 months and was impressed by how quickly I could get started and hand off meeting scheduling. It\u2019s significantly reduced the cognitive load and friction that usually come with coordinating meetings.<\/p>\n<p>The weekly tips are also a nice touch. That gives me a quick pulse on my calendar and makes it easy to spot where I can optimize my time. <\/p>\n<p>It’s also great when multiple people use Ting because Ting can schedule calls faster since the typical back-and-forth isn’t necessary to confirm availability.<\/p>\n<p>Great work Ting team! Excited to see the progress and growth.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jimmyloweryjr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jimmyloweryjr<\/a> Thank you so much Jimmy! And for flagging when we can do things better. Really appreciate you pointing the details out, helping us get better and putting trust in us with your important guests. Simplora x Ting wen? \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jimmyloweryjr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jimmyloweryjr<\/a> Thank you Jimmy! I actually just merged an update for the weekly tip email today \ud83e\udd2b <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Actually wanted to try something like this. Very clean idea!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/Z5XQBRUOAGMQIL\" class=\"app-title\">Meteroid<\/a><\/p>\n<div class=\"one-liner\">Billing platform to launch, test, + scale business models<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">217<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Meteroid\u662f\u4e00\u4e2a\u5f00\u6e90\u3001\u53ef\u81ea\u6258\u7ba1\u7684\u4e00\u4f53\u5316\u8ba1\u8d39\u4e0e\u53d8\u73b0\u5e73\u53f0\uff0c\u5e2e\u52a9\u65e9\u671f\u548c\u6210\u957f\u578b\u56e2\u961f\u5feb\u901f\u90e8\u7f72\u3001\u6d4b\u8bd5\u548c\u6269\u5c55\u590d\u6742\u7684\u5546\u4e1a\u6a21\u5f0f\uff08\u5982\u7528\u91cf\u8ba1\u8d39\u3001\u8ba2\u9605\u3001\u6df7\u5408\u5b9a\u4ef7\uff09\uff0c\u89e3\u51b3\u4f20\u7edf\u65b9\u6848\u56e0\u5c01\u95ed\u3001\u6602\u8d35\u548c\u50f5\u5316\u800c\u5bfc\u81f4\u7684\u5b9a\u4ef7\u5b9e\u9a8c\u5468\u671f\u957f\u3001\u5de5\u7a0b\u8d1f\u62c5\u91cd\u3001\u6570\u636e\u5b64\u5c9b\u7b49\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9527171f-1833-484b-ac3e-87eab5116ab5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dd6ddc3c-2ef0-4521-a6fc-abae4a029be0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b403afc-0879-44b0-8aa6-d70d56915b30.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c650024-e302-4c05-8f8f-c8f8afe4434d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98ea9873-d04a-4f82-8a75-910a2c54354e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53bbaac3-7a40-44c7-9968-cc7ade3ad183.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dab77b0b-cb2a-4477-9e24-7c517a75bb53.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\/ed453ff2-ea0b-4329-8403-ce6e7c2779d8.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=mV7YQAlZ1TA\"><source src=\"https:\/\/www.youtube.com\/watch?v=mV7YQAlZ1TA\" 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\">GitHub<\/span><br \/>\n <span class=\"tag\">Finance<\/span><br \/>\n <span class=\"tag\">Operations<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u8ba1\u8d39\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u53d8\u73b0\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u7528\u91cf\u8ba1\u8d39<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u62a5\u4ef7\u5f00\u7968<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u53ef\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u53cb\u597d<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\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>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u8ba1\u8d39\u590d\u6742\u6027\u7684\u613f\u666f\uff0c\u5e76\u8be2\u95ee\u6280\u672f\u7ec6\u8282\uff08\u5982\u9ad8\u9891\u7387\u4e8b\u4ef6\u5904\u7406\u3001\u53bb\u91cd\u673a\u5236\u3001\u8ba2\u9605\u8ba1\u5212\u652f\u6301\uff09\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u4e0e\u7ade\u54c1\u7684\u5dee\u5f02\u3001\u5f00\u6e90\u6a21\u5f0f\u4e0b\u7684\u53ef\u9760\u6027\u4e0e\u652f\u6301\u3001\u5bf9\u590d\u6742\u5b9a\u4ef7\u573a\u666f\uff08\u5982\u6536\u5165\u786e\u8ba4\uff09\u7684\u8986\u76d6\u80fd\u529b\u3002\u5f00\u53d1\u8005\u5bf9\u5176\u6280\u672f\u6808\uff08Rust, Kafka, ClickHouse\uff09\u548c\u7075\u6d3b\u6027\u8868\u793a\u8d5e\u8d4f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Meteroid\u7684\u950b\u8292\u5e76\u975e\u7b80\u5355\u5730\u201c\u518d\u9020\u4e00\u4e2aStripe\u201d\uff0c\u800c\u662f\u76f4\u6307\u73b0\u4ee3SaaS\u8ba1\u8d39\u4f53\u7cfb\u7684\u6df1\u5c42\u6096\u8bba\uff1a\u5b9a\u4ef7\u4f5c\u4e3a\u6838\u5fc3\u589e\u957f\u6760\u6746\uff0c\u5176\u57fa\u7840\u8bbe\u65bd\u5374\u5f80\u5f80\u5c01\u95ed\u3001\u50f5\u5316\u4e14\u4e0e\u4e1a\u52a1\u6f14\u8fdb\u8131\u8282\u3002\u5b83\u796d\u51fa\u201c\u5f00\u6e90\u201d\u4e0e\u201c\u4e00\u4f53\u5316\u201d\u4e24\u628a\u5229\u5203\uff0c\u8bd5\u56fe\u98a0\u8986\u884c\u4e1a\u60ef\u4f8b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u8ba1\u8d39\u201d\u4ece\u88ab\u52a8\u6267\u884c\u7684\u8d22\u52a1\u540e\u7aef\uff0c\u91cd\u6784\u4e3a\u53ef\u4e3b\u52a8\u7f16\u7a0b\u7684\u201c\u4e1a\u52a1\u6a21\u578b\u5f15\u64ce\u201d\u3002\u901a\u8fc7\u6574\u5408\u4ea7\u54c1\u76ee\u5f55\u3001\u7528\u91cf\u8ba1\u91cf\u3001\u62a5\u4ef7\u3001\u5f00\u7968\u4e0eBI\uff0c\u5b83\u65e8\u5728\u6210\u4e3a\u8de8\u9500\u552e\u3001\u8d22\u52a1\u3001\u4ea7\u54c1\u56e2\u961f\u7684\u552f\u4e00\u53ef\u4fe1\u6570\u636e\u6e90\uff0c\u4ece\u800c\u7ec8\u7ed3\u5b9a\u4ef7\u903b\u8f91\u6563\u843d\u4e8eExcel\u4e0e\u7ef4\u57fa\u7684\u6df7\u6c8c\u72b6\u6001\u3002\u6280\u672f\u6808\u9009\u62e9\uff08Rust, Kafka, ClickHouse\uff09\u5f70\u663e\u4e86\u5176\u5bf9\u9ad8\u541e\u5410\u3001\u5b9e\u65f6\u6027\u4e0e\u53ef\u6269\u5c55\u6027\u7684\u4e25\u8083\u627f\u8bfa\uff0c\u5e76\u975e\u6280\u672f\u70ab\u6280\uff0c\u800c\u662f\u4e3a\u5176\u201c\u8ba9\u65e9\u671f\u56e2\u961f\u62e5\u6709\u89c4\u6a21\u5316\u80fd\u529b\u201d\u7684\u5ba3\u8a00\u5960\u57fa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u5f00\u6e90\u6a21\u5f0f\u867d\u80fd\u5feb\u901f\u5438\u5f15\u5f00\u53d1\u8005\u5e76\u5efa\u7acb\u4fe1\u4efb\uff0c\u4f46\u5982\u4f55\u6784\u5efa\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\uff1f\u5176\u63d0\u51fa\u7684\u201c\u8d5e\u52a9\u5f00\u53d1\u201d\u5feb\u901f\u901a\u9053\uff0c\u5b9e\u5219\u662f\u5e73\u8861\u793e\u533a\u6c11\u4e3b\u4e0e\u5546\u4e1a\u7d27\u6025\u9700\u6c42\u7684\u7cbe\u5999\u5c1d\u8bd5\uff0c\u4f46\u957f\u671f\u8fd0\u8425\u4e2d\uff0c\u670d\u52a1\u5206\u7ea7\u3001SLA\u4fdd\u969c\u4e0e\u6838\u5fc3\u5f00\u6e90\u8def\u7ebf\u56fe\u7684\u5e73\u8861\u5c06\u9762\u4e34\u6301\u7eed\u8003\u9a8c\u3002\u6b64\u5916\uff0c\u5e73\u53f0\u91ce\u5fc3\u5de8\u5927\uff0c\u4ece\u5b9e\u65f6\u8ba1\u91cf\u5230\u8d22\u52a1\u5206\u6790\uff0c\u5176\u80fd\u5426\u5728\u4fdd\u6301\u6838\u5fc3\u7b80\u6d01\u7684\u540c\u65f6\uff0c\u6ee1\u8db3\u4f01\u4e1a\u7ea7\u5ba2\u6237\u5bf9GAAP\u5408\u89c4\u3001\u5ba1\u8ba1\u8ffd\u6eaf\u7b49\u6df1\u6c34\u533a\u9700\u6c42\uff0c\u4ecd\u9700\u89c2\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cMeteroid\u552e\u5356\u7684\u4e0d\u662f\u529f\u80fd\uff0c\u800c\u662f\u201c\u5b9a\u4ef7\u81ea\u7531\u201d\u3002\u5b83\u8d4c\u5b9a\u7684\u662f\u4e0b\u4e00\u4ee3\u8f6f\u4ef6\u516c\u53f8\u4f1a\u5c06\u5546\u4e1a\u6a21\u578b\u7684\u5feb\u901f\u8fed\u4ee3\u89c6\u4e3a\u6838\u5fc3\u7ade\u4e89\u529b\uff0c\u5e76\u613f\u610f\u4e3a\u6b64\u6295\u8d44\u4e00\u4e2a\u4e2d\u7acb\u3001\u900f\u660e\u4e14\u5f3a\u5927\u7684\u5e95\u5c42\u5f15\u64ce\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u68c0\u9a8c\u201c\u5f00\u6e90\u201d\u5728\u6781\u5ea6\u91cd\u89c6\u53ef\u9760\u6027\u4e0e\u5408\u89c4\u6027\u7684B2B\u91d1\u878d\u57fa\u7840\u8bbe\u65bd\u9886\u57df\uff0c\u7a76\u7adf\u80fd\u8d70\u591a\u8fdc\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\">Meteroid<\/span>\n <\/div>\n<div class=\"comment-content\">Meteroid is a monetization platform built so early-stage teams can ship like they’re already at scale: \u2705 One engine for subscriptions, usage-based pricing, quote-to-cash, invoicing and business intelligence \u2705 Support any Go-to-Market motion \u2705 Open-source (not open core) and extendable. Self-host it or let us run it. Either way, it\u2019s yours. \ud83d\ude80<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Makers! \ud83d\udc4b<\/p>\n<p>I’m Donatien, maker of Meteroid, along with Gaspard and Teake. We\u2019re excited to finally share what we\u2019ve been building in the open.<\/p>\n<p>\u2022 <strong>Why another billing tool?<\/strong><br \/>Honestly, we were frustrated. The billing space has exploded, but the pattern is always the same: powerful features are gated behind “talk to sales” banners and 5-figures contracts. Early-stage teams are left with duct-taped Stripe setups or rigid systems that can\u2019t evolve.<\/p>\n<p>We wanted to flip that. <strong>Meteroid is built on a simple philosophy<\/strong>: Advanced billing capabilities should be accessible from day one (not something you “graduate” into at Series B).<\/p>\n<p>\u2022 <strong>What we’re building:<\/strong><br \/>\ud83d\udd13 <strong>Open Source<\/strong>: A monetization platform you can inspect, extend, and self-host (check our repo).<br \/><em>For the devs: We are built with Rust, React, Postgres, Clickhouse and Kafka <\/em>\ud83e\udd80<\/p>\n<p>\u2699\ufe0f <strong>All-in-One<\/strong>: Usage metering, plans management, quotes, and invoicing in one hub.<\/p>\n<p>\ud83d\udcb0 <strong>Full Flexibility<\/strong>: Usage-based, hybrid, subscriptions, grandfathering, and custom deals.<\/p>\n<p>\ud83d\udcca <strong>Data-Driven<\/strong>: Next steps focused on churn signals and upsell triggers, not just invoices.<\/p>\n<p>\ud83e\udd1d <strong>Community-Led Roadmap (with a Fast Lane)<\/strong>: We build in the open and prioritize features based on the feedbacks of our 900+ community members. But we know business needs can’t always wait. <strong>Need a feature yesterday<\/strong>? We fully support <strong>Sponsored Development<\/strong>. You can fast-track critical integrations or features by sponsoring them, getting exactly what you need while contributing back to the open-source.<\/p>\n<p>We’d love your support on this launch and your honest feedback. Whether it’s feature requests, deep technical questions, or even a friendly roast, we’re here for it! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ddu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ddu<\/a> Congrats on the launch! How does it differ from products like <a href=\"https:\/\/www.producthunt.com\/products\/dodo-payments\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"dodo-payments\" target=\"_blank\" rel=\"noopener\">@Dodo Payments<\/a> or similar? <\/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>Hey everyone! I’m Gaspard, co-founder and engineer at Meteroid \ud83d\udc4b<\/p>\n<p>I’ve been in the data-driven billing trenches for years and got tired of watching teams rebuild the same infrastructure over and over. So we built what we wished existed, a flexible platform, open-source, and actually enjoyable to use and work on.<\/p>\n<p>Happy to chat about the tech stack (Rust, Kafka, Clickhouse), scaling, architecture decisions, self-hosting or anything else. Ask away!<\/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\/@gaspard_bn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gaspard_bn<\/a> Impressive vision! Building scalable, open-source billing infrastructure in Rust is a compelling answer to a real pain point. The focus on developer experience and flexibility, from Kafka to self-hosting options, makes Meteroid stand out. Excited to see how the project evolves. Best of luck.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So you\u2019re telling me I don\u2019t need a PhD in Stripe webhooks anymore? I\u2019m listening \ud83d\ude00<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> That’s right \ud83d\ude04 We’re abstracting out the payment provider complexity. We’ve started with Stripe, but are working on adding cheaper and local alternatives ! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Monetization is indeed complex to handle. We built Meteroid to make it easy. <a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> forget about your PhD! \ud83d\ude09 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Really impressed by the vision here. We often see a gap between how GTM teams want to price and what engineering can actually support.<br \/>\nUpvoted for the mission to make advanced monetization accessible to everyone!<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> thanks a lot for your support! <\/p>\n<p>You’ve put the finger on a massive pain point. That gap between GTM strategy and engineering capacity is exactly what turns pricing experiments into months-long projects.<\/p>\n<p>I’m glad the mission resonates with you. Making advanced monetization accessible to everyone (not just big SaaS) is what keeps us pushing every day! \ud83d\ude09 We truly think that advanced monetization capabilities are a must-have from day 1 and not a luxury you can only afford at Serie B. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Spot on! Thanks a lot, really appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The struggles sound very familiar. I\u2019ve worked on a pricing project that took months to get even close to right, largely because the billing architecture itself was fundamentally broken. Everything lived in Excel spreadsheets, scattered across internal wikis, with outdated pricing details and highly complex logic. With over 100 options influencing the final price a client sees, pricing was AND is difficult to understand for both customers and internal teams. Spoiler alert: we\u2019re still not there yet, which is exactly why this billing platform be a very interesting product to explore!<\/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\/@jasminiii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jasminiii<\/a> your story is exactly why we built Meteroid!<\/p>\n<p>What you described\u2014pricing living in Excel and outdated wikis\u2014is the reality for so many SaaS companies. The fundamental problem is that pricing data is usually scattered among many teams (Sales, RevOps, Finance, Product) creating massive <strong>data silos<\/strong>.<\/p>\n<p>Meteroid acts as the single <strong>source of truth <\/strong>by managing the entire <strong>Product Catalog<\/strong> in one place. By unifying metering, billing, invoicing and quoting we break those data silos and ensure that what Sales quotes is exactly what Finance invoices and what the Product actually delivers.<\/p>\n<p>Beyond the internal efficiency, this is also about <strong>Customer Confidence<\/strong>. When pricing is a “black box”, too complex to explain or source of mistakes, trust vanishes. Having a clear, automated system brings that transparency back to the client (ultimately reducing churn).<\/p>\n<p>We\u2019d love to help you get “there” and finally retire those spreadsheets! Good luck with your ongoing project! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks<a href=\"https:\/\/www.producthunt.com\/@jasminiii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jasminiii<\/a>! This is exactly the type of scenario we\u2019ve experienced ourselves and had in mind when building <a href=\"https:\/\/www.producthunt.com\/products\/meteroid-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"meteroid-2\" target=\"_blank\" rel=\"noopener\">@Meteroid<\/a>. Appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool. I am now working on some payment stuff. Tho a little bit different things (like merchants, ISO, PSP etc.) So definitelly will have a look at it \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Great to hear ! Always happy to share experience and feedback if you wanna chat ! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thanks <a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> for your comment! Always happy to chat if you face billing issues \ud83d\ude09 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks<a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a>! Appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For usage-based pricing, how does Meteroid handle high-frequency events?<\/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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> Hey Xiang ! We ingest at scale in Kafka for buffering, then batch ingest into Clickhouse for aggregation and query ! This allows us to easily handle burst and scale to millions of events (while still being self-hostable on modest hardware for self-hosting, depending on the kafka distribution you use)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey all! I\u2019m Teake, co-founder at Meteroid \ud83d\udc4b<\/p>\n<p>I\u2019m on the product\/design side, and I\u2019ve spent way too much time dealing with billing systems that were built for one very specific case and then left untouched. They work fine as long as nothing changes. But the moment you want to tweak pricing or try something new, the whole thing becomes fragile overnight.<\/p>\n<p>We built Meteroid because billing shouldn\u2019t be a black box. It should be flexible by default, so teams can experiment and iterate without breaking things.<\/p>\n<p>Happy to chat product & design!<\/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\">Open-source and self-hosting are powerful but raise trust and operational questions: how do you think about supportability and reliability (e.g., \u201cwho do I call at 2am\u201d), and what\u2019s your long-term model for balancing community-led roadmap with business-critical, time-sensitive needs?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> thanks for your question. <\/p>\n<p>We offer different plans with varying levels of service (community support, email support, dedicated account manager, SLA to handle the “2am call”…) depending on users’ needs. <\/p>\n<p>Regarding our roadmap, we fully support Sponsored Developments. You can fast-track critical integrations or features by sponsoring them. This ensures you get exactly what you need on your timeline while contributing back to the open-source ecosystem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Meteroid being <strong>fully OSS (not open-core)<\/strong> + the <strong>Kafka \u2192 ClickHouse<\/strong> metering pipeline is a strong \u201cship pricing like you\u2019re at scale\u201d stance. How are you ensuring <strong>exactly-once \/ idempotent<\/strong> usage ingestion so retries don\u2019t double-bill (event IDs, dedupe windows, replay)? We dealt with similar at scale and \u201clate events + corrections\u201d was the constant headache. Any plans for <strong>native revenue recognition + proration audits<\/strong> out of the box? \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> Hi Ryan ! We’re using an idempotency key (event ID) to deduplicate, both via a specific Clickhouse table construct (eventual dedup) and at query time to guaranty true exactly-once processing. It’s a bit more costly and we’ll evaluate alternatives to do more within Kafka, but at our scale it works perfectly. We do support late events as long as they stay within the current period + grace period (once finalized you enter the credit note category).<br \/>Regarding audit, invoices do keep a copy of all the data used to compute them, we don’t expose proration audit info though, if needed we can.<br \/>Regarding the revenue recognition, our goal throughout the year is to build a complete data-driven decision platform for finance and sales, through advanced and realtime analytics. We do not plan at this point GAAP\/IFRS-compliant deferred revenue accounting though (but we can integrate with accounting softwares that do).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch guys! Really useful one, especially for small teams like my stage now. Best of luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@th_calafatidis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@th_calafatidis<\/a> Thanks Theodore, appreciate the support \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice! Are you planning on supporting subscription schedules as well? Side-note, this page in your docs is 404ing: <a href=\"https:\/\/docs.meteroid.com\/subscriptions\/what-is-a-subscription\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.meteroid.com\/subscriptions\/what-is-a-subscription<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jared_scheel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_scheel<\/a> Hey Jared ! Subscription phases is not there yet but it’s definitely on the roadmap. If you have a specific use case for schedules let us know, we prioritize based on the community feedback ! <br \/>Thanks for the report, we’ll look into it ! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks<a href=\"https:\/\/www.producthunt.com\/@jared_scheel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_scheel<\/a>! We currently support controlling the timing and lifecycle of subscriptions. Full-on phasing isn\u2019t live yet, but is indeed definitely on the roadmap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/RJGRDKGG3JU523\" class=\"app-title\">AI Chrome Extension Builder<\/a><\/p>\n<div class=\"one-liner\">Build Chrome Extensions by Talking to AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">211<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u8fd9\u662f\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u5f0fAI\uff0c\u5e2e\u52a9\u65e0\u7f16\u7a0b\u7ecf\u9a8c\u7684\u7528\u6237\u81ea\u52a8\u5b8c\u6210\u4ece\u8bbe\u8ba1\u3001\u7f16\u7801\u5230\u9690\u79c1\u653f\u7b56\u548c\u5546\u5e97\u4e0a\u67b6\u5168\u6d41\u7a0b\u7684Chrome\u6269\u5c55\u5f00\u53d1\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u666e\u901a\u4eba\u5feb\u901f\u521b\u5efa\u4e2a\u6027\u5316\u6d4f\u89c8\u5668\u6269\u5c55\u7684\u96be\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44353b32-64ba-46c3-aaa3-e23c3c6bd53a.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/96e86657-3876-422a-bb60-e1ecf9ebc4d8.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d97afee5-ace1-4a77-a40d-eb379ce50115.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4845ae33-1a2d-4a96-9061-70ca3af1d484.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef84d0ee-2aa3-4225-ad49-dfd05aad4529.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\/802a7a26-e681-4dbd-bb83-930e5684e2df.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=vzmfcM4vy94\"><source src=\"https:\/\/www.youtube.com\/watch?v=vzmfcM4vy94\" 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\">Browser Extensions<\/span><br \/>\n <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4f4e\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55\u751f\u6210\u5668<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5316AI<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u7528\u5bf9\u8bdd\u6784\u5efa\u6269\u5c55\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u4f46\u5b58\u5728\u7591\u95ee\uff1a\u4e3b\u9875\u5bf9\u6269\u5c55\u529f\u80fd\u5c55\u793a\u4e0d\u8db3\uff1b\u8bd5\u7528\u524d\u5373\u8981\u6c42\u5347\u7ea7\uff0c\u5b9a\u4ef7\u6a21\u5f0f\uff08\u79ef\u5206\uff09\u4e0d\u6e05\u6670\uff1b\u5bf9\u751f\u6210\u6269\u5c55\u7684\u5b89\u5168\u6027\u3001\u6743\u9650\u5ba1\u67e5\u548c\u8de8\u6d4f\u89c8\u5668\u517c\u5bb9\u6027\u8868\u793a\u5173\u5207\uff1b\u671f\u5f85\u770b\u5230\u66f4\u591a\u5b9e\u9645\u6784\u5efa\u6848\u4f8b\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 \u201cShipper Extensions\u201d\u5c06AI\u5e94\u7528\u6784\u5efa\u5668\u7684\u6218\u706b\u5f15\u5411\u4e86\u6d4f\u89c8\u5668\u6269\u5c55\u8fd9\u4e00\u66f4\u5782\u76f4\u3001\u66f4\u6613\u5206\u53d1\u7684\u573a\u666f\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u5168\u6d41\u7a0b\u201d\u81ea\u52a8\u5316\u662f\u6700\u5927\u5356\u70b9\u3002\u5b83\u8bd5\u56fe\u62bd\u8c61\u6389\u7684\u4e0d\u4ec5\u662f\u4ee3\u7801\uff0c\u66f4\u662f\u6574\u4e2aChrome\u751f\u6001\u7684\u7e41\u7410\u77e5\u8bc6\uff08API\u3001\u6e05\u5355\u6587\u4ef6\u3001\u5546\u5e97\u653f\u7b56\uff09\uff0c\u8fd9\u76f4\u51fb\u4e86\u90a3\u4e9b\u6709\u60f3\u6cd5\u4f46\u88ab\u6280\u672f\u6808\u529d\u9000\u7684\u6f5c\u5728\u521b\u9020\u8005\u7684\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u9c9c\u627f\u8bfa\u4e4b\u4e0b\u6697\u85cf\u7901\u77f3\u3002\u9996\u5148\uff0c**\u201c\u5b8c\u6574\u201d\u4e0e\u201c\u53ef\u9760\u201d\u4e4b\u95f4\u5b58\u5728\u9e3f\u6c9f**\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5b89\u5168\u6027\u3001\u6743\u9650\u5ba1\u67e5\u548c\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u90e8\u7f72\u95ee\u9898\u7684\u62c5\u5fe7\u975e\u5e38\u5173\u952e\u3002AI\u751f\u6210\u7684\u4ee3\u7801\u662f\u5426\u5b89\u5168\u3001\u9ad8\u6548\uff1f\u5176\u81ea\u52a8\u914d\u7f6e\u7684\u6743\u9650\u662f\u5426\u6700\u5c0f\u5316\uff1f\u8fd9\u4e9b\u5173\u4e4e\u7528\u6237\u4fe1\u4efb\u7684\u6838\u5fc3\u95ee\u9898\uff0c\u4ea7\u54c1\u4ecb\u7ecd\u8bed\u7109\u4e0d\u8be6\u3002\u5176\u6b21\uff0c**\u5546\u4e1a\u6a21\u5f0f\u4e0e\u7528\u6237\u4f53\u9a8c\u5b58\u5728\u77db\u76fe**\u3002\u5728\u7528\u6237\u672a\u4f53\u9a8c\u6838\u5fc3\u4ef7\u503c\u524d\u5c31\u5f39\u51fa\u5347\u7ea7\u4ed8\u8d39\uff0c\u4f1a\u4e25\u91cd\u963b\u788d\u8f6c\u5316\u3002\u5176\u201c\u79ef\u5206\u201d\u5236\u82e5\u4e0e\u63d0\u793a\u8bcd\u590d\u6742\u5ea6\u6302\u94a9\uff0c\u5219\u610f\u5473\u7740\u7528\u6237\u6210\u672c\u4e0d\u53ef\u9884\u6d4b\uff0c\u8fd9\u4e0e\u201c\u7b80\u5355\u63cf\u8ff0\u5373\u53ef\u201d\u7684\u521d\u8877\u80cc\u9053\u800c\u9a70\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u662f\u201cAI\u4f5c\u4e3a\u526f\u9a7e\u9a76\u201d\u5411\u201cAI\u4f5c\u4e3a\u81ea\u52a8\u9a7e\u9a76\u201d\u7684\u4e00\u6b21\u6fc0\u8fdb\u5c1d\u8bd5\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u66ff\u4ee3\u8d44\u6df1\u5f00\u53d1\u8005\uff08\u590d\u6742\u3001\u9ad8\u6027\u80fd\u6269\u5c55\u4ecd\u9700\u4eba\u5de5\uff09\uff0c\u800c\u5728\u4e8e**\u5c06\u6d4f\u89c8\u5668\u6269\u5c55\u4ece\u4e00\u4e2a\u201c\u5f00\u53d1\u9879\u76ee\u201d\u964d\u7ef4\u6210\u4e00\u4e2a\u201c\u521b\u610f\u63cf\u8ff0\u201d\u4efb\u52a1**\uff0c\u6781\u5927\u5730\u964d\u4f4e\u4e86\u521b\u65b0\u95e8\u69db\u3002\u4f46\u5b83\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5176AI\u5728\u5782\u76f4\u9886\u57df\u7684\u6df1\u5ea6\u7406\u89e3\u80fd\u5426\u7ecf\u5f97\u8d77\u771f\u5b9e\u573a\u666f\u7684\u8003\u9a8c\uff0c\u4ee5\u53ca\u5176\u5546\u4e1a\u8bbe\u8ba1\u662f\u5426\u4e0e\u7528\u6237\u7684\u4ef7\u503c\u83b7\u53d6\u8fc7\u7a0b\u540c\u9891\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u9177\u70ab\u7684\u3001\u4f46\u53ea\u80fd\u751f\u6210\u73a9\u5177\u7ea7\u6269\u5c55\u7684\u6f14\u793a\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\">AI Chrome Extension Builder<\/span>\n <\/div>\n<div class=\"comment-content\">Prompt AI to build complete Chrome Extensions. Give instructions in plain English and AI designs, codes, writes your privacy policy and creates a Chrome Web Store listing for you. Anyone can become an extension developer without knowing how to code.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi PH, cofounder of Shipper here. Very happy to announce Shipper as the 1st complete AI extension builder!!<\/p>\n<\/p>\n<p>tl;dr: Imagine if building browser extensions didn\u2019t require knowing JavaScript, Chrome APIs, or config files. You just describe the extension you want, and it exists. That\u2019s Shipper Extensions.<\/p>\n<\/p>\n<p>With Shipper Extensions, you can:<\/p>\n<ul>\n<li>\n<p>Build any browser extension you can think of<\/p>\n<\/li>\n<li>\n<p>Recreate or customize existing extensions<\/p>\n<\/li>\n<li>\n<p>Launch your own tools instead of paying for someone else\u2019s<\/p>\n<\/li>\n<li>\n<p>Customize behavior and UI as much as you want<\/p>\n<\/li>\n<li>\n<p>Ship once and have it work across all Chromium-based browsers (Chrome, Atlas, Comet, Edge, Brave, Arc, Opera, Vivaldi, etc)<\/p>\n<\/li>\n<\/ul>\n<p>We also handle the annoying parts for you: Auto-generated privacy policy, pre-written Chrome Web Store listing text, and a packaging and publishing flow that works without touching config files.<\/p>\n<\/p>\n<p>A bunch of people in our community have already been using this internally and building surprisingly real extensions, so we\u2019re excited to finally share it publicly and see what you all build with it \ud83d\ude3a \ud83d\ude3a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey Ankit, good hunt! \ud83d\ude42 <a href=\"https:\/\/www.producthunt.com\/@saaswarrior\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"saaswarrior\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saaswarrior<\/a> <\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@chddaniel\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chddaniel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chddaniel<\/a> <a href=\"https:\/\/www.producthunt.com\/@chhddavid\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chhddavid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chhddavid<\/a> (r\/SaaS mods crushing it on Product Hunt \ud83d\ude0a). Nice to see you here! <\/p>\n<p>Quick questions:<\/p>\n<ul>\n<li>\n<p>The landing page mentions no browser extension or extension templates. Do you have a landing page for extensions on the website? <\/p>\n<\/li>\n<li>\n<p>I loved the demo, but trying the product prompted an upgrade without any trial credits. Is that intentional?<\/p>\n<\/li>\n<li>\n<p>How do credits work? Each prompt is certain number of credits? <\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chhddavid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chhddavid<\/a> This is a wild unlock. As someone who lives in Chrome extension land, my biggest worry is the last 20%: permissions, store review, and \u201cit works on my machine\u201d bugs. How do you keep generated extensions safe and reviewable – is there a clear diff \/ permission explanation before it ships?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 to the makers on the launch! Turning plain-English prompts into fully functional Chrome Extensions \u2014 from design and code to privacy policy and Chrome Web Store listing \u2014 is a powerful idea.<\/p>\n<p>Best wishes for a successful launch and wide adoption. \ud83d\ude0d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saaswarrior\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saaswarrior<\/a> Cheers Ankit, we’re very happy to have you here \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I’m a bit confused by the homepage, I don’t see much of a focus on browser extensions there. Is that something new you’re exploring? I think the browser extensions play is compelling, since there’s no real deployment process. Extensions could just immediately be installed and available\/useful to the end user. Would it be a “one install -> many extensions” approach or does the user have to install multiple extensions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wilco_kruijer1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wilco_kruijer1<\/a> Hey, thank you! Extensions are new, we haven’t designed our home page around them yet. This is a new feature as part of the AI app builder (see previous launches).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 to build chrome extensions easily. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ramitkoul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ramitkoul<\/a> Thank you Ramit!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">What was the exact moment or workflow where you felt \u201cbuilding an extension shouldn\u2019t require becoming an extension developer,\u201d and what evidence convinced you this wasn\u2019t just your pain (e.g., how many attempts, conversations, or failed builds did you see before committing)?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> We already solved building apps from simple prompts, and we thought “What’s the next level?” – that’s how extensions came to mind.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool – I like the idea of more targetted\/focused ai app builders – can you share some chrome extensions built using this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Hey hey! The feature was just released days ago, we’re still collecting a few extensions to create a “hub” of templates, or examples if you may.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">And then, what happens?<\/p>\n<p>1. What do I do by creating an extension?<br \/>\n2. Tons of AI coding agents can do this better.<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rahijamil\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahijamil<\/a> Hey, thanks for showing interest!<\/p>\n<ol>\n<li>\n<p>Hmm, not sure I got the question right, so let me know if this doesn’t answer right – you create an extension by sending a prompt to the AI, and you then use as you wish. That’s the fun part, it’s up to you how you use it \ud83d\ude42<\/p>\n<\/li>\n<li>\n<p>Have you tired Shipper yet? I’m sure you’ll enjoy how well Shipper handles extensions – we believe we’re the first AI app builder dedicated and optimized for extensions in the full sense of the word<\/p>\n<\/li>\n<\/ol>\n<p>Happy to clarify anything else!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/LE5G2R7PWKKHTG\" class=\"app-title\">The Prompting Company<\/a><\/p>\n<div class=\"one-liner\">SEO is dead. Be the product cited by ChatGPT.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">203<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u4f18\u5316\u4ea7\u54c1\u5728AI\u6a21\u578b\uff08\u5982ChatGPT\uff09\u56de\u7b54\u4e2d\u7684\u63a8\u8350\u53ef\u89c1\u6027\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5728AI\u4f18\u5148\u7684\u51b3\u7b56\u573a\u666f\u4e2d\u83b7\u53d6\u5ba2\u6237\u7684\u65b0\u578b\u8425\u9500\u5e73\u53f0\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/49391a15-0aac-4181-bc8e-ca0f266b0614.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/927c3938-566b-4fe1-82d7-5c748af79595.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7affb9f7-b92c-4572-ba62-d9e06a4944c0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/046077b7-c889-45d0-923e-8db420bb1909.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ad4907f-d49f-4c31-bafa-219e92cfebfc.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\/e2ce2b9a-cdf2-465d-91f0-46d5fa54491c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/beHVuHSGymg\"><source src=\"https:\/\/youtu.be\/beHVuHSGymg\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u63a8\u8350\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">AI\u65f6\u4ee3\u8425\u9500<\/span><br \/>\n <span class=\"tag\">SEO\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">LLM\u53ef\u89c1\u6027<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5b9a\u4f4d<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7b56\u7565<\/span><br \/>\n <span class=\"tag\">B2B\u589e\u957f\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3AI\u65f6\u4ee3\u6d41\u91cf\u83b7\u53d6\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u4f46\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\uff1a\u4e0e\u7ade\u54c1\uff08\u5982AthenaHQ\uff09\u7684\u5dee\u5f02\u5316\u3001\u6280\u672f\u539f\u7406\uff08\u5982\u4f55\u8861\u91cf\u548c\u4f18\u5316\uff09\u3001\u5bf9AI\u5e7b\u89c9\u7684\u5e94\u5bf9\u7b56\u7565\uff0c\u4ee5\u53ca\u4e0e\u4f20\u7edfSEO\u7684\u5bf9\u6bd4\u3002\u90e8\u5206\u7528\u6237\u8ba4\u4e3aSEO\u672a\u6b7b\uff0c\u53ea\u662f\u5f62\u5f0f\u6539\u53d8\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 \u201cSEO\u5df2\u6b7b\u201d\u7684\u6807\u8bed\u662f\u5178\u578b\u7684\u98a0\u8986\u5f0f\u8425\u9500\u8bdd\u672f\uff0c\u65e8\u5728\u5236\u9020\u7126\u8651\u5e76\u5ba3\u544a\u65b0\u8d5b\u9053\u7684\u8bde\u751f\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u6740\u6b7b\u201dSEO\uff0c\u800c\u5728\u4e8e\u654f\u9510\u5730\u6355\u6349\u5230\u4e00\u4e2a\u8303\u5f0f\u8f6c\u79fb\uff1a\u7528\u6237\u7684\u51b3\u7b56\u5165\u53e3\u6b63\u4ece\u4e3b\u52a8\u641c\u7d22\uff08Google\uff09\u8f6c\u5411\u4ea4\u4e92\u5f0f\u95ee\u7b54\uff08AI\uff09\u3002\u4f20\u7edfSEO\u4f18\u5316\u7684\u662f\u9759\u6001\u7f51\u9875\u4e0e\u56fa\u5b9a\u5173\u952e\u8bcd\u7684\u5173\u7cfb\uff0c\u800c\u8be5\u4ea7\u54c1\u8bd5\u56fe\u4f18\u5316\u7684\u662f\u4ea7\u54c1\u4fe1\u606f\u5728LLM\u52a8\u6001\u63a8\u7406\u903b\u8f91\u4e2d\u7684\u201c\u5d4c\u5165\u6df1\u5ea6\u201d\u4e0e\u201c\u63a8\u8350\u4f18\u5148\u7ea7\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u7684\u6838\u5fc3\u6311\u6218\u4e0e\u673a\u9047\u5e76\u5b58\u3002\u673a\u9047\u5728\u4e8e\uff0c\u5b83\u7784\u51c6\u4e86\u4e00\u4e2a\u89c4\u5219\u5c1a\u672a\u56fa\u5316\u7684\u84dd\u6d77\u5e02\u573a\uff0c\u901a\u8fc7\u5206\u6790\u6a21\u578b\u56de\u7b54\u7684\u89c4\u5f8b\uff08\u5982\u4f7f\u7528\u573a\u666f\u63cf\u8ff0\u3001\u5bf9\u6bd4\u63aa\u8f9e\u3001\u4e0d\u786e\u5b9a\u6027\u8868\u8fbe\uff09\uff0c\u4e3a\u5ba2\u6237\u63d0\u4f9b\u4f18\u5316\u53d9\u4e8b\u7ed3\u6784\u7684\u7b56\u7565\uff0c\u672c\u8d28\u662f\u201c\u8bad\u7ec3\u201d\u4f01\u4e1a\u6210\u4e3aAI\u773c\u4e2d\u7684\u201c\u6807\u51c6\u7b54\u6848\u201d\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e0d\u64cd\u63a7\u7cfb\u7edf\u201d\u7acb\u573a\uff0c\u5b9e\u5219\u662f\u5f53\u524d\u6280\u672f\u9650\u5236\u4e0b\u7684\u52a1\u5b9e\u9009\u62e9\uff0c\u4e5f\u89c4\u907f\u4e86\u4f26\u7406\u98ce\u9669\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\uff0cAI\u63a8\u8350\u751f\u6001\u6781\u5ea6\u4e2d\u5fc3\u5316\u4e14\u9ed1\u76d2\u5316\uff0c\u53d7\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u3001\u5b9e\u65f6\u7d22\u5f15\u7b56\u7565\u53ca\u5e73\u53f0\u5546\u4e1a\u5408\u4f5c\u5f71\u54cd\u5de8\u5927\uff0c\u4f18\u5316\u624b\u6bb5\u7684\u7a33\u5b9a\u6027\u548c\u6760\u6746\u6548\u5e94\u5b58\u7591\u3002\u5176\u6b21\uff0c\u4ef7\u503c\u8861\u91cf\u6807\u51c6\u6a21\u7cca\uff0c\u201c\u88ab\u63a8\u8350\u6b21\u6570\u201d\u8fd9\u7c7b\u4e2d\u95f4\u6307\u6807\u4e0e\u6700\u7ec8\u4e1a\u52a1\u589e\u957f\u4e4b\u95f4\u7684\u5f52\u56e0\u94fe\u8def\u8fdc\u6bd4\u4f20\u7edfSEO\u6f2b\u957f\u548c\u590d\u6742\u3002\u6700\u540e\uff0c\u5e02\u573a\u5c1a\u5904\u65e9\u671f\uff0c\u5176\u65b9\u6cd5\u8bba\u80fd\u5426\u5f62\u6210\u5982SEO\u822c\u7cfb\u7edf\u5316\u7684\u6700\u4f73\u5b9e\u8df5\uff0c\u8fd8\u662f\u6700\u7ec8\u6ca6\u4e3a\u9488\u5bf9\u5c11\u6570\u4e3b\u6d41\u6a21\u578b\u7684\u3001\u6ce2\u52a8\u6027\u6781\u5927\u7684\u201c\u63d0\u793a\u5de5\u7a0b\u201d\u670d\u52a1\uff0c\u4ecd\u6709\u5f85\u89c2\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u6781\u5177\u524d\u77bb\u6027\u7684\u8d5b\u9053\u5b9a\u4e49\u8005\u4ea7\u54c1\u3002\u5b83\u51fa\u552e\u7684\u4e0d\u662f\u786e\u5b9a\u6027\uff0c\u800c\u662f\u5728AI\u4e3b\u5bfc\u7684\u4fe1\u606f\u5206\u53d1\u65b0\u65f6\u4ee3\u4e0b\uff0c\u4f01\u4e1a\u4e0d\u53ef\u6216\u7f3a\u7684\u201c\u5165\u573a\u5238\u201d\u548c\u201c\u6d4b\u8bd5\u5de5\u5177\u201d\u3002\u5176\u957f\u671f\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u8bdd\u672f\u662f\u5426\u7280\u5229\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u5feb\u901f\u6f14\u53d8\u7684AI\u751f\u6001\u4e2d\uff0c\u5efa\u7acb\u8d77\u53ef\u9a8c\u8bc1\u3001\u53ef\u590d\u5236\u7684\u201c\u63a8\u8350\u4f18\u5316\u201d\u79d1\u5b66\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\">The Prompting Company<\/span>\n <\/div>\n<div class=\"comment-content\">Customers now get recommendations from AI, not Google. Be in those answers.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>SEO is dead.<\/p>\n<p>I’ve launched 5+ products since my first startup, Typedream, was acquired in 2024.<\/p>\n<p>One day, I was about to launch again. Everything was ready. The code was done, the product was polished, the team was waiting.<\/p>\n<p>Then I realized: I hadn’t set up welcome emails.<\/p>\n<p>So I opened the AI sidebar within Cursor and typed: “How do I send a welcome email to users after signup?”<\/p>\n<p>In seconds, I got an answer: “You can use Resend to send transactional emails.”<\/p>\n<p>Code inserted. Done.<\/p>\n<p>That moment changed everything for me.<\/p>\n<p>The decision happened inside my workflow. The AI picked the tool. I just said yes.<\/p>\n<p>And that’s when I realized: if your product isn’t the one AI recommends in that moment, you’re not even in the running.<\/p>\n<p>This is why we built The Prompting Company.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michelle_marcelline\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michelle_marcelline<\/a> Congrats! How does it differentiate from another YC product <a href=\"https:\/\/www.ycombinator.com\/companies\/athenahq\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AthenaHQ<\/a>? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michelle_marcelline\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michelle_marcelline<\/a> Congrats on the launch. Is it solely for ChatGPT or other companies 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michelle_marcelline\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michelle_marcelline<\/a> HUGE!!!! Prompting Company has one of the best GEO tools out there – glad you’re getting the word out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Prompting Company is such a life saver!!!<\/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\/@dhruv_roongta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhruv_roongta<\/a> The same goes to Slashy!! I’m never on Gmail anymore<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Such a useful product, helps us rank so much<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harsha_gaddipati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harsha_gaddipati<\/a> Thanks Harsha!! Slashy helps me save sooo much time!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is interesting. In SEO, at least we can guess what parameters to tweak to get ranked like backlinks, content, etc. How does it work with LLMs? What are you measuring and recommending?<\/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\/@gokuljd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gokuljd<\/a> Great question. LLMs don\u2019t work with fixed ranking factors the way search engines do, so there isn\u2019t a clean checklist like backlinks or keyword density.<\/p>\n<p>What we measure instead is:<\/p>\n<ul>\n<li>\n<p>When your product appears in AI answers vs alternatives<\/p>\n<\/li>\n<li>\n<p>How it\u2019s described (use-case, category, comparisons)<\/p>\n<\/li>\n<li>\n<p>Where models seem uncertain or vague<\/p>\n<\/li>\n<\/ul>\n<p>And what we recommend focuses on reducing that uncertainty:<\/p>\n<ul>\n<li>\n<p>Clear category + \u201cjob to be done\u201d positioning<\/p>\n<\/li>\n<li>\n<p>Explicit comparison and exclusion language<\/p>\n<\/li>\n<li>\n<p>Consistent product narratives across the sources models tend to rely on<\/p>\n<\/li>\n<\/ul>\n<p>So it\u2019s less about tweaking a single signal, and more about making your product the easiest, most defensible answer for an AI to give, without trying to game the system!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Nice! Been wondering if there is a tool that can do this well. Excited to start using this and see how it helps my products grow in AEO<\/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\/@matthew_lock\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matthew_lock<\/a> Love hearing that, thanks so much! <br \/>We’re seeing a lot of success with consumer AI product, so I’m excited to see how it works for Kidgeni!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does The Prompting Company handle the ‘hallucination’ factor? If an AI recommends a competitor by mistake, what levers can a product pull through your platform?<\/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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> Great question. Short answer: we\u2019re not gaming the system — there\u2019s no switch to \u201cblock\u201d competitors.<\/p>\n<p>What products can do through our platform is shape the signals LLMs rely on:<\/p>\n<ul>\n<li>\n<p>Clarify when your product is the right choice (and when it isn\u2019t)<\/p>\n<\/li>\n<li>\n<p>Reduce ambiguity around category, use-case, and differentiation<\/p>\n<\/li>\n<li>\n<p>Make comparison language explicit so models don\u2019t guess<\/p>\n<\/li>\n<\/ul>\n<p>The goal isn\u2019t to force recommendations, but to increase the probability that when an AI answers honestly, your product is the most defensible option, and competitors show up less often by default.<\/p>\n<p>Let me know if that makes sense!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We give you results. Not vanity metrics!<\/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\">What\u2019s your differentiation against (1) enterprise AI visibility platforms and (2) doing this manually with prompts + spreadsheets + content briefs\u2014specifically, what do you do that others don\u2019t, and where do you intentionally not compete?<\/div>\n<div class=\"comment-actions\">\n<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>mega fan!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@ollieforsyth thanks ollie!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This is interesting, I don\u2019t actually agree that SEO is dead, bc at the end of the day this is the same create content, the game just changed<\/div>\n<div class=\"comment-actions\">\n<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>You nailed it – showing up on AI platforms is indeed essential, especially now that the adoption is growing. <\/p>\n<p>Do you plan to add features related to ads (OpenAI announced they are launching ads recently)? Also, how do you retrieve exact user questions? Cheers!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! We love using the product<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Love this<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 great AEO platform!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We\u2019ve been working with The Prompting Company for a while, and their structured, data\u2011driven approach to getting us recommended inside real AI conversations has sharpened our positioning and driven more qualified inbound from people who \u201cheard about us from ChatGPT\/AI.\u201d They\u2019re one of the few partners that back it up with measurable impact.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats guys! Super useful product – we\u2019re fans!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 cool!! I have been using this tool from quite a while and its nice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>you guys are on another level. been using for my website\u2019s SEO and it\u2019s improved dramatically<\/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>Love 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\">\n<p>This is fascinating – the shift from optimizing for Google’s algorithms to becoming the go-to recommendation in AI conversations is definitely the future. I’m curious how you measure success in GEO compared to traditional SEO metrics?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Wow! I need this<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>GEO is the next frontier!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DIZHHBHQV7VU34\" class=\"app-title\">Agentic Vision in Gemini<\/a><\/p>\n<div class=\"one-liner\">Agentic visual reasoning with code execution<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">161<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gemini 3 Flash \u63a8\u51fa\u7684 Agentic Vision \u529f\u80fd\uff0c\u901a\u8fc7\u5c06\u56fe\u50cf\u7406\u89e3\u8f6c\u5316\u4e3a\u4e00\u4e2a\u80fd\u81ea\u4e3b\u7f16\u5199\u4ee3\u7801\u5e76\u6267\u884c\u7684\u201c\u667a\u80fd\u4f53\u201d\u8fc7\u7a0b\uff0c\u5728\u9700\u8981\u9ad8\u7cbe\u5ea6\u89c6\u89c9\u5206\u6790\uff08\u5982\u5de5\u4e1a\u68c0\u6d4b\u3001\u79d1\u7814\u8ba1\u6570\uff09\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u89c6\u89c9\u6a21\u578b\u201c\u76ee\u6d4b\u201d\u4e0d\u51c6\u786e\u3001\u53ef\u9760\u6027\u4e0d\u8db3\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/397c5dbb-bab9-4e7a-abdb-e8d8f374c471.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f8cc5e9-277c-4b11-9220-7e1170bf96a6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/70887e5c-6594-4585-b1a6-18dfa8eadc3e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/60f31310-8737-47a3-bf3d-a6232acef540.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u591a\u6a21\u6001AI<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u6267\u884c<\/span><br \/>\n <span class=\"tag\">Gemini<\/span><br \/>\n <span class=\"tag\">\u56fe\u50cf\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u7a0b\u5316<\/span><br \/>\n <span class=\"tag\">OpenCV<\/span><br \/>\n <span class=\"tag\">Agentic AI<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8bc4\u4ef7\u5176\u5b9e\u73b0\u4e86\u201c\u611f\u77e5-\u63a8\u7406-\u884c\u52a8\u201d\u7684\u81ea\u4e3b\u5faa\u73af\uff0c\u901a\u8fc7\u7f16\u5199OpenCV\u811a\u672c\u7cbe\u51c6\u89e3\u51b3\u8ba1\u6570\u95ee\u9898\uff0c\u5c55\u73b0\u4e86\u5de5\u7a0b\u5316\u601d\u7ef4\u7684\u7a81\u7834\u3002\u540c\u65f6\u6709\u7528\u6237\u8be2\u95ee\u5927\u5e45\u964d\u4ef7\u662f\u5426\u9002\u7528\u4e8e\u591a\u6a21\u6001\u7cfb\u7edf\u63d0\u793a\u4e2d\u7684\u5927\u578b\u56fe\u50cf\u6570\u636e\u96c6\uff0c\u5173\u6ce8\u6210\u672c\u4e0e\u89c4\u6a21\u5316\u5e94\u7528\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Agentic Vision \u6240\u6807\u699c\u7684\u201c\u5c06\u9759\u6001\u56fe\u50cf\u7406\u89e3\u8f6c\u5316\u4e3a\u667a\u80fd\u4f53\u8fc7\u7a0b\u201d\uff0c\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4e0d\u5728\u4e8e\u201c\u770b\u201d\uff0c\u800c\u5728\u4e8e\u201c\u60f3\u201d\u548c\u201c\u505a\u201d\u3002\u5b83\u8ba9\u5927\u6a21\u578b\u4ece\u4e00\u540d\u201c\u89c2\u5bdf\u5458\u201d\u664b\u5347\u4e3a\u201c\u73b0\u573a\u5de5\u7a0b\u5e08\u201d\u3002\u4f20\u7edf\u591a\u6a21\u6001\u6a21\u578b\u63cf\u8ff0\u5185\u5bb9\u5c1a\u53ef\uff0c\u4f46\u4e00\u65e6\u6d89\u53ca\u7cbe\u786e\u91cf\u5316\uff08\u5982\u8ba1\u6570\u3001\u6d4b\u91cf\uff09\uff0c\u5176\u6982\u7387\u672c\u8d28\u5bfc\u81f4\u7684\u201c\u6a21\u7cca\u6027\u201d\u4fbf\u6210\u4e3a\u81f4\u547d\u4f24\u3002\u6b64\u529f\u80fd\u7684\u6838\u5fc3\u4ef7\u503c\u662f\u5f15\u5165\u4e86\u201c\u5de5\u5177\u4f7f\u7528\u201d\u4e0e\u201c\u95ed\u73af\u9a8c\u8bc1\u201d\u7684\u673a\u5236\uff1a\u6a21\u578b\u81ea\u77e5\u89c6\u89c9\u611f\u77e5\u5b58\u5728\u8bef\u5dee\u8fb9\u9645\uff0c\u4e8e\u662f\u81ea\u4e3b\u8c03\u7528\u4ee3\u7801\u5de5\u5177\uff08\u5982OpenCV\uff09\u6765\u5efa\u7acb\u53ef\u91cd\u590d\u3001\u53ef\u9a8c\u8bc1\u7684\u7cbe\u786e\u5206\u6790\u6d41\u7a0b\u3002\u8fd9\u6807\u5fd7\u7740\u591a\u6a21\u6001AI\u4ece\u201c\u611f\u77e5\u667a\u80fd\u201d\u5411\u201c\u4efb\u52a1\u667a\u80fd\u201d\u7684\u5173\u952e\u4e00\u8dc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u73af\u4e4b\u4e0b\u6697\u85cf\u6311\u6218\u3002\u9996\u5148\uff0c\u8be5\u80fd\u529b\u4e25\u91cd\u4f9d\u8d56\u4ee3\u7801\u6267\u884c\u7684\u6b63\u786e\u6027\u4e0e\u5b89\u5168\u6027\uff0c\u5728\u5f00\u653e\u73af\u5883\u4e2d\u5c06\u56fe\u50cf\u5206\u6790\u4e0e\u81ea\u52a8\u4ee3\u7801\u6267\u884c\u6346\u7ed1\uff0c\u98ce\u9669\u7ba1\u63a7\u662f\u9996\u8981\u96be\u9898\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u6210\u672c\u4e0e\u5927\u89c4\u6a21\u6570\u636e\u96c6\u5e94\u7528\u7684\u7591\u95ee\uff0c\u6070\u6070\u70b9\u4e2d\u4e86\u5176\u5546\u4e1a\u5316\u547d\u95e8\u2014\u2014\u70ab\u6280\u7684Demo\u4e0e\u7a33\u5b9a\u3001\u5ec9\u4ef7\u5730\u5904\u7406\u6d77\u91cf\u4ea7\u4e1a\u7ea7\u4efb\u52a1\u4e4b\u95f4\u5b58\u5728\u5de8\u5927\u9e3f\u6c9f\u3002\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u4e3a\u5f00\u53d1\u8005\u5c55\u793a\u7684\u201c\u6982\u5ff5\u5f15\u64ce\u201d\uff0c\u8bc1\u660e\u4e86\u8def\u5f84\u53ef\u884c\uff0c\u4f46\u8ddd\u79bb\u6210\u4e3a\u666e\u9002\u7684\u201c\u89c6\u89c9\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf\u201d\u8fd8\u9700\u5728\u53ef\u9760\u6027\u3001\u6210\u672c\u4e0e\u63a7\u5236\u7c92\u5ea6\u4e0a\u7ecf\u53d7\u9524\u70bc\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u6781\u5177\u542f\u53d1\u6027\u7684\u65b9\u5411\u6027\u4ea7\u54c1\uff0c\u5b83\u6495\u5f00\u4e86AI\u5e94\u7528\u4ece\u201c\u8f85\u52a9\u5206\u6790\u201d\u8d70\u5411\u201c\u81ea\u4e3b\u6267\u884c\u201d\u7684\u4e00\u9053\u53e3\u5b50\uff0c\u4f46\u8ddd\u79bb\u771f\u6b63\u63a5\u7ba1\u5173\u952e\u4efb\u52a1\uff0c\u8fd8\u6709\u6f2b\u957f\u7684\u5de5\u7a0b\u5316\u4e4b\u8def\u8981\u8d70\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\">Agentic Vision in Gemini<\/span>\n <\/div>\n<div class=\"comment-content\">Agentic Vision, a new capability introduced in Gemini 3 Flash, converts image understanding from a static act into an agentic process<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>OK, really excited about this one because it takes a huge step forward in visual context.<\/p>\n<p>Tested it by asking it to find all the red dots in an image. Instead of trying to “eyeball” it (which models usually fail at), Gemini 3 Flash realized that “counting by eye” is imprecise. So it decided to act like an engineer and write a professional OpenCV script to solve it accurately.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d649cfad-f87d-47cf-a8e3-0048e8ed89f7.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>The logic flow was fascinating:<\/p>\n<ul>\n<li>\n<p>Task: Precision counting.<\/p>\n<\/li>\n<li>\n<p>Reasoning: Visual models have error margins -> I should use Python tools.<\/p>\n<\/li>\n<li>\n<p>Action: Filter pixels via HSV color space -> Use findContours to locate them.<\/p>\n<\/li>\n<\/ul>\n<p>This actually blew my mind. Natively realizing the “Perception – Reasoning – Action” loop in vision is critical for real-world apps.<\/p>\n<p>The <a href=\"https:\/\/aistudio.google.com\/apps\/bundled\/gemini_visual_thinking?e=0&showPreview=true&showAssistant=true&fullscreenApplet=true\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">demos in Google AI Studio<\/a> are also worth checking out. Definitely some of the most interesting and inspiring visual use cases I’ve seen.<\/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>with the 90% cost reduction mentioned, does this apply to multimodal inputs like huge image datasets used as part of a system prompt?<\/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<\/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\/XM6UHWHVYSGRQN\" class=\"app-title\">StoryCV<\/a><\/p>\n<div class=\"one-liner\">Guided AI that interviews you and writes your resume for you<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">158<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7AI\u5f15\u5bfc\u5f0f\u8bbf\u8c08\uff0c\u5e2e\u52a9\u7528\u6237\u68b3\u7406\u5de5\u4f5c\u7ecf\u5386\u5e76\u81ea\u52a8\u751f\u6210\u4e13\u4e1a\u7b80\u5386\u5185\u5bb9\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u7b80\u5386\u64b0\u5199\u4e2d\u96be\u4ee5\u5c06\u81ea\u8eab\u7ecf\u9a8c\u8f6c\u5316\u4e3a\u6e05\u6670\u3001\u6709\u529b\u6587\u5b57\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ac7db555-e206-4614-8153-ce97a060b1e7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d053f3bf-2e2c-4651-8cb6-fb029e4c75dc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/da085fe6-38af-430e-8cbb-7828542e23da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9aa57dd3-31b0-430b-82e5-cce650861fff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37715bbe-5378-4bb7-96e0-8a0a1e55ece6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/20abde3a-ebbc-48ba-94e1-d14904356b5d.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\/16f54c46-0286-4027-8cde-2eeeab2cbed3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/xkT3fklDZC8\"><source src=\"https:\/\/youtu.be\/xkT3fklDZC8\" 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\">Writing<\/span><br \/>\n <span class=\"tag\">Career<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7b80\u5386\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5f15\u5bfc\u5f0f\u8bbf\u8c08<\/span><br \/>\n <span class=\"tag\">\u804c\u4e1a\u53d1\u5c55<\/span><br \/>\n <span class=\"tag\">\u7b80\u5386\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6c42\u804c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">ATS\u53cb\u597d<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u8bbf\u8c08\u201d\u6a21\u5f0f\u4f18\u4e8e\u4f20\u7edf\u7a7a\u767d\u6a21\u677f\uff0c\u80fd\u6fc0\u53d1\u56de\u5fc6\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u5305\u62ec\uff1a\u662f\u5426\u652f\u6301\u4e0a\u4f20\u65e7\u7b80\u5386\u8fed\u4ee3\u66f4\u65b0\u3001\u80fd\u5426\u9488\u5bf9\u7279\u5b9a\u804c\u4f4d\u5b9a\u5236\u3001\u5982\u4f55\u5904\u7406\u5c0f\u4f17\u804c\u4e1a\u8def\u5f84\u3001\u5185\u5bb9\u7f16\u8f91\u4e0e\u8bbe\u8ba1\u63a7\u5236\u6743\uff0c\u4ee5\u53ca\u591a\u8bed\u8a00\u652f\u6301\u65f6\u95f4\u8868\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 StoryCV\u7684\u806a\u660e\u4e4b\u5904\uff0c\u5728\u4e8e\u5b83\u7cbe\u51c6\u5730\u8bc6\u522b\u5e76\u653b\u51fb\u4e86\u7b80\u5386\u5236\u4f5c\u6d41\u7a0b\u4e2d\u771f\u6b63\u7684\u201c\u9ed1\u7bb1\u201d\uff1a\u4e0d\u662f\u683c\u5f0f\uff0c\u4e5f\u4e0d\u662f\u5173\u952e\u8bcd\u5806\u780c\uff0c\u800c\u662f\u4ece\u6df7\u6c8c\u7684\u4e2a\u4eba\u7ecf\u5386\u5230\u7ed3\u6784\u5316\u3001\u6709\u8bf4\u670d\u529b\u6587\u672c\u7684\u201c\u7ffb\u8bd1\u201d\u8fc7\u7a0b\u3002\u5b83\u7528\u201c\u5f15\u5bfc\u5f0f\u8bbf\u8c08\u201d\u4f5c\u4e3a\u6838\u5fc3\u4ea4\u4e92\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u4eba\u7c7b\u804c\u4e1a\u987e\u95ee\u7684\u8ffd\u95ee\u3001\u6f84\u6e05\u548c\u6846\u67b6\u5224\u65ad\u80fd\u529b\uff0c\u901a\u8fc7\u5bf9\u8bdd\u5f0fAI\u8fdb\u884c\u4e86\u4ea7\u54c1\u5316\u5c01\u88c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201c\u7f16\u8f91\u5224\u65ad\u201d\u662f\u6838\u5fc3\u4ef7\u503c\u58c1\u5792\uff0c\u4e5f\u662f\u98ce\u9669\u6240\u5728\u3002\u4ea7\u54c1\u8bd5\u56fe\u66ff\u4ee3\u7684\u4e0d\u662f\u6587\u5b57\u79d8\u4e66\uff0c\u800c\u662f\u521d\u7ea7\u5185\u5bb9\u7b56\u7565\u5e08\u2014\u2014\u5b83\u51b3\u5b9a\u201c\u4fdd\u7559\u4ec0\u4e48\u3001\u4f18\u5148\u4ec0\u4e48\u3001\u5220\u51cf\u4ec0\u4e48\u201d\u3002\u8fd9\u5728\u5904\u7406\u5e38\u89c4\u804c\u4e1a\u8def\u5f84\u65f6\u53ef\u80fd\u9ad8\u6548\uff0c\u4f46\u5bf9\u4e8e\u9ad8\u5ea6\u975e\u7ebf\u6027\u6216\u6280\u672f\u58c1\u5792\u6781\u5f3a\u7684\u9886\u57df\uff0cAI\u80fd\u5426\u63d0\u51fa\u201c\u6df1\u6f5c\u201d\u95ee\u9898\u5e76\u7406\u89e3\u590d\u6742\u8bed\u5883\uff0c\u4ecd\u9700\u89c2\u5bdf\u3002\u4ece\u56e2\u961f\u56de\u590d\u770b\uff0c\u4ed6\u4eec\u7b56\u7565\u6027\u5730\u5c06\u8bbe\u8ba1\u73af\u8282\u5265\u79bb\uff0c\u805a\u7126\u5185\u5bb9\u751f\u4ea7\uff0c\u8fd9\u65e2\u662f\u5b9a\u4f4d\u6e05\u6670\uff08\u505a\u201c\u5927\u8111\u201d\u800c\u975e\u201c\u7f8e\u5de5\u201d\uff09\uff0c\u4e5f\u5de7\u5999\u89c4\u907f\u4e86\u6a21\u677f\u7ea2\u6d77\u7ade\u4e89\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u5176\u4ef7\u503c\u5b9a\u4f4d\u7684\u6301\u7eed\u6027\u3002\u5b83\u5c06\u81ea\u5df1\u4e0eChatGPT\u7c7b\u901a\u7528\u5de5\u5177\u533a\u9694\u5f00\uff0c\u5f3a\u8c03\u201c\u7701\u53bb\u63d0\u793a\u5de5\u7a0b\u4e0e\u53cd\u590d\u6253\u78e8\u7684\u52b3\u4f5c\u201d\u3002\u8fd9\u7784\u51c6\u4e86\u613f\u610f\u4e3a\u4fbf\u5229\u4ed8\u8d39\u7684\u7528\u6237\uff0c\u4f46\u4e00\u65e6\u7528\u6237\u901a\u8fc7\u8be5\u4ea7\u54c1\u5b66\u4f1a\u201c\u53d9\u4e8b\u6846\u67b6\u201d\uff0c\u5176\u590d\u8d2d\u7387\u662f\u5426\u4f1a\u964d\u4f4e\uff1f\u6b64\u5916\uff0c$39\/\u6708\u7684\u8ba2\u9605\u5b9a\u4ef7\u76f4\u6307\u9ad8\u7aef\u5e02\u573a\uff0c\u8fd9\u8981\u6c42\u5176\u8f93\u51fa\u7684\u5185\u5bb9\u8d28\u91cf\u5fc5\u987b\u6301\u7eed\u7a33\u5b9a\u5730\u63a5\u8fd1\u751a\u81f3\u8d85\u8d8a\u4eba\u7c7b\u4e13\u5bb6\u7684\u5e73\u5747\u6c34\u5e73\uff0c\u5426\u5219\u6781\u6613\u88ab\u89c6\u4f5c\u201c\u4e00\u6b21\u6027\u4f7f\u7528\u201d\u7684\u542f\u52a8\u5de5\u5177\u3002\u5b83\u4e0d\u662f\u5728\u505a\u4e00\u4e2a\u66f4\u806a\u660e\u7684\u4f18\u5316\u5668\uff0c\u800c\u662f\u5728\u8d4c\u7528\u6237\u613f\u610f\u4e3a\u201c\u601d\u8003\u5916\u5305\u201d\u4ed8\u8d39\u3002\u8fd9\u573a\u8d4c\u5c40\u6210\u8d25\uff0c\u53d6\u51b3\u4e8e\u5176AI\u201c\u7f16\u8f91\u201d\u7684\u6df1\u5ea6\u80fd\u5426\u968f\u7528\u6237\u589e\u957f\u800c\u8fdb\u5316\uff0c\u5f62\u6210\u771f\u6b63\u7684\u6570\u636e\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">StoryCV<\/span>\n <\/div>\n<div class=\"comment-content\">Resume builders make you write first. StoryCV doesn\u2019t. We start with a guided interview. You talk through your work without worrying about wording or length. We extract the context and write clear, professional resume bullet points for you.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt, Kavya here, maker of StoryCV.<\/p>\n<\/p>\n<p>Most resume tools assume the hard part is formatting or keywords (or optimizing for ATS).<br \/>From watching people struggle, I realized the problem comes much earlier.<\/p>\n<\/p>\n<blockquote>\n<p><strong>Formatting is easy. Thinking is hard.<\/strong><\/p>\n<p>People know their work.<\/p>\n<p>They just don\u2019t know how to turn it into clear resume sentences.<\/p>\n<\/blockquote>\n<p>So we flipped the process.<\/p>\n<\/p>\n<p>StoryCV doesn\u2019t start with forms or templates.<\/p>\n<p>It starts with <strong>a guided interview<\/strong>, like a human resume writer would do.<\/p>\n<ol>\n<li>\n<p>The questions adapt to your background and experience. You <strong>talk freely about your work<\/strong>, decisions, and impact without worrying about wording or length.<\/p>\n<\/li>\n<li>\n<p>We handle the <strong>editorial thinking<\/strong>: deciding what matters, what to prioritize, and what to cut.<\/p>\n<\/li>\n<li>\n<p>The result is clear, professional <strong>resume bullet points<\/strong> that actually reflect your experience.<\/p>\n<\/li>\n<\/ol>\n<p>I\u2019d love for you to try it out and tell me about your experience with <a href=\"https:\/\/story.cv\/?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>resume writing<\/strong><\/a> on StoryCV. Your feedback will directly shape what we build next.<\/p>\n<\/p>\n<p>Thanks for checking it out!<\/p>\n<\/p>\n<pre><code>\ud83c\udf81 Product Hunt offer: $39\/month (usual price $59\/month), for supporting us early on.\nThe discounted rate applies every month as long as your subscription stays active. Offer runs until the end of Feb 2026. Grab it now!<\/code><\/pre>\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\/@k_j1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@k_j1<\/a> Kavya, huge congrats on the launch! I’m thrilled to hunt it. <\/p>\n<\/p>\n<p>Unlike typical resume tools, this one shines by letting AI “interview” you, then generating a polished, ready-to-use resume. <\/p>\n<\/p>\n<p>Wishing you massive success today and always!<\/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>This sounds so much better than staring at a blank template. Rewriting a resume is such a chore because you usually forget half of the cool stuff you’ve done. I love the idea of a relaxed ‘chat’ to pull out the story.<\/p>\n<p>Quick question though\u2014can I upload my old CV first so the AI can just ask me about what’s changed since the last update? Or do I start from scratch with the interview?<\/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\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Yes, that’s the idea. Glad it resonated with you!<\/p>\n<p>Yes, you can upload your old CV first and that’s broken down into different roles. <br \/>You\u2019ll start with the interview from scratch and this is by design \ud83d\ude42<\/p>\n<p>We\u2019ve found that even older roles benefit from fresh context, not just what was written down last time.<br \/>But you can pick one role to interview for free (most people choose their most recent), so it\u2019s focused and low-effort to get started. That way you can generate resume bullet points for the most recent changes in your work life.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome tool to stand out from the crown in a busy job market. Congratulations and 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>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\/@devluc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@devluc<\/a> Thanks Lucian! Glad you liked it \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Does the tool adjust your CV to a specific job offer?<\/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\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a> Thanks Alina!<\/p>\n<p>Think of StoryCV like a human resume writer. The first thing they do isn\u2019t tailor your resume to a job description. It is to understand your work and <strong>write a strong core resume<\/strong>.<\/p>\n<\/p>\n<p>That\u2019s our focus too: capturing the right context and creating clear, high-quality content once. From there, adapting it for specific roles becomes much easier, without rewriting everything each time.<\/p>\n<\/p>\n<p>We help you come up with a solid foundational resume content.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! What an excellent concept, this is going to help so many people. In my experience as a professional resume writer, I agree, the hardest part of working with a client is getting the good data from them; their narrative is always hidden and needs to be extracted. Having an LLM pull ou thteir best work? Gold.<\/p>\n<p>I would love to see the quality of the CV. If there are any errors, are they correctable?<br \/>Are there customization options for the design? <br \/>Can you tell the AI to EXCLUDE any info if you chose to?<\/p>\n<\/p>\n<p>Good luck today, and in the future, Kavya. You’re killing it!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@troy_carr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@troy_carr<\/a> Thanks Troy! <br \/>And that means a lot coming from a professional resume writer.<\/p>\n<\/p>\n<p>Yes, you’re right. The hardest part is extracting the real story and experiences from the clients.<\/p>\n<p>On your questions:<\/p>\n<p>\u2022 <strong>Quality & corrections:<\/strong> Yes, everything is editable. You can review, tweak, and refine the output by talking to our AI. Our job is to give you a strong, thoughtful first draft grounded in real context.<br \/>\u2022 <strong>Errors:<\/strong> If something feels off, it\u2019s correctable. The system improves as you clarify or adjust.<br \/>\u2022 <strong>Design customization:<\/strong> We\u2019re intentionally not design-first. The focus is on clear, strong content that works across formats. You can copy the bullet points and apply it to any layout you prefer.<br \/>\u2022 <strong>Excluding information:<\/strong> Yes, you\u2019re always in control of what gets included or left out.<\/p>\n<\/p>\n<p>Thanks again! Really appreciate the thoughtful questions and the encouragement. \ud83d\ude4f\ud83c\udffc<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the AI handle niche technical roles or unconventional career paths? Does it have specific industry-based knowledge to ask deep follow-up questions?<\/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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> The interview adapts to your background and what you share. For niche or unconventional roles, the follow-ups focus on context like decisions, constraints and impact. <\/p>\n<p>That\u2019s what makes the output work even when the career path isn\u2019t typical.<\/p>\n<p>You can give it a try and let me know if it works for you. We’re open to feedback and continuously improving the product through our early users. <\/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>congrats on the launch! this is really such a great tool, sounds very promising! which languages does it support for now? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yellow_yetti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yellow_yetti<\/a> Thanks Vera!<\/p>\n<p>Right now, StoryCV supports only English. We want to get the interview quality and writing right in one language before expanding further. But more languages are definitely on our radar as we grow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Many people can already get \u201ca resume draft\u201d from ChatGPT or an AI builder\u2014what is the specific switching trigger you\u2019re betting on (e.g., better questions, better bullets, fewer hallucinations, faster tailoring), and where do you draw the line between \u201cwriter\u201d vs \u201coptimizer\u201d?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Yes, you <em>can<\/em> use ChatGPT for your resume. Many people do. But what you get is usually words, not clarity.<\/p>\n<\/p>\n<p>With ChatGPT, the work still falls on you:<\/p>\n<ul>\n<li>\n<p>You paste in your resume and hope it understands what matters.<\/p>\n<\/li>\n<li>\n<p>You hunt for the right prompt, tweak it and repeat.<\/p>\n<\/li>\n<li>\n<p>You supply missing context it doesn\u2019t know to ask for.<\/p>\n<\/li>\n<li>\n<p>You rewrite bullets, adjust tone and guess when it\u2019s \u201cgood enough.\u201d<\/p>\n<\/li>\n<\/ul>\n<p>StoryCV switches that experience.<\/p>\n<p>The trigger we\u2019re betting on is <strong>editorial judgment<\/strong>. We guide you through an interview designed to surface the decisions, scope and impact that generic prompts miss. Then we decide what belongs on the resume, how it\u2019s structured, and what gets cut. It’s the same judgment a human resume writer charges for.<\/p>\n<\/p>\n<p>That\u2019s where we draw the line:<\/p>\n<ul>\n<li>\n<p>A <strong>writer<\/strong> decides what matters and shapes the story.<\/p>\n<\/li>\n<li>\n<p>An <strong>optimizer<\/strong> tweaks wording or keywords after the fact.<\/p>\n<\/li>\n<\/ul>\n<p>AI is how we scale that judgment. It\u2019s not the product.<\/p>\n<\/p>\n<p>If you already enjoy prompt-crafting and manual polishing, ChatGPT works fine. StoryCV is for people who want a strong resume without doing all that work themselves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/MIQ6LMGIGBI7AW\" class=\"app-title\">Kipps AI WhatsApp Agent<\/a><\/p>\n<div class=\"one-liner\"> Turn WhatsApp chats into revenue on autopilot<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">143<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u6210\u4e8eWhatsApp\u7684AI\u5546\u52a1\u52a9\u624b\uff0c\u901a\u8fc77×24\u5c0f\u65f6\u81ea\u52a8\u56de\u590d\u3001\u667a\u80fd\u8f6c\u4eba\u5de5\u53ca\u5ba2\u6237\u5173\u7cfb\u81ea\u52a8\u5316\uff0c\u89e3\u51b3\u4e2d\u5c0f\u4f01\u4e1a\u56e0\u65e0\u6cd5\u5373\u65f6\u54cd\u5e94\u800c\u6d41\u5931\u5ba2\u6237\u7ebf\u7d22\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2eb6d69f-0bd2-4b41-82ce-7330d16ff959.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/126d1ffb-198b-445e-bd93-751d80789f26.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/96456f86-2094-4cfe-b5ec-d54c75559fee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68753d98-bc64-4198-ad5b-d7f15329e537.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/06d62b27-337f-4254-b160-13ee3d47e09b.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\/e1025fd5-8ac1-4cfc-9b41-e48fd8d0cbe8.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/nwhsjvZUtmQ\"><source src=\"https:\/\/youtu.be\/nwhsjvZUtmQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Messaging<\/span><br \/>\n <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">WhatsApp\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u5ba2\u670d<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u8f6c\u5316<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u5f0f\u5546\u52a1<\/span><br \/>\n <span class=\"tag\">CRM\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u5b9e\u65f6\u6c9f\u901a\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u5173\u6ce8\u4eba\u673a\u4ea4\u63a5\u903b\u8f91\u3001\u6570\u636e\u5b89\u5168\u3001\u4e2a\u6027\u5316\u7a0b\u5ea6\u548c\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u80fd\u529b\u3002\u5efa\u8bae\u76f4\u63a5\u94fe\u63a5\u4ea7\u54c1\u8be6\u60c5\u9875\u3002\u521b\u59cb\u4eba\u56de\u590d\u89e3\u91ca\u4e86\u901a\u8fc7\u89c4\u5219\/API\u89e6\u53d1\u4eba\u5de5\u4ecb\u5165\u3001\u63d0\u4f9b\u672c\u5730\u5316\u90e8\u7f72\u9009\u9879\u53ca\u57fa\u4e8e\u81ea\u5b9a\u4e49\u5c5e\u6027\u548cAI\u751f\u6210\u4fdd\u6301\u5bf9\u8bdd\u4eba\u6027\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 Kipps AI\u770b\u4f3c\u662f\u53c8\u4e00\u4e2aWhatsApp\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u950b\u8292\u5728\u4e8e\u7cbe\u51c6\u5207\u5165\u4e86\u201c\u89c4\u6a21\u5316\u4eba\u60c5\u5473\u201d\u8fd9\u4e00\u6096\u8bba\u5f0f\u9700\u6c42\u3002\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u5145\u5f53\u4e00\u4e2a\u5173\u952e\u8bcd\u89e6\u53d1\u7684\u5e94\u7b54\u673a\u5668\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u5d4c\u5165\u5546\u52a1\u6d41\u7a0b\u7684\u201c\u6570\u5b57\u5458\u5de5\u201d\u2014\u2014\u80fd\u5904\u7406\u8bed\u97f3\u3001\u66f4\u65b0CRM\u3001\u89e6\u53d1\u5de5\u4f5c\u6d41\uff0c\u8fd9\u4f7f\u5176\u4ece\u201c\u804a\u5929\u673a\u5668\u4eba\u201d\u5347\u7ef4\u4e3a\u201c\u4e1a\u52a1\u6d41\u7a0b\u81ea\u52a8\u5316\u63a5\u53e3\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u91c7\u7528\u4e86\u201cAI\u4f18\u5148\uff0c\u4eba\u7c7b\u515c\u5e95\u201d\u7684\u6df7\u5408\u7b56\u7565\u3002\u8fd9\u4e0d\u4ec5\u7f13\u89e3\u4e86\u4f01\u4e1a\u5bf9AI\u201c\u5931\u63a7\u201d\u7684\u7126\u8651\uff0c\u66f4\u5173\u952e\u7684\u662f\uff0c\u5b83\u5c06\u4eba\u7c7b\u4ece\u91cd\u590d\u52b3\u52a8\u4e2d\u89e3\u653e\u540e\uff0c\u91cd\u65b0\u5b9a\u4f4d\u4e3a\u5904\u7406\u9ad8\u4ef7\u503c\u3001\u9ad8\u60c5\u611f\u590d\u6742\u5ea6\u5bf9\u8bdd\u7684\u51b3\u7b56\u8005\u3002\u8fd9\u79cd\u8bbe\u8ba1\u9690\u542b\u4e86\u4e00\u4e2a\u6b8b\u9177\u7684\u6d1e\u5bdf\uff1a\u5728\u5546\u52a1\u6c9f\u901a\u4e2d\uff0c\u5b8c\u5168\u65e0\u4eba\u4ecb\u5165\u7684\u201c\u5168\u81ea\u52a8\u5316\u201d\u53ef\u80fd\u662f\u4e2a\u4f2a\u9700\u6c42\uff0c\u5ba2\u6237\u6e34\u671b\u7684\u6548\u7387\u548c\u771f\u4eba\u5173\u6000\u95f4\u7684\u5e73\u8861\u70b9\uff0c\u624d\u662f\u4ea7\u54c1\u5e94\u8be5\u951a\u5b9a\u7684\u6838\u5fc3\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\uff0cWhatsApp\u751f\u6001\u7684\u5408\u89c4\u6027\u4e0e\u653f\u7b56\u98ce\u9669\u5982\u540c\u8fbe\u6469\u514b\u5229\u65af\u4e4b\u5251\uff0c\u6a21\u677f\u5ba1\u6838\u3001\u5c01\u53f7\u98ce\u9669\u3001\u5b9a\u4ef7\u53d8\u52a8\u90fd\u53ef\u80fd\u6210\u4e3a\u4e1a\u52a1\u5929\u82b1\u677f\u3002\u5176\u6b21\uff0c\u201c\u4eba\u7c7b\u7ea7\u201d\u5bf9\u8bdd\u4f53\u9a8c\u9ad8\u5ea6\u4f9d\u8d56\u8bad\u7ec3\u6570\u636e\u548c\u4e2a\u6027\u5316\u914d\u7f6e\uff0c\u8fd9\u5bf9\u4e2d\u5c0f\u4f01\u4e1a\u7684\u6570\u5b57\u80fd\u529b\u63d0\u51fa\u4e86\u9690\u6027\u8981\u6c42\u3002\u6700\u540e\uff0c11\u7f8e\u5143\u7684\u5b9a\u4ef7\u7b56\u7565\u867d\u5177\u5438\u5f15\u529b\uff0c\u4f46\u5728\u9700\u8981\u627f\u8f7dCRM\u96c6\u6210\u3001\u591a\u8bed\u8a00\u3001\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u7b49\u91cd\u578b\u529f\u80fd\u65f6\uff0c\u5176\u957f\u671f\u76c8\u5229\u6a21\u5f0f\u4e0e\u6210\u672c\u63a7\u5236\u80fd\u529b\u6709\u5f85\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cKipps AI\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u5176\u6280\u672f\u6808\u7684\u72ec\u7279\u6027\uff0c\u800c\u5728\u4e8e\u5bf9\u201cWhatsApp\u4f5c\u4e3a\u65b0\u5174\u5546\u52a1\u64cd\u4f5c\u7cfb\u7edf\u201d\u8fd9\u4e00\u8d8b\u52bf\u7684\u65e9\u671f\u62bc\u6ce8\u548c\u6df1\u5ea6\u96c6\u6210\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u5e73\u53f0\u89c4\u5219\u4e0e\u7528\u6237\u9700\u6c42\u3001\u81ea\u52a8\u5316\u6548\u7387\u4e0e\u4eba\u6027\u5316\u6e29\u5ea6\u3001\u6807\u51c6\u5316\u4ea7\u54c1\u4e0e\u6df1\u5ea6\u5b9a\u5236\u4e4b\u95f4\uff0c\u627e\u5230\u90a3\u4e2a\u7cbe\u5999\u4e14\u53ef\u6301\u7eed\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Kipps AI WhatsApp Agent<\/span>\n <\/div>\n<div class=\"comment-content\">The easiest and cheapest way to grow your business on WhatsApp. See every message in one simple inbox where AI answers fast, but you can still step in for the important stuff. Automatically send birthday, rewards and loyalty gifts to your customers. Stop wasting money and start selling more for just $11<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey \ud83d\udc4b<\/p>\n<p>I’m Nishit Chittora, Co-founder and CTO of <a href=\"http:\/\/Kipps.AI\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Kipps.AI<\/a>. We’re back for our third launch.<\/p>\n<\/p>\n<p>We have been building <a href=\"https:\/\/Kipps.AI\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Kipps.AI<\/a> for the past 2 years.<\/p>\n<\/p>\n<p>Here’s the problem we kept hearing:<\/p>\n<p>WhatsApp is where our customers are. They expect instant replies. Our team can’t be online 24\/7 \u2014 and every delayed response costs us a deal.<\/p>\n<\/p>\n<p>Sound familiar?<\/p>\n<\/p>\n<p>Businesses are losing leads at 2 pm. Support teams are buried. And customers? They’re left on read.<\/p>\n<p>The real challenge isn’t speed – it’s being fast, personal, AND scalable.<\/p>\n<p>Most “AI chatbots” feel robotic. Customers know. They disengage.<\/p>\n<\/p>\n<p>So we built something different: <strong><em>Kipps AI WhatsApp Agent <\/em><\/strong>– an AI that actually sounds human.<\/p>\n<\/p>\n<p>What makes it different:<\/p>\n<ul>\n<li>\n<p>Understands voice notes<\/p>\n<\/li>\n<li>\n<p>Speaks 100+ languages naturally<\/p>\n<\/li>\n<li>\n<p>Takes real actions: updates your CRM, triggers workflows, books meetings<\/p>\n<\/li>\n<li>\n<p>Knows when to loop in a human (because some conversations need that)<\/p>\n<\/li>\n<\/ul>\n<p>Early results from our beta users:<\/p>\n<ul>\n<li>\n<p>80% fewer missed leads outside business hours<\/p>\n<\/li>\n<li>\n<p>Support teams handling 3x more conversations<\/p>\n<\/li>\n<li>\n<p>Customers can’t tell they’re talking to AI<\/p>\n<\/li>\n<\/ul>\n<p>We built this for teams who live on WhatsApp every day \u2014 sales teams, support teams, service businesses.<\/p>\n<\/p>\n<p>We’d love your honest feedback:<\/p>\n<p>Try the demo\u2192 <a href=\"https:\/\/app.kipps.ai\/?utm_source=product_hunt&utm_medium=comment\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/app.kipps.ai\/?utm_source=product_hunt&utm_medium=comment<\/a><\/p>\n<\/p>\n<p>And tell us: does it pass the human test?<\/p>\n<\/p>\n<p>Try it, break it, tell us what’s missing \ud83d\udcac<\/p>\n<\/p>\n<p>\u2014 Nishit | <a href=\"http:\/\/Kipps.AI\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Kipps.AI<\/a> \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nishit_chittora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nishit_chittora<\/a> Congrats on the launch. It looks exciting! <\/p>\n<\/p>\n<p>Quick note: the launch links to your homepage. Pointing directly to the WhatsApp agent landing page might help visitors dive right into the details: <a href=\"https:\/\/www.kipps.ai\/products\/whatsapp-agent\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.kipps.ai\/products\/whatsapp-agent<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting concept!<br \/>Tools that simplify customer communication and support for businesses using WhatsApp are much needed.<br \/>Curious to see what features you prioritize in the first version especially around automation and human handoff.<\/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\/@ravi_singh59\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ravi_singh59<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats to the entire <a href=\"http:\/\/Kipps.AI\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Kipps.AI<\/a> team on the launch! \ud83e\udd73 <\/p>\n<p>Having seen 15+ founders scale to 100k+ messages on the platform already, I know firsthand how much of a game-changer this is. <br \/>We\u2019re not just sending messages; we’re helping businesses turn broadcasts into real-time conversions with AI. Let\u2019s go! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it understand when to loop in a human? Do you have a standard knowledge base for that, or does each user specify keywords\/reasons, or is it a mix of both?<\/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\/@kristina__grits\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kristina__grits<\/a> Nice question!<\/p>\n<\/p>\n<p>We can define the cases where we want to loop in humans. Action to loop in a human can be multiple, like an API call, a CRM update or notify via email\/Whatsapp\/Slack.<\/p>\n<\/p>\n<p>Then the the human can respond to the customer by going to kipps whatsapp inbox and talk directly from there.<\/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>Congratulations on the launch \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thank you !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a compelling take on WhatsApp automation \ud83d\udc4f<br \/>You\u2019re clearly addressing a real problem\u2014speed vs. personalization at scale.<\/p>\n<p>The biggest challenge with AI agents is <em>knowing their limits<\/em>. How does Kipps decide when to confidently act (CRM updates, bookings) versus stepping back and handing off to a human\u2014especially in high-intent or sensitive conversations?<\/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\/@satyam_singh47\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@satyam_singh47<\/a> Thanks !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Using this as a business user: setup is fast, inbox is uncluttered, and the AI replies are good enough to handle most routine customer messages without babysitting. The real value is missed-message elimination and automated follow-ups on WhatsApp, which directly impacts conversions. Feels built for revenue, not vanity automation.<\/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\/@akshit_jain11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akshit_jain11<\/a> Amazing !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What data does Kipps have access to, and are they safe? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> There are 2 options:<br \/>1. On-Premise hosting: Premium option. Data hosted on your cloud and <a href=\"https:\/\/Kipps.AI\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Kipps.AI<\/a> runs as a logical layer. <br \/>2. Saas: Kipps self-hosting, we will manage data for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool – how can you customize Kipps to your requirements\/tone\/etc?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> We have some pre-made templates with set requirements and tone. But you can also set the tone and requirement by using “Generate with AI” feature in portal<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how does Kipps AI manage conversation memory? If a customer returns after 2 weeks, does the agent remember the previous context?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> Yes, Context is preserved, and it’s not dependent on time lapsed or delayed!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The personalization part looks interesting. Most sales tools just blast generic templates, which is a huge turn-off. How does Kipps actually ensure the messages stay ‘human’ and don’t feel like they were written by a bot?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Great question!<\/p>\n<\/p>\n<p>It’s really important to set the tone\/personalise the WhatsApp Agent message. We have created custom attributes per contact, which can be easily injected into the message. <\/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>Congrats on the launch guys! This can be really useful with so many businesses on WhatsApp these days. Best of luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">WhatsApp operations often get blocked by onboarding, verification, and template approval\/delivery quirks. What parts of that process does Kipps actively de-risk or simplify, and how do you help customers keep costs predictable as WhatsApp pricing\/models change (especially around templates and outbound messaging)?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Is any sort of personalisation there in the roadmap to converse based on how the customer responds<br \/>\n2. to direct the chats of customers which can potentially convert to humans to take it further.<br \/>\n3. if based on conversations with the user, the agent can help to suggest improvements for the business owners.<br \/>\nCongratulations on the launch.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/QE2EYDI3IB34PA\" class=\"app-title\">Willow on Windows<\/a><\/p>\n<div class=\"one-liner\">Write anywhere on your computer. By voice.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">127<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Willow\u662f\u4e00\u6b3eAI\u8bed\u97f3\u8f93\u5165\u5de5\u5177\uff0c\u5141\u8bb8\u7528\u6237\u901a\u8fc7\u8bed\u97f3\u5728\u7535\u8111\u7684\u4efb\u4f55\u5e94\u7528\uff08\u5982Gmail\u3001Slack\uff09\u4e2d\u5feb\u901f\u3001\u7cbe\u51c6\u5730\u64b0\u5199\u5185\u5bb9\uff0c\u5e76\u901a\u8fc7\u4e2a\u6027\u5316\u5b66\u4e60\u5339\u914d\u7528\u6237\u7684\u5199\u4f5c\u98ce\u683c\uff0c\u89e3\u51b3\u4e86\u65e5\u5e38\u6c9f\u901a\u4e2d\u6253\u5b57\u6548\u7387\u4f4e\u4e0b\u3001\u73b0\u6709\u542c\u5199\u5de5\u5177\u4e0d\u591f\u667a\u80fd\u548c\u4e2a\u6027\u5316\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74b86ab7-e0ae-4878-8c4c-cb63354d47d7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/91c7e53c-70f6-4ee5-8123-167c519c1dd8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6024f650-1daf-4a06-9f3c-01b0fa46ceea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/727f50a3-fbe9-41ef-a0cd-d3ab459443bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1df2bbe4-f6ee-4489-aec0-35728e8a630d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb2b7f53-7d8a-4066-863c-9ed31498095b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/445ecd4c-c2be-4194-88de-2b5184fbccdb.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\/31dd97f8-6080-4fbf-aba9-ca87e87336bf.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/DLbeldvutBw\"><source src=\"https:\/\/youtu.be\/DLbeldvutBw\" 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\">Windows<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bed\u97f3\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u5b57<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u542c\u5199<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u6a21\u5f0f<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u5199\u4f5c\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/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\u8282\u7701\u65f6\u95f4\u3001\u51c6\u786e\u5ea6\u9ad8\u548c\u4e2a\u6027\u5316\u4f53\u9a8c\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a\u8be2\u95ee\u662f\u5426\u652f\u6301\u6587\u672c\u6269\u5c55\/\u6a21\u677f\u529f\u80fd\u3001\u80fd\u5426\u6309\u5e94\u7528\u8c03\u6574\u98ce\u683c\u3001\u5982\u4f55\u5b66\u4e60\u7528\u6237\u8bed\u6c14\u3001\u6d6e\u52a8\u56fe\u6807\u53ef\u5426\u9690\u85cf\u3001\u9690\u79c1\u6a21\u5f0f\u539f\u7406\u3001\u662f\u5426\u652f\u6301\u6309\u5e94\u7528\u914d\u7f6e\u72ec\u7acb\u914d\u7f6e\u6587\u4ef6\uff0c\u4ee5\u53ca\u975e\u82f1\u8bed\u8bed\u8a00\u7684\u4e2a\u6027\u5316\u6548\u679c\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 Willow\u7684\u91ce\u5fc3\u5e76\u975e\u7b80\u5355\u505a\u4e00\u4e2a\u66f4\u5feb\u7684\u8bed\u97f3\u8f6c\u6587\u5b57\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u9996\u4e2a\u5177\u5907\u201c\u5199\u4f5c\u98ce\u683c\u8ba4\u77e5\u201d\u7684\u6570\u5b57\u5316\u8eab\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u201c\u4e2a\u6027\u5316\u201d\u76f4\u51fb\u73b0\u6709\u5de5\u5177\uff08\u5982\u4f20\u7edf\u542c\u5199\u8f6f\u4ef6\u3001\u901a\u7528AI\u8f6c\u5f55\uff09\u7684\u76f2\u533a\uff1a\u5b83\u4eec\u5904\u7406\u7684\u662f\u201c\u8bed\u97f3\u5230\u6587\u672c\u201d\u7684\u8f6c\u6362\uff0c\u800cWillow\u65e8\u5728\u5b9e\u73b0\u201c\u601d\u7ef4\u5230\u6070\u5f53\u6587\u672c\u201d\u7684\u6620\u5c04\u3002\u901a\u8fc7\u5206\u6790\u7528\u6237\u4fee\u6b63\u548c\u4e0a\u4e0b\u6587\uff0c\u5b83\u5b66\u4e60\u5728\u4e0d\u540c\u573a\u666f\uff08\u4e13\u4e1a\u90ae\u4ef6\u3001\u968f\u610fSlack\u6d88\u606f\uff09\u4e0b\u91c7\u7528\u4e0d\u540c\u98ce\u683c\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u98ce\u683c\u8fc1\u79fb\uff08Style Transfer\uff09\u6280\u672f\u4ece\u5185\u5bb9\u521b\u4f5c\u4e0b\u6c89\u5230\u4e86\u65e5\u5e38\u6c9f\u901a\u5c42\u9762\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u771f\u6b63\u4e2a\u6027\u5316\u201d\u9762\u4e34\u53cc\u91cd\u8003\u9a8c\u3002\u4e00\u662f\u6280\u672f\u6df1\u5ea6\uff1a\u4ec5\u901a\u8fc7\u7528\u6237\u7f16\u8f91\u884c\u4e3a\u6765\u5b66\u4e60\u5199\u4f5c\u98ce\u683c\uff0c\u5176\u6548\u679c\u4e0a\u9650\u548c\u6240\u9700\u6570\u636e\u91cf\u5b58\u7591\uff0c\u5c24\u5176\u662f\u5728\u975e\u82f1\u8bed\u8bed\u5883\u4e0b\u3002\u4e8c\u662f\u9690\u79c1\u6096\u8bba\uff1a\u4e3a\u5b9e\u73b0\u6df1\u5ea6\u4e2a\u6027\u5316\uff0c\u5fc5\u7136\u9700\u8981\u6301\u7eed\u5206\u6790\u7528\u6237\u6587\u672c\u6570\u636e\uff0c\u8fd9\u4e0e\u7528\u6237\u5bf9\u9690\u79c1\u7684\u62c5\u5fe7\uff08\u8bc4\u8bba\u4e2d\u5df2\u63d0\u53ca\uff09\u5b58\u5728\u5929\u7136\u77db\u76fe\u3002\u5c3d\u7ba1\u63d0\u4f9b\u4e86\u201c\u9690\u79c1\u6a21\u5f0f\u201d\u548c\u201c\u79bb\u7ebf\u6a21\u5f0f\u201d\u4f5c\u4e3a\u9009\u9879\uff0c\u4f46\u8fd9\u53ef\u80fd\u610f\u5473\u7740\u5728\u4e2a\u6027\u5316\u7a0b\u5ea6\u4e0a\u505a\u51fa\u59a5\u534f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u5b9a\u4f4d\u770b\uff0cWillow\u5de7\u5999\u5730\u907f\u5f00\u4e86\u4e0e\u5de8\u5934\u5185\u7f6e\u542c\u5199\u529f\u80fd\u7684\u76f4\u63a5\u7ade\u4e89\uff0c\u8f6c\u800c\u5f3a\u8c03\u201c\u98ce\u683c\u9002\u5e94\u201d\u8fd9\u4e00\u5dee\u5f02\u5316\u4f18\u52bf\uff0c\u5e76\u51ed\u501f\u5168\u5e73\u53f0\u8986\u76d6\u548c\u6781\u4f4e\u5ef6\u8fdf\u6784\u5efa\u4f53\u9a8c\u58c1\u5792\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u65e0\u6cd5\u56de\u5230\u6253\u5b57\u201d\u7684\u8868\u8ff0\uff0c\u8bc1\u660e\u4e86\u5176\u5728\u63d0\u5347\u6d41\u66a2\u5ea6\u4e0a\u7684\u6210\u529f\u3002\u4f46\u957f\u671f\u6311\u6218\u5728\u4e8e\uff0c\u8fd9\u79cd\u4e2a\u6027\u5316\u80fd\u5426\u5f62\u6210\u8db3\u591f\u6df1\u7684\u62a4\u57ce\u6cb3\uff0c\u4ee5\u53ca\u662f\u5426\u4f1a\u9762\u4e34\u6765\u81ea\u64cd\u4f5c\u7cfb\u7edf\u7ea7\u6216\u5927\u578bAI\u6a21\u578b\uff08\u5b83\u4eec\u540c\u6837\u53ef\u4ee5\u5b66\u4e60\u7528\u6237\u6570\u636e\uff09\u7684\u964d\u7ef4\u6253\u51fb\u3002\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u6781\u81f4\u7684\u6548\u7387\u589e\u5f3a\u5668\uff0c\u4f46\u5176\u201c\u5b66\u4e60\u578b\u6570\u5b57\u52a9\u7406\u201d\u7684\u96cf\u5f62\uff0c\u9884\u793a\u4e86\u4eba\u673a\u4ea4\u4e92\u4ece\u201c\u542c\u61c2\u201d\u5230\u201c\u61c2\u4f60\u201d\u7684\u6f14\u8fdb\u65b9\u5411\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\">Willow on Windows<\/span>\n <\/div>\n<div class=\"comment-content\">You write hundreds of messages, emails, and prompts a day. Willow is an AI voice typing tool that lets you speak them instead. Willow now works on Windows, Mac, and iOS. You can use it anywhere on your computer, like Gmail, Slack, Notion, Cursor, and more. Willow is powerful because it’s the fastest, most accurate, and the only dictation tool that actually personalizes to the way that you write over time.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! We started Willow because so much of our day is communication. Thinking emails, Slack messages, prompts to AI, and more. It\u2019s all moving ideas from your head to a screen. <\/p>\n<p>Your voice is 4x faster than your fingers. But using it has always meant fighting tools that don’t understand how you actually write.<\/p>\n<p>Why existing tools fail:<\/p>\n<p>Dragon was built for dictating letters in 1997. Apple’s built-in dictation breaks on anything complicated. And today’s AI dictation tools just transcribe what you say, run it through generic AI cleanup, and hope for the best.<\/p>\n<p>None of them learn how you write. None of them know that your Slack messages should sound casual while your client emails need to be polished.<\/p>\n<p>What we built instead:<\/p>\n<p>1) Speed: 200ms of latency. 5x faster than typing. 2x faster than other AI dictation tools.<\/p>\n<p>2) Accuracy: Willow spells everything right, like technical terms, jargon, and names.<\/p>\n<p>3) Personalization: This is the difference. Willow matches your style to your context. A text sounds like a text. An email sounds professional. A Slack message sounds like you. <\/p>\n<p>4) Auto-dictionary: If you correct the spelling of a word, Willow remembers and saves it to your personal dictionary. <\/p>\n<p>5) 100+ languages: You can switch languages mid-sentence and Willow follows.<\/p>\n<p>6) Offline mode: Enable offline to dictate fully without any internet connection.<\/p>\n<p>7) Works everywhere: Gmail, Slack, Notion, Cursor, ChatGPT, and everything. If you can type there, you can speak there.<\/p>\n<p>We launched on Mac first. Every day, users told us they couldn’t go back to typing. Then we launched on iOS, and the same thing happened. Today, Windows joins the family.<\/p>\n<p>Willow now works everywhere you work.<\/p>\n<p>For Product Hunt: 30% off Pro with code PRODUCTHUNT30<\/p>\n<p>Please ask the team any questions below \ud83d\udc47<\/p>\n<p>\u2014 Written with Willow Voice<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@allan_guo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@allan_guo<\/a> Congrats! Does it have ability to save text expanders and templates like <a href=\"https:\/\/www.producthunt.com\/products\/text-blaze\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"text-blaze\" target=\"_blank\" rel=\"noopener\">@Text Blaze<\/a>? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@allan_guo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@allan_guo<\/a> congrats on the launch. Can it adjust tone\/style to different tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>does Willow analyze my previous sent items to learn my tone, or does it primarily rely on the active application window’s context?<\/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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> Yep, exactly that! Willow learns based on your previous edits, what slight differences \/ word choices you make. Over time you should Willow sounding more and more like you :). <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I absolutely love this voice to text app. Great job Willow team. I\u2019ve saved 9.3k minutes typing since I adopted it and Willow has allowed me accelerate all my engineering work across all the products I use (Email \/ Text \/ Slack \/ Cursor \/ Claude \/ Loveable)! The hot key makes life easy. <\/p>\n<\/p>\n<p>I also love the custom word dictionary (handy for tech products which names which I reference regularly). The rephrasing capabilities are great too. It cleans up my thoughts and clearly articulates \/ rephrases for clarity. Sort of like Grammarly, but I don\u2019t have to go back and re-read or re-edit what I\u2019ve typed so I can keep moving fast. Brilliant feature \ud83e\udde0<\/p>\n<\/p>\n<p>I couldn\u2019t live without Willow now. Customer for life. Take my money. \ud83d\udcb0 <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rzap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rzap<\/a> 9.3k minutes saved!!!!! Thank you for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s a fantastic product. I’ve been using it for probably over six months now. It is accurate, simple to use, and probably saves me one to two hours a day. I use it on my desktop, my laptop, and my iPhone. <\/p>\n<p>And now I can recommend this to friends using Windows as well. It’s a great piece of software, and it’s truly a pleasure to recommend it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@james_lim1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@james_lim1<\/a> Thanks so much for the support, James! Really appreciate 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>Sick video, the device looks amazing. <\/p>\n<\/p>\n<p>Congrats on the launch guys! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> Thank you KP!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 and using it to type this message! Two quick things:<\/p>\n<p>1. Is it possible to remove the floating icon that is always on screen? I wish that was not on screen all the time.<\/p>\n<p>2. Can you explain privacy mode? Does it use a local model and if so which one? <\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0a41a8cc-cda6-45e1-a667-7feb8c485348.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryan_snyder2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_snyder2<\/a> Hey! <\/p>\n<p>1. You can move the floating icon by dragging it. If it’s really annoying, you can go to Settings > Enable Notch View. <\/p>\n<p>2. Privacy mode means completely zero data retention – audio, transcripts, and any sort of interactions! We do not use the offline model for that by default, that’s a separate setting (Settings > Offline Mode). <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 wanted to use something like that for a while to talk to my coding agents and always forget to actually get one. Do you support per-app profiles maybe (e.g., terminal vs IDE) so commands don\u2019t leak across contexts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>We’re fans of Willow product at Awesomic and happy to see team constantly shipping new launches \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\">Hey Allan, that part about AI dictation tools just transcribing and hoping for the best is so true. Was there a moment where you dictated something, watched it get cleaned up into something that didn\u2019t sound like you at all, and thought why do I have to fix this every single time?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Offline mode and 100+ languages? That\u2019s impressive! Switching languages mid-sentence is a common struggle for bilingual folks. Does the personalization work just as well for other languages like Ukrainian or Polish, or is the style matching currently best at English?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kostfast\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kostfast<\/a> Style matching works across all languages. Multi-lingual support was one of our top priorities!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/HF24CYVOM4WKGV\" class=\"app-title\">BIOS<\/a><\/p>\n<div class=\"one-liner\">AI Scientist for biomedical research – #1 on BixBench<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">119<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>BIOS\u662f\u4e00\u6b3e\u5728\u751f\u7269\u533b\u5b66\u7814\u7a76\u573a\u666f\u4e2d\uff0c\u901a\u8fc7\u63d0\u4f9b\u201c\u4eba\u5728\u56de\u8def\u201d\u7684\u68c0\u67e5\u70b9\u4e0e\u5168\u81ea\u52a8\u6a21\u5f0f\uff0c\u89e3\u51b3\u4f20\u7edfAI\u7814\u7a76\u4ee3\u7406\u6279\u5904\u7406\u6a21\u5f0f\u4e0d\u7075\u6d3b\u3001\u8bd5\u9519\u6210\u672c\u9ad8\u75db\u70b9\u7684AI\u79d1\u5b66\u5bb6\u5e73\u53f0\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a36718eb-24f4-499c-b617-ba7bbae46178.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce207276-2f56-4ede-8b2a-6267fa722668.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1eca4e20-2fbb-4594-b503-8da813289163.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\/e0cbe6aa-dfb9-4381-b096-c649481bb004.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/8bb29e727acb45c49187b3fa2e2f83dd\"><source src=\"https:\/\/www.loom.com\/share\/8bb29e727acb45c49187b3fa2e2f83dd\" 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\">Science<\/span><br \/>\n <span class=\"tag\">Data Science<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u79d1\u7814\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u751f\u7269\u4fe1\u606f\u5b66<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4eba\u5728\u56de\u8def<\/span><br \/>\n <span class=\"tag\">\u6587\u732e\u7efc\u8ff0<\/span><br \/>\n <span class=\"tag\">\u65b0\u9896\u6027\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u5b66\u672f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u751f\u7269\u533b\u5b66\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">BixBench\u699c\u9996<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u4e3b\u8981\u96c6\u4e2d\u4e8e\uff1a1. \u8be2\u95ee\u4e0e\u540c\u7c7b\u4ea7\u54c1\uff08\u5982Scispace\uff09\u7684\u5dee\u5f02\u4e0e\u65b9\u5411\uff1b2. \u80af\u5b9aAI\u7528\u4e8e\u79d1\u5b66\u7814\u7a76\u7684\u4ef7\u503c\uff1b3. \u6df1\u5165\u63a2\u8ba8\u6280\u672f\u7ec6\u8282\uff0c\u5982\u68c0\u67e5\u70b9\u5e72\u9884\u540e\u662f\u5c40\u90e8\u66f4\u65b0\u8fd8\u662f\u5168\u5c40\u91cd\u65b0\u89c4\u5212\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u590d\uff0c\u9080\u8bf7\u4f53\u9a8c\u5e76\u63d0\u4f9b\u4e86\u6280\u672f\u6587\u732e\u94fe\u63a5\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 BIOS\u5ba3\u79f0\u5728BixBench\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u6392\u540d\u7b2c\u4e00\uff0c\u8fd9\u4e3a\u5176\u6280\u672f\u80fd\u529b\u63d0\u4f9b\u4e86\u6709\u529b\u80cc\u4e66\u3002\u4f46\u5176\u771f\u6b63\u7684\u4ea7\u54c1\u4ef7\u503c\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u201c\u5168\u81ea\u52a8\u201d\uff0c\u800c\u5728\u4e8e\u5176\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u201c\u63a7\u5236\u6743\u6ed1\u5757\u201d\u3002\u5b83\u6ca1\u6709\u9677\u5165\u201cAI\u53d6\u4ee3\u79d1\u5b66\u5bb6\u201d\u7684\u6d6e\u5938\u53d9\u4e8b\uff0c\u800c\u662f\u52a1\u5b9e\u5730\u533a\u5206\u4e86\u201c\u5168\u7a0b\u64cd\u63a7\u201d\u3001\u201c\u667a\u80fd\u5e73\u8861\u201d\u548c\u201c\u6df1\u5ea6\u81ea\u4e3b\u201d\u4e09\u79cd\u6a21\u5f0f\uff0c\u5c06AI\u5b9a\u4f4d\u4e3a\u53d7\u63a7\u7684\u589e\u5f3a\u667a\u80fd\u3002\u8fd9\u7cbe\u51c6\u547d\u4e2d\u4e86\u79d1\u7814\u5de5\u4f5c\u6d41\u7684\u771f\u5b9e\u75db\u70b9\uff1a\u4f20\u7edf\u6279\u5904\u7406AI\u5982\u540c\u4e00\u4e2a\u9ed1\u7bb1\uff0c\u7814\u7a76\u8005\u6295\u5165\u5927\u91cf\u8ba1\u7b97\u8d44\u6e90\u548c\u65f6\u95f4\u540e\uff0c\u53ef\u80fd\u624d\u53d1\u73b0\u65b9\u5411\u504f\u5dee\uff0c\u632b\u8d25\u611f\u4e0e\u6210\u672c\u6781\u9ad8\u3002BIOS\u63d0\u4f9b\u7684\u68c0\u67e5\u70b9\u673a\u5236\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u79d1\u5b66\u7814\u7a76\u7684\u201c\u53ef\u89e3\u91ca\u6027\u201d\u548c\u201c\u8fc7\u7a0b\u7ea0\u504f\u201d\u80fd\u529b\u4ea7\u54c1\u5316\uff0c\u8ba9\u7814\u7a76\u8005\u80fd\u5728\u5173\u952e\u51b3\u7b56\u70b9\u4ecb\u5165\uff0c\u8fd9\u6bd4\u5355\u7eaf\u8ffd\u6c42\u5206\u6790\u901f\u5ea6\u6216\u81ea\u52a8\u5316\u7387\u66f4\u5177\u9769\u547d\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u201c#1 on BixBench\u201d\u662f\u5b9e\u9a8c\u5ba4\u73af\u5883\u7684\u6210\u7ee9\uff0c\u5176\u5411\u590d\u6742\u3001\u975e\u6807\u51c6\u5316\u771f\u5b9e\u7814\u7a76\u8bfe\u9898\u7684\u6cdb\u5316\u80fd\u529b\u6709\u5f85\u8003\u9a8c\u3002\u5176\u6b21\uff0c\u5176\u6838\u5fc3\u7531\u56db\u4e2a\u667a\u80fd\u4f53\u5206\u5de5\u534f\u4f5c\uff0c\u8fd9\u79cd\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027\u548c\u534f\u8c03\u6210\u672c\u662f\u9690\u85cf\u7684\u6280\u672f\u98ce\u9669\u3002\u6700\u540e\uff0c\u8bc4\u8bba\u4e2d\u7528\u6237\u5c06\u5176\u4e0eScispace\u7b49\u4ea7\u54c1\u7c7b\u6bd4\uff0c\u8bf4\u660e\u5e02\u573a\u5df2\u5b58\u5728\u8ba4\u77e5\u76f8\u4f3c\u7684\u7ade\u4e89\u8005\u3002BIOS\u7684\u5b66\u672f\u514d\u8d39\u7b56\u7565\u867d\u662f\u9ad8\u6548\u7684\u83b7\u5ba2\u624b\u6bb5\uff0c\u4f46\u5982\u4f55\u5c06\u65e9\u671f\u5b66\u672f\u7528\u6237\u8f6c\u5316\u4e3a\u957f\u671f\u4ed8\u8d39\u7684\u4ea7\u4e1a\u5ba2\u6237\uff0c\u5e76\u6784\u5efa\u8db3\u591f\u6df1\u7684\u62a4\u57ce\u6cb3\uff0c\u662f\u5176\u5546\u4e1a\u5316\u9053\u8def\u4e0a\u7684\u5173\u952e\u8003\u9898\u3002\u5b83\u6253\u5f00\u4e86\u4e00\u6247\u95e8\uff0c\u4f46\u95e8\u540e\u7684\u957f\u5eca\u80fd\u8d70\u591a\u8fdc\uff0c\u53d6\u51b3\u4e8e\u5176\u5de5\u7a0b\u843d\u5730\u80fd\u529b\u4e0e\u5bf9\u79d1\u7814\u8303\u5f0f\u7684\u6df1\u523b\u7406\u89e3\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u57fa\u51c6\u6d4b\u8bd5\u5206\u6570\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\">BIOS<\/span>\n <\/div>\n<div class=\"comment-content\">BIOS is an AI Scientist that ranked #1 on BixBench for biological data analysis. BIOS offers human-in-the-loop checkpoints to steer investigations mid-flight, or fully autonomous mode for uninterrupted deep research\u2014you choose how much control to keep. Four specialized agents handle orchestration, literature review, data analysis, and novelty detection. Free tier available. Academic users withedu get full access free.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>We’re a small AI-for-Science lab, and today we’re launching BIOS – an AI Scientist that just hit #1 on BixBench for biological data analysis.<\/p>\n<p>The core problem we’re solving: existing AI research agents run in batch mode. You wait hours, get results, realize the AI didn’t do as well as you hoped, and you rerun everything. For the comfort of all of our users – you can use 3 modes: steering for full control, autonomous for maximum depth or smart for a good balance between the two.<\/p>\n<p>We’re offering free full access to academic users (.edu email) for a limited time\u2014we want researchers actually using this.<\/p>\n<p>Would love your feedback. What research problems would you throw at it?<\/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\/@brka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brka<\/a> This product reminds me of <a href=\"https:\/\/www.producthunt.com\/products\/typeset\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"typeset\" target=\"_blank\" rel=\"noopener\">@Scispace<\/a>‘s <a href=\"https:\/\/www.producthunt.com\/products\/typeset\/launches\/scispace-biomed-agent?utm_source=other&utm_medium=social\" target=\"_blank\" rel=\"noopener\">BioMed Agent<\/a>. Are you heading to similar direction? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Using AI for scientific purposes is exactly what it was meant for, I think. Great launch, guys, congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>When a human intervenes at a checkpoint, does BIOS perform a RAG-based update to its internal plan, or does it re-simulate the entire reasoning chain?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> Yes it updates its whole plan – you’re welcome to try all the 3 modes with the free credits we give and you’ll get a feeling of how it works! Also more details in the paper & blog we shared<\/p>\n<p><a href=\"https:\/\/ai.bio.xyz\/blog\/introducing-bios\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/ai.bio.xyz\/blog\/introducing-bios<\/a><br \/><a href=\"https:\/\/arxiv.org\/abs\/2601.12542\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/arxiv.org\/abs\/2601.12542<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/RINV66SNPLSSLR\" class=\"app-title\">HighlightGPT<\/a><\/p>\n<div class=\"one-liner\">Highlight in ChatGPT, ask GPT in a side panel<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">119<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eChrome\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u5141\u8bb8\u7528\u6237\u5728ChatGPT\u5bf9\u8bdd\u4e2d\u9ad8\u4eae\u6587\u672c\u5e76\u5728\u4fa7\u8fb9\u9762\u677f\u8fdb\u884cAI\u8ffd\u95ee\u3001\u89e3\u91ca\u3001\u7ffb\u8bd1\u6216\u4fdd\u5b58\uff0c\u89e3\u51b3\u4e86\u5728\u957f\u5bf9\u8bdd\u4e2d\u56e0\u590d\u5236\u7c98\u8d34\u8ffd\u95ee\u800c\u6253\u65ad\u9605\u8bfb\u6d41\u3001\u4e22\u5931\u4e0a\u4e0b\u6587\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/70fc64a9-80a8-46cd-8e9a-688205d38db7.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/FI-QNyRPrQU?si=zLM5ji6XX557NZYP\"><source src=\"https:\/\/youtu.be\/FI-QNyRPrQU?si=zLM5ji6XX557NZYP\" 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\/144100d5-6d39-48aa-a393-e1a72db88e3a.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/29c8f0df-e20c-4a76-9732-a5f412183959.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d53e0fb8-a6dc-4325-836a-458ad18b62eb.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/86e055a8-31ea-461c-a282-9f186c6050f2.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d071ee43-90d6-4d24-876c-b6fd1b90bdd2.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">ChatGPT\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u9ad8\u4eae<\/span><br \/>\n <span class=\"tag\">\u4fa7\u8fb9\u9762\u677f<\/span><br \/>\n <span class=\"tag\">\u9605\u8bfb\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u63d2\u4ef6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u4e86\u5728ChatGPT\u4e2d\u9488\u5bf9\u90e8\u5206\u56de\u590d\u8ffd\u95ee\u4f1a\u6253\u65ad\u9605\u8bfb\u6d41\u7684\u75db\u70b9\u3002\u5f00\u53d1\u8005\u56de\u5e94\u4e86\u5173\u4e8e\u6269\u5c55\u7a33\u5b9a\u6027\u7684\u6280\u672f\u8003\u91cf\uff0c\u5e76\u89e3\u91ca\u4e86\u4e0e\u6d4f\u89c8\u5668\u53f3\u952e\u201c\u8be2\u95eeChatGPT\u201d\u529f\u80fd\u7684\u6838\u5fc3\u533a\u522b\u5728\u4e8e\u5176\u6ce8\u89e3\u5f0f\u4ea4\u4e92\u80fd\u4fdd\u6301\u9605\u8bfb\u4f4d\u7f6e\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 HighlightGPT\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5bf9AI\u539f\u751f\u4ea4\u4e92\u7f3a\u9677\u7684\u4e00\u6b21\u7cbe\u51c6\u201c\u8d34\u818f\u836f\u201d\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u5f53\u524dChatGPT\u8fd9\u7c7b\u7ebf\u6027\u5bf9\u8bddAI\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5bf9\u8bdd\u7684\u8fde\u8d2f\u6027\u4e0e\u4fe1\u606f\u5904\u7406\u7684\u6a21\u5757\u5316\u9700\u6c42\u4e4b\u95f4\u7684\u51b2\u7a81\u3002\u7528\u6237\u9762\u5bf9\u5197\u957f\u56de\u590d\u65f6\uff0c\u5f80\u5f80\u53ea\u60f3\u5bf9\u67d0\u4e2a\u7247\u6bb5\u8fdb\u884c\u6df1\u5ea6\u64cd\u4f5c\uff0c\u4f46\u4f20\u7edf\u4ea4\u4e92\u8981\u4e48\u7834\u574f\u5bf9\u8bdd\u6d41\uff0c\u8981\u4e48\u9700\u5f00\u542f\u65b0\u4f1a\u8bdd\u5bfc\u81f4\u4e0a\u4e0b\u6587\u5272\u88c2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8be5\u4ea7\u54c1\u5c06\u201c\u9ad8\u4eae-\u4fa7\u8fb9\u680f\u64cd\u4f5c\u201d\u8fd9\u4e00\u7ecf\u5178\u9605\u8bfb\u4ea4\u4e92\u6a21\u5f0f\u5f15\u5165AI\u5bf9\u8bdd\uff0c\u5176\u771f\u6b63\u91ce\u5fc3\u662f\u8bd5\u56fe\u5c06ChatGPT\u4ece\u4e00\u4e2a\u201c\u804a\u5929\u673a\u5668\u4eba\u201d\u91cd\u65b0\u5b9a\u4e49\u4e3a\u201c\u9605\u8bfb\u4e0e\u601d\u8003\u5de5\u4f5c\u533a\u201d\u3002\u8fd9\u6233\u4e2d\u4e86AI\u5e94\u7528\u4ece\u65b0\u5947\u73a9\u5177\u8f6c\u5411\u4e25\u8083\u751f\u4ea7\u529b\u5de5\u5177\u8fc7\u7a0b\u4e2d\u7684\u5173\u952e\u8fdb\u5316\u70b9\u2014\u2014\u5de5\u4f5c\u6d41\u7684\u65e0\u7f1d\u96c6\u6210\u3002\u5f00\u53d1\u8005\u5bf9\u7a33\u5b9a\u6027\u7684\u8003\u91cf\uff08\u6bcf\u65e5\u81ea\u52a8\u5316\u811a\u672c\u68c0\u67e5DOM\u9009\u62e9\u5668\uff09\u4e5f\u63ed\u793a\u4e86\u6b64\u7c7b\u6df1\u5ea6\u96c6\u6210\u7b2c\u4e09\u65b9\u5de5\u5177\u9762\u4e34\u7684\u666e\u904d\u56f0\u5883\uff1a\u5728AI\u4ea7\u54c1UI\u5feb\u901f\u8fed\u4ee3\u7684\u80cc\u666f\u4e0b\uff0c\u5982\u4f55\u5e73\u8861\u6df1\u5ea6\u96c6\u6210\u4e0e\u7ef4\u62a4\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e3aChatGPT\u73b0\u6709\u4ea4\u4e92\u903b\u8f91\u6253\u8865\u4e01\uff0c\u800c\u975e\u91cd\u5851\u3002\u4e00\u65e6OpenAI\u5b98\u65b9\u5728UI\u5c42\u539f\u751f\u652f\u6301\u7c7b\u4f3c\u201c\u6587\u672c\u5757\u6ce8\u91ca\u201d\u6216\u201c\u7ebf\u7a0b\u5185\u8ffd\u95ee\u201d\u529f\u80fd\uff0c\u6b64\u7c7b\u6269\u5c55\u7684\u4ef7\u503c\u5c06\u8fc5\u901f\u8870\u51cf\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u9a8c\u8bc1\u7528\u6237\u9700\u6c42\u5b58\u5728\u7684\u201c\u63a2\u9488\u201d\uff0c\u5176\u957f\u671f\u751f\u5b58\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u8fd9\u79cd\u201c\u6ce8\u89e3\u5f0f\u4ea4\u4e92\u201d\u62bd\u8c61\u4e3a\u66f4\u901a\u7528\u7684\u6a21\u5f0f\uff0c\u9002\u914d\u66f4\u591aAI\u5e73\u53f0\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u662f\u4e00\u4e2a\u4f18\u96c5\u4f46\u8106\u5f31\u7684\u4e34\u65f6\u89e3\u51b3\u65b9\u6848\uff0c\u5b8c\u7f8e\u8be0\u91ca\u4e86\u5728AI\u5e94\u7528\u7206\u53d1\u521d\u671f\uff0c\u7b2c\u4e09\u65b9\u5f00\u53d1\u8005\u5982\u4f55\u901a\u8fc7\u5fae\u521b\u65b0\u6355\u6349\u5de8\u5934\u6682\u65f6\u5ffd\u7565\u7684\u7528\u6237\u4f53\u9a8c\u7f1d\u9699\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\">HighlightGPT<\/span>\n <\/div>\n<div class=\"comment-content\">HighlightGPT is a Chrome extension that lets you highlight text inside ChatGPT and open a side panel to ask AI, explain, ask, translate, or save memorizes. It\u2019s a small workflow upgrade that makes ChatGPT feel more like a reading & thinking workspace.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b I\u2019m Zhong Xin, the maker of HighlightGPT.<\/p>\n<p>I built this because when I\u2019m reading long ChatGPT conversations, I kept losing context by copying text out to ask follow-ups or rewrite parts.<\/p>\n<p>HighlightGPT lets you highlight text *inside ChatGPT* and open a side panel to explain, ask, translate, or save memorizes \u2014 without tab switching or copy-paste.<\/p>\n<p>Would love your feedback:<br \/>\n1) When using ChatGPT, do you often run into a word or a specific part of the response that you don\u2019t fully understand, and wish you could get an explanation for just that part instead of regenerating the whole answer?<br \/>\n2) Do you wish ChatGPT could respond more like annotations or inline comments on an existing answer, rather than simply continuing the conversation below it?<\/p>\n<p>Happy to answer any questions \u2014 thanks for checking it out \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@xin_zhong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xin_zhong<\/a> This is a fantastic extension. I\u2019ve run into this exact issue myself. <\/p>\n<\/p>\n<p>When I don\u2019t grasp part of a GPT response, I highlight it and fire off a follow-up question. But the new reply buries the original answer, forcing me to scroll back up awkwardly. <\/p>\n<\/p>\n<p>Your tool elegantly fixes this simple yet frustrating gap that GPT overlooks. <\/p>\n<\/p>\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">ChatGPT\u2019s UI changes often and extensions can be fragile\u2014what did you optimize for to keep the experience reliable over time, and what tradeoffs did you make between \u201cdeep integration\u201d and \u201cbreakage risk\u201d?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Thanks for the great question! To keep things stable, I built a daily automated script that runs checks on all the DOM selectors my extension relies on. It verifies whether they still exist or need updating whenever ChatGPT\u2019s UI changes.<\/p>\n<p>For the tradeoff, I leaned toward a \u201cdefensive design\u201d approach: I prioritize using stable, semantic selectors over deeply integrated but fragile ones, so the extension stays functional even when the UI shifts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 this is interesting. Well done. Just curious, when you right click on highlighted text you can \u201cask ChatGPT\u201d follow up questions. Why not do that instead?<\/div>\n<div class=\"comment-actions\">\n<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\/@sunbash\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sunbash<\/a> The main difference is <strong>where and how the answer appears<\/strong>.<br \/>\u201cAsk ChatGPT\u201d puts the answer at the bottom of the conversation, which breaks your reading flow.<\/p>\n<p>HighlightGPT keeps the explanation <strong>alongside the highlighted text<\/strong>, more like an annotation, so you can understand that part without losing your place.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fcb37520-36e3-4b4e-ae7d-d78690338d5e.jpeg?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZH6TTBJSB27ZW5\" class=\"app-title\">Fluent<\/a><\/p>\n<div class=\"one-liner\">Agentic AI in Any Mac App. Now with Native RAG<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">116<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fluent\u662f\u4e00\u6b3e\u96c6\u6210\u4e8eMac\u7cfb\u7edf\u7684AI\u52a9\u624b\uff0c\u901a\u8fc7\u672c\u5730RAG\u5f15\u64ce\u548c\u8de8\u5e94\u7528\u4e0a\u4e0b\u6587\u611f\u77e5\uff0c\u5728\u5199\u4f5c\u3001\u5185\u5bb9\u521b\u4f5c\u7b49\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86AI\u751f\u6210\u5185\u5bb9\u98ce\u683c\u751f\u786c\u3001\u7f3a\u4e4f\u4e2a\u4eba\u5316\u4e0e\u4e0a\u4e0b\u6587\u8fde\u8d2f\u6027\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bcae9dad-77eb-4618-9219-73161cac5d55.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aef9609f-11eb-48dd-bc2a-1c0f59662801.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1c3e1faf-bcf0-4877-b530-46438a15f739.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\/cc286bd4-3af0-415a-b3a0-7146896bba4e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=e7Qh3VIweno\"><source src=\"https:\/\/www.youtube.com\/watch?v=e7Qh3VIweno\" 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\">AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316RAG<\/span><br \/>\n <span class=\"tag\">Mac\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e94\u7528\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u98ce\u683c\u6a21\u4eff<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u4e30\u5bcc\u7684\u529f\u80fd\u548c\u5de7\u5999\u7684UI\u8bbe\u8ba1\uff0c\u7279\u522b\u662f\u8de8\u5e94\u7528\u4e0a\u4e0b\u6587\u548c\u98ce\u683c\u6a21\u4eff\u80fd\u529b\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u4e0eMac Shortcuts\u7684\u96c6\u6210\u53ef\u80fd\u6027\uff0c\u4ee5\u53ca\u5bf9\u672c\u5730RAG\u5f15\u64ce\u5904\u7406\u5927\u89c4\u6a21\u4e2a\u4eba\u77e5\u8bc6\u5e93\u6027\u80fd\u7684\u5173\u5207\u3002\u5f00\u53d1\u8005\u56de\u590d\u89e3\u91ca\u4e86Shortcuts\u53ef\u901a\u8fc7MCP\u8fde\u63a5\uff0c\u5e76\u9610\u8ff0\u4e86RAG\u7684\u6df7\u5408\u67b6\u6784\u4e0e\u4f18\u5316\u8bbe\u8ba1\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Fluent\u6b64\u6b21\u66f4\u65b0\u7684\u6838\u5fc3\u5356\u70b9\u201cNative RAG\u201d\u4e0e\u201cMCP\u96c6\u6210\u201d\uff0c\u76f4\u6307\u5f53\u524dAI\u5e94\u7528\u7684\u4e24\u5927\u8f6f\u808b\uff1a\u8bb0\u5fc6\u7684\u788e\u7247\u5316\u4e0e\u64cd\u4f5c\u7684\u5b64\u5c9b\u5316\u3002\u5b83\u8bd5\u56fe\u626e\u6f14\u7684\u4e0d\u662f\u53c8\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u662f\u4e00\u4e2a\u9a7b\u5b88\u5728\u672c\u5730\u7684\u3001\u5177\u5907\u6301\u7eed\u8bb0\u5fc6\u548c\u8de8\u5e94\u7528\u884c\u52a8\u529b\u7684\u201c\u6570\u5b57\u526f\u8111\u201d\u3002\u5176\u5ba3\u79f0\u7684\u201c100%\u590d\u523b\u5199\u4f5c\u98ce\u683c\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5c06RAG\u4ece\u4f20\u7edf\u7684\u77e5\u8bc6\u68c0\u7d22\uff0c\u5347\u7ef4\u81f3\u98ce\u683c\u4e0e\u4eba\u683c\u7684\u5efa\u6a21\u4e0e\u6ce8\u5165\uff0c\u8fd9\u786e\u5b9e\u662f\u5bf9\u6297\u201cAI\u6d41\u6c34\u7ebf\u8154\u8c03\u201d\u7684\u4e00\u6b21\u6709\u8da3\u5b9e\u8df5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u540c\u6837\u5728\u4e8e\u6b64\u3002\u9996\u5148\uff0c\u201c\u98ce\u683c\u590d\u523b\u201d\u7684\u627f\u8bfa\u6781\u5177\u8bf1\u60d1\uff0c\u4f46\u6548\u679c\u6df1\u5ea6\u4e25\u91cd\u4f9d\u8d56\u4e8e\u7528\u6237\u63d0\u4f9b\u7684\u201c\u8bb0\u5fc6\u201d\u7d20\u6750\u7684\u8d28\u91cf\u4e0e\u6570\u91cf\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u6781\u9ad8\u7684\u7528\u6237\u6559\u80b2\u6210\u672c\u3002\u5176\u6b21\uff0c\u4f5c\u4e3a\u4e00\u6b3e\u4ee5\u201cAgentic\u201d\u548c\u201c\u81ea\u52a8\u5316\u201d\u4e3a\u613f\u666f\u7684\u5de5\u5177\uff0c\u5176\u4e0e\u7cfb\u7edf\u7ea7\u81ea\u52a8\u5316\uff08\u5982Shortcuts\uff09\u7684\u751f\u6001\u878d\u5408\u5ea6\u76ee\u524d\u770b\u6765\u4ecd\u662f\u77ed\u677f\uff0c\u5f00\u53d1\u8005\u201c\u4e0d\u539f\u751f\u652f\u6301\u201d\u7684\u56de\u5e94\u7565\u663e\u4fdd\u5b88\uff0c\u53ef\u80fd\u9650\u5236\u5176\u4f5c\u4e3a\u667a\u80fd\u4e2d\u67a2\u7684\u6f5c\u529b\u3002\u6700\u540e\uff0c\u672c\u5730RAG\u5904\u7406\u5927\u89c4\u6a21\u77e5\u8bc6\u5e93\u7684\u6027\u80fd\u4e0e\u7cbe\u5ea6\uff0c\u4ecd\u662f\u9700\u8981\u6301\u7eed\u9a8c\u8bc1\u7684\u6280\u672f\u5173\u5361\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cFluent\u7684\u91ce\u5fc3\u6e05\u6670\uff1a\u5b83\u4e0d\u613f\u53ea\u505a\u6587\u672c\u751f\u6210\u5668\uff0c\u800c\u5fd7\u5728\u6210\u4e3a\u7528\u6237\u4e0e\u6570\u5b57\u4e16\u754c\u4ea4\u4e92\u7684\u667a\u80fd\u4ee3\u7406\u5c42\u3002\u5b83\u7684\u51fa\u73b0\uff0c\u53cd\u6620\u4e86AI\u5de5\u5177\u6b63\u4ece\u201c\u5355\u6b21\u95ee\u7b54\u201d\u5411\u201c\u6301\u7eed\u4f34\u968f\u3001\u4e3b\u52a8\u670d\u52a1\u201d\u8303\u5f0f\u6f14\u8fdb\u7684\u8d8b\u52bf\u3002\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5176\u6280\u672f\u6df1\u5ea6\u3001\u7cfb\u7edf\u6574\u5408\u80fd\u529b\u4ee5\u53ca\u7528\u6237\u662f\u5426\u613f\u610f\u4e3a\u5176\u6784\u5efa\u5e76\u7ef4\u62a4\u4e00\u4e2a\u9ad8\u8d28\u91cf\u7684\u201c\u6570\u5b57\u81ea\u6211\u201d\u955c\u50cf\u3002\u8fd9\u6761\u8def\u524d\u666f\u5e7f\u9614\uff0c\u4f46\u8def\u9014\u5fc5\u7136\u5d0e\u5c96\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\">Fluent<\/span>\n <\/div>\n<div class=\"comment-content\">This time, Fluent is supercharged by MCP and a native RAG engine, and it’s a real game-changer. Beyond its general purpose, RAG lets you replicate your writing style almost 100%. This launch is mostly about that: write like yourself, write like Jack London, write like the world’s top marketers. And never be accused of AI slop. To put it simple \u2013 Fluent RAG is the cornerstone of generating instead of writing.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey people of Product Hunt \ud83e\uddd9\u200d\u2642\ufe0f\ud83d\udc4b<\/p>\n<p>AI is powerful, but it still falls apart when your context is scattered across apps, and it rarely sounds like you (or lands a joke). Fluent fixes that, and yes, it finally makes humor work \ud83d\ude02 Check the video if you want to see it in action.<\/p>\n<p>What Fluent brings:<\/p>\n<p>\u2013 <strong>Global context awareness<\/strong>: works in any app and combines context across apps + tabs.<br \/>\u2013 <strong>MCP<\/strong>: Claude Desktop-style workflows, but no subscription and no lock-in (your API keys, local models supported).<br \/>\u2013 <strong>Memory, native RAG engine<\/strong>: local, always-on \u201csecond brain\u201d that matches writing style insanely well.<br \/>\u2013 <strong>Scheduled Actions<\/strong>: early, but turning actions into autonomous agents for Mac automation.<br \/>\u2013 <strong>History<\/strong>: local, encrypted, searchable.<\/p>\n<p>Use the <strong>exclusive<\/strong> Product Hunt code for 25% off: <strong>LOVEPRODUCTHUNT<\/strong>.<\/p>\n<p>I\u2019d love to hear your feedback \ud83d\udc95<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Very inspired by Fluent\u2019s rich features and clever UI.<br \/>\nExpanding into memory makes total sense as an AI layer that sits above all your local apps.<br \/>\n@importnil do you make use of Shortcuts? If so, why\/why not? Do you think they\u2019ll be relevant for Gemini-powered Siri?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<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\/@chrismessina\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> \ud83d\udc4b<\/p>\n<\/p>\n<p>Thanks for your feedback and questions!<\/p>\n<\/p>\n<p>Fluent currently doesn’t support Shortcuts natively, but it’s possible to connect them via external MCP integrations:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/874fc2ee-c100-4bb1-89f8-023b4a9f695c.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>In the ideal world, I think Gemini-powered Siri is definitely going to be <strong>natural language<\/strong> driven, with persistent background memory and in some sense autonomous capabilities. However I don’t expect new Siri relying on Shortcuts as the core engine at all \ud83d\ude42<\/p>\n<\/p>\n<p>I personally don’t use Shortcuts as I find them tedious to create, pretty limited in terms of app support, <strong>but who knows<\/strong>, maybe they will give them a refreshed design in the light of new AI features.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the local RAG engine handle large personal knowledge bases?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a><\/p>\n<p>Thanks for the question! Fluent RAG is a hybrid architecture. It handles large data really fast and well. You can create infinite Memory groups, and put up to 1000 files inside each \u2013 this was made by design to encourage domain fragmentation.<\/p>\n<p>Plus, there are certain optimizations made specifically for writing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/KBFZB6OOFBA7TT\" class=\"app-title\">Invofox 2.0<\/a><\/p>\n<div class=\"one-liner\">Document AI for real-world workflows, not just demos<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">116<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Invofox 2.0 \u662f\u4e00\u4e2a\u4e13\u6ce8\u4e8e\u751f\u4ea7\u7ea7\u6587\u6863\u89e3\u6790\u7684AI\u5e73\u53f0\uff0c\u901a\u8fc7\u7ed3\u6784\u5316\u7684\u5b9e\u9a8c\u5de5\u4f5c\u6d41\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5728\u5904\u7406\u6df7\u4e71\u3001\u975e\u6807\u51c6\u5316\u7684\u771f\u5b9e\u4e16\u754c\u6587\u6863\u65f6\uff0c\u80fd\u53ef\u89c6\u5316\u548c\u9a8c\u8bc1\u89e3\u6790\u51c6\u786e\u7387\uff0c\u4ece\u800c\u53ef\u9760\u5730\u5c06\u6587\u6863\u5904\u7406\u6d41\u7a0b\u90e8\u7f72\u5230\u5b9e\u9645\u4e1a\u52a1\u4e2d\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa328863-8bd2-4824-8e4e-d67c4a126a13.avif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ff0a37f7-a6f2-45ea-a0cb-f5a8f9d84dc4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e257e5de-f9a7-49e9-aa1a-c817642fba8c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/255c3f3c-873a-4b52-bb48-34ccc820e1b2.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\/45613510-d744-400c-bdce-bdcd3d9f4131.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/DTbtdmM8IUo\"><source src=\"https:\/\/youtu.be\/DTbtdmM8IUo\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u6863\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u7ea7OCR<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u89e3\u6790\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u51c6\u786e\u7387\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u6570\u636e\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4eba\u7c7b\u4ecb\u5165\u5faa\u73af<\/span><br \/>\n <span class=\"tag\">\u771f\u5b9e\u573a\u666fAI<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5b98\u65b9\u8bc4\u8bba\u9610\u8ff0\u4e86\u4ea7\u54c1\u4ece\u6f14\u793a\u8d70\u5411\u771f\u5b9e\u5de5\u4f5c\u6d41\u7684\u6838\u5fc3\u8bbe\u8ba1\u7406\u5ff5\u3002\u7528\u6237\u4e3b\u8981\u8be2\u95eeAPI\u662f\u5426\u652f\u6301\u57fa\u4e8e\u7f6e\u4fe1\u5ea6\u7684\u201c\u4eba\u7c7b\u4ecb\u5165\u5faa\u73af\u201d\u573a\u666f\uff0c\u5b98\u65b9\u56de\u590d\u6307\u51fa\u5176\u63d0\u4f9b\u6bd4\u5355\u7eaf\u7f6e\u4fe1\u5ea6\u66f4\u6df1\u5165\u7684\u5b57\u6bb5\u7ea7\u4e0e\u4ea4\u53c9\u9a8c\u8bc1\uff0c\u5e76\u53ef\u901a\u8fc7webhook\u6784\u5efa\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Invofox 2.0\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u529f\u80fd\u5347\u7ea7\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u9488\u5bf9\u884c\u4e1a\u201c\u6f14\u793a\u5e7b\u8c61\u201d\u7684\u7cbe\u51c6\u62a8\u51fb\u548c\u7b56\u7565\u6027\u5b9a\u4f4d\u3002\u5f53\u524d\u6587\u6863AI\u5e02\u573a\u5145\u65a5\u7740\u5728\u6d01\u51c0\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u60ca\u8273\u7684\u201cDemo\u4ea7\u54c1\u201d\uff0c\u4e00\u65e6\u6295\u5165\u771f\u5b9e\u7684\u6df7\u4e71\u4e1a\u52a1\u6d41\uff08\u5982\u6a21\u7cca\u626b\u63cf\u4ef6\u3001\u975e\u6807\u53d1\u7968\uff09\uff0c\u51c6\u786e\u7387\u4fbf\u65ad\u5d16\u5f0f\u4e0b\u8dcc\u3002Invofox 2.0\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u9677\u5165\u201c\u6211\u4eec\u7684\u6a21\u578b\u66f4\u51c6\u201d\u7684\u519b\u5907\u7ade\u8d5b\uff0c\u800c\u662f\u5c06\u5356\u70b9\u8f6c\u5411\u4e86\u201c\u51c6\u786e\u7387\u7684\u53ef\u5ea6\u91cf\u3001\u53ef\u89e3\u91ca\u4e0e\u53ef\u7ba1\u7406\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6838\u5fc3\u63a8\u51fa\u7684\u201c\u7ed3\u6784\u5316\u5b9e\u9a8c\u5de5\u4f5c\u6d41\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u6587\u6863\u89e3\u6790\u4ece\u9ed1\u76d2\u6a21\u578b\u8f93\u51fa\uff0c\u5347\u7ea7\u4e3a\u4e00\u4e2a\u53ef\u89c2\u6d4b\u3001\u53ef\u8c03\u8bd5\u7684\u5de5\u7a0b\u7cfb\u7edf\u3002\u5b83\u5141\u8bb8\u56e2\u961f\u5728\u90e8\u7f72\u524d\u5c31\u80fd\u5728\u5b57\u6bb5\u548c\u6587\u6863\u7ea7\u522b\u770b\u5230\u51c6\u786e\u7387\u53d8\u5316\uff0c\u5e76\u9a8c\u8bc1\u6539\u8fdb\u6548\u679c\u3002\u8fd9\u76f4\u51fb\u4f01\u4e1a\u5ba2\u6237\u7684\u6838\u5fc3\u7126\u8651\uff1a\u4e0d\u786e\u5b9a\u6027\u98ce\u9669\u3002\u4f01\u4e1a\u91c7\u8d2dAI\u5e76\u975e\u8ffd\u6c42\u5b9e\u9a8c\u5ba4\u6ee1\u5206\uff0c\u800c\u662f\u9700\u8981\u53ef\u63a7\u7684\u3001\u53ef\u9884\u671f\u7684\u6295\u5165\u4ea7\u51fa\u6bd4\uff0c\u4ee5\u53ca\u660e\u786e\u7684\u5931\u8d25\u5904\u7406\u8def\u5f84\uff08\u5982HITL\uff0c\u4eba\u7c7b\u4ecb\u5165\u5faa\u73af\uff09\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5b98\u65b9\u56de\u590d\u7528\u6237\u5173\u4e8eHITL\u7684\u7ec6\u8282\u53ef\u4ee5\u770b\u51fa\uff0c\u5176\u8bbe\u8ba1\u601d\u8def\u8d85\u8d8a\u4e86\u7b80\u5355\u7684\u7f6e\u4fe1\u5ea6\u9608\u503c\uff0c\u8f6c\u5411\u4e86\u57fa\u4e8e\u4e1a\u52a1\u89c4\u5219\uff08\u5982\u6b63\u5219\u6821\u9a8c\u3001\u5b57\u6bb5\u903b\u8f91\u6821\u9a8c\uff09\u7684\u9a8c\u8bc1\u4f53\u7cfb\uff0c\u8fd9\u66f4\u8d34\u8fd1\u771f\u5b9e\u4e1a\u52a1\u7684\u6570\u636e\u8d28\u91cf\u7ba1\u63a7\u9700\u6c42\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u5c06\u6311\u6218\u4ece\u5355\u7eaf\u7684\u7b97\u6cd5\u80fd\u529b\uff0c\u90e8\u5206\u8f6c\u79fb\u5230\u4e86\u5ba2\u6237\u81ea\u8eab\u7684\u6d41\u7a0b\u68b3\u7406\u4e0e\u89c4\u5219\u5b9a\u4e49\u80fd\u529b\u4e0a\u3002\u5e73\u53f0\u7ea7\u66f4\u65b0\u7684\u5b9a\u4f4d\u663e\u793a\u4e86\u5176\u91ce\u5fc3\uff0c\u4f46\u80fd\u5426\u6210\u4e3a\u4f01\u4e1a\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7684\u201c\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u9762\u5bf9\u6781\u7aef\u590d\u6742\u3001\u957f\u5c3e\u7684\u6587\u6863\u7c7b\u578b\u65f6\uff0c\u8fd9\u5957\u65b9\u6cd5\u8bba\u662f\u5426\u4f9d\u7136\u80fd\u9ad8\u6548\u8fd0\u8f6c\uff0c\u4ee5\u53ca\u5176\u751f\u6001\u96c6\u6210\u7684\u4fbf\u5229\u6027\u3002\u8fd9\u662f\u4e00\u6b65\u4ece\u201c\u5356\u5de5\u5177\u201d\u5230\u201c\u5356\u5de5\u7a0b\u65b9\u6cd5\u201d\u7684\u9ad8\u9636\u68cb\uff0c\u4f46\u68cb\u5c40\u624d\u521a\u521a\u5f00\u59cb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Invofox 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Invofox 2.0 is a platform-level update focused on production-grade document parsing. While most document AI tools look accurate in demos, they struggle with messy, real-world inputs. This launch highlights a structured experimentation workflow that makes field- and document-level accuracy visible before production, helping teams understand accuracy changes, validate improvements, and confidently deploy reliable document workflows.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We\u2019re sharing this to show how experimentation works across the Invofox platform when teams take document extraction out of demos and into live workflows. Instead of optimizing for demo accuracy, this workflow connects mixed input handling, pipeline design, and field- and document-level accuracy measurement so teams can understand why accuracy changes and validate improvements on real documents.<\/p>\n<p>This is the same workflow we use across POCs and live deployments, and it ties directly to our campaign around real-world document workflows: <a href=\"http:\/\/www.invofox.com\/perfect-docs-guaranteed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">www.invofox.com\/perfect-docs-guaranteed<\/a><\/p>\n<p>Rather than making accuracy claims, we wanted to show the concrete process behind them. Happy to answer questions or go deeper on any part of this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is great, kudos to the team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is awesome. Killer team, 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>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ross_geiger\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ross_geiger<\/a> thank you!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does the API provide webhooks for ‘Human-in-the-loop’ scenarios where the confidence score falls below a certain threshold?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> Invofox will give you validation at different levels but much more insightful than just a confidence score. You can configure strict validations per field (e.g. regex for strings) and cross validations between related fields (e.g. line items summing up to the total amount).<\/p>\n<p>If you configure webhook responses your system will receive the structured output plus all failed validations and their sources. That will allow you to build the automation workflows needed for your business like HITL scenarios. Hope that answers your question \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/FSKPQ6BPIBZBMO\" class=\"app-title\">LiquidFetch<\/a><\/p>\n<div class=\"one-liner\"> Beautiful visual system fetch for macOS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">113<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LiquidFetch\u662f\u4e00\u6b3e\u4e3amacOS\u8bbe\u8ba1\u7684\u53ef\u89c6\u5316\u7cfb\u7edf\u4fe1\u606f\u5c55\u793a\u5de5\u5177\uff0c\u901a\u8fc7\u7f8e\u89c2\u7684\u56fe\u5f62\u754c\u9762\u76f4\u89c2\u5448\u73b0\u8bbe\u5907\u914d\u7f6e\uff0c\u89e3\u51b3\u4e86\u6781\u5ba2\u548c\u666e\u901a\u7528\u6237\u5728\u547d\u4ee4\u884c\u5de5\u5177\u4e2d\u67e5\u770b\u7cfb\u7edf\u4fe1\u606f\u65f6\u4f53\u9a8c\u4e0d\u53cb\u597d\u3001\u7f3a\u4e4f\u89c6\u89c9\u5438\u5f15\u529b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ec1cd1e-4d23-4e9e-8e04-0cefdff1bffa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ce4f37e-c4f9-4795-a401-a51b1785e2c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/03eca5c4-8de2-43fb-876a-8297bc344c92.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\">User Experience<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u4fe1\u606f\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u539f\u751f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u786c\u4ef6\u72b6\u6001\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u7f8e\u5316<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u4eea\u8868\u76d8<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u4e3b\u8981\u96c6\u4e2d\u4e8e\u8d5e\u8d4f\u5176\u89c6\u89c9\u6548\u679c\u3002\u4e00\u6761\u6709\u6548\u8bc4\u8bba\u8be2\u95ee\u4e86\u662f\u5426\u652f\u6301\u5c06\u6570\u636e\u5bfc\u51fa\u4e3a\u9ad8\u6e05\u56fe\u7247\uff0c\u5f00\u53d1\u8005\u56de\u590d\u6682\u4e0d\u652f\u6301\uff0c\u4f46\u5efa\u8bae\u901a\u8fc7\u622a\u56fe\u5b9e\u73b0\u3002\u76ee\u524d\u8bc4\u8bba\u6570\u91cf\u8f83\u5c11\uff0c\u7f3a\u4e4f\u6df1\u5ea6\u529f\u80fd\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n LiquidFetch\u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u5fae\u5c0f\u5374\u5b58\u5728\u660e\u786e\u65ad\u5c42\u7684\u5e02\u573a\uff1a\u5728\u8ffd\u6c42\u6781\u81f4\u7f8e\u5b66\u7684macOS\u751f\u6001\u4e0e\u6781\u5ba2\u5411\u547d\u4ee4\u884c\u7cfb\u7edf\u5de5\u5177\u4e4b\u95f4\u642d\u5efa\u6865\u6881\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u63d0\u4f9b\u4e86\u524d\u6240\u672a\u6709\u7684\u6570\u636e\u2014\u2014`neofetch`\u7b49\u5de5\u5177\u65e9\u5df2\u5b9e\u73b0\uff0c\u800c\u5728\u4e8e\u5b8c\u6210\u4e86\u4fe1\u606f\u7684\u201c\u6d88\u8d39\u5347\u7ea7\u201d\u3002\u5b83\u5c06\u51b0\u51b7\u3001\u67af\u71e5\u7684\u6587\u672c\u53c2\u6570\u8f6c\u5316\u4e3a\u89c6\u89c9\u8bbe\u8ba1\u9a71\u52a8\u7684\u754c\u9762\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u552e\u5356\u4e00\u79cd\u201c\u6570\u5b57\u8eab\u4efd\u88c5\u9970\u54c1\u201d\u548c\u201c\u7cfb\u7edf\u72b6\u6001\u7684\u60c5\u7eea\u4ef7\u503c\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u5f62\u6001\u4e5f\u66b4\u9732\u4e86\u6838\u5fc3\u8106\u5f31\u6027\u3002\u529f\u80fd\u4e0a\u4e25\u91cd\u4f9d\u8d56\u201c\u53ef\u89c6\u5316\u201d\u8fd9\u4e00\u5355\u70b9\u521b\u65b0\uff0c\u58c1\u5792\u4e0d\u9ad8\uff1b\u4f5c\u4e3a\u4fe1\u606f\u5c55\u793a\u5de5\u5177\uff0c\u5176\u6570\u636e\u9759\u6001\u3001\u7f3a\u4e4f\u4ea4\u4e92\u4e0e\u6df1\u5ea6\u5206\u6790\u80fd\u529b\uff0c\u7528\u6237\u65b0\u9c9c\u611f\u8fc7\u540e\u7559\u5b58\u582a\u5fe7\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5bfc\u51fa\u9ad8\u6e05\u56fe\u7247\u201d\u7684\u9700\u6c42\uff0c\u6070\u6070\u63ed\u793a\u4e86\u7528\u6237\u6f5c\u5728\u7684\u4f7f\u7528\u573a\u666f\u2014\u2014\u793e\u4ea4\u5206\u4eab\u4e0e\u4e2a\u4eba\u6587\u6863\u7f8e\u5316\uff0c\u8fd9\u6216\u8bb8\u662f\u4ea7\u54c1\u5e94\u6df1\u6316\u7684\u793e\u4ea4\u8d27\u5e01\u5c5e\u6027\u4e0e\u5b9e\u7528\u5de5\u4f5c\u6d41\u5207\u5165\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0c\u82e5\u4ec5\u5b9a\u4f4d\u4e8e\u201c\u66f4\u6f02\u4eae\u7684fetch\u201d\uff0c\u5176\u5929\u82b1\u677f\u89e6\u624b\u53ef\u53ca\u3002\u5b83\u9700\u8981\u601d\u8003\u5982\u4f55\u4ece\u201c\u4fe1\u606f\u770b\u677f\u201d\u8fdb\u5316\u6210\u201c\u4fe1\u606f\u67a2\u7ebd\u201d\uff0c\u4f8b\u5982\u96c6\u6210\u5b9e\u65f6\u6027\u80fd\u76d1\u63a7\u3001\u63d0\u4f9b\u4e2a\u6027\u5316\u7ec4\u4ef6\u3001\u6216\u4e0e\u58c1\u7eb8\/\u4e3b\u9898\u52a8\u6001\u7ed3\u5408\uff0c\u4ece\u201c\u5de5\u5177\u201d\u8f6c\u5411\u201c\u6570\u5b57\u751f\u6d3b\u7f8e\u5b66\u5e73\u53f0\u201d\u3002\u5728macOS\u539f\u751f\u5e94\u7528\u4f53\u9a8c\u4e0e\u89c6\u89c9\u8bbe\u8ba1\u662f\u5176\u5f53\u524d\u738b\u724c\uff0c\u4f46\u552f\u6709\u6784\u5efa\u66f4\u6df1\u7684\u573a\u666f\u7c98\u6027\uff0c\u624d\u80fd\u907f\u514d\u6ca6\u4e3a\u4e00\u6b21\u6027\u7684\u201c\u4ed8\u8d39\u622a\u56fe\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\">LiquidFetch<\/span>\n <\/div>\n<div class=\"comment-content\">LiquidFetch gives you a clean, visual overview of your Mac. Unlike tools like neofetch or fastfetch, LiquidFetch presents your setup info in a graphical interface. It’s a 100% native macOS app.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Stunning! Congrats on the launch \ud83d\ude80<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jryankennedy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jryankennedy<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does LiquidFetch allow exporting these stats as a high-res image<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> Not yet. But you can make a screenshot<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/P6TA2ZDUCF5LX7\" class=\"app-title\">Silkwave<\/a><\/p>\n<div class=\"one-liner\">Chat, record & transcribe on-device in a single workspace<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">112<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Silkwave\u662f\u4e00\u6b3emacOS\u4e0a\u7684\u7edf\u4e00AI\u5de5\u4f5c\u7a7a\u95f4\uff0c\u901a\u8fc7\u81ea\u5e26\u5bc6\u94a5\u6a21\u5f0f\u96c6\u6210\u4e3b\u6d41AI\u6a21\u578b\u4e0e\u672c\u5730\u5f55\u97f3\u8f6c\u5f55\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u591a\u5e73\u53f0\u3001\u591a\u8ba2\u9605\u95f4\u5207\u6362\u7684\u7e41\u7410\u548c\u6570\u636e\u9690\u79c1\u987e\u8651\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43387629-ec2b-4a86-be35-4c2a6c4aa862.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14dfde9b-82c4-4488-9dd3-253f2e404b83.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/00f223c5-41e6-41a6-9ee5-d3d24572cd14.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/002ed6d0-9788-44ef-8a48-1dfe931d8802.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9c8f7c60-bc2f-4db9-b6e7-24b400798622.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d167751d-d220-4a4c-a620-26a578e6a3af.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba64c7bd-dc2a-488d-8453-3b1f3e6e655a.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\/913232e0-ceea-4fbe-b628-2cb63a729b9c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=eM0syk6LjSg\"><source src=\"https:\/\/www.youtube.com\/watch?v=eM0syk6LjSg\" 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\">Meetings<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u81ea\u5e26\u5bc6\u94a5<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebfAI<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u4ea7\u54c1\u8bbe\u8ba1\u7b80\u6d01\uff0c\u5e76\u63d0\u51fa\u4e86\u5177\u4f53\u5efa\u8bae\uff1a1. \u5e0c\u671b\u589e\u52a0\u5f15\u5bfc\u52a8\u753b\u4ee5\u6539\u5584\u65b0\u7528\u6237\u4e0a\u624b\u4f53\u9a8c\uff1b2. \u8be2\u95ee\u4ea7\u54c1\u662f\u5426\u5b9a\u4f4d\u4e3a\u7b14\u8bb0\/\u5934\u8111\u98ce\u66b4\u4e2d\u5fc3\uff0c\u5f00\u53d1\u8005\u786e\u8ba4\u6b64\u4e3a\u65b9\u5411\u5e76\u5206\u4eab\u4e86\u8def\u7ebf\u56fe\uff1b3. \u8be2\u95ee\u662f\u5426\u652f\u6301\u804a\u5929\u8bb0\u5f55\u5168\u5c40\u641c\u7d22\uff0c\u5f00\u53d1\u8005\u56de\u590d\u6b64\u4e3a\u7b2c\u4e8c\u4f18\u5148\u7ea7\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Silkwave\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u6b63\u5728\u81a8\u80c0\u7684\u5e02\u573a\u88c2\u7f1d\uff1aAI\u5de5\u5177\u788e\u7247\u5316\u4e0e\u6570\u636e\u5b89\u5168\u7126\u8651\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u201c\u6574\u5408\u201d\u4e0e\u201c\u638c\u63a7\u201d\u4e24\u5927\u4e3b\u5f20\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u91c7\u7528\u4e86BYOK\u6a21\u5f0f\uff0c\u8fd9\u65e2\u964d\u4f4e\u4e86\u7528\u6237\u7684\u4f7f\u7528\u95e8\u69db\uff08\u65e0\u9700\u4e3a\u6bcf\u4e2a\u5de5\u5177\u5355\u72ec\u4ed8\u8d39\u8ba2\u9605\uff09\uff0c\u53c8\u5de7\u5999\u5730\u5c06\u6210\u672c\u4e0e\u5408\u89c4\u98ce\u9669\u8f6c\u79fb\u7ed9\u4e86\u4e0a\u6e38API\u63d0\u4f9b\u5546\u6216\u672c\u5730\u8ba1\u7b97\uff0c\u81ea\u8eab\u5219\u8f7b\u88c5\u4e0a\u9635\uff0c\u626e\u6f14\u4e2d\u7acb\u7ba1\u9053\u7684\u89d2\u8272\u3002\u5176\u96c6\u6210\u7684\u672c\u5730\u5f55\u97f3\u4e0eApple Intelligence\u79bb\u7ebf\u8f6c\u5f55\uff0c\u662f\u9762\u5bf9\u9690\u79c1\u654f\u611f\u578b\u7528\u6237\u7684\u7cbe\u51c6\u4e00\u51fb\uff0c\u5c24\u5176\u5728\u6d89\u53ca\u4f1a\u8bae\u3001\u8bbf\u8c08\u7b49\u654f\u611f\u573a\u666f\u65f6\uff0c\u6784\u6210\u4e86\u533a\u522b\u4e8e\u7eaf\u4e91\u7aef\u4ea7\u54c1\u7684\u5173\u952e\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u4f5c\u4e3a\u96c6\u6210\u5e73\u53f0\uff0c\u5176\u4f53\u9a8c\u6df1\u5ea6\u4e25\u91cd\u4f9d\u8d56\u7b2c\u4e09\u65b9\u6a21\u578b\u7684API\u7a33\u5b9a\u6027\u548c\u6027\u80fd\u4e0a\u9650\uff0c\u81ea\u8eab\u96be\u4ee5\u5f62\u6210\u6280\u672f\u62a4\u57ce\u6cb3\u3002\u5176\u6b21\uff0c\u201c\u7edf\u4e00\u5de5\u4f5c\u7a7a\u95f4\u201d\u7684\u613f\u666f\u5b8f\u5927\uff0c\u4f46\u5f53\u524d\u7248\u672c\u66f4\u50cf\u662f\u4e00\u4e2a\u529f\u80fd\u805a\u5408\u5668\u3002\u4ece\u5f00\u53d1\u8005\u56de\u590d\u770b\uff0c\u5176\u6b63\u8bd5\u56fe\u5411\u201c\u7b14\u8bb0\/\u5934\u8111\u98ce\u66b4\u4e2d\u5fc3\u201d\u6f14\u8fdb\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u9700\u8981\u6784\u5efa\u66f4\u5f3a\u5927\u7684\u975e\u7ed3\u6784\u5316\u6570\u636e\u7ba1\u7406\u3001\u5173\u8054\u548c\u68c0\u7d22\u80fd\u529b\uff0c\u8fd9\u4e0e\u5176\u76ee\u524d\u7b80\u5355\u7684\u804a\u5929\u5386\u53f2\u641c\u7d22\u9700\u6c42\u4e4b\u95f4\u5b58\u5728\u7740\u5de8\u5927\u7684\u5de5\u7a0b\u9e3f\u6c9f\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4f9d\u8d56\u7528\u6237\u5df2\u6709\u7684\u5927\u6a21\u578bAPI\u6d88\u8d39\uff0c\u81ea\u8eab\u76c8\u5229\u8def\u5f84\u5c1a\u4e0d\u6e05\u6670\uff0c\u53ef\u80fd\u9677\u5165\u201c\u4e3a\u4ed6\u4eba\u505a\u5ac1\u8863\u201d\u7684\u7a98\u5883\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cSilkwave\u662f\u4e00\u6b3e\u5b9a\u4f4d\u6e05\u6670\u3001\u5207\u5165\u89d2\u5ea6\u5201\u94bb\u7684\u6548\u7387\u5de5\u5177\u3002\u5b83\u5728AI\u5e94\u7528\u4ece\u63a2\u7d22\u8d70\u5411\u65e5\u5e38\u5de5\u4f5c\u7684\u8fc7\u6e21\u671f\uff0c\u4e3a\u4e13\u4e1a\u7528\u6237\u63d0\u4f9b\u4e86\u4e00\u4e2a\u517c\u987e\u6548\u7387\u4e0e\u9690\u79c1\u7684\u201c\u63a7\u5236\u53f0\u201d\u3002\u4f46\u5176\u957f\u671f\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u7ba1\u9053\u201d\u8fdb\u5316\u51fa\u4e0d\u53ef\u66ff\u4ee3\u7684\u3001\u539f\u751f\u7684\u5de5\u4f5c\u6d41\u4ef7\u503c\uff0c\u5426\u5219\u6781\u6613\u88ab\u5927\u6a21\u578b\u5382\u5546\u5b98\u65b9\u5957\u4ef6\u6216\u66f4\u5782\u76f4\u7684\u4e13\u4e1a\u5de5\u5177\u6240\u6324\u538b\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\">Silkwave<\/span>\n <\/div>\n<div class=\"comment-content\">Silkwave is a unified AI workspace for Mac. It brings major models into one chat interface using a Bring Your Own Key (BYOK) approach\u2014connect OpenAI, Anthropic, Google, Nebius, or local Ollama. It features a powerful microphone and system audio recorder with near real-time transcription using on-device Apple Intelligence or OpenAI. It connects all your AI tools in one private app.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>This is Silkwave \u2014 a macOS app that puts all your AI models in one place.<\/p>\n<p>The problem was simple: too many browser tabs, too many $20\/month subscriptions, too much friction. So I built a single workspace where you bring your own keys and your data stays yours.<\/p>\n<p>Here’s what it does:<\/p>\n<p>\ud83d\udd11 Bring Your Own Keys (BYOK)<br \/>\nConnect API keys for OpenAI, Anthropic, Google, and Nebius \u2014 pay only for what you use. Or run local models via Ollama, completely offline.<\/p>\n<p>\ud83c\udf99\ufe0f Advanced Audio & Transcription<br \/>\nSilkwave can record System Audio and your Microphone at the same time (Zoom, browser, whatever).<br \/>\n\u2022 Offline: On-device Apple Intelligence \u2014 free, unlimited transcription.<br \/>\n\u2022 Online: OpenAI’s API for high-accuracy, multilingual transcription.<\/p>\n<p>\ud83d\udcf9 Chat with Files<br \/>\nTrue multimodal support. Drop in image, video, audio, or PDFs \u2014 ask questions, get summaries, pull out action items.<\/p>\n<p>\ud83d\udd12 Privacy First<br \/>\nDirect-to-client architecture. Your data goes from your Mac to the API provider (or never leaves your device). No servers in between.<\/p>\n<p>Would love to hear what you think \u2014 and what features you’d want next.<\/p>\n<p>Thanks for checking it out. \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bakhshi_mnatsakanyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bakhshi_mnatsakanyan<\/a> Congrats on the launch, the product looks clean. Sometimes a bit of motion in onboarding helps new users understand things faster, happy to help if you want to try something quickly this week.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Is the goal that it becomes your notes\/brainstorm hub?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> <\/p>\n<\/p>\n<p>Thank you, Daniele!<\/p>\n<p>Yes, that’s definitely the direction! Here’s my current roadmap:<\/p>\n<ol>\n<li>\n<p><strong>Auto-detect Zoom, Teams, Google Meet calls<\/strong> \u2014 my top priority right now<\/p>\n<\/li>\n<li>\n<p><strong>Global search<\/strong> across chats and transcriptions<\/p>\n<\/li>\n<li>\n<p><strong>Text notes<\/strong> \u2014 to make it a true brainstorm hub<\/p>\n<\/li>\n<\/ol>\n<p>I might adjust this roadmap based on user feedbacks though.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Silkwave support ‘System-wide search’ for my chat history?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> <\/p>\n<p>Not yet \u2014 but it’s the #2 priority on my roadmap! Thanks for asking, Xiang \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<\/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\/2RHRS5JRJKWTYA\" class=\"app-title\">Fundable<\/a><\/p>\n<div class=\"one-liner\">Integrate startup, investor and people data in your product<\/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>Fundable\u662f\u4e00\u6b3e\u6574\u5408\u521d\u521b\u516c\u53f8\u3001\u6295\u8d44\u4eba\u548c\u4eba\u624d\u6570\u636e\u7684API\u53ca\u6570\u636e\u96c6\u4ea7\u54c1\uff0c\u65e8\u5728\u901a\u8fc7\u66f4\u5b9e\u65f6\u3001\u53ef\u6eaf\u6e90\u4e14\u652f\u6301\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u7684\u6570\u636e\u670d\u52a1\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u548c\u4f01\u4e1a\u5728\u6784\u5efa\u6295\u8d44\u5206\u6790\u3001\u62db\u8058\u76d1\u63a7\u7b49\u5de5\u5177\u65f6\u9762\u4e34\u7684\u6570\u636e\u5206\u6563\u3001\u6ede\u540e\u4e14\u6210\u672c\u9ad8\u6602\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc0d6554-ac33-407e-b817-b99df9a18fc3.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a9bf1da9-9910-4220-98ed-8f5d3c038fd8.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e14ddd9-944f-4170-a2f1-6c4c4fa4e8ee.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eed21b52-7177-409e-9bea-530f5edf9194.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e49d3a5-2df9-4a74-aad9-6519d49fa916.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de13aa2e-816d-47c0-a58c-1de8cf599e0e.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Venture Capital<\/span><br \/>\n <span class=\"tag\">Data<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u521b\u4e1a\u6570\u636eAPI<\/span><br \/>\n <span class=\"tag\">\u6295\u878d\u8d44\u6570\u636e\u5e93<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4ea4\u6613\u4fe1\u606f<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6eaf\u6e90<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u66ff\u4ee3Crunchbase<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u52bf<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u4f01\u4e1a\u670d\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u6ce8\u4ea7\u54c1\u6f5c\u5728\u7684\u5e94\u7528\u573a\u666f\u6784\u5efa\uff0c\u5e76\u8be2\u95ee\u5b9e\u65f6\u901a\u77e5\u7684\u6280\u672f\u5b9e\u73b0\u65b9\u5f0f\uff08\u5982Webhook\u652f\u6301\uff09\u3002\u56e2\u961f\u56de\u5e94\u76ee\u524d\u4ec5\u652f\u6301REST\u8f6e\u8be2\uff0c\u4f46\u8868\u8fbe\u4e86\u6839\u636e\u5b9e\u9645\u7528\u4f8b\u589e\u52a0Webhook\u7684\u5f00\u653e\u6001\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 Fundable\u7684\u91ce\u5fc3\uff0c\u5728\u4e8e\u7528\u201c\u66f4\u597d\u7684UI\u3001\u66f4\u4fbf\u5b9c\u7684\u4ef7\u683c\u3001\u66f4\u65e9\u7684deal\u4fe1\u606f\u201d\u8fd9\u4e09\u677f\u65a7\uff0c\u7cbe\u51c6\u5288\u5411Crunchbase\u7b49\u8001\u724c\u6570\u636e\u5e73\u53f0\u7684\u8f6f\u808b\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e3a\u6bcf\u4e2a\u6570\u636e\u70b9\u63d0\u4f9b\u6765\u6e90\u201d\u76f4\u51fb\u884c\u4e1a\u6570\u636e\u9ed1\u7bb1\u75db\u70b9\uff0c\u800c\u81ea\u7136\u8bed\u8a00\u544a\u8b66\u529f\u80fd\u5219\u8bd5\u56fe\u964d\u4f4e\u6570\u636e\u8c03\u7528\u7684\u6280\u672f\u95e8\u69db\uff0c\u8fd9\u4e9b\u90fd\u662f\u806a\u660e\u7684\u5dee\u5f02\u5316\u5207\u5165\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5e76\u975e\u529f\u80fd\u5217\u8868\uff0c\u800c\u662f\u751f\u6001\u58c1\u5792\u3002\u6570\u636e\u4ea7\u54c1\u7684\u4ef7\u503c\u4e0e\u6570\u636e\u7684\u5e7f\u5ea6\u3001\u6df1\u5ea6\u3001\u51c6\u786e\u6027\u548c\u7f51\u7edc\u6548\u5e94\u5f3a\u76f8\u5173\u3002\u8001\u724c\u5e73\u53f0\u79ef\u7d2f\u7684\u793e\u533a\u8d21\u732e\u3001\u7528\u6237\u7ea0\u9519\u548c\u957f\u671f\u5408\u4f5c\u5173\u7cfb\uff0c\u6784\u6210\u4e86\u4e00\u9053\u65e0\u5f62\u7684\u62a4\u57ce\u6cb3\u3002Fundable\u4ee5\u201c\u66f4\u65e9\u201d\u548c\u201c\u6eaf\u6e90\u201d\u4f5c\u4e3a\u5356\u70b9\uff0c\u4f46\u201c\u65e9\u201d\u610f\u5473\u7740\u9700\u8981\u6784\u5efa\u72ec\u7279\u4e14\u9ad8\u6548\u7684\u6293\u53d6\u6216\u63a5\u5165\u7ba1\u9053\uff0c\u201c\u6eaf\u6e90\u201d\u5219\u5bf9\u6570\u636e\u6e05\u6d17\u548c\u6cbb\u7406\u80fd\u529b\u63d0\u51fa\u6781\u9ad8\u8981\u6c42\u3002\u8fd9\u4e24\u70b9\u90fd\u9700\u8981\u6301\u7eed\u4e14\u5de8\u5927\u7684\u6295\u5165\u624d\u80fd\u5efa\u7acb\u53ef\u4fe1\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u533a\u7684\u6280\u672f\u95ee\u7b54\u6765\u770b\uff0c\u4ea7\u54c1\u4ecd\u5904\u4e8e\u65e9\u671f\uff0c\u8fde\u5b9e\u65f6\u63a8\u9001\uff08Webhook\uff09\u8fd9\u6837\u7684\u73b0\u4ee3API\u6807\u914d\u90fd\u5c1a\u672a\u652f\u6301\uff0c\u8fd9\u66b4\u9732\u4e86\u5176\u57fa\u7840\u8bbe\u65bd\u7684\u6210\u719f\u5ea6\u6709\u5f85\u9a8c\u8bc1\u3002\u56e2\u961f\u201c\u53ef\u4ee5\u6dfb\u52a0\u201d\u7684\u7075\u6d3b\u6001\u5ea6\u56fa\u7136\u53ef\u559c\uff0c\u4f46\u4e5f\u6697\u793a\u4ea7\u54c1\u8def\u7ebf\u56fe\u53ef\u80fd\u7531\u65e9\u671f\u5ba2\u6237\u9700\u6c42\u9a71\u52a8\uff0c\u5b58\u5728\u4e0d\u786e\u5b9a\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cFundable\u5728\u4e00\u4e2a\u9700\u6c42\u660e\u786e\u4f46\u58c1\u5792\u6df1\u539a\u7684\u5e02\u573a\u4e2d\uff0c\u9009\u62e9\u4e86\u4e00\u4e2a\u7280\u5229\u7684\u5207\u5165\u89d2\u5ea6\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u5b83\u6bd4Crunchbase\u201c\u597d\u591a\u5c11\u201d\uff0c\u800c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u6570\u636e\u8d28\u91cf\u8fd9\u4e2a\u751f\u547d\u7ebf\u4e0a\u5efa\u7acb\u8d77\u53ef\u6301\u7eed\u4e14\u53ef\u9a8c\u8bc1\u7684\u4f18\u52bf\uff0c\u5e76\u5feb\u901f\u5438\u5f15\u5f00\u53d1\u8005\u751f\u6001\uff0c\u5f62\u6210\u81ea\u5df1\u7684\u6570\u636e\u98de\u8f6e\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u4f1a\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u66f4\u4fbf\u5b9c\u201d\u7684\u66ff\u4ee3\u9009\u9879\uff0c\u800c\u975e\u884c\u4e1a\u89c4\u5219\u7684\u6539\u53d8\u8005\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\">Fundable<\/span>\n <\/div>\n<div class=\"comment-content\">Fundable is a startup, investor, and people dataset (like a Crunchbase) with a few improvements: Surfaces new deals before other platforms, provides sources for every datapoint, allows for natural language deal alerts (“coding agent startups in SF looking to hire”), much better UI, cheaper. First month is free. Hit us up if you want access to our API, Datafeed, or MCP!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tons a cool products you can build with Fundable’s data… any ideas?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Do you support webhooks for real-time notifications, or is it strictly a REST-based polling system for now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> Don’t have webhooks yet but can definitely add them. Any use cases in mind?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> hey we are strictly REST based right now, we will let you know cadence that makes most sense with our deal flow<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KCTYAM3CTGCGFK\" class=\"app-title\">doXmind<\/a><\/p>\n<div class=\"one-liner\">An AI editor that reasons with you<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">82<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>doXmind\u662f\u4e00\u6b3e\u5c06AI\u7f16\u7a0b\u52a9\u624b\u4f53\u9a8c\u5f15\u5165\u6587\u6863\u521b\u4f5c\u7684\u667a\u80fd\u7f16\u8f91\u5668\uff0c\u901a\u8fc7\u7406\u89e3\u4e0a\u4e0b\u6587\u3001\u9010\u884c\u5ba1\u9605\u4fee\u6539\u5dee\u5f02\u53ca\u5f15\u7528\u77e5\u8bc6\u5e93\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u5199\u4f5c\u8fc7\u7a0b\u4e2d\u601d\u7ef4\u88ab\u6253\u65ad\u3001\u5185\u5bb9\u628a\u63a7\u529b\u5f31\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1fe4e33-cc68-4ddd-83de-ac2c9ee1f966.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/552b86a5-5866-4c5e-a931-5850a0815b60.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0aca053d-3644-4114-b07f-2471a89fbeb4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/21834de8-5421-4cad-8c9c-e780235ac652.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\/6c7e8117-54b6-4dee-9c52-aaecf0893eeb.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/0kQ-5GoXa_8\"><source src=\"https:\/\/youtu.be\/0kQ-5GoXa_8\" 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\">Writing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5199\u4f5c\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6587\u6863\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u5dee\u5f02\u5ba1\u9605<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93\u5f15\u7528<\/span><br \/>\n <span class=\"tag\">BYOK\u6a21\u5f0f<\/span><br \/>\n <span class=\"tag\">\u5199\u4f5c\u6d41\u7a0b\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39Beta<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u529f\u80fd\u5efa\u8bae\u4e0e\u5546\u4e1a\u6a21\u5f0f\u8be2\u95ee\u3002\u6709\u6548\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u5b9e\u65f6\u7f51\u7edc\u7814\u7a76\u529f\u80fd\u4ee5\u81ea\u52a8\u586b\u5145\u4e8b\u5b9e\u6570\u636e\u5e76\u6ce8\u660e\u6765\u6e90\u3002\u521b\u59cb\u4eba\u786e\u8ba4\u8be5\u529f\u80fd\u5df2\u5728\u89c4\u5212\u4e2d\u3002\u5173\u4e8e\u5546\u4e1a\u6a21\u5f0f\uff0c\u56e2\u961f\u660e\u786e\u6838\u5fc3\u4ea7\u54c1\u5c06\u4fdd\u6301\u514d\u8d39\uff0c\u91c7\u7528\u7528\u6237\u81ea\u5e26AI\u670d\u52a1\u5546API\u5bc6\u94a5\u7684\u6a21\u5f0f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n doXmind\u7684\u6838\u5fc3\u7406\u5ff5\u2014\u2014\u201c\u5199\u4f5c\u754c\u7684Cursor\u201d\uff0c\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u4e00\u4e2a\u6b63\u5728\u5174\u8d77\u7684\u9700\u6c42\uff1a\u5c06AI\u4ece\u804a\u5929\u673a\u5668\u4eba\u8f6c\u53d8\u4e3a\u6df1\u5ea6\u5d4c\u5165\u5de5\u4f5c\u6d41\u7684\u534f\u4f5c\u4f19\u4f34\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2aAI\u5199\u4f5c\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u5c06\u8f6f\u4ef6\u5de5\u7a0b\u9886\u57df\u6210\u719f\u7684\u4ee3\u7801\u534f\u4f5c\u8303\u5f0f\uff08\u5982\u5dee\u5f02\u5bf9\u6bd4\u5ba1\u9605\u3001\u4e0a\u4e0b\u6587\u611f\u77e5\uff09\u8fc1\u79fb\u81f3\u975e\u7ed3\u6784\u5316\u7684\u6587\u6863\u521b\u4f5c\u9886\u57df\uff0c\u8fd9\u6709\u671b\u89e3\u51b3\u5f53\u524dAI\u5199\u4f5c\u5de5\u5177\u201c\u9ed1\u7bb1\u5f0f\u201d\u91cd\u5199\u3001\u4f5c\u8005\u638c\u63a7\u611f\u4e27\u5931\u7684\u6839\u672c\u6027\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u7684\u4eae\u70b9\u5728\u4e8e\u201c\u5dee\u5f02\u5ba1\u9605\u7cfb\u7edf\u201d\u548c\u201c\u77e5\u8bc6\u5e93\u5f15\u7528\u201d\u3002\u524d\u8005\u5c06AI\u7684\u4fee\u6539\u53ef\u89c6\u5316\u3001\u539f\u5b50\u5316\uff0c\u628a\u6700\u7ec8\u63a7\u5236\u6743\u4ea4\u8fd8\u7ed9\u7528\u6237\uff0c\u8fd9\u662f\u5bf9\u5f53\u524dAI\u751f\u6210\u5185\u5bb9\u4e0d\u53ef\u63a7\u6027\u7684\u4e00\u79cd\u4f18\u96c5\u5de5\u7a0b\u89e3\u51b3\u65b9\u6848\u3002\u540e\u8005\u5219\u8bd5\u56fe\u5c06AI\u7684\u201c\u5e7b\u89c9\u201d\u95ee\u9898\u7ea6\u675f\u5728\u7528\u6237\u63d0\u4f9b\u7684\u53ef\u4fe1\u6750\u6599\u8303\u56f4\u5185\uff0c\u63d0\u5347\u4e86\u4e13\u4e1a\u5199\u4f5c\u7684\u53ef\u9760\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u6838\u5fc3\u514d\u8d39\u201dBYOK\u6a21\u5f0f\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u964d\u4f4e\u4e86\u7528\u6237\u7684\u521d\u6b21\u4f7f\u7528\u95e8\u69db\u548c\u5382\u5546\u7684\u8fd0\u8425\u6210\u672c\uff0c\u4f46\u5c06\u6a21\u578b\u80fd\u529b\u3001\u6210\u672c\u3001\u5ef6\u8fdf\u7b49\u6838\u5fc3\u4f53\u9a8c\u7684\u638c\u63a7\u6743\u8f6c\u79fb\u7ed9\u4e86\u7528\u6237\u548c\u7b2c\u4e09\u65b9API\u63d0\u4f9b\u5546\u3002\u8fd9\u8981\u6c42\u7528\u6237\u672c\u8eab\u662fAI\u670d\u52a1\u7684\u719f\u7ec3\u4f7f\u7528\u8005\uff0c\u65e0\u5f62\u4e2d\u62ac\u9ad8\u4e86\u4f7f\u7528\u5fc3\u667a\u95e8\u69db\u3002\u5176\u672a\u6765\u53ef\u80fd\u7684\u4ed8\u8d39\u70b9\uff08\u4e91\u540c\u6b65\u3001\u56e2\u961f\u529f\u80fd\uff09\u5e76\u975e\u4e0d\u53ef\u66ff\u4ee3\u7684\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u6700\u5173\u952e\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5176\u201c\u7406\u89e3\u4e0a\u4e0b\u6587\u201d\u7684\u6df1\u5ea6\u80fd\u5426\u771f\u6b63\u5ab2\u7f8eCursor\u5bf9\u4ee3\u7801\u5e93\u7684\u7406\u89e3\u3002\u6587\u672c\u7684\u8bed\u5883\u548c\u903b\u8f91\u8fdc\u6bd4\u4ee3\u7801\u590d\u6742\u548c\u6a21\u7cca\u3002\u4ece\u7528\u6237\u5bf9\u201c\u5b9e\u65f6\u7814\u7a76\u201d\u529f\u80fd\u7684\u8feb\u5207\u9700\u6c42\u6765\u770b\uff0c\u4ec5\u5904\u7406\u672c\u5730\u6587\u6863\u7684\u201c\u77e5\u8bc6\u5e93\u201d\u4ecd\u4e0d\u591f\uff0c\u4e0b\u4e00\u4ee3\u667a\u80fd\u5199\u4f5c\u5de5\u5177\u5fc5\u987b\u80fd\u4e3b\u52a8\u3001\u53ef\u4fe1\u5730\u8fde\u63a5\u5916\u90e8\u77e5\u8bc6\u3002doXmind\u82e5\u80fd\u5728\u4fdd\u6301\u5f53\u524d\u7f16\u8f91\u4f53\u9a8c\u4f18\u52bf\u7684\u57fa\u7840\u4e0a\uff0c\u653b\u514b\u5b9e\u65f6\u3001\u7cbe\u51c6\u7684\u7f51\u7edc\u4fe1\u606f\u68c0\u7d22\u4e0e\u5f15\u7528\u96be\u9898\uff0c\u624d\u80fd\u771f\u6b63\u5b9a\u4e49\u201cAI\u8f85\u52a9\u5199\u4f5c\u201d\u7684\u65b0\u8303\u5f0f\uff0c\u5426\u5219\u53ef\u80fd\u4ec5\u505c\u7559\u4e3a\u4e00\u4e2a\u4f53\u9a8c\u4f18\u826f\u7684\u7b2c\u4e09\u65b9AI\u5ba2\u6237\u7aef\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\">doXmind<\/span>\n <\/div>\n<div class=\"comment-content\">doXmind is “Cursor for Writing” \u2014 bringing AI-powered coding assistant UX to document creation. Free beta \u2014 no credit card required.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching! Just a thought, but a quick research feature might be helpful. Often times, especially in business documents, I find myself wanting to include some factoids. Like, “There are X million residential real estate transactions annually in the US”. I know X is a big, impressive number, but don’t exactly recall what it is and don’t want to break my writing flow to go look it up. If the editor could autonomously find that out and fill it in, with a source, that would be 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\/@derekattonkotsu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@derekattonkotsu<\/a> Love this idea! You’re right \u2014 breaking flow to look up a stat is painful.<\/p>\n<p>This is on our roadmap! Imagine typing “[X] million transactions” and having it auto-fill with the real number + source. Knowledge Base already cites your uploaded PDFs \u2014 next step is live web research.<\/p>\n<p>Thanks for the feedback, super helpful for prioritization! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I really like the idea.<\/p>\n<p>Now, how are you going to sell it?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rahijamil\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahijamil<\/a> <br \/>Great question! The plan is to keep doXmind <strong>free<\/strong> \u2014 users connect their own API keys from OpenAI, Anthropic, or Google.<\/p>\n<p>This way:<\/p>\n<ul>\n<li>\n<p>You’re not locked into our pricing or rate limits<\/p>\n<\/li>\n<li>\n<p>You control your AI costs directly<\/p>\n<\/li>\n<li>\n<p>We focus on building the best writing experience, not metering your usage<\/p>\n<\/li>\n<\/ul>\n<p>Think of doXmind as the interface layer \u2014 we handle the UX, diff reviews, knowledge base, and context management. You bring the AI.<\/p>\n<p>Might add optional paid tiers later for extras like cloud sync or team features, but the core product stays free with BYOK. \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b<\/p>\n<p>I built doXmind because I wanted the “Cursor experience” for writing \u2014 an AI that doesn’t just chat beside your doc, but actually reads it, understands context, and makes edits you can review line-by-line.<\/p>\n<p>Key things I’m proud of:<br \/>\n– The diff review system (borrowed from code editors) \u2014 no more “AI rewrote my whole paragraph”<br \/>\n– Knowledge Base lets you drop in research PDFs and have AI actually cite them<br \/>\n– Works great on mobile with swipe gestures<\/p>\n<p>Currently in free beta \u2014 would love your feedback on what features to prioritize next! \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<\/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\/KO4UUJBU5NUXMU\" class=\"app-title\">Fytly<\/a><\/p>\n<div class=\"one-liner\">You Said You\u2019d Work Out. So What Happened?<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">43<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fytly\u662f\u4e00\u6b3e\u5c06AI\u4e2a\u6027\u5316\u5065\u8eab\u8ba1\u5212\u4e0e\u6e38\u620f\u5316\u673a\u5236\u7ed3\u5408\u7684\u5e94\u7528\uff0c\u901a\u8fc7\u751f\u6210\u4efb\u52a1\u3001\u4fdd\u6301\u8fde\u7eed\u8bb0\u5f55\u548c\u5347\u7ea7\u6392\u540d\uff0c\u5728\u7528\u6237\u5065\u8eab\u52a8\u529b\u4e0d\u8db3\u3001\u96be\u4ee5\u575a\u6301\u5e38\u89c4\u8bad\u7ec3\u7684\u65e5\u5e38\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u5176\u56e0\u67af\u71e5\u611f\u800c\u653e\u5f03\u953b\u70bc\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2729035c-b54c-4afb-8701-6c80175dfa3a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9d65e8a5-ac65-4cd2-ba18-756c81eef7f4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cc6b3cd8-a642-4e32-bd55-71b094ea2d94.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/efeb1c11-3377-42bd-85e9-e5d57884ba66.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8caa822-2a6b-49d2-9208-4355163889e0.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\">iOS<\/span><br \/>\n <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5065\u8eab\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">AI\u5065\u8eab\u6559\u7ec3<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316\u5065\u8eab<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u6fc0\u52b1<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u5206\u4eab\u4ea7\u54c1\u6e90\u4e8e\u4e2a\u4eba\u4f24\u75c5\u540e\u52a8\u529b\u4e27\u5931\u7684\u75db\u70b9\uff0c\u5f3a\u8c03\u5176\u6e38\u620f\u5316\u4e0e\u81ea\u9002\u5e94AI\u7684\u6838\u5fc3\u3002\u5176\u4ed6\u7528\u6237\u795d\u8d3a\u5e76\u597d\u5947\u5e02\u573a\u53cd\u54cd\u4e0e\u8425\u9500\u7b56\u7565\uff0c\u76ee\u524d\u672a\u51fa\u73b0\u5b9e\u8d28\u6027\u8d1f\u9762\u53cd\u9988\u6216\u529f\u80fd\u6027\u8d28\u7591\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 Fytly\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u5730\u523a\u5411\u4e86\u4f20\u7edf\u5065\u8eab\u5e94\u7528\u6700\u67d4\u8f6f\u7684\u8179\u90e8\uff1a\u53cd\u4eba\u6027\u7684\u67af\u71e5\u611f\u3002\u5176\u5ba3\u79f0\u7684\u201c\u6e38\u620f\u5316AI\u6559\u7ec3\u201d\u6982\u5ff5\uff0c\u770b\u4f3c\u662f\u201c\u5065\u8eab\u73af\u201d\u4e0e\u201c\u4e60\u60ef\u6253\u5361\u201d\u7684\u79fb\u52a8\u7aef\u6df7\u5408\u4f53\uff0c\u4f46\u771f\u6b63\u7684\u5200\u5203\u5728\u4e8e\u201c\u57fa\u4e8e\u5b9e\u9645\u884c\u4e3a\u8c03\u6574\u8ba1\u5212\u201d\u7684AI\u81ea\u9002\u5e94\u903b\u8f91\u3002\u8fd9\u8bd5\u56fe\u5c06\u5065\u8eab\u4ece\u9884\u8bbe\u7684\u6807\u51c6\u5316\u8bfe\u7a0b\uff0c\u626d\u8f6c\u4e3a\u52a8\u6001\u7684\u4e2a\u4eba\u884c\u4e3a\u54cd\u5e94\u7cfb\u7edf\uff0c\u662f\u5176\u5728\u540c\u8d28\u5316\u5e02\u573a\u4e2d\u7406\u8bba\u4e0a\u7684\u7834\u5c40\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u4ef7\u503c\u4e0e\u98ce\u9669\u7686\u7cfb\u4e8e\u201cAI\u201d\u4e00\u8bcd\u7684\u5b9e\u9645\u6210\u8272\u3002\u6240\u8c13\u201c\u8c03\u6574\u8ba1\u5212\u201d\u662f\u7b80\u5355\u7684\u5f3a\u5ea6\u5fae\u8c03\uff0c\u8fd8\u662f\u80fd\u7406\u89e3\u7528\u6237\u75b2\u52b3\u3001\u751f\u6d3b\u538b\u529b\u4e43\u81f3\u5fc3\u7406\u6ce2\u52a8\u7684\u6df1\u5ea6\u5e72\u9884\uff1f\u5728beta\u9636\u6bb5\uff0c\u8fd9\u5927\u6982\u7387\u4ecd\u662f\u4e00\u4e2a\u9ed1\u7bb1\u6216\u6709\u9650\u89c4\u5219\u5f15\u64ce\u3002\u5176\u6e38\u620f\u5316\u8bbe\u8ba1\u2014\u2014\u8fde\u7eed\u8bb0\u5f55\u3001\u4efb\u52a1\u3001\u6392\u540d\u2014\u2014\u662f\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u77ed\u671f\u52a8\u673a\u94a9\u5b50\uff0c\u4f46\u6781\u6613\u9677\u5165\u201c\u4e3a\u6253\u5361\u800c\u6253\u5361\u201d\u7684\u6570\u636e\u7a7a\u5fc3\u5316\u9677\u9631\uff0c\u4e00\u65e6\u65b0\u9c9c\u611f\u892a\u53bb\uff0c\u7528\u6237\u53ef\u80fd\u9762\u4e34\u6e38\u620f\u673a\u5236\u5026\u6020\u4e0e\u5065\u8eab\u672c\u8d28\u75db\u82e6\u7684\u53cc\u91cd\u6253\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u5766\u8bda\u6e90\u4e8e\u201c\u4f24\u75c5\u540e\u52a8\u529b\u5d29\u6e83\u201d\u7684\u7ecf\u5386\uff0c\u8fd9\u63ed\u793a\u4e86\u4ea7\u54c1\u66f4\u6df1\u5c42\u7684\u91ce\u5fc3\uff1a\u5b83\u7784\u51c6\u7684\u6216\u8bb8\u5e76\u975e\u81ea\u5f8b\u7684\u5065\u8eab\u7231\u597d\u8005\uff0c\u800c\u662f\u5e9e\u5927\u4e14\u53cd\u590d\u6323\u624e\u7684\u201c\u610f\u613f-\u884c\u52a8\u201d\u65ad\u5c42\u4eba\u7fa4\u3002\u517684\u5929\u91cd\u7f6e\u5468\u671f\u4e5f\u6697\u793a\u4e86\u5b83\u8d29\u5356\u7684\u662f\u4e00\u79cd\u201c\u7ed3\u6784\u5316\u91cd\u751f\u201d\u7684\u5e0c\u671b\u3002\u82e5\u5176AI\u771f\u80fd\u5728\u6b64\u8fc7\u7a0b\u4e2d\uff0c\u50cf\u4e00\u4f4d\u654f\u9510\u7684\u6559\u7ec3\u822c\u63a5\u7eb3\u7528\u6237\u7684\u201c\u8131\u843d\u201d\u5e76\u5c06\u5176\u8f6c\u5316\u4e3a\u8ba1\u5212\u7684\u4e00\u90e8\u5206\uff0c\u800c\u975e\u50cf\u4f20\u7edf\u5e94\u7528\u90a3\u6837\u89c6\u4e3a\u5931\u8d25\uff0c\u5219\u53ef\u80fd\u89e6\u53ca\u884c\u4e3a\u6539\u53d8\u7684\u6df1\u5c42\u5bc6\u7801\u3002\u4f46\u76ee\u524d\u6765\u770b\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u5305\u88c5\u7cbe\u7f8e\u7684\u52a8\u673a\u542f\u52a8\u5668\uff0c\u5176\u957f\u671f\u7559\u5b58\u4e0e\u771f\u6b63\u7684\u6548\u679c\uff0c\u53d6\u51b3\u4e8eAI\u5185\u6838\u80fd\u5426\u4ece\u201c\u8bb0\u5f55\u53cd\u5e94\u7684\u7b97\u6cd5\u201d\u8fdb\u5316\u6210\u201c\u7406\u89e3\u4eba\u6027\u7684\u4f19\u4f34\u201d\u3002\u5728\u5065\u8eab\u5e94\u7528\u8fd9\u7247\u7ea2\u6d77\uff0c\u6e38\u620f\u5316\u662f\u7cd6\u8863\uff0cAI\u662f\u5c1a\u672a\u88ab\u5b8c\u5168\u9a8c\u8bc1\u7684\u836f\u6548\uff0cFytly\u80fd\u5426\u6210\u4e3a\u826f\u836f\uff0c\u8fd8\u9700\u770b\u5176\u540e\u7eed\u8fed\u4ee3\u7684\u201c\u4e34\u5e8a\u6570\u636e\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\">Fytly<\/span>\n <\/div>\n<div class=\"comment-content\">You want a fit and healthy life, but most fitness apps are boring? We turned training and healthy habits into a video game, so it never feels boring again. FytlY\u2019s AI builds your plan, then updates your workouts and habits based on what you actually do. No more \u201cI don\u2019t feel like it today\u201d because streaks, ranks, and quests make you want to work out every day. Join the beta test and tell us what sucks.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Mika, and I built <a href=\"https:\/\/www.fytly.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Fytly <\/a>after a shoulder injury took me out of my normal routine.<\/p>\n<p>Like most people, I downloaded a bunch of fitness apps. After a setback, my motivation dropped hard, and none of them helped me rebuild the habit.<\/p>\n<p><strong>So we asked: what if fitness felt like a game you actually want to keep playing?<\/strong><\/p>\n<p><strong>FytlY is a gamified AI fitness coach.<\/strong><br \/>It generates your training plan, <strong>adjusts it based on what you actually do<\/strong>, and turns your habits into <strong>quests, streaks, and progression<\/strong>. The core loop is an <strong>84-day reset<\/strong> designed to get you consistent without overthinking.<\/p>\n<p>It\u2019s part coach.<br \/>Part habit system.<br \/>Part \u201cthis is the last game for today\u201d (but you end up playing another one) .<\/p>\n<p><strong>We\u2019re in beta right now, so I\u2019m here for the brutal feedback \ud83d\ude42<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/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 Mika, congrats on the launch! \ud83d\ude80\ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Mika <a href=\"https:\/\/www.producthunt.com\/@mika_234\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mika_234\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mika_234<\/a> ,<\/p>\n<p>Congrats on launching Fytly! I love the gamified approach to fitness it seems like a fun way to stay motivated.<\/p>\n<p>Just curious, how’s the response been so far? Any marketing strategies you’re focusing on to get the word out? Would love to hear how things are shaping up for you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/AUJRVDOPC4RTG3\" class=\"app-title\">Product Design Trends 2026 <\/a><\/p>\n<div class=\"one-liner\">Design trends from teams fixing broken brands<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">35<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u8fd9\u662f\u4e00\u4efd\u57fa\u4e8e2025\u5e74\u771f\u5b9e\u8bbe\u8ba1\u9879\u76ee\u590d\u76d8\u64b0\u5199\u7684\u300a2026\u4ea7\u54c1\u8bbe\u8ba1\u8d8b\u52bf\u62a5\u544a\u300b\uff0c\u65e8\u5728\u4e3a\u9762\u4e34\u540c\u8d28\u5316\u4e0eAI\u51b2\u51fb\u7684\u8bbe\u8ba1\u5e08\u548c\u56e2\u961f\u63d0\u4f9b\u6e90\u4e8e\u5b9e\u6218\u3001\u5c0a\u91cd\u4eba\u6027\u4e0d\u5b8c\u7f8e\u7684\u8bbe\u8ba1\u65b9\u5411\u6d1e\u5bdf\uff0c\u89e3\u51b3\u4ed6\u4eec\u5728\u8ffd\u6c42\u6548\u7387\u65f6\u53ef\u80fd\u4e27\u5931\u8bbe\u8ba1\u4eba\u6587\u4ef7\u503c\u4e0e\u54c1\u724c\u72ec\u7279\u6027\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a92a5e99-66a6-4df8-b90a-a523b3281721.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0a1e8cc-523b-4ea4-b0c0-e20f76852461.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c5332f40-47aa-4a01-a4b2-b51b9c6f2535.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6942983a-8004-4b18-881d-8524e87da125.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bad75b3d-9287-4ded-89e7-8a81364305da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/def55cfd-19a4-4737-bc40-ddbdfc13fcb9.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\/598dd42c-7a93-4989-9421-a299606e08fc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/v8G8_kgRZtg\"><source src=\"https:\/\/youtu.be\/v8G8_kgRZtg\" 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 Books<\/span><br \/>\n <span class=\"tag\">Web Design<\/span><br \/>\n <span class=\"tag\">UX Design<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bbe\u8ba1\u8d8b\u52bf\u62a5\u544a<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u884c\u4e1a\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u4e0e\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5b9e\u6218\u590d\u76d8<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u65b9\u6cd5\u8bba<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u91cd\u5851<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Web3<\/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\u62a5\u544a\u57fa\u4e8e\u771f\u5b9e\u8bbe\u8ba1\u7ecf\u9a8c\u3001\u5f3a\u8c03\u4eba\u6027\u5316\u4e0e\u4e0d\u5b8c\u7f8e\u8bbe\u8ba1\u7684\u4ef7\u503c\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u8be2\u95ee\u54ea\u4e9b\u8d8b\u52bf\u6700\u96be\u843d\u5730\uff08\u56e2\u961f\u8ba4\u4e3aAI\u7684\u5e73\u8861\u6700\u96be\u628a\u63e1\uff09\uff0c\u4e8c\u662f\u8be2\u95ee\u62a5\u544a\u7684\u5e02\u573a\u63a8\u5e7f\u7b56\u7565\u3002\u8bc4\u8bba\u6574\u4f53\u80af\u5b9a\u5176\u4e0e\u80a4\u6d45\u201c\u8d8b\u52bf\u6e05\u5355\u201d\u7684\u533a\u522b\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 \u8fd9\u4efd\u62a5\u544a\u6700\u7280\u5229\u7684\u4ef7\u503c\uff0c\u5e76\u975e\u5728\u4e8e\u9884\u6d4b\u4e86\u201c\u4ec0\u4e48\u4f1a\u6d41\u884c\u201d\uff0c\u800c\u5728\u4e8e\u5176\u7acb\u573a\u7684\u5f7b\u5e95\u53cd\u8f6c\uff1a\u5b83\u662f\u4e00\u4efd\u6765\u81ea\u201c\u4fee\u590d\u8005\u201d\u800c\u975e\u201c\u9884\u8a00\u5bb6\u201d\u7684\u6218\u540e\u603b\u7ed3\u3002\u5728AI\u5de5\u5177\u627f\u8bfa\u201c\u4e00\u952e\u5b8c\u7f8e\u201d\u7684\u5f53\u4e0b\uff0c\u5b83\u65d7\u5e1c\u9c9c\u660e\u5730\u6307\u51fa\uff0c\u771f\u6b63\u7684\u8bbe\u8ba1\u8d8b\u52bf\u6070\u6070\u8bde\u751f\u4e8e\u201c\u8fed\u4ee3\u3001\u9519\u8bef\u548c\u8270\u96be\u7684\u6743\u8861\u201d\u4e4b\u4e2d\uff0c\u5176\u6838\u5fc3\u8bba\u70b9\u662f\u201c\u8bbe\u8ba1\u662f\u4eba\u7684\u3001\u4e0d\u5b8c\u7f8e\u7684\u3001\u5f3a\u5927\u7684\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u62a5\u544a\u8bd5\u56fe\u89e3\u51b3\u7684\u6df1\u5c42\u884c\u4e1a\u75db\u70b9\u662f\u201c\u610f\u4e49\u7684\u865a\u65e0\u201d\u3002\u5f53\u8bbe\u8ba1\u53ef\u4ee5\u65e0\u9650\u8d8b\u8fd1\u4e8e\u6280\u672f\u6027\u5b8c\u7f8e\u65f6\uff0c\u5176\u54c1\u724c\u5dee\u5f02\u4e0e\u4eba\u6027\u6e29\u5ea6\u53cd\u800c\u88ab\u7a00\u91ca\u3002\u5b83\u6279\u5224\u7684\u662f\u5bf9\u201c\u9ad8\u6548\u7b54\u6848\u201d\u7684\u76f2\u76ee\u8ffd\u9010\uff0c\u63d0\u5021\u7684\u662f\u4e0e\u201c\u73b0\u5b9e\u3001\u7528\u6237\u548c\u5e02\u573a\u63a5\u89e6\u540e\u5e78\u5b58\u201d\u7684\u8bbe\u8ba1\u601d\u7ef4\u3002\u8fd9\u5b9e\u9645\u4e0a\u662f\u5bf9\u8bbe\u8ba1\u884c\u4e1a\u4e3b\u4f53\u6027\u7684\u4e00\u6b21\u634d\u536b\u2014\u2014\u5c06\u8bbe\u8ba1\u5e08\u4eceAI\u201c\u6267\u884c\u8005\u201d\u91cd\u65b0\u5b9a\u4f4d\u4e3a\u62e5\u6709\u5931\u8d25\u6743\u5229\u7684\u201c\u51b3\u7b56\u8005\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5176\u201c\u53cd\u901f\u6210\u201d\u7684\u54f2\u5b66\u4e0e\u5e02\u573a\u5bf9\u201c\u5373\u7528\u578b\u201d\u8d8b\u52bf\u6e05\u5355\u7684\u6e34\u6c42\u5b58\u5728\u6839\u672c\u77db\u76fe\uff0c\u53ef\u80fd\u53eb\u597d\u4e0d\u53eb\u5ea7\u3002\u5176\u6b21\uff0c\u62a5\u544a\u81ea\u8eab\u4f5c\u4e3a\u201c\u63d0\u70bc\u540e\u7684\u6210\u679c\u201d\uff0c\u5982\u4f55\u907f\u514d\u6210\u4e3a\u53e6\u4e00\u79cd\u88ab\u76f2\u76ee\u5f15\u7528\u7684\u201c\u6743\u5a01\u201d\uff0c\u662f\u5bf9\u5176\u5185\u5bb9\u6df1\u5ea6\u7684\u8003\u9a8c\u3002\u6700\u540e\uff0c\u5b83\u6307\u51faAI\u5e94\u7528\u9700\u5e73\u8861\uff0c\u4f46\u201c\u5982\u4f55\u5e73\u8861\u201d\u4ecd\u662f\u60ac\u800c\u672a\u51b3\u7684\u5b9e\u8df5\u96be\u9898\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4efd\u6709\u4ef7\u503c\u7684\u201c\u6e05\u9192\u5242\u201d\uff0c\u4f46\u5176\u5f71\u54cd\u529b\u7684\u771f\u6b63\u8bd5\u91d1\u77f3\uff0c\u5728\u4e8e\u80fd\u5426\u4fc3\u4f7f\u56e2\u961f\u5728\u9ad8\u538b\u73b0\u5b9e\u4e2d\uff0c\u4e3a\u201c\u4e0d\u5b8c\u7f8e\u201d\u7684\u8bbe\u8ba1\u51b3\u7b56\u4e89\u53d6\u7a7a\u95f4\u4e0e\u65f6\u95f4\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\">Product Design Trends 2026 <\/span>\n <\/div>\n<div class=\"comment-content\">This report is created by Qream designers who spent 2025 designing, breaking, fixing, and relaunching products across tech, SaaS, Web3, social impact, and enterprise. This report has a mission: to remind that design is human, imperfect, and powerful, especially when everything around tries to make it generic. Let your eye travel. There\u2019s no second take on 2026!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi PH community \ud83c\udf1d<\/p>\n<p>Julia, Head of Creative Partnerships at Qream.<\/p>\n<p>Today we\u2019re dropping Design Trend Report 2026. Our designers put a lot of work and we are excited we can share this one with you!<\/p>\n<p><strong>REACH REPORT HERE<\/strong>: <a href=\"https:\/\/theqream.com\/blog\/post\/web-motion-product-design-trends-2026?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/theqream.com\/blog\/post\/web-motion-product-design-trends-2026?ref=producthunt<\/a><\/p>\n<p>2025 promised speed and easy answers through AI. It looked tempting, but it was fake. Design is human, not perfect and not polished to death \u2620\ufe0f<\/p>\n<p>This report is different because:<\/p>\n<ul>\n<li>\n<p>It\u2019s based on first-hand work with 100+ clients across tech, SaaS, Web3, social impact, and enterprise<\/p>\n<\/li>\n<li>\n<p>Every insight comes from real iterations, launches, and failures<\/p>\n<\/li>\n<li>\n<p>It focuses on what survives contact with reality, users and markets<\/p>\n<\/li>\n<li>\n<p>No \u201ctop 10 colors\u201d \ud83d\ude01<\/p>\n<\/li>\n<li>\n<p>Shows where AI helps and where it kills human value<\/p>\n<\/li>\n<li>\n<p>Combines motion, interaction, and product design trends at scale<\/p>\n<\/li>\n<\/ul>\n<p>It\u2019s a synthesis of decisions, iterations, mistakes, and hard trade-offs made in real products.<\/p>\n<p>Did we miss a trend or do you see 2026 going in a different direction?<\/p>\n<p>Let’s put some Qream on TOP!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, great launch. Congratulations!<\/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\/@dmytro_chervonyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmytro_chervonyi<\/a> thank you! With every launch it is becoming a bit nervous…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great! Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Very insightful and strong report!<\/p>\n<p>Which of these trends do you think will be hardest for real teams to implement well, and why?<\/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\/@kostix\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kostix<\/a> thank you for your attention to our report<br \/>everything around AI – it is a very tricky balance, and this compensation will be see to people, if not instantly, then later – so better to look for a real character in each brand. hope you get my pov \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Finally – a trends report built on real designer insights!!<\/p>\n<\/p>\n<p>Who\u2019s actually brave enough to ship perfectly imperfect designs in 2026?\ud83d\ude42<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Julia <a href=\"https:\/\/www.producthunt.com\/@julia_vlasova2\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"julia_vlasova2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julia_vlasova2<\/a> ,<\/p>\n<p>Congrats on launching the Product Design Trends 2026 report! It\u2019s great to see a design trend report built on real designer insights and iteration. The approach of balancing human creativity with AI tools is refreshing.<\/p>\n<p>I\u2019m curious, how\u2019s the response been so far? What kind of marketing strategies are you focusing on to promote the report and reach your target audience? Would love to hear more about how you’re planning to get the word out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ 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{"id":118,"date":"2026-01-30T11:14:00","date_gmt":"2026-01-30T03:14:00","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/01\/30\/2026-01-29\/"},"modified":"2026-01-30T11:14:00","modified_gmt":"2026-01-30T03:14:00","slug":"2026-01-29","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/01\/30\/2026-01-29\/","title":{"rendered":"PH\u70ed\u699c | 2026-01-29"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-01-29<\/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 | 2026-01-29<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OHUCDJCH2FPVTU\" class=\"app-title\">Pandada AI<\/a><\/p>\n<div class=\"one-liner\">Build data wealth: Turns files into McKinsey-level insights<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">471<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u6df7\u4e71\u7684CSV\u3001PDF\u3001Excel\u53ca\u56fe\u7247\u6587\u4ef6\uff0c\u81ea\u52a8\u8f6c\u5316\u4e3a\u9ea6\u80af\u9521\u7ea7\u522b\u3001\u53ef\u4e0b\u8f7d\u5206\u4eab\u7684\u62a5\u544a\u4e0e\u6f14\u793a\u6587\u7a3f\u7684AI\u6570\u636e\u5206\u6790\u5e73\u53f0\uff0c\u65e8\u5728\u5e2e\u52a9\u975e\u6280\u672f\u8fd0\u8425\u8005\u548c\u6570\u636e\u79d1\u5b66\u5bb6\u4ece\u6570\u636e\u6cbc\u6cfd\u4e2d\u89e3\u653e\uff0c\u5feb\u901f\u83b7\u5f97\u51b3\u7b56\u6d1e\u5bdf\uff0c\u6784\u5efa\u201c\u6570\u636e\u8d22\u5bcc\u201d\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0cb3ac4f-97e6-4a6b-86a1-1ce739839582.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a950744-0032-4ff0-af72-def726aa161a.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/05aba0ad-6a71-4bfa-bbad-161d802b5cc1.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed56274a-f8b8-4418-9064-5205b57066af.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a7b4cf2-ccac-41ee-b6be-542af4889871.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d573a763-e11e-4668-8f51-14d5d88f6955.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9fffe51e-176a-4872-a9e7-73eba2a992de.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/71985b9d-447c-4c87-a37c-d58371b70687.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cfd36489-6040-45d9-889c-022596b3abd2.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\/1883aab1-044e-4971-ba69-cb9ddfa5d88a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/XO02X5W0zs8\"><source src=\"https:\/\/youtu.be\/XO02X5W0zs8\" 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 & Analytics<\/span><br \/>\n <span class=\"tag\">Data Visualization<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u62a5\u544a<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6e05\u6d17<\/span><br \/>\n <span class=\"tag\">\u975e\u6280\u672f\u7528\u6237\u53cb\u597d<\/span><br \/>\n <span class=\"tag\">\u591a\u683c\u5f0f\u6587\u4ef6\u89e3\u6790<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u8d22\u5bcc<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6d1e\u5bdf\u751f\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u8d85\u8d8a\u804a\u5929\u201d\u7684\u4ea4\u4ed8\u6a21\u5f0f\u3001\u4e13\u4e1a\u7ea7\u8f93\u51fa\u8d28\u91cf\u53ca\u5904\u7406\u6df7\u4e71\u6587\u4ef6\u7684\u80fd\u529b\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u62a5\u544a\u6a21\u677f\u5e93\u3001\u5f3a\u5316\u6570\u636e\u6eaf\u6e90\u5ba1\u8ba1\u3001\u96c6\u6210Slack\/Notion\u7b49\u534f\u4f5c\u5de5\u5177\u3001\u4f18\u5316\u65b0\u7528\u6237\u5f15\u5bfc\u6d41\u7a0b\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\uff0c\u900f\u9732\u6a21\u677f\u5e93\u4e0e\u96c6\u6210\u5df2\u5728\u89c4\u5212\u4e2d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Pandada AI\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86\u5f53\u524dAI\u6570\u636e\u5206\u6790\u5de5\u5177\u7684\u4e00\u4e2a\u666e\u904d\u8f6f\u808b\uff1a\u5bf9\u8bdd\u70ed\u95f9\uff0c\u4ea4\u4ed8\u6f66\u8349\u3002\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u5145\u5f53\u4e00\u4e2a\u9700\u8981\u7528\u6237\u4e0d\u65ad\u63d0\u95ee\u3001\u53cd\u590d\u7ea0\u504f\u7684\u201c\u804a\u5929\u4f19\u4f34\u201d\uff0c\u800c\u662f\u76f4\u63a5\u5b9a\u4f4d\u4e3a\u80fd\u4ea7\u51fa\u7ec8\u7aef\u6210\u679c\u7684\u201c\u5206\u6790\u5e08\u201d\u3002\u5176\u5ba3\u79f0\u7684\u201c\u9ea6\u80af\u9521\u7ea7\u62a5\u544a\u201d\uff0c\u5b9e\u5219\u662f\u5c06\u6570\u636e\u6e05\u6d17\u3001\u667a\u80fd\u63d0\u95ee\u3001\u53ef\u89c6\u5316\u5448\u73b0\u6253\u5305\u6210\u4e00\u4e2a\u9ed1\u7bb1\u5de5\u4f5c\u6d41\uff0c\u8ffd\u6c42\u7684\u662f\u5f00\u7bb1\u5373\u7528\u7684\u51b3\u7b56\u6750\u6599\uff0c\u800c\u975e\u5f00\u653e\u5f0f\u7684\u63a2\u7d22\u8fc7\u7a0b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u4e00\u5b9a\u4f4d\u6781\u5177\u5e02\u573a\u7a7f\u900f\u529b\uff0c\u5c24\u5176\u5bf9\u65f6\u95f4\u7d27\u8feb\u7684\u975e\u6280\u672f\u51b3\u7b56\u8005\u3002\u5176\u5728\u4e2d\u56fd\u5e02\u573a\u9a8c\u8bc1\u7684300\u4e07\u7528\u6237\u548c\u8d85\u5343\u5bb6\u4f01\u4e1a\uff0c\u8bc1\u660e\u4e86\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u800c\u975e\u5bf9\u8bdd\u4ea4\u4e92\uff0c\u624d\u662f\u5e7f\u5927\u57fa\u5c42\u4e1a\u52a1\u4eba\u5458\u5bf9AI\u7684\u6838\u5fc3\u8bc9\u6c42\u3002\u7136\u800c\uff0c\u5176\u201c\u4ea4\u4ed8\u7269\u9a71\u52a8\u201d\u7684\u6a21\u5f0f\u4e5f\u6697\u542b\u98ce\u9669\uff1a\u5bf9\u5206\u6790\u8fc7\u7a0b\u7684\u201c\u9ed1\u7bb1\u5316\u201d\u5904\u7406\uff08\u5c3d\u7ba1\u58f0\u79f0\u53ef\u67e5\u770b\u4ee3\u7801\uff09\uff0c\u53ef\u80fd\u524a\u5f31\u4e13\u4e1a\u7528\u6237\u5bf9\u5206\u6790\u903b\u8f91\u7684\u4fe1\u4efb\u3002\u5c06\u590d\u6742\u5206\u6790\u7b80\u5316\u4e3a\u201c\u4e00\u952e\u62a5\u544a\u201d\uff0c\u5728\u63d0\u5347\u6548\u7387\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u52a9\u957f\u5bf9\u6570\u636e\u80cc\u666f\u548c\u7edf\u8ba1\u4e25\u8c28\u6027\u7684\u5ffd\u89c6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cPandada AI\u662f\u5728\u7528AI\u91cd\u6784\u5546\u4e1a\u5206\u6790\u7684\u62a5\u544a\u751f\u6210\u73af\u8282\uff0c\u5b83\u771f\u6b63\u7684\u7ade\u4e89\u5bf9\u624b\u6216\u8bb8\u4e0d\u662f\u5176\u4ed6AI\u804a\u5929\u5206\u6790\u5de5\u5177\uff0c\u800c\u662f\u4f20\u7edf\u7684\u6570\u636e\u5206\u6790\u5e08\u5916\u5305\u3001\u54a8\u8be2\u516c\u53f8\u7684PPT\u56e2\u961f\uff0c\u4ee5\u53ca\u7528\u6237\u81ea\u5df1\u624b\u52a8\u5728Excel\u548cPPT\u95f4\u6323\u624e\u7684\u65e0\u6570\u4e2a\u5c0f\u65f6\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u201c\u9ea6\u80af\u9521\u7ea7\u201d\u8f93\u51fa\u7684\u771f\u5b9e\u8d28\u91cf\u80fd\u5426\u7ecf\u5f97\u8d77\u4e13\u4e1a\u5ba1\u89c6\uff0c\u4ee5\u53ca\u5176\u5de5\u4f5c\u6d41\u662f\u5426\u80fd\u8db3\u591f\u7075\u6d3b\u5730\u9002\u914d\u5343\u53d8\u4e07\u5316\u7684\u4e1a\u52a1\u573a\u666f\uff0c\u800c\u975e\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u7cbe\u7f8e\u7684\u6a21\u677f\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\">Pandada AI<\/span>\n <\/div>\n<div class=\"comment-content\">Pandada empowers both non-technical operators and data scientists to achieve data wealth. Move beyond “chatting” with data\u2014Pandada turn messy csvs, pdfs, excels files, and even photos into downloadable and shareable McKinsey-level reports and presentations \u2014 so you can make better decisions grounded in data.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b I\u2019m the creator of Pandada.<\/p>\n<\/p>\n<p>Pandada <strong>turn your messy files (CSVs, Excels, PDFs, images) into McKinsey-level insights so that you can build \u201cdata wealth\u201d (hold on a second, i will explain it below).<\/strong><\/p>\n<\/p>\n<p>10 years ago, I was a quant analyst at Charles River Development (acquired by State Street). I spent 80% of my time cleaning messy spreadsheets and wrangling numbers so that my PM can make better product decisions. It was slow and, despite my best effort, prone to errors. When I transitioned to become a PM and Investor, the problem persisted.<\/p>\n<\/p>\n<p>This is a universal challenge: <strong>drowning in files, starving for insights.<\/strong><\/p>\n<p>This is what refer to as “data poor.”<\/p>\n<p>This is why I build Pandada.<\/p>\n<\/p>\n<p>We launched our original engine in Jan 2024 in China, a year before Manus, and we quickly scaled to <strong>3 million users and 1,000+ enterprises<\/strong>.<\/p>\n<\/p>\n<p><strong>Today, we are excited to bring our battle-tested “Data Wealth” engine to Product Hunt. <\/strong>Pandada is built for the messy reality of work. We help you build <strong>Data Wealth<\/strong> in 3 steps:<\/p>\n<ul>\n<li>\n<p><strong>Better Data:<\/strong> Pandada cleans and structures “dumpster fires” of files\u2014scanned PDFs, screenshots, or messy Excel sheets or CSVs.<\/p>\n<\/li>\n<li>\n<p><strong>Better Questions:<\/strong> Pandada refines your coarse queries and turns them into expert-level prompts to get at the core insights your seek.<\/p>\n<\/li>\n<li>\n<p><strong>Better Answers:<\/strong> Pandada generates <strong>McKinsey-level, decision-ready reports<\/strong> that you can share, present, or download.<\/p>\n<\/li>\n<\/ul>\n<p>Whether you are a Python expert clearing your backlog, a Founder hunting for the hidden gem in your metrics, or a marketer seeking a better growth strategy\u2014Pandada is built to make you wealthy in insights.<\/p>\n<\/p>\n<p>I\u2019ll be hanging out in the comments all day\u2014what are some of the toughest data challenges you’ve faced recently?<\/p>\n<\/p>\n<p>To celebrate our debut on PH, anyone who signs up before Feb 28th gets one month Pro for free! <\/p>\n<p>Just fill out the form, and we\u2019ll activate your Pro access within 24 hours. <a href=\"https:\/\/forms.gle\/XEPfdePLremwYGDu7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/forms.gle\/XEPfdePLremwYGDu7<\/a><\/p>\n<p>BR,<\/p>\n<p>Anya<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>34<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anya_pandada\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anya_pandada<\/a> Finally, a tool that moves beyond chatting. I don’t want to have a back-and-forth conversation with my CSV; I want a result. Pandada delivers a downloadable, structured report in one go, which is how professional work actually gets done.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@anya_pandada\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anya_pandada<\/a> Congrats on the launch.The UI feels clear but onboarding motion could help users get it quicker, happy to help if you want, I could send a quick example privately<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@anya_pandada\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anya_pandada<\/a> Love the clarity on the landing page, gallery images and maker comment… super impressive! Filled out the form for access and can’t wait to try it. <\/p>\n<p>Is there an FAQ page listing supported file types for uploads? Thanks, and huge 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>Congrats on the launch, Anya <a href=\"https:\/\/www.producthunt.com\/@anya_pandada\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"anya_pandada\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anya_pandada<\/a> and team! \ud83d\ude80 Love the “data wealth” vision \u2014 it’s so true that we’re often drowning in files but starving for real insights. Turning messy CSVs\/PDFs even from photos into McKinsey-style reports sounds like a game-changer for non-tech folks and analysts alike!<\/p>\n<p>Big kudos on already serving 3M users in China \u2014 that\u2019s impressive validation! \ud83d\ude32 The 3-step workflow (Better Data \u2192 Better Questions \u2192 Better Answers) is super clear and feels practical for daily chaos.<\/p>\n<p>One suggestion from a product lens: Have you considered adding a “template gallery” of common business report types (e.g., marketing performance, SaaS metrics, quarterly reviews)? It could help users jumpstart their analysis and align teams faster. Also, a lightweight “audit trail” showing how data was transformed would boost trust for enterprise adoption.<\/p>\n<p>Excited to try the Pro access! \ud83d\ude4c Quick question: Are there plans to integrate with tools like Slack or Notion for sharing insights directly?<\/p>\n<p>Wishing you a huge launch day! \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rocsheh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rocsheh<\/a> 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>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@rocsheh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rocsheh<\/a> Thank you so much!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rocsheh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rocsheh<\/a> Thanks for the support, Zepeng! Really glad the “Data Wealth” vision clicks with you.<\/p>\n<p>Your suggestions are spot on:<\/p>\n<\/p>\n<ul>\n<li>\n<p>Templates: We have some use cases built-in now, but a full “Template Gallery” is definitely next on our list!<\/p>\n<\/li>\n<li>\n<p>Audit Trail: We actually expose the Python code for every step so users can see exactly how the data is transformed. Transparency is a big deal for us.<\/p>\n<\/li>\n<li>\n<p>Integrations: Slack and Notion are high on our roadmap for easier sharing.<\/p>\n<\/li>\n<\/ul>\n<p>Excited for you to try the Pro access\u2014let me know how it goes!<\/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>Had a pleasure working with <a href=\"https:\/\/www.producthunt.com\/@anya_pandada\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"anya_pandada\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anya_pandada<\/a> to hone the message and positioning of <a href=\"https:\/\/www.producthunt.com\/products\/pandada-ai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"pandada-ai\" target=\"_blank\" rel=\"noopener\">@Pandada AI<\/a> \u2014 a powerful conversational data analytics platform that converts your messy CSVs, Excels, PDFs, and data sources into “data wealth” \u2014 McKinsey-level insights that you can rely on to inform your toughest strategy decisions. <\/p>\n<\/p>\n<p>It’s truly remarkable how Pandada can make sense of data spread across dozens of disconnected files. They started working on this before <a href=\"https:\/\/www.producthunt.com\/products\/manus\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"manus\" target=\"_blank\" rel=\"noopener\">@Manus<\/a> launched, and have over a million users in China.<\/p>\n<\/p>\n<p><strong>To celebrate their Product Hunt debut, they’re offering a free month to anyone who signs up before Feb 28th and fills <\/strong><a href=\"https:\/\/forms.gle\/XEPfdePLremwYGDu7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>in this form<\/strong><\/a><strong>. <\/strong><\/p>\n<\/p>\n<p>Throw something mean at it and let us know how it does!<\/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\">@chrismessina Thank you so much, Chris! Really appreciate your support and thoughtful feedback.<br \/>\nWorking on this with the team has been a great learning experience for me \u2014 your input on the messaging and positioning helped us see the value more clearly.<br \/>\nThanks again for backing the launch\ud83d\ude4b<\/div>\n<div class=\"comment-actions\">\n<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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Massive thanks for the hunt, Chris! Bringing the momentum of millions of users in China to the global stage is a huge milestone for us. Collaborating with you to craft a positioning that truly resonates with the global market is exactly how we envision building Pandada. Really appreciate you backing the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Thank you so much, Chris! It was great working together on this.<\/p>\n<p>We really appreciate the help in shaping how Pandada is presented, and we\u2019re excited to share it with the Product Hunt community and learn from the feedback here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Pandada handle really messy PDFs with tables and scans?<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Messy PDFs and scans are usually a total nightmare. We handle them by combining traditional OCR with Multimodal Large Language Model capabilities. This hybrid approach helps Pandada recognize structural logic and reconstruct tables accurately. Feel free to put it to the test with your most chaotic files!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Hunters! \ud83d\udc4b<\/p>\n<\/p>\n<p>I\u2019m the maker of <strong>Pandada AI<\/strong>. Most tools let you “chat” with data, but we believe you need <strong>results<\/strong>, not just a conversation.<\/p>\n<\/p>\n<p>Pandada turns your messy CSVs, PDFs, and even photos into McKinsey-level reports and presentations in minutes. Stop digging through rows and start building your <strong>Data Wealth<\/strong>.<\/p>\n<\/p>\n<p>We\u2019re live all day and would love your feedback! \ud83d\udc3c\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Pandada\u2019s shortcuts feel clean, fast, and reliable. More importantly, it feels like a professional analysis workspace for working with real business documents.<\/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\/@libin_yao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@libin_yao<\/a> You nailed it, Tina! \ud83c\udfaf We wanted to build a workspace for real work, not just another chat window. The goal is to help you fly through business docs without worrying about prompts. Thrilled you\u2019re liking the professional feel! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@libin_yao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@libin_yao<\/a> Hi~ Tina~ Really appreciate the support \u2014 thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@libin_yao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@libin_yao<\/a> Thank you for your support of our product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Hunters! \ud83d\udc4b<\/p>\n<\/p>\n<p>I\u2019m the maker of <strong>Pandada AI<\/strong>. Most data tools stop at \u201ctalking to your files.\u201d<\/p>\n<p>Pandada goes further \u2014 it turns raw, messy data into <strong>insightful reports and polished slides<\/strong> you can actually use.<\/p>\n<\/p>\n<p>Upload your CSVs, PDFs, or images, and get <strong>McKinsey-level outputs<\/strong> in minutes.<\/p>\n<\/p>\n<p>Less time analyzing.<br \/>More time deciding.<\/p>\n<p>That\u2019s how you grow your <strong>Data Wealth<\/strong>. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I like that Pandada lets me analyze trends without writing code. Does it also expose the underlying Python code used during data processing?<\/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\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Thanks Sandy! Absolutely. While we offer a no-code experience, we also show the Python code so that expert users can <strong>audit the process and validate the results<\/strong>. We want to ensure our insights are always “white-boxed” and trustworthy!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Thanks~~<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Many thanks for your kind words and support\uff5e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m impressed by the output quality from Pandada. The export button produces clean, high-resolution charts where labels don\u2019t overlap, which is a huge help for professional reporting.<\/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\/@charlenechen_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlenechen_123<\/a> Thank you, I’m delighted that Pandada is able to assist you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@charlenechen_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlenechen_123<\/a> So glad you noticed that detail, Charlene! We wanted those charts to be presentation-ready the second you hit export. No more design tools needed\u2014enjoy!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@charlenechen_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlenechen_123<\/a> Hey~~ Charlene~ Thank you for your support on Product Hunt \u2014 we really appreciate 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pandada seems especially useful for comparisons. How smart is the column mapping? If one file has “Revenue” and another has “Total Sales”, will it figure out they are the same field?<\/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\/@chouti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chouti<\/a> Spot on, Daniel! That\u2019s exactly what we aimed for. It\u2019s smart enough to know that different names can mean the same thing (like your Revenue vs. Total Sales example), which saves a ton of manual cleanup. Try throwing your messiest files at it\u2014I think you\u2019ll be pleasantly surprised \uff1a\uff09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chouti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chouti<\/a> thanks for your support\uff5e<\/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\/@chouti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chouti<\/a> Thank you so much for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When a user uploads a messy bundle (multiple spreadsheets + a PDF\/screenshot), what does a successful first session look like end-to-end\u2014how do you handle data cleaning corrections, provenance\/citations to source cells, and rerunning the same analysis next week with new files?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Massive thanks for the deep dive! It\u2019s not every day we get to chat technicals with a Curious Kitty. \ud83d\udc3e Here is how the “Smart Panda” handles those messy bundles:<\/p>\n<ul>\n<li>\n<p>Cleaning: We don’t just scrape text. Our Multimodal Large Model + OCR hybrid understands the visual and structural logic of your screenshots and PDFs. It reconstructs the tables as they were intended, ensuring the data is analysis-ready from the start.<\/p>\n<\/li>\n<li>\n<p>Transparency: For strategic decisions, we know experts need to verify the logic. While we don’t have direct cell-links yet, professional users can dive into the Code Interpreter to inspect the underlying code and verify exactly how the data was sourced and processed.<\/p>\n<\/li>\n<li>\n<p>Shortcuts: Efficiency is about not repeating yourself. Based on our 100+ global user interviews, we built Shortcuts. You can customize and save your task logic, then use it as a recurring workflow to handle your weekly reports\u2014or even automate “counting how many fish I’ve eaten today”… lol. No need to reinvent the wheel!<\/p>\n<\/li>\n<\/ul>\n<p>We\u2019re excited for you to build your first Shortcut and look forward to your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Thanks for the thoughtful question. From a user\u2019s point of view, a good first session usually starts pretty simply.<\/p>\n<p>You upload a messy bundle (spreadsheets + PDFs\/screenshots), ask a rough question, then hit the <strong>\u201cEnhance the prompt\u201d button<\/strong>. That step helps turn your initial ask into a clearer, more structured analysis prompt before anything runs.<\/p>\n<\/p>\n<p>From there, Pandada handles the cleanup and analysis, keeps results traceable to their sources, and lets you fix or clarify things conversationally if something looks off.<\/p>\n<p>That\u2019s the experience we\u2019re aiming for, and we\u2019re continuing to refine it based on real messy data.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This looks excellent! sifting thru CSV’s images PDFs and other files can be quite tedious I’m glad to see a product that is focused on making it easier to get the insights needed to make decisions. Wondering if it can integrate with my Gmail to download files and produce insights on a cron schedule or based on triggers (eg new email received? Congrats on the launch!<\/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\/@t0ny_ns\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@t0ny_ns<\/a> To be honest, we didn\u2019t start with email triggers in mind, but we\u2019ve had a lot of people asking for this exact feature lately. It\u2019s definitely making us rethink the roadmap.<\/p>\n<p>What\u2019s the specific workflow you\u2019re imagining? Would you want Pandada to just grab any attachment from a certain sender, or are you looking for a more complex cron-based setup for your reports?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Pandada handles document-based data surprisingly well. The structured output saves a lot of cleanup time and makes analysis much smoother.<\/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\/@heal_yi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@heal_yi<\/a> Appreciate this. Turning document data into clean, structured output is a big part of what we focus on. Glad it made your analysis smoother.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launching today. How does this differ from other AI data analyst agents? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> Good question! <\/p>\n<p>Chat-based AI tools are great at conversation.<\/p>\n<p>Pandada is built for <strong>analysis delivery<\/strong>.<\/p>\n<ul>\n<li>\n<p>Workflow-first, not chat-first<\/p>\n<\/li>\n<li>\n<p>Built-in analytical structure, not blank prompts<\/p>\n<\/li>\n<li>\n<p>Outputs designed for decisions, not just reading<\/p>\n<\/li>\n<\/ul>\n<p>Pandada works less like a chatbot, and more like a junior analyst who already understands the task.<\/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>The micro tools on your site are part of an SEO strategy or they are included as part of the larger product? Congrats on the launch!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> Thanks! Good question. The shortcuts on our site are part of the broader Pandada product \u2014 they\u2019re designed to handle small, high-frequency tasks quickly, and also serve as an easy entry point for new users.<\/p>\n<p>They\u2019re useful on their own, but they connect naturally into the larger workflow when you need deeper analysis.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Does it take files like PDF, Excel, etc., as an input or does it also take some dynamic channel like, for example, Facebook dashboard data, like some kind of integration? <\/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\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Pandada takes PDF, Excel, and other files as inputs right now. Integrations for dynamic channels like Facebook are on our roadmap but not live yet. Which specific platforms would you want to see us connect to 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Good question. Pandada currently works with files \u2014 like PDFs, Excel, CSV, and similar formats.<\/p>\n<p>We don\u2019t support direct integrations with dynamic dashboards (e.g. Facebook) yet, but exported files from those tools work well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What formats are these reports and presentations in? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@syed_shayanur_rahman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syed_shayanur_rahman<\/a> Good question. <strong>Pandada-generated reports<\/strong> can be exported as <strong>Markdown or PDF<\/strong>, and <strong>charts<\/strong> as <strong>PNG, JPG, or SVG<\/strong>, depending on how you want to use them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@syed_shayanur_rahman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syed_shayanur_rahman<\/a> Pandada generates <strong>Word<\/strong> and <strong>Excel<\/strong> files directly, or you can export your reports as <strong>Markdown<\/strong> and <strong>PDF<\/strong>. We’re also finishing up <strong>HTML<\/strong> and direct <strong>PPT<\/strong> support for the next release. Let me know if that works for your workflow!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love that Pandada doesn’t just describe what happened , it helps explain why. It allows me to dig into the root causes of anomalies rather than just reporting the symptoms.<\/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\/@julie_su\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julie_su<\/a> Yes! Exactly! I’m so glad that you get help from Pandada! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@julie_su\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julie_su<\/a> Thanks, Julie! We really wanted to move past just reporting “what” happened and get into the “why.” It\u2019s much more satisfying to solve the mystery than just read a status report, so I’m glad it\u2019s clicking for you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@julie_su\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julie_su<\/a> Thanks~<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">need this so bad…<\/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\/@hehe6z\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hehe6z<\/a> We heard the SOS! Consider us your official escape plan from the spreadsheet abyss. Go give it a spin and let us know what you think \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hehe6z\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hehe6z<\/a> Thanks! Hope it helps you a ton<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 impressed by how Pandada keeps context. It remembers the schema from previous uploads, so switching between datasets feels seamless instead of confusing.<\/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\/@new_user___1282025165cc92287e7a197\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___1282025165cc92287e7a197<\/a> 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>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\/@new_user___1282025165cc92287e7a197\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___1282025165cc92287e7a197<\/a> Thanks, Yiyao. We put a lot of effort into the schema memory because we wanted to cut out the confusion of switching between different datasets. Really glad it’s making your workflow feel more seamless.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@new_user___1282025165cc92287e7a197\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___1282025165cc92287e7a197<\/a> Thanks! Context awareness is a big focus for us<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pandada replaces a lot of manual spreadsheet work with clearer, faster analysis. It\u2019s less about buttons and more about getting answers from data.<\/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\/@vermouth2333\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vermouth2333<\/a> 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>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\/@vermouth2333\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vermouth2333<\/a> That\u2019s exactly why we built Pandada\u2014to stop the <strong>‘button-mashing’<\/strong> and start getting <strong>actual answers<\/strong>. So glad it’s saving you from the manual spreadsheet grind! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vermouth2333\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vermouth2333<\/a> Hey~ Thank you for your support on Product Hunt \u2014 we really appreciate 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>Pandada clearly understands how important data prep is for good analysis. It handles the groundwork, so the insights actually make sense.<\/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\/@mooyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mooyan<\/a> 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mooyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mooyan<\/a> Couldn’t agree more, Mooyan! Great analysis is impossible without clean data. We designed Pandada to handle all that heavy lifting automatically, so you can trust the results are accurate. Thanks for the support \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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mooyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mooyan<\/a> Thanks for the support! So glad to hear that Pandada can really help people ~<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What an impressive innovation with Pandada! By bridging the gap between non-technical users and data scientists, it truly democratizes access to high-quality data insights. The ability to transform messy files into polished, professional reports and presentations is a game-changer for anyone looking to enhance their decision-making based on solid data. Its focus on making complex data easily digestible means more effective collaboration across teams. I can see how this would resonate with businesses striving for data-driven strategies. Kudos to the team behind Pandada! <\/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\/@leo_ye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo_ye<\/a> Thank you~ We will work harder to make a better Pandada!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leo_ye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo_ye<\/a> Wow, thank you so much for the kind words! \ud83d\ude4c<\/p>\n<p>“Democratizing access” is exactly the mission we are on. We believe you shouldn\u2019t need a PhD in Data Science just to unlock the value hidden in your own files.<\/p>\n<p>Turning that “messy” reality into clear, boardroom-ready decisions is how we empower teams to move faster. Really 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leo_ye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo_ye<\/a> Hi~ Leo Thanks for your support on Product Hunt!<\/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>Thank you for saving our sanity, Anya:D Love that it goes beyond just chatting and actually builds shareable reports. Does Pandada handle multi-language files well?<\/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\/@eugene_chernyak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eugene_chernyak<\/a> Glad we could be your sanity’s bodyguard today! And yeah, multi-language files aren’t a problem at all. We built Pandada to be “polyglot-friendly” so you can throw files in different languages at it and still get those clean, shareable reports without breaking a sweat.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eugene_chernyak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eugene_chernyak<\/a> Thanks! Yes \u2014 it handles multi-language files smoothly \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Pandada handle sensitive data within these files? Are the models SOC2 compliant, or do you offer localized data processing?<\/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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> Great point, Xiang Lei. Security is a massive deal, which is exactly why we lean so heavily into <strong>localized service solutions<\/strong>. We want you to have total control over where your data lives and how it\u2019s handled, so you don\u2019t have to lose sleep over privacy. If your team needs to keep everything strictly in-house, we\u2019ve got you covered.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>LGTM\uff0ccan i export to a ppt file\uff1f<\/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\/@bestony\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bestony<\/a> Thanks, Bestony! Glad you like it. \ud83d\udc4b<\/p>\n<p>To be honest, we don’t support direct PPT export <strong>just yet<\/strong>, but it\u2019s definitely high on our roadmap!<\/p>\n<p>For now, you can download the insights and charts as high-quality reports to quickly pop into your slides. I\u2019ll make sure to ping you once we have the PPT feature live!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bestony\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bestony<\/a> Thank you for supporting Pandada on Product Hunt!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bestony\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bestony<\/a> Good catch \u2014 not yet. PPT is coming soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great work team. For non-technical users, how much guidance does the prompt give? Do I need to know the right statistical terms to get a good result, or can I just ask in plain English?<\/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\/@emily007\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emily007<\/a> Hey Emily! Honestly, don’t worry about the jargon at all.<\/p>\n<\/p>\n<p>You can talk to Pandada just like you\u2019re chatting with a friend. Plain English is all you need. Since it\u2019s a <strong>web app<\/strong>, we\u2019ve built a library of <strong>real-world use cases and templates<\/strong> right into the site to help you get moving immediately.<\/p>\n<\/p>\n<p>It\u2019s basically like having a “cheat sheet” to start getting insights without any setup. I’d love for you to give it a spin and let me know if it feels intuitive enough! \ud83d\udc3c\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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@emily007\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emily007<\/a> Thanks so much for your supporting<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@emily007\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emily007<\/a> Thanks! Plain English is totally fine.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>WOW congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arthur_winston3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arthur_winston3<\/a> Thank you so much! \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>Congrats on the launch guys! <\/p>\n<p>It is true that most teams are drowning in files but getting insights out of them can never happen in most cases. I can see this being really useful. Also curious on any planned next integrations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@th_calafatidis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@th_calafatidis<\/a> Thanks a lot! Totally agree \u2014 files pile up fast, insights don\u2019t.<\/p>\n<p>We\u2019re actively exploring integrations based on real user workflows, and will share more as things take shape.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\u201cMcKinsey-level insights\u201d is a bold claim \u2014 love the ambition!<br \/>For non-technical users, the real test is: can it explain <em>why<\/em> a trend matters, not just surface it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zypressen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zypressen<\/a> Fair point. You can directly ask <em>why<\/em> a trend happened, and Pandada will analyze and explain the underlying drivers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zypressen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zypressen<\/a> You nailed the real challenge. Explaining the “why” is where the actual strategy happens.<\/p>\n<p>That\u2019s why we built the <strong>“Generate Report”<\/strong> feature. When you toggle it, Pandada automatically synthesizes your raw data and questions into a McKinsey-level analysis, so you don’t need to be a data expert to get professional-grade results.<\/p>\n<p>To celebrate our Product Hunt debut, we’re offering a <strong>free month<\/strong> to anyone who signs up before Feb 28th and fills in<a href=\"https:\/\/docs.google.com\/forms\/d\/e\/1FAIpQLScdJjU0JTw9CTt0cMd79qIW6ClMusL3YVHG74IpamslYtbnmw\/viewform\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> [this form]<\/a>. Give it a try and let us know what you think of the depth!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NCY4L4QS5GCSCB\" class=\"app-title\">TravelAnimator<\/a><\/p>\n<div class=\"one-liner\">Turn Google Maps URLs into stunning map animations.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">420<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06Google Maps\u94fe\u63a5\u5feb\u901f\u8f6c\u6362\u4e3a\u7cbe\u7f8e\u52a8\u753b\u65c5\u884c\u5730\u56fe\u89c6\u9891\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u65c5\u884c\u8005\u3001\u5185\u5bb9\u521b\u4f5c\u8005\u5728\u65e0\u9700\u590d\u6742\u526a\u8f91\u7684\u60c5\u51b5\u4e0b\uff0c\u9ad8\u6548\u5236\u4f5c\u9ad8\u8d28\u91cf\u65c5\u7a0b\u53ef\u89c6\u5316\u89c6\u9891\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b2b1b9a6-93c4-4193-a471-cae75e9f2aa2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f225a3ca-b926-46cf-9de8-3e2b5350d5ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c5d16814-4fee-4f0d-aa5a-079750969eda.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7cd8ab77-943b-43fe-87e6-538df019c573.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/52b7a953-5d9c-450a-99ee-e180661f135c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0eaafdf6-ac22-46f9-91b3-8bd5a10c6f08.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cc9f8c9d-334a-4a38-936e-e5b5b643e47a.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\/5dc3bfd1-f35b-4788-944f-192a761e4253.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/45Ze4jbNG8M\"><source src=\"https:\/\/youtu.be\/45Ze4jbNG8M\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Travel<\/span><br \/>\n <span class=\"tag\">Maps<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65c5\u884c\u89c6\u9891\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5730\u56fe\u52a8\u753b<\/span><br \/>\n <span class=\"tag\">Google Maps\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u65c5\u7a0b<\/span><br \/>\n <span class=\"tag\">3D\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u65c5\u884c\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u4ea7\u54c1\u521b\u610f\u4e0e\u89c6\u89c9\u5448\u73b0\u3002\u6838\u5fc3\u53cd\u9988\u96c6\u4e2d\u5728\u529f\u80fd\u9700\u6c42\uff1a\u5f3a\u70c8\u5e0c\u671b\u652f\u6301\u591a\u4e2aGoogle Maps\u94fe\u63a5\u7f16\u8f91\u3001\u8be2\u95ee\u7f51\u9875\u7248\u5f00\u53d1\u8ba1\u5212\u3001\u671f\u5f85\u66f4\u591a\u7f29\u653e\u4e0e2D\u89c6\u56fe\u9009\u9879\u3002\u5f00\u53d1\u8005\u56de\u5e94\u89e3\u91ca\u4e86\u591a\u94fe\u63a5\u652f\u6301\u7684\u590d\u6742\u6027\uff0c\u5e76\u900f\u9732\u4e86\u7f51\u9875\u7248MVP\u53ca\u66f4\u591a\u7f29\u653e\u529f\u80fd\u6b63\u5728\u89c4\u5212\u4e2d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n TravelAnimator\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u7ec6\u5206\u5e02\u573a\uff1a\u5c06\u666e\u9002\u6027\u7684\u5bfc\u822a\u6570\u636e\uff08Google Maps\u94fe\u63a5\uff09\u8f6c\u5316\u4e3a\u60c5\u611f\u5316\u3001\u89c6\u89c9\u5316\u7684\u53d9\u4e8b\u5a92\u4ecb\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u6280\u672f\u98a0\u8986\uff0c\u800c\u662f\u5bf9\u201c\u521b\u4f5c\u6c11\u4e3b\u5316\u201d\u7684\u53c8\u4e00\u6b21\u5b9e\u8df5\u2014\u2014\u5b83\u8bd5\u56fe\u5c06\u539f\u672c\u9700\u8981After Effects\u6216\u4e13\u4e1a\u89c6\u9891\u526a\u8f91\u6280\u80fd\u7684\u95e8\u69db\uff0c\u964d\u4f4e\u5230\u4e00\u6b21\u201c\u590d\u5236\u7c98\u8d34\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7b56\u7565\u806a\u660e\u5730\u9009\u62e9\u4e86\u201c\u89c6\u89c9\u4f18\u5148\u201d\u3002\u7528250+3D\u6a21\u578b\u300130+\u5730\u56fe\u98ce\u683c\u30014K\u8f93\u51fa\u7b49\u53c2\u6570\u5806\u780c\u201c\u9ad8\u7ea7\u611f\u201d\uff0c\u5feb\u901f\u5efa\u7acb\u7528\u6237\u5bf9\u6210\u54c1\u8d28\u91cf\u7684\u4fe1\u4efb\uff0c\u8fd9\u6bd4\u7387\u5148\u653b\u514b\u590d\u6742\u7684\u591a\u8def\u5f84\u7f16\u8f91\uff08\u4e00\u4e2a\u66f4\u5de5\u7a0b\u5316\u4f46\u89c6\u89c9\u56de\u62a5\u53ef\u80fd\u4e0d\u660e\u663e\u7684\u529f\u80fd\uff09\u66f4\u80fd\u5438\u5f15\u65e9\u671f\u79cd\u5b50\u7528\u6237\u2014\u2014\u90a3\u4e9b\u5bf9\u793e\u4ea4\u5c55\u793a\u6709\u5f3a\u70c8\u9700\u6c42\u7684\u65c5\u884c\u8005\u4e0e\u5fae\u521b\u4f5c\u8005\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u8fd9\u4e00\u7b56\u7565\u662f\u6210\u529f\u7684\uff0c\u7528\u6237\u88ab\u5176\u201c\u73a9\u8da3\u6027\u201d\u548c\u201c\u9ad8\u7ea7\u611f\u201d\u76f4\u63a5\u5438\u5f15\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u957f\u671f\u6311\u6218\u4e5f\u57cb\u85cf\u4e8e\u6b64\u3002\u4ea7\u54c1\u7684\u6838\u5fc3\u4f9d\u8d56\uff08Google Maps\u94fe\u63a5\uff09\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u4e00\u65b9\u9762\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u53e6\u4e00\u65b9\u9762\u4e5f\u9650\u5236\u4e86\u521b\u610f\u81ea\u7531\u5ea6\uff08\u5982\u7528\u6237\u63d0\u5230\u7684\u65e0\u6cd5\u7f16\u8f91\u8def\u7ebf\uff09\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u7cbe\u7f8e\u7684\u201c\u76ae\u80a4\u201d\u5f15\u64ce\uff0c\u800c\u975e\u771f\u6b63\u7684\u8def\u7ebf\u521b\u4f5c\u5de5\u5177\u3002\u5f53\u65b0\u9c9c\u611f\u8fc7\u540e\uff0c\u7528\u6237\u5bf9\u6df1\u5ea6\u7f16\u8f91\uff08\u591a\u8def\u7ebf\u3001\u81ea\u5b9a\u4e49\u8def\u5f84\u3001\u66f4\u590d\u6742\u7684\u65f6\u95f4\u7ebf\uff09\u7684\u9700\u6c42\u4f1a\u6d6e\u73b0\uff0c\u5c4a\u65f6\u5b83\u5c06\u9762\u4e34\u662f\u7ee7\u7eed\u505a\u201c\u8f7b\u91cf\u7ea7\u88c5\u9970\u5de5\u5177\u201d\uff0c\u8fd8\u662f\u5411\u201c\u4e13\u4e1a\u7ea7\u65c5\u884c\u89c6\u9891\u7f16\u8f91\u5668\u201d\u8f6c\u578b\u7684\u8270\u96be\u6289\u62e9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u76ee\u6807\u7528\u6237\u7fa4\u770b\u4f3c\u6e05\u6670\uff08\u65c5\u884c\u8005\u3001\u521b\u4f5c\u8005\uff09\uff0c\u5b9e\u5219\u6a21\u7cca\u3002\u786c\u6838\u65c5\u884c\u535a\u4e3b\u53ef\u80fd\u9700\u8981\u66f4\u590d\u6742\u7684\u53d9\u4e8b\u529f\u80fd\uff1b\u666e\u901a\u7528\u6237\u53ef\u80fd\u4ec5\u9700\u4e00\u6b21\u6027\u5206\u4eab\u3002\u8bc4\u8bba\u4e2d\u201c\u4e0d\u77e5\u4e3a\u4f55\u9700\u8981\uff0c\u4f46\u770b\u8d77\u6765\u5f88\u68d2\u201d\u7684\u53cd\u9988\uff0c\u6070\u6070\u63ed\u793a\u4e86\u5176\u4f5c\u4e3a\u201c\u89e3\u51b3\u65b9\u6848\u5bfb\u627e\u95ee\u9898\u201d\u7684\u6f5c\u5728\u98ce\u9669\uff1a\u5b83\u521b\u9020\u7684\u9700\u6c42\u662f\u5426\u8db3\u591f\u521a\u6027\u3001\u9ad8\u9891\uff0c\u4ee5\u652f\u6491\u5176\u589e\u957f\uff1f\u5f00\u53d1\u8005\u63d0\u5230\u7684\u98de\u884c\u5458\u3001\u6c34\u624b\u7b49\u7528\u6237\uff0c\u6216\u8bb8\u6697\u793a\u4e86\u5176\u5728\u4e13\u4e1a\u8def\u7ebf\u6c47\u62a5\u4e0e\u53ef\u89c6\u5316\u9886\u57df\u7684\u610f\u5916\u6f5c\u529b\uff0c\u8fd9\u53ef\u80fd\u662f\u6bd4\u5927\u4f17\u5e02\u573a\u66f4\u7a33\u56fa\u7684\u5229\u57fa\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\">TravelAnimator<\/span>\n <\/div>\n<div class=\"comment-content\">TravelAnimator turns Google Maps URLs into travel map videos in seconds. It stands out with 250+ 3D vehicle models, 30+ map styles, 4K and HD exports, the ability to add photos to routes, and a completely ad-free experience. Built for travelers, creators, and storytellers who want their journeys to look as good as they felt, without spending hours editing.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Everyone, <\/p>\n<\/p>\n<p>Jaseel, one of the creators. <\/p>\n<\/p>\n<p>As surprising as it may seem, there is no good solution, yet that takes a Google map URL and makes a good travel video out of it.<\/p>\n<\/p>\n<p>TravelAnimator already made videos by dragging lines across waypoints and destinations, but stitching them together to work with Google Maps wasn’t easy.<\/p>\n<\/p>\n<p>By default, for the free version, you can upload a Google Maps link either from <a href=\"http:\/\/travelanimator.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">travelanimator.com<\/a> or in the routes menu on the top right after onboarding and use one of the free models to showcase the travel journey. With the paid version, you can switch from the free models to the paid one, plus access other features.<\/p>\n<\/p>\n<p>If there is enough demand for this feature, we will look into supporting multiple Google Maps links, though it can get complex, especially if the two Google Maps links are not connected.<\/p>\n<\/p>\n<p>Right now, you can’t edit Google Maps routes. We hope to add that as an improvement in the future. <\/p>\n<\/p>\n<p>Here are all the other features that you can try:<\/p>\n<p>– Try out 30+ cool maps<\/p>\n<p>– Over 250+ realistic models.<\/p>\n<p>– Upload images for each waypoint that you stop at.<\/p>\n<p>– Try out different kinds of zooms.<\/p>\n<p>– Import GPX files<\/p>\n<p>– 4K & HD exports<\/p>\n<p>– Different aspect ratio support<\/p>\n<p>– Flat & Globe Modes<\/p>\n<p>– Place Labels<\/p>\n<p>– Country Highlight<\/p>\n<p>– Route line customizations<\/p>\n<p>Get 50% off with promo code PH50. Learn how to apply it here:<\/p>\n<p><a href=\"https:\/\/www.travelanimator.com\/hub\/how-to-apply-a-discounted-promo-code-in-travelanimator\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.travelanimator.com\/hub\/how-to-apply-a-discounted-promo-code-in-travelanimator<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jaseel_sk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaseel_sk<\/a> Seems like a fun product. Congratulations on the launch. Have you seen a <a href=\"https:\/\/www.producthunt.com\/products\/google-labs\/launches\/google-gentabs-in-disco?utm_source=other&utm_medium=social\" target=\"_blank\" rel=\"noopener\">Disco by Google<\/a> having ability to do something similar? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@jaseel_sk very cool! I like this, have a few trips planned, going to try it<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you have a web version, or plans for one?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@jijosunny we built a prototype for web but didn’t actually get to be a minimum usable product. Hoping we can get an MVP out in the next four to five months.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great. This is exactly what I was looking for.<\/p>\n<p>Do you support multiple Google Maps links?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@shyjal supporting multiple Google Maps links is a fairly complex task, considering all the edge cases. If there is enough demand, we’ll likely spend energy on it. Thank you!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the interface and playfulness! Especially, the map and traveler model customisations. I saw just two zoom options. Do you have anything more? 2D?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nyn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nyn<\/a> Thank you. <\/p>\n<p>Right now, we have two types of zoom: <\/p>\n<p>1.\tA 2D version<\/p>\n<p>2.\tA 3D globe (which is a variation of the 2D in some ways)<\/p>\n<p>We have more in the works. In fact, in another two months, we hope to launch at least 7-8 types of zoom options.<\/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>This is so cool for people like me \ud83d\ude00 I am constantly lost when I travel outside of my country. This could possibly give me some orientation \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> I’m glad this will be helpful. There’s a free version with all the base features.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Just to clarify.. This isn’t a navigation tool. But if you track your route when you are lost, you could create some very funny social media videos with this! \ud83d\ude42 <a href=\"https:\/\/www.producthunt.com\/@cherianthomas\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"cherianthomas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cherianthomas<\/a> You think you could help her go viral with lost map reels?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 guys! This looks so cool. I travel a lot lately and it seems something fun i could use for a change.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 don’t know why I need it, but it looks great!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Such a creative concept – Love this! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Your product leans hard into \u201cmake it look premium fast\u201d (styles, 3D vehicles, photos, 4K). How did you prioritize visual polish vs. route-editing power early on, and what feature requests have forced the hardest tradeoffs?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How did you come up with that idea? It sounds great.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a> Thank you! \ud83d\ude0a<br \/>Most existing travel video apps felt too time-consuming, so we asked: <em>why not create videos directly from Google Maps<\/em>, which almost everyone already uses? That\u2019s how the idea came to life.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The packaging looks fresh, but I don’t quite get who this is for?<br \/>For content creators wanting to create a video?<br \/>Like, it doesn’t help me arrive better at my destination, does 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@paul_from_dentro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paul_from_dentro<\/a> This is purely for creating travel videos easily, in just a few simple steps, without needing any editing skills or software. It\u2019s not meant to help with navigation or reaching destinations; it\u2019s for visualizing and sharing journeys once you have the route.<\/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>This feels perfect for travel agencies and solo creators alike. Who\u2019s been your most active user group so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Travel vloggers and casual travellers\u2014of course. They\u2019re the most active users, using the app to showcase both short and long trips. We\u2019ve also seen strong adoption from flight attendants, sailors, and educational users.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Loved the 3D assets in the app. Great attention to detail on each model.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@adnankattekaden\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adnankattekaden<\/a> Thanks a lot! Really glad you noticed the details, we\u2019ve put a lot of effort into the 3D models. Appreciate the words \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>Awesome! Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jinsoncjohny\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jinsoncjohny<\/a> Thanks a lot! Appreciate the support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, really cool product. Congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@sachindas246\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sachindas246<\/a> Thanks a lot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great idea! Something so creating and fun for an action I do multiple times per day<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Thanks! So glad you find it useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, a way to make those cool travel maps without the pro editing skills. It honestly makes the whole planning process more fun! \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Yes, that\u2019s exactly what we were going for! Turning Google Maps routes into videos in just a few simple steps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Yeah, that part stood out to me too. Sometimes you just want something simple that still looks good, without learning another complex tool<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, I can stop struggling with complex video editors just for a simple map animation! 250+ models thats crazy. Does the free version allow for 4K exports, or is that a pro feature?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eugene_chernyak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eugene_chernyak<\/a> 4K export is currently a <strong>Pro feature<\/strong>.<\/p>\n<p>With the free version, you can export videos in <strong>HD<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>wow great product man! keep making more such products like these!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/G4ZWUFQPZNWBHD\" class=\"app-title\">Meet-Ting<\/a><\/p>\n<div class=\"one-liner\">AI that gives your schedule a brain.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">242<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Meet-Ting\u662f\u4e00\u6b3eAI\u65e5\u7a0b\u4ee3\u7406\uff0c\u901a\u8fc7\u90ae\u4ef6\u548c\u77ed\u4fe1\u7ba1\u7406\u65e5\u5386\uff0c\u5b66\u4e60\u7528\u6237\u504f\u597d\uff0c\u81ea\u52a8\u5904\u7406\u4e0e\u6700\u591a\u4e94\u4f4d\u53c2\u4e0e\u8005\u7684\u4f1a\u8bae\u5b89\u6392\u3001\u6539\u671f\u3001\u4f1a\u524d\u7b80\u62a5\u53ca\u723d\u7ea6\u8ddf\u8fdb\uff0c\u5728\u7e41\u5fd9\u7684\u5546\u52a1\u6c9f\u901a\u573a\u666f\u4e2d\u89e3\u653e\u7528\u6237\u4e8e\u7e41\u7410\u7684\u65e5\u7a0b\u534f\u8c03\u52b3\u52a8\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6d3f02ec-ccc1-498f-9ed3-83e8a5f89588.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/364023b1-7a51-4729-b104-e744c729084a.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b826d1e-933c-4fd6-b16f-75e4fd2ece35.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/814b01d5-aa68-4763-8046-40a0febc609a.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5faed0bb-d33d-47fe-84e3-87e8a35f486a.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d7b4f247-960b-4ae2-98ed-f16ddd7eceb6.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04a4600e-3052-4c35-9544-137e4d8ddf87.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/91c5e4c1-b12c-424e-979b-e8fa20004da2.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c3228b9-d54e-487b-9fbd-86da0e0fb017.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba7167f6-abd2-49c6-b56f-02139515af92.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be391601-901f-4296-ac41-25aca7c3c910.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\/77668ac5-cc02-4eb4-ab7a-f8cccf2920f5.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/GRpYQqqKMoE\"><source src=\"https:\/\/youtu.be\/GRpYQqqKMoE\" 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\">Meetings<\/span><br \/>\n <span class=\"tag\">Calendar<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u65e5\u7a0b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u65e5\u5386\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u7535\u5b50\u90ae\u4ef6\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u53ef\u7528\u6027\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u65f6\u95f4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u673a\u5668\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u65e5\u7a0b\u534f\u8c03<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u663e\u8457\u51cf\u8f7b\u65e5\u7a0b\u7ba1\u7406\u8ba4\u77e5\u8d1f\u8377\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u201c\u878d\u5165\u80cc\u666f\u201d\u65e0\u7f1d\u5de5\u4f5c\u4f53\u9a8c\u4f73\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u8fd0\u4f5c\u673a\u5236\uff08\u662f\u673a\u5668\u4eba\u5417\uff1f\uff09\u3001\u591a\u65f6\u533a\u5904\u7406\u7ec6\u8282\u3001\u4e0e\u7b2c\u4e09\u65b9\u534f\u8c03\u80fd\u529b\uff0c\u4ee5\u53ca\u6700\u5173\u952e\u7684\u5bf9AI\u4ee3\u7406\u7684\u4fe1\u4efb\u4e0e\u5b89\u5168\u63a7\u5236\uff08\u5982\u8ddf\u8fdb\u5206\u5bf8\u3001\u8bed\u6c14\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 Meet-Ting\u7684\u91ce\u5fc3\u5e76\u975e\u518d\u9020\u4e00\u4e2a\u65e5\u5386\u5e94\u7528\uff0c\u800c\u662f\u5c06\u81ea\u5df1\u6253\u9020\u6210\u4e00\u4e2a\u6e17\u900f\u5728\u65e2\u6709\u901a\u4fe1\u6d41\uff08Email, WhatsApp\uff09\u4e2d\u7684\u201c\u65e5\u7a0b\u5927\u8111\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u81ea\u52a8\u5316\u201c\u9884\u8ba2\u201d\u8fd9\u4e2a\u52a8\u4f5c\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u7406\u89e3\u548c\u5b66\u4e60\u201c\u4f18\u5148\u7ea7\u201d\u8fd9\u4e2a\u51b3\u7b56\u8fc7\u7a0b\u2014\u2014\u5373\u4ea7\u54c1\u6807\u8bed\u6240\u79f0\u7684\u201c\u7ed9\u65e5\u7a0b\u4e00\u4e2a\u5927\u8111\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u4e00\u5b9a\u4f4d\u7280\u5229\u5730\u5207\u4e2d\u4e86\u73b0\u4ee3\u804c\u573a\u4eba\u7684\u6838\u5fc3\u75db\u70b9\uff1a\u65e5\u7a0b\u7ba1\u7406\u662f\u4e00\u79cd\u4e0d\u88ab\u770b\u89c1\u7684\u3001\u6d88\u8017\u610f\u5fd7\u529b\u7684\u201c\u9690\u5f62\u52b3\u52a8\u201d\u3002\u4ea7\u54c1\u901a\u8fc7CC\u6216\u5bf9\u8bdd\u8fd9\u79cd\u6781\u4f4e\u95e8\u69db\u7684\u65b9\u5f0f\u4ecb\u5165\uff0c\u65e8\u5728\u5c06\u7528\u6237\u4ece\u53cd\u590d\u6743\u8861\u3001\u6c9f\u901a\u62c9\u626f\u7684\u201c\u6c89\u9ed8\u8ba1\u7b97\u201d\u4e2d\u89e3\u653e\u51fa\u6765\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u65e9\u671f\u7528\u6237\u5df2\u4f53\u9a8c\u5230\u8fd9\u79cd\u8ba4\u77e5\u8d1f\u8377\u7684\u964d\u4f4e\uff0c\u8fd9\u662f\u4ea7\u54c1\u521d\u6b65\u6210\u529f\u7684\u4fe1\u53f7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u540c\u7b49\u5de8\u5927\u3002\u9996\u5148\uff0c**\u4fe1\u4efb\u662f\u6700\u5927\u95e8\u69db**\u3002\u8ba9AI\u5168\u6743\u4ee3\u7406\u90ae\u4ef6\u6c9f\u901a\uff0c\u6d89\u53ca\u793e\u4ea4\u793c\u4eea\u3001\u5c42\u7ea7\u611f\u77e5\u548c\u5206\u5bf8\u611f\uff0c\u8fd9\u6bd4\u5355\u7eaf\u5904\u7406\u65f6\u95f4\u69fd\u590d\u6742\u5f97\u591a\u3002\u56e2\u961f\u627f\u8ba4\u65e9\u671f\u7248\u672cAI\u50cf\u201c\u8fc7\u5ea6\u70ed\u60c5\u7684\u521d\u7ea7\u52a9\u7406\u201d\uff0c\u6b63\u8bf4\u660e\u4e86\u6253\u78e8\u8fd9\u7c7b\u201c\u793e\u4f1a\u667a\u80fd\u201d\u7684\u96be\u5ea6\u3002\u5176\u6b21\uff0c**\u5176\u6548\u7528\u5b58\u5728\u7f51\u7edc\u6548\u5e94**\u3002\u5f53\u4f1a\u8bae\u591a\u65b9\u90fd\u4f7f\u7528Ting\u65f6\uff0c\u534f\u8c03\u6548\u7387\u4f1a\u5448\u6307\u6570\u7ea7\u63d0\u5347\uff1b\u4f46\u5728\u666e\u53ca\u4e4b\u524d\uff0c\u5b83\u4ecd\u9700\u4e0e\u4eba\u7c7b\u7684\u968f\u673a\u6027\u548c\u6a21\u7cca\u6027\u4f5c\u6597\u4e89\uff0c\u8fd9\u53ef\u80fd\u524a\u5f31\u5176\u5ba3\u79f0\u7684\u81ea\u52a8\u5316\u6548\u80fd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u672a\u6765\u53d6\u51b3\u4e8e\u5176AI\u201c\u76f4\u89c9\u201d\u5b66\u4e60\u7684\u6df1\u5ea6\u4e0e\u53ef\u9760\u6027\u3002\u5b83\u5fc5\u987b\u4ece\u201c\u5b66\u4e60\u7528\u6237\u559c\u6b22\u4e0a\u5348\u8fd8\u662f\u4e0b\u5348\u5f00\u4f1a\u201d\u8fd9\u7c7b\u6a21\u5f0f\uff0c\u8fdb\u5316\u5230\u80fd\u7406\u89e3\u201c\u4e3a\u4f55\u8fd9\u6b21\u4f1a\u8bae\u6bd4\u53e6\u4e00\u6b21\u66f4\u91cd\u8981\u201d\u7684\u4e0a\u4e0b\u6587\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u5c06\u6210\u4e3a\u4e2a\u4eba\u65f6\u95f4\u7684\u771f\u6b63\u4ee3\u7406\uff1b\u5982\u679c\u5931\u8d25\uff0c\u5219\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u9700\u8981\u88ab\u7ba1\u7406\u7684\u81ea\u52a8\u5316\u5de5\u5177\u3002\u56e2\u961f\u9009\u62e9\u5b8c\u5168\u81ea\u4e3b\u800c\u975e\u4eba\u5de5\u4ecb\u5165\uff08HITL\uff09\u7684\u8def\u5f84\uff0c\u52c7\u6c14\u53ef\u5609\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u5bb9\u9519\u7387\u6781\u4f4e\u3002\u8fd9\u6b3e\u4ea7\u54c1\u662f\u4e00\u573a\u5173\u4e8e\u6211\u4eec\u662f\u5426\u613f\u610f\u5c06\u201c\u65f6\u95f4\u5206\u914d\u6743\u201d\u59d4\u6258\u7ed9AI\u7684\u5927\u80c6\u5b9e\u9a8c\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\">Meet-Ting<\/span>\n <\/div>\n<div class=\"comment-content\">Ting gives your schedule a brain, so it can make decisions for you. It\u2019s an AI availability agent that manages your calendar over email and text. You set your goals and preferences, and Ting learns your patterns every time you CC or message it, building AI intuition over time. Delegate Ting to plan meetings with up to five guests, handling booking, rescheduling, pre-call briefs, and no-shows. Each week, Ting proactively checks in to help align your calendar with what you want to achieve.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Managing your calendar is invisible labour. <\/strong>Every request is a silent calculation: who gets your time, who doesn’t, <em>why<\/em>. Dozens of times a day. <em>Exhausting<\/em>. And <strong>no one sees it.<\/strong><\/p>\n<\/p>\n<p>Since launching here six months ago, we’ve been obsessed with one question: <strong>what if your schedule had your brain?<\/strong><\/p>\n<\/p>\n<p>The latest Ting is our answer. An AI <strong>availability agent <\/strong>that <strong>learns what you value<\/strong> by managing your calendar end to end – proactively shaping your week and <strong>handling the full meeting lifecycle<\/strong>: planning, booking, invites, pre-call briefs, even no-show recovery.<\/p>\n<\/p>\n<p>It works where you do: Gmail, Outlook, WhatsApp, soon ChatGPT. As many calendars as your life requires.<\/p>\n<\/p>\n<p>Everything is automating – requests, follow-ups, <strong>persuasion at scale<\/strong>. But we all still run on the same 24-hour clock. Your calendar should keep up without you having to.<\/p>\n<\/p>\n<p>Our vision is simple: <strong>an availability agent for everyone<\/strong>. Because time is relationships, not logistics.<\/p>\n<\/p>\n<p>Product Hunt has been with us since the start. So we’re (re)launching here with love. <strong>Thank you<\/strong>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dbul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbul<\/a> I like the gallery images of this launch! Help me understand if I get the product right… so it doesn’t have its own app, but we can use it in our email, WhatsApp, etc. yes? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dbul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbul<\/a> congrats on the launch. Does this work like a bot or how? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m super interested to learn and discover how Ting adapts its approach based on my stated goals and priorities.<\/p>\n<\/p>\n<p>Love the framing of an “availability agent” which blocks and tackles all these inbound time-sucks, and helps me make space (and prioritize!) the connections, tasks, and serendipities that will actually <a href=\"https:\/\/chrismessina.me\/call-me\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>grow my business<\/strong><\/a>.<\/p>\n<\/p>\n<p>I’ve long been bullish on personal APIs, and I think Ting is taking a compelling and contemporary approach to that opportunity. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Thank you Chris! That’s the idea – as the world automates, our hours in the day don’t, so we want to solve today’s simple pain of how best to spend time + who with, on the way to building something that will be even more special in the future (we hope!). <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Thank you for the support \ud83d\ude4c<\/p>\n<\/p>\n<blockquote>\n<p>I’m super interested to learn and discover how Ting adapts its approach based on my stated goals and priorities.<\/p>\n<\/blockquote>\n<p>Our main way for Ting to learn now is through memory, trying to learn what you like and don’t like (f.ex morning vs afternoon for meetings). And then we use it (almost) everywhere we can. If will take a while to learn, but let us know if you feel the difference in a few weeks \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool Design, guys \ud83d\ude42 Wishing you good luck with the launch \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thank you so much, one of our favourite voices on PH – thanks for all the support and positivity!<\/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>Your color code is so awesome, guys \ud83d\ude42 Wishing you more success with this launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Hello sir, thank you! Ting putting on its best new gear for this one!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thank you! We wanted to make it feel fun \ud83e\udd29<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how does it deal with multiple time zones mentioned in one thread? Does it automatically convert everyone to their local time?<\/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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> It depends. It will share your availability in your time zone but if the a) user or b) guest mentions another timezone it will also provide in that. For example yesterday I was meeting with some in NYC so it flipped my time to ET. It also helps to tell the AI so I’ll often say “Hey, let’s do late afternoon so it’s good for Sarah on the West Coast”. I’m going to post a forum update later with detailed screen shots of all the core flows as a Product Hunt bonus!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> At beginning it defaults to the timezone of who introduced Ting, but at any moment anyone can ask for another timezone and the thread will change to 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using Ting for a bit now and the biggest difference for me is how much less I think about my calendar in general.<\/p>\n<\/p>\n<p>Before, it felt like I was constantly doing tiny bits of admin, figuring out when I’m free, replying to back and forth emails, remembering to follow up, chasing no-shows, etc. Ting takes all that off my plate.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@dbul\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dbul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbul<\/a> built a really amazing product here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danscalco\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danscalco<\/a> Adding this to the ‘comments that made us cry’ hall of fame. Thank you so much for writing this up sir. Appreciate it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dbul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbul<\/a> <a href=\"https:\/\/www.producthunt.com\/@danscalco\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danscalco<\/a> awesome to hear! Sounds like it really made a difference <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@dbul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbul<\/a> <a href=\"https:\/\/www.producthunt.com\/@danscalco\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danscalco<\/a> That\u2019s exactly the part that caught my attention. If it fades into the background and just works, that\u2019s the best outcome<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, Meet-Ting team.<br \/>Love the idea of handling scheduling the way emails actually happen, messy and human. CC-based flow feels super natural. Excited to try this.<\/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\/@priyankamandal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyankamandal<\/a> Thank you so much! That’s the way we like our scheduling, messy, human and always changing. See you in Ting’s inbox!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@priyankamandal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyankamandal<\/a> Thank you! Let us know what you think me and <a href=\"https:\/\/www.producthunt.com\/@dbul\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dbul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbul<\/a> read every single message \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks awesome, good work team \ud83d\udd25<\/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\/@franckfranck\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@franckfranck<\/a> Thank you so much! cc <a href=\"https:\/\/www.producthunt.com\/@marianaprazeres\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"marianaprazeres\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marianaprazeres<\/a> <a href=\"https:\/\/www.producthunt.com\/@iamshazimkhan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"iamshazimkhan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamshazimkhan<\/a> <a href=\"https:\/\/www.producthunt.com\/@harris_fiaz\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"harris_fiaz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harris_fiaz<\/a> <a href=\"https:\/\/www.producthunt.com\/@j_daniel_juhasz\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"j_daniel_juhasz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@j_daniel_juhasz<\/a> + Ting<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@franckfranck\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@franckfranck<\/a> \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool – can Ting coordinate with a 3rd party to learn their availabilities?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Yes exactly. Ting will manage a group to reach consensus about getting together. It’s been quite difficult because multi-player AI isn’t so common, but we’re close to it feeling really good. Lots of replies, direct replies, group reply alls, late messages and different ways of talking about time are fun edge cases. I’m going to do a full tear down with visuals in our forum soon so you can see all the core flows. If everyone uses Ting there’s no need for scheduling it just uses context stored on the network and books, but takes a long time to build that network.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Just wanted to add to <a href=\"https:\/\/www.producthunt.com\/@dbul\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dbul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbul<\/a> that Ting can coordinate both by cc Ting in an existing thread, or if you just ask Ting “book me a call with <a href=\"mailto:a@mail.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">a@mail.com<\/a>, <a href=\"mailto:b@mail.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">b@mail.com<\/a>, etc..” it also knows to go ahead and start an thread itself<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@dbul\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dbul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbul<\/a> and the team, congrats on another PH launch, wishing you guys every success with this. Ting looks like a great problem solver, I will test it over the coming days to see how I get on with 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@umar_lateef\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@umar_lateef<\/a> Legend thank you so much. Keep us posted as founders are important customers given how busy we all are. We’d love to hear how it plays out and what we can do to make it second nature part of your day to day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Trust is the make-or-break factor for an agent that emails on your behalf: what safeguards did you design first (approval modes, tone controls, escalation rules, \u201cwhen to stop following up\u201d), and how do you help users build confidence without micromanaging every message?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> It’s not easy, our earliest users got the worst of Ting because it’s so nuanced, and we’re still fine-tuning. For example, you can tell the difference between an entry level EA and one who is a 20 year veteran and it’s like that with Ting. It started very junior, over-eager on follow ups, no sense of social norms and hierarchy, and is slowly getting better at knowing when to also just not saying anything if dormant in a thread and not needed. We pushed out early and free to drive usage and with that usage learnt a lot. I don’t think we’ll ever stop learning, but we see Ting getting used more and in higher stake contexts like investor intros and job interviews, so we feel we’re on the right path. There’s some similar tech that has HITL in each stage, but our decision to go fully autonomous means we need to work harder and hopefully have patient users!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@dbul\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"dbul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbul<\/a> and team on the launch! I’ve seen firsthand how easy Ting was to work with, from the invitee site — I had to reschedule a meeting with Dan and Ting instantly understood that, suggested alternative timeslots, and sent me a new invite after we confirmed.<\/p>\n<\/p>\n<p>Really excited to see where this goes! (And looking forward to that catch up Dan ^^)<\/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\/@dougli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dougli<\/a> Haha, you’ve been pushing the reschedule flow to the limits, and so far happy to see it working as intended. \ud83d\ude09<\/p>\n<p>Thanks for taking the time to write this and buzzing to catch up soon, and support your launch and success ahead.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@dougli I was just kidding \ud83d\ude04 Reschedulers keep us in business \ud83e\udd23<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big fan of Ting! I\u2019ve been using Ting for about 4 months and was impressed by how quickly I could get started and hand off meeting scheduling. It\u2019s significantly reduced the cognitive load and friction that usually come with coordinating meetings.<\/p>\n<p>The weekly tips are also a nice touch. That gives me a quick pulse on my calendar and makes it easy to spot where I can optimize my time. <\/p>\n<p>It’s also great when multiple people use Ting because Ting can schedule calls faster since the typical back-and-forth isn’t necessary to confirm availability.<\/p>\n<p>Great work Ting team! Excited to see the progress and growth.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jimmyloweryjr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jimmyloweryjr<\/a> Thank you so much Jimmy! And for flagging when we can do things better. Really appreciate you pointing the details out, helping us get better and putting trust in us with your important guests. Simplora x Ting wen? \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jimmyloweryjr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jimmyloweryjr<\/a> Thank you Jimmy! I actually just merged an update for the weekly tip email today \ud83e\udd2b <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Actually wanted to try something like this. Very clean idea!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/Z5XQBRUOAGMQIL\" class=\"app-title\">Meteroid<\/a><\/p>\n<div class=\"one-liner\">Billing platform to launch, test, + scale business models<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">217<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Meteroid\u662f\u4e00\u4e2a\u5f00\u6e90\u3001\u53ef\u81ea\u6258\u7ba1\u7684\u4e00\u4f53\u5316\u8ba1\u8d39\u4e0e\u53d8\u73b0\u5e73\u53f0\uff0c\u5e2e\u52a9\u65e9\u671f\u548c\u6210\u957f\u578b\u56e2\u961f\u5feb\u901f\u90e8\u7f72\u3001\u6d4b\u8bd5\u548c\u6269\u5c55\u590d\u6742\u7684\u5546\u4e1a\u6a21\u5f0f\uff08\u5982\u7528\u91cf\u8ba1\u8d39\u3001\u8ba2\u9605\u3001\u6df7\u5408\u5b9a\u4ef7\uff09\uff0c\u89e3\u51b3\u4f20\u7edf\u65b9\u6848\u56e0\u5c01\u95ed\u3001\u6602\u8d35\u548c\u50f5\u5316\u800c\u5bfc\u81f4\u7684\u5b9a\u4ef7\u5b9e\u9a8c\u5468\u671f\u957f\u3001\u5de5\u7a0b\u8d1f\u62c5\u91cd\u3001\u6570\u636e\u5b64\u5c9b\u7b49\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9527171f-1833-484b-ac3e-87eab5116ab5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dd6ddc3c-2ef0-4521-a6fc-abae4a029be0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b403afc-0879-44b0-8aa6-d70d56915b30.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c650024-e302-4c05-8f8f-c8f8afe4434d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98ea9873-d04a-4f82-8a75-910a2c54354e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53bbaac3-7a40-44c7-9968-cc7ade3ad183.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dab77b0b-cb2a-4477-9e24-7c517a75bb53.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\/ed453ff2-ea0b-4329-8403-ce6e7c2779d8.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=mV7YQAlZ1TA\"><source src=\"https:\/\/www.youtube.com\/watch?v=mV7YQAlZ1TA\" 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\">GitHub<\/span><br \/>\n <span class=\"tag\">Finance<\/span><br \/>\n <span class=\"tag\">Operations<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u8ba1\u8d39\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u53d8\u73b0\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u7528\u91cf\u8ba1\u8d39<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u62a5\u4ef7\u5f00\u7968<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u53ef\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u53cb\u597d<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\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>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u8ba1\u8d39\u590d\u6742\u6027\u7684\u613f\u666f\uff0c\u5e76\u8be2\u95ee\u6280\u672f\u7ec6\u8282\uff08\u5982\u9ad8\u9891\u7387\u4e8b\u4ef6\u5904\u7406\u3001\u53bb\u91cd\u673a\u5236\u3001\u8ba2\u9605\u8ba1\u5212\u652f\u6301\uff09\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u4e0e\u7ade\u54c1\u7684\u5dee\u5f02\u3001\u5f00\u6e90\u6a21\u5f0f\u4e0b\u7684\u53ef\u9760\u6027\u4e0e\u652f\u6301\u3001\u5bf9\u590d\u6742\u5b9a\u4ef7\u573a\u666f\uff08\u5982\u6536\u5165\u786e\u8ba4\uff09\u7684\u8986\u76d6\u80fd\u529b\u3002\u5f00\u53d1\u8005\u5bf9\u5176\u6280\u672f\u6808\uff08Rust, Kafka, ClickHouse\uff09\u548c\u7075\u6d3b\u6027\u8868\u793a\u8d5e\u8d4f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Meteroid\u7684\u950b\u8292\u5e76\u975e\u7b80\u5355\u5730\u201c\u518d\u9020\u4e00\u4e2aStripe\u201d\uff0c\u800c\u662f\u76f4\u6307\u73b0\u4ee3SaaS\u8ba1\u8d39\u4f53\u7cfb\u7684\u6df1\u5c42\u6096\u8bba\uff1a\u5b9a\u4ef7\u4f5c\u4e3a\u6838\u5fc3\u589e\u957f\u6760\u6746\uff0c\u5176\u57fa\u7840\u8bbe\u65bd\u5374\u5f80\u5f80\u5c01\u95ed\u3001\u50f5\u5316\u4e14\u4e0e\u4e1a\u52a1\u6f14\u8fdb\u8131\u8282\u3002\u5b83\u796d\u51fa\u201c\u5f00\u6e90\u201d\u4e0e\u201c\u4e00\u4f53\u5316\u201d\u4e24\u628a\u5229\u5203\uff0c\u8bd5\u56fe\u98a0\u8986\u884c\u4e1a\u60ef\u4f8b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u8ba1\u8d39\u201d\u4ece\u88ab\u52a8\u6267\u884c\u7684\u8d22\u52a1\u540e\u7aef\uff0c\u91cd\u6784\u4e3a\u53ef\u4e3b\u52a8\u7f16\u7a0b\u7684\u201c\u4e1a\u52a1\u6a21\u578b\u5f15\u64ce\u201d\u3002\u901a\u8fc7\u6574\u5408\u4ea7\u54c1\u76ee\u5f55\u3001\u7528\u91cf\u8ba1\u91cf\u3001\u62a5\u4ef7\u3001\u5f00\u7968\u4e0eBI\uff0c\u5b83\u65e8\u5728\u6210\u4e3a\u8de8\u9500\u552e\u3001\u8d22\u52a1\u3001\u4ea7\u54c1\u56e2\u961f\u7684\u552f\u4e00\u53ef\u4fe1\u6570\u636e\u6e90\uff0c\u4ece\u800c\u7ec8\u7ed3\u5b9a\u4ef7\u903b\u8f91\u6563\u843d\u4e8eExcel\u4e0e\u7ef4\u57fa\u7684\u6df7\u6c8c\u72b6\u6001\u3002\u6280\u672f\u6808\u9009\u62e9\uff08Rust, Kafka, ClickHouse\uff09\u5f70\u663e\u4e86\u5176\u5bf9\u9ad8\u541e\u5410\u3001\u5b9e\u65f6\u6027\u4e0e\u53ef\u6269\u5c55\u6027\u7684\u4e25\u8083\u627f\u8bfa\uff0c\u5e76\u975e\u6280\u672f\u70ab\u6280\uff0c\u800c\u662f\u4e3a\u5176\u201c\u8ba9\u65e9\u671f\u56e2\u961f\u62e5\u6709\u89c4\u6a21\u5316\u80fd\u529b\u201d\u7684\u5ba3\u8a00\u5960\u57fa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u5f00\u6e90\u6a21\u5f0f\u867d\u80fd\u5feb\u901f\u5438\u5f15\u5f00\u53d1\u8005\u5e76\u5efa\u7acb\u4fe1\u4efb\uff0c\u4f46\u5982\u4f55\u6784\u5efa\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\uff1f\u5176\u63d0\u51fa\u7684\u201c\u8d5e\u52a9\u5f00\u53d1\u201d\u5feb\u901f\u901a\u9053\uff0c\u5b9e\u5219\u662f\u5e73\u8861\u793e\u533a\u6c11\u4e3b\u4e0e\u5546\u4e1a\u7d27\u6025\u9700\u6c42\u7684\u7cbe\u5999\u5c1d\u8bd5\uff0c\u4f46\u957f\u671f\u8fd0\u8425\u4e2d\uff0c\u670d\u52a1\u5206\u7ea7\u3001SLA\u4fdd\u969c\u4e0e\u6838\u5fc3\u5f00\u6e90\u8def\u7ebf\u56fe\u7684\u5e73\u8861\u5c06\u9762\u4e34\u6301\u7eed\u8003\u9a8c\u3002\u6b64\u5916\uff0c\u5e73\u53f0\u91ce\u5fc3\u5de8\u5927\uff0c\u4ece\u5b9e\u65f6\u8ba1\u91cf\u5230\u8d22\u52a1\u5206\u6790\uff0c\u5176\u80fd\u5426\u5728\u4fdd\u6301\u6838\u5fc3\u7b80\u6d01\u7684\u540c\u65f6\uff0c\u6ee1\u8db3\u4f01\u4e1a\u7ea7\u5ba2\u6237\u5bf9GAAP\u5408\u89c4\u3001\u5ba1\u8ba1\u8ffd\u6eaf\u7b49\u6df1\u6c34\u533a\u9700\u6c42\uff0c\u4ecd\u9700\u89c2\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cMeteroid\u552e\u5356\u7684\u4e0d\u662f\u529f\u80fd\uff0c\u800c\u662f\u201c\u5b9a\u4ef7\u81ea\u7531\u201d\u3002\u5b83\u8d4c\u5b9a\u7684\u662f\u4e0b\u4e00\u4ee3\u8f6f\u4ef6\u516c\u53f8\u4f1a\u5c06\u5546\u4e1a\u6a21\u578b\u7684\u5feb\u901f\u8fed\u4ee3\u89c6\u4e3a\u6838\u5fc3\u7ade\u4e89\u529b\uff0c\u5e76\u613f\u610f\u4e3a\u6b64\u6295\u8d44\u4e00\u4e2a\u4e2d\u7acb\u3001\u900f\u660e\u4e14\u5f3a\u5927\u7684\u5e95\u5c42\u5f15\u64ce\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u68c0\u9a8c\u201c\u5f00\u6e90\u201d\u5728\u6781\u5ea6\u91cd\u89c6\u53ef\u9760\u6027\u4e0e\u5408\u89c4\u6027\u7684B2B\u91d1\u878d\u57fa\u7840\u8bbe\u65bd\u9886\u57df\uff0c\u7a76\u7adf\u80fd\u8d70\u591a\u8fdc\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\">Meteroid<\/span>\n <\/div>\n<div class=\"comment-content\">Meteroid is a monetization platform built so early-stage teams can ship like they’re already at scale: \u2705 One engine for subscriptions, usage-based pricing, quote-to-cash, invoicing and business intelligence \u2705 Support any Go-to-Market motion \u2705 Open-source (not open core) and extendable. Self-host it or let us run it. Either way, it\u2019s yours. \ud83d\ude80<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Makers! \ud83d\udc4b<\/p>\n<p>I’m Donatien, maker of Meteroid, along with Gaspard and Teake. We\u2019re excited to finally share what we\u2019ve been building in the open.<\/p>\n<p>\u2022 <strong>Why another billing tool?<\/strong><br \/>Honestly, we were frustrated. The billing space has exploded, but the pattern is always the same: powerful features are gated behind “talk to sales” banners and 5-figures contracts. Early-stage teams are left with duct-taped Stripe setups or rigid systems that can\u2019t evolve.<\/p>\n<p>We wanted to flip that. <strong>Meteroid is built on a simple philosophy<\/strong>: Advanced billing capabilities should be accessible from day one (not something you “graduate” into at Series B).<\/p>\n<p>\u2022 <strong>What we’re building:<\/strong><br \/>\ud83d\udd13 <strong>Open Source<\/strong>: A monetization platform you can inspect, extend, and self-host (check our repo).<br \/><em>For the devs: We are built with Rust, React, Postgres, Clickhouse and Kafka <\/em>\ud83e\udd80<\/p>\n<p>\u2699\ufe0f <strong>All-in-One<\/strong>: Usage metering, plans management, quotes, and invoicing in one hub.<\/p>\n<p>\ud83d\udcb0 <strong>Full Flexibility<\/strong>: Usage-based, hybrid, subscriptions, grandfathering, and custom deals.<\/p>\n<p>\ud83d\udcca <strong>Data-Driven<\/strong>: Next steps focused on churn signals and upsell triggers, not just invoices.<\/p>\n<p>\ud83e\udd1d <strong>Community-Led Roadmap (with a Fast Lane)<\/strong>: We build in the open and prioritize features based on the feedbacks of our 900+ community members. But we know business needs can’t always wait. <strong>Need a feature yesterday<\/strong>? We fully support <strong>Sponsored Development<\/strong>. You can fast-track critical integrations or features by sponsoring them, getting exactly what you need while contributing back to the open-source.<\/p>\n<p>We’d love your support on this launch and your honest feedback. Whether it’s feature requests, deep technical questions, or even a friendly roast, we’re here for it! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ddu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ddu<\/a> Congrats on the launch! How does it differ from products like <a href=\"https:\/\/www.producthunt.com\/products\/dodo-payments\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"dodo-payments\" target=\"_blank\" rel=\"noopener\">@Dodo Payments<\/a> or similar? <\/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>Hey everyone! I’m Gaspard, co-founder and engineer at Meteroid \ud83d\udc4b<\/p>\n<p>I’ve been in the data-driven billing trenches for years and got tired of watching teams rebuild the same infrastructure over and over. So we built what we wished existed, a flexible platform, open-source, and actually enjoyable to use and work on.<\/p>\n<p>Happy to chat about the tech stack (Rust, Kafka, Clickhouse), scaling, architecture decisions, self-hosting or anything else. Ask away!<\/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\/@gaspard_bn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gaspard_bn<\/a> Impressive vision! Building scalable, open-source billing infrastructure in Rust is a compelling answer to a real pain point. The focus on developer experience and flexibility, from Kafka to self-hosting options, makes Meteroid stand out. Excited to see how the project evolves. Best of luck.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So you\u2019re telling me I don\u2019t need a PhD in Stripe webhooks anymore? I\u2019m listening \ud83d\ude00<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> That’s right \ud83d\ude04 We’re abstracting out the payment provider complexity. We’ve started with Stripe, but are working on adding cheaper and local alternatives ! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Monetization is indeed complex to handle. We built Meteroid to make it easy. <a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> forget about your PhD! \ud83d\ude09 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Really impressed by the vision here. We often see a gap between how GTM teams want to price and what engineering can actually support.<br \/>\nUpvoted for the mission to make advanced monetization accessible to everyone!<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> thanks a lot for your support! <\/p>\n<p>You’ve put the finger on a massive pain point. That gap between GTM strategy and engineering capacity is exactly what turns pricing experiments into months-long projects.<\/p>\n<p>I’m glad the mission resonates with you. Making advanced monetization accessible to everyone (not just big SaaS) is what keeps us pushing every day! \ud83d\ude09 We truly think that advanced monetization capabilities are a must-have from day 1 and not a luxury you can only afford at Serie B. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Spot on! Thanks a lot, really appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The struggles sound very familiar. I\u2019ve worked on a pricing project that took months to get even close to right, largely because the billing architecture itself was fundamentally broken. Everything lived in Excel spreadsheets, scattered across internal wikis, with outdated pricing details and highly complex logic. With over 100 options influencing the final price a client sees, pricing was AND is difficult to understand for both customers and internal teams. Spoiler alert: we\u2019re still not there yet, which is exactly why this billing platform be a very interesting product to explore!<\/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\/@jasminiii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jasminiii<\/a> your story is exactly why we built Meteroid!<\/p>\n<p>What you described\u2014pricing living in Excel and outdated wikis\u2014is the reality for so many SaaS companies. The fundamental problem is that pricing data is usually scattered among many teams (Sales, RevOps, Finance, Product) creating massive <strong>data silos<\/strong>.<\/p>\n<p>Meteroid acts as the single <strong>source of truth <\/strong>by managing the entire <strong>Product Catalog<\/strong> in one place. By unifying metering, billing, invoicing and quoting we break those data silos and ensure that what Sales quotes is exactly what Finance invoices and what the Product actually delivers.<\/p>\n<p>Beyond the internal efficiency, this is also about <strong>Customer Confidence<\/strong>. When pricing is a “black box”, too complex to explain or source of mistakes, trust vanishes. Having a clear, automated system brings that transparency back to the client (ultimately reducing churn).<\/p>\n<p>We\u2019d love to help you get “there” and finally retire those spreadsheets! Good luck with your ongoing project! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks<a href=\"https:\/\/www.producthunt.com\/@jasminiii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jasminiii<\/a>! This is exactly the type of scenario we\u2019ve experienced ourselves and had in mind when building <a href=\"https:\/\/www.producthunt.com\/products\/meteroid-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"meteroid-2\" target=\"_blank\" rel=\"noopener\">@Meteroid<\/a>. Appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool. I am now working on some payment stuff. Tho a little bit different things (like merchants, ISO, PSP etc.) So definitelly will have a look at it \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Great to hear ! Always happy to share experience and feedback if you wanna chat ! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thanks <a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> for your comment! Always happy to chat if you face billing issues \ud83d\ude09 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks<a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a>! Appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For usage-based pricing, how does Meteroid handle high-frequency events?<\/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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> Hey Xiang ! We ingest at scale in Kafka for buffering, then batch ingest into Clickhouse for aggregation and query ! This allows us to easily handle burst and scale to millions of events (while still being self-hostable on modest hardware for self-hosting, depending on the kafka distribution you use)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey all! I\u2019m Teake, co-founder at Meteroid \ud83d\udc4b<\/p>\n<p>I\u2019m on the product\/design side, and I\u2019ve spent way too much time dealing with billing systems that were built for one very specific case and then left untouched. They work fine as long as nothing changes. But the moment you want to tweak pricing or try something new, the whole thing becomes fragile overnight.<\/p>\n<p>We built Meteroid because billing shouldn\u2019t be a black box. It should be flexible by default, so teams can experiment and iterate without breaking things.<\/p>\n<p>Happy to chat product & design!<\/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\">Open-source and self-hosting are powerful but raise trust and operational questions: how do you think about supportability and reliability (e.g., \u201cwho do I call at 2am\u201d), and what\u2019s your long-term model for balancing community-led roadmap with business-critical, time-sensitive needs?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> thanks for your question. <\/p>\n<p>We offer different plans with varying levels of service (community support, email support, dedicated account manager, SLA to handle the “2am call”…) depending on users’ needs. <\/p>\n<p>Regarding our roadmap, we fully support Sponsored Developments. You can fast-track critical integrations or features by sponsoring them. This ensures you get exactly what you need on your timeline while contributing back to the open-source ecosystem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Meteroid being <strong>fully OSS (not open-core)<\/strong> + the <strong>Kafka \u2192 ClickHouse<\/strong> metering pipeline is a strong \u201cship pricing like you\u2019re at scale\u201d stance. How are you ensuring <strong>exactly-once \/ idempotent<\/strong> usage ingestion so retries don\u2019t double-bill (event IDs, dedupe windows, replay)? We dealt with similar at scale and \u201clate events + corrections\u201d was the constant headache. Any plans for <strong>native revenue recognition + proration audits<\/strong> out of the box? \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> Hi Ryan ! We’re using an idempotency key (event ID) to deduplicate, both via a specific Clickhouse table construct (eventual dedup) and at query time to guaranty true exactly-once processing. It’s a bit more costly and we’ll evaluate alternatives to do more within Kafka, but at our scale it works perfectly. We do support late events as long as they stay within the current period + grace period (once finalized you enter the credit note category).<br \/>Regarding audit, invoices do keep a copy of all the data used to compute them, we don’t expose proration audit info though, if needed we can.<br \/>Regarding the revenue recognition, our goal throughout the year is to build a complete data-driven decision platform for finance and sales, through advanced and realtime analytics. We do not plan at this point GAAP\/IFRS-compliant deferred revenue accounting though (but we can integrate with accounting softwares that do).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch guys! Really useful one, especially for small teams like my stage now. Best of luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@th_calafatidis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@th_calafatidis<\/a> Thanks Theodore, appreciate the support \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice! Are you planning on supporting subscription schedules as well? Side-note, this page in your docs is 404ing: <a href=\"https:\/\/docs.meteroid.com\/subscriptions\/what-is-a-subscription\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.meteroid.com\/subscriptions\/what-is-a-subscription<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jared_scheel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_scheel<\/a> Hey Jared ! Subscription phases is not there yet but it’s definitely on the roadmap. If you have a specific use case for schedules let us know, we prioritize based on the community feedback ! <br \/>Thanks for the report, we’ll look into it ! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks<a href=\"https:\/\/www.producthunt.com\/@jared_scheel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_scheel<\/a>! We currently support controlling the timing and lifecycle of subscriptions. Full-on phasing isn\u2019t live yet, but is indeed definitely on the roadmap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/RJGRDKGG3JU523\" class=\"app-title\">AI Chrome Extension Builder<\/a><\/p>\n<div class=\"one-liner\">Build Chrome Extensions by Talking to AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">211<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u8fd9\u662f\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u5f0fAI\uff0c\u5e2e\u52a9\u65e0\u7f16\u7a0b\u7ecf\u9a8c\u7684\u7528\u6237\u81ea\u52a8\u5b8c\u6210\u4ece\u8bbe\u8ba1\u3001\u7f16\u7801\u5230\u9690\u79c1\u653f\u7b56\u548c\u5546\u5e97\u4e0a\u67b6\u5168\u6d41\u7a0b\u7684Chrome\u6269\u5c55\u5f00\u53d1\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u666e\u901a\u4eba\u5feb\u901f\u521b\u5efa\u4e2a\u6027\u5316\u6d4f\u89c8\u5668\u6269\u5c55\u7684\u96be\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44353b32-64ba-46c3-aaa3-e23c3c6bd53a.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/96e86657-3876-422a-bb60-e1ecf9ebc4d8.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d97afee5-ace1-4a77-a40d-eb379ce50115.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4845ae33-1a2d-4a96-9061-70ca3af1d484.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef84d0ee-2aa3-4225-ad49-dfd05aad4529.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\/802a7a26-e681-4dbd-bb83-930e5684e2df.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=vzmfcM4vy94\"><source src=\"https:\/\/www.youtube.com\/watch?v=vzmfcM4vy94\" 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\">Browser Extensions<\/span><br \/>\n <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4f4e\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55\u751f\u6210\u5668<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5316AI<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u7528\u5bf9\u8bdd\u6784\u5efa\u6269\u5c55\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u4f46\u5b58\u5728\u7591\u95ee\uff1a\u4e3b\u9875\u5bf9\u6269\u5c55\u529f\u80fd\u5c55\u793a\u4e0d\u8db3\uff1b\u8bd5\u7528\u524d\u5373\u8981\u6c42\u5347\u7ea7\uff0c\u5b9a\u4ef7\u6a21\u5f0f\uff08\u79ef\u5206\uff09\u4e0d\u6e05\u6670\uff1b\u5bf9\u751f\u6210\u6269\u5c55\u7684\u5b89\u5168\u6027\u3001\u6743\u9650\u5ba1\u67e5\u548c\u8de8\u6d4f\u89c8\u5668\u517c\u5bb9\u6027\u8868\u793a\u5173\u5207\uff1b\u671f\u5f85\u770b\u5230\u66f4\u591a\u5b9e\u9645\u6784\u5efa\u6848\u4f8b\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 \u201cShipper Extensions\u201d\u5c06AI\u5e94\u7528\u6784\u5efa\u5668\u7684\u6218\u706b\u5f15\u5411\u4e86\u6d4f\u89c8\u5668\u6269\u5c55\u8fd9\u4e00\u66f4\u5782\u76f4\u3001\u66f4\u6613\u5206\u53d1\u7684\u573a\u666f\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u5168\u6d41\u7a0b\u201d\u81ea\u52a8\u5316\u662f\u6700\u5927\u5356\u70b9\u3002\u5b83\u8bd5\u56fe\u62bd\u8c61\u6389\u7684\u4e0d\u4ec5\u662f\u4ee3\u7801\uff0c\u66f4\u662f\u6574\u4e2aChrome\u751f\u6001\u7684\u7e41\u7410\u77e5\u8bc6\uff08API\u3001\u6e05\u5355\u6587\u4ef6\u3001\u5546\u5e97\u653f\u7b56\uff09\uff0c\u8fd9\u76f4\u51fb\u4e86\u90a3\u4e9b\u6709\u60f3\u6cd5\u4f46\u88ab\u6280\u672f\u6808\u529d\u9000\u7684\u6f5c\u5728\u521b\u9020\u8005\u7684\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u9c9c\u627f\u8bfa\u4e4b\u4e0b\u6697\u85cf\u7901\u77f3\u3002\u9996\u5148\uff0c**\u201c\u5b8c\u6574\u201d\u4e0e\u201c\u53ef\u9760\u201d\u4e4b\u95f4\u5b58\u5728\u9e3f\u6c9f**\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5b89\u5168\u6027\u3001\u6743\u9650\u5ba1\u67e5\u548c\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u90e8\u7f72\u95ee\u9898\u7684\u62c5\u5fe7\u975e\u5e38\u5173\u952e\u3002AI\u751f\u6210\u7684\u4ee3\u7801\u662f\u5426\u5b89\u5168\u3001\u9ad8\u6548\uff1f\u5176\u81ea\u52a8\u914d\u7f6e\u7684\u6743\u9650\u662f\u5426\u6700\u5c0f\u5316\uff1f\u8fd9\u4e9b\u5173\u4e4e\u7528\u6237\u4fe1\u4efb\u7684\u6838\u5fc3\u95ee\u9898\uff0c\u4ea7\u54c1\u4ecb\u7ecd\u8bed\u7109\u4e0d\u8be6\u3002\u5176\u6b21\uff0c**\u5546\u4e1a\u6a21\u5f0f\u4e0e\u7528\u6237\u4f53\u9a8c\u5b58\u5728\u77db\u76fe**\u3002\u5728\u7528\u6237\u672a\u4f53\u9a8c\u6838\u5fc3\u4ef7\u503c\u524d\u5c31\u5f39\u51fa\u5347\u7ea7\u4ed8\u8d39\uff0c\u4f1a\u4e25\u91cd\u963b\u788d\u8f6c\u5316\u3002\u5176\u201c\u79ef\u5206\u201d\u5236\u82e5\u4e0e\u63d0\u793a\u8bcd\u590d\u6742\u5ea6\u6302\u94a9\uff0c\u5219\u610f\u5473\u7740\u7528\u6237\u6210\u672c\u4e0d\u53ef\u9884\u6d4b\uff0c\u8fd9\u4e0e\u201c\u7b80\u5355\u63cf\u8ff0\u5373\u53ef\u201d\u7684\u521d\u8877\u80cc\u9053\u800c\u9a70\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u662f\u201cAI\u4f5c\u4e3a\u526f\u9a7e\u9a76\u201d\u5411\u201cAI\u4f5c\u4e3a\u81ea\u52a8\u9a7e\u9a76\u201d\u7684\u4e00\u6b21\u6fc0\u8fdb\u5c1d\u8bd5\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u66ff\u4ee3\u8d44\u6df1\u5f00\u53d1\u8005\uff08\u590d\u6742\u3001\u9ad8\u6027\u80fd\u6269\u5c55\u4ecd\u9700\u4eba\u5de5\uff09\uff0c\u800c\u5728\u4e8e**\u5c06\u6d4f\u89c8\u5668\u6269\u5c55\u4ece\u4e00\u4e2a\u201c\u5f00\u53d1\u9879\u76ee\u201d\u964d\u7ef4\u6210\u4e00\u4e2a\u201c\u521b\u610f\u63cf\u8ff0\u201d\u4efb\u52a1**\uff0c\u6781\u5927\u5730\u964d\u4f4e\u4e86\u521b\u65b0\u95e8\u69db\u3002\u4f46\u5b83\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5176AI\u5728\u5782\u76f4\u9886\u57df\u7684\u6df1\u5ea6\u7406\u89e3\u80fd\u5426\u7ecf\u5f97\u8d77\u771f\u5b9e\u573a\u666f\u7684\u8003\u9a8c\uff0c\u4ee5\u53ca\u5176\u5546\u4e1a\u8bbe\u8ba1\u662f\u5426\u4e0e\u7528\u6237\u7684\u4ef7\u503c\u83b7\u53d6\u8fc7\u7a0b\u540c\u9891\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u9177\u70ab\u7684\u3001\u4f46\u53ea\u80fd\u751f\u6210\u73a9\u5177\u7ea7\u6269\u5c55\u7684\u6f14\u793a\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\">AI Chrome Extension Builder<\/span>\n <\/div>\n<div class=\"comment-content\">Prompt AI to build complete Chrome Extensions. Give instructions in plain English and AI designs, codes, writes your privacy policy and creates a Chrome Web Store listing for you. Anyone can become an extension developer without knowing how to code.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi PH, cofounder of Shipper here. Very happy to announce Shipper as the 1st complete AI extension builder!!<\/p>\n<\/p>\n<p>tl;dr: Imagine if building browser extensions didn\u2019t require knowing JavaScript, Chrome APIs, or config files. You just describe the extension you want, and it exists. That\u2019s Shipper Extensions.<\/p>\n<\/p>\n<p>With Shipper Extensions, you can:<\/p>\n<ul>\n<li>\n<p>Build any browser extension you can think of<\/p>\n<\/li>\n<li>\n<p>Recreate or customize existing extensions<\/p>\n<\/li>\n<li>\n<p>Launch your own tools instead of paying for someone else\u2019s<\/p>\n<\/li>\n<li>\n<p>Customize behavior and UI as much as you want<\/p>\n<\/li>\n<li>\n<p>Ship once and have it work across all Chromium-based browsers (Chrome, Atlas, Comet, Edge, Brave, Arc, Opera, Vivaldi, etc)<\/p>\n<\/li>\n<\/ul>\n<p>We also handle the annoying parts for you: Auto-generated privacy policy, pre-written Chrome Web Store listing text, and a packaging and publishing flow that works without touching config files.<\/p>\n<\/p>\n<p>A bunch of people in our community have already been using this internally and building surprisingly real extensions, so we\u2019re excited to finally share it publicly and see what you all build with it \ud83d\ude3a \ud83d\ude3a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey Ankit, good hunt! \ud83d\ude42 <a href=\"https:\/\/www.producthunt.com\/@saaswarrior\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"saaswarrior\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saaswarrior<\/a> <\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@chddaniel\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chddaniel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chddaniel<\/a> <a href=\"https:\/\/www.producthunt.com\/@chhddavid\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chhddavid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chhddavid<\/a> (r\/SaaS mods crushing it on Product Hunt \ud83d\ude0a). Nice to see you here! <\/p>\n<p>Quick questions:<\/p>\n<ul>\n<li>\n<p>The landing page mentions no browser extension or extension templates. Do you have a landing page for extensions on the website? <\/p>\n<\/li>\n<li>\n<p>I loved the demo, but trying the product prompted an upgrade without any trial credits. Is that intentional?<\/p>\n<\/li>\n<li>\n<p>How do credits work? Each prompt is certain number of credits? <\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chhddavid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chhddavid<\/a> This is a wild unlock. As someone who lives in Chrome extension land, my biggest worry is the last 20%: permissions, store review, and \u201cit works on my machine\u201d bugs. How do you keep generated extensions safe and reviewable – is there a clear diff \/ permission explanation before it ships?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 to the makers on the launch! Turning plain-English prompts into fully functional Chrome Extensions \u2014 from design and code to privacy policy and Chrome Web Store listing \u2014 is a powerful idea.<\/p>\n<p>Best wishes for a successful launch and wide adoption. \ud83d\ude0d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saaswarrior\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saaswarrior<\/a> Cheers Ankit, we’re very happy to have you here \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I’m a bit confused by the homepage, I don’t see much of a focus on browser extensions there. Is that something new you’re exploring? I think the browser extensions play is compelling, since there’s no real deployment process. Extensions could just immediately be installed and available\/useful to the end user. Would it be a “one install -> many extensions” approach or does the user have to install multiple extensions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wilco_kruijer1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wilco_kruijer1<\/a> Hey, thank you! Extensions are new, we haven’t designed our home page around them yet. This is a new feature as part of the AI app builder (see previous launches).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 to build chrome extensions easily. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ramitkoul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ramitkoul<\/a> Thank you Ramit!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">What was the exact moment or workflow where you felt \u201cbuilding an extension shouldn\u2019t require becoming an extension developer,\u201d and what evidence convinced you this wasn\u2019t just your pain (e.g., how many attempts, conversations, or failed builds did you see before committing)?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> We already solved building apps from simple prompts, and we thought “What’s the next level?” – that’s how extensions came to mind.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool – I like the idea of more targetted\/focused ai app builders – can you share some chrome extensions built using this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Hey hey! The feature was just released days ago, we’re still collecting a few extensions to create a “hub” of templates, or examples if you may.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">And then, what happens?<\/p>\n<p>1. What do I do by creating an extension?<br \/>\n2. Tons of AI coding agents can do this better.<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rahijamil\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahijamil<\/a> Hey, thanks for showing interest!<\/p>\n<ol>\n<li>\n<p>Hmm, not sure I got the question right, so let me know if this doesn’t answer right – you create an extension by sending a prompt to the AI, and you then use as you wish. That’s the fun part, it’s up to you how you use it \ud83d\ude42<\/p>\n<\/li>\n<li>\n<p>Have you tired Shipper yet? I’m sure you’ll enjoy how well Shipper handles extensions – we believe we’re the first AI app builder dedicated and optimized for extensions in the full sense of the word<\/p>\n<\/li>\n<\/ol>\n<p>Happy to clarify anything else!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/LE5G2R7PWKKHTG\" class=\"app-title\">The Prompting Company<\/a><\/p>\n<div class=\"one-liner\">SEO is dead. Be the product cited by ChatGPT.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">203<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u4f18\u5316\u4ea7\u54c1\u5728AI\u6a21\u578b\uff08\u5982ChatGPT\uff09\u56de\u7b54\u4e2d\u7684\u63a8\u8350\u53ef\u89c1\u6027\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5728AI\u4f18\u5148\u7684\u51b3\u7b56\u573a\u666f\u4e2d\u83b7\u53d6\u5ba2\u6237\u7684\u65b0\u578b\u8425\u9500\u5e73\u53f0\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/49391a15-0aac-4181-bc8e-ca0f266b0614.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/927c3938-566b-4fe1-82d7-5c748af79595.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7affb9f7-b92c-4572-ba62-d9e06a4944c0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/046077b7-c889-45d0-923e-8db420bb1909.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ad4907f-d49f-4c31-bafa-219e92cfebfc.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\/e2ce2b9a-cdf2-465d-91f0-46d5fa54491c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/beHVuHSGymg\"><source src=\"https:\/\/youtu.be\/beHVuHSGymg\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u63a8\u8350\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">AI\u65f6\u4ee3\u8425\u9500<\/span><br \/>\n <span class=\"tag\">SEO\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">LLM\u53ef\u89c1\u6027<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5b9a\u4f4d<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7b56\u7565<\/span><br \/>\n <span class=\"tag\">B2B\u589e\u957f\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3AI\u65f6\u4ee3\u6d41\u91cf\u83b7\u53d6\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u4f46\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\uff1a\u4e0e\u7ade\u54c1\uff08\u5982AthenaHQ\uff09\u7684\u5dee\u5f02\u5316\u3001\u6280\u672f\u539f\u7406\uff08\u5982\u4f55\u8861\u91cf\u548c\u4f18\u5316\uff09\u3001\u5bf9AI\u5e7b\u89c9\u7684\u5e94\u5bf9\u7b56\u7565\uff0c\u4ee5\u53ca\u4e0e\u4f20\u7edfSEO\u7684\u5bf9\u6bd4\u3002\u90e8\u5206\u7528\u6237\u8ba4\u4e3aSEO\u672a\u6b7b\uff0c\u53ea\u662f\u5f62\u5f0f\u6539\u53d8\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 \u201cSEO\u5df2\u6b7b\u201d\u7684\u6807\u8bed\u662f\u5178\u578b\u7684\u98a0\u8986\u5f0f\u8425\u9500\u8bdd\u672f\uff0c\u65e8\u5728\u5236\u9020\u7126\u8651\u5e76\u5ba3\u544a\u65b0\u8d5b\u9053\u7684\u8bde\u751f\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u6740\u6b7b\u201dSEO\uff0c\u800c\u5728\u4e8e\u654f\u9510\u5730\u6355\u6349\u5230\u4e00\u4e2a\u8303\u5f0f\u8f6c\u79fb\uff1a\u7528\u6237\u7684\u51b3\u7b56\u5165\u53e3\u6b63\u4ece\u4e3b\u52a8\u641c\u7d22\uff08Google\uff09\u8f6c\u5411\u4ea4\u4e92\u5f0f\u95ee\u7b54\uff08AI\uff09\u3002\u4f20\u7edfSEO\u4f18\u5316\u7684\u662f\u9759\u6001\u7f51\u9875\u4e0e\u56fa\u5b9a\u5173\u952e\u8bcd\u7684\u5173\u7cfb\uff0c\u800c\u8be5\u4ea7\u54c1\u8bd5\u56fe\u4f18\u5316\u7684\u662f\u4ea7\u54c1\u4fe1\u606f\u5728LLM\u52a8\u6001\u63a8\u7406\u903b\u8f91\u4e2d\u7684\u201c\u5d4c\u5165\u6df1\u5ea6\u201d\u4e0e\u201c\u63a8\u8350\u4f18\u5148\u7ea7\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u7684\u6838\u5fc3\u6311\u6218\u4e0e\u673a\u9047\u5e76\u5b58\u3002\u673a\u9047\u5728\u4e8e\uff0c\u5b83\u7784\u51c6\u4e86\u4e00\u4e2a\u89c4\u5219\u5c1a\u672a\u56fa\u5316\u7684\u84dd\u6d77\u5e02\u573a\uff0c\u901a\u8fc7\u5206\u6790\u6a21\u578b\u56de\u7b54\u7684\u89c4\u5f8b\uff08\u5982\u4f7f\u7528\u573a\u666f\u63cf\u8ff0\u3001\u5bf9\u6bd4\u63aa\u8f9e\u3001\u4e0d\u786e\u5b9a\u6027\u8868\u8fbe\uff09\uff0c\u4e3a\u5ba2\u6237\u63d0\u4f9b\u4f18\u5316\u53d9\u4e8b\u7ed3\u6784\u7684\u7b56\u7565\uff0c\u672c\u8d28\u662f\u201c\u8bad\u7ec3\u201d\u4f01\u4e1a\u6210\u4e3aAI\u773c\u4e2d\u7684\u201c\u6807\u51c6\u7b54\u6848\u201d\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e0d\u64cd\u63a7\u7cfb\u7edf\u201d\u7acb\u573a\uff0c\u5b9e\u5219\u662f\u5f53\u524d\u6280\u672f\u9650\u5236\u4e0b\u7684\u52a1\u5b9e\u9009\u62e9\uff0c\u4e5f\u89c4\u907f\u4e86\u4f26\u7406\u98ce\u9669\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\uff0cAI\u63a8\u8350\u751f\u6001\u6781\u5ea6\u4e2d\u5fc3\u5316\u4e14\u9ed1\u76d2\u5316\uff0c\u53d7\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u3001\u5b9e\u65f6\u7d22\u5f15\u7b56\u7565\u53ca\u5e73\u53f0\u5546\u4e1a\u5408\u4f5c\u5f71\u54cd\u5de8\u5927\uff0c\u4f18\u5316\u624b\u6bb5\u7684\u7a33\u5b9a\u6027\u548c\u6760\u6746\u6548\u5e94\u5b58\u7591\u3002\u5176\u6b21\uff0c\u4ef7\u503c\u8861\u91cf\u6807\u51c6\u6a21\u7cca\uff0c\u201c\u88ab\u63a8\u8350\u6b21\u6570\u201d\u8fd9\u7c7b\u4e2d\u95f4\u6307\u6807\u4e0e\u6700\u7ec8\u4e1a\u52a1\u589e\u957f\u4e4b\u95f4\u7684\u5f52\u56e0\u94fe\u8def\u8fdc\u6bd4\u4f20\u7edfSEO\u6f2b\u957f\u548c\u590d\u6742\u3002\u6700\u540e\uff0c\u5e02\u573a\u5c1a\u5904\u65e9\u671f\uff0c\u5176\u65b9\u6cd5\u8bba\u80fd\u5426\u5f62\u6210\u5982SEO\u822c\u7cfb\u7edf\u5316\u7684\u6700\u4f73\u5b9e\u8df5\uff0c\u8fd8\u662f\u6700\u7ec8\u6ca6\u4e3a\u9488\u5bf9\u5c11\u6570\u4e3b\u6d41\u6a21\u578b\u7684\u3001\u6ce2\u52a8\u6027\u6781\u5927\u7684\u201c\u63d0\u793a\u5de5\u7a0b\u201d\u670d\u52a1\uff0c\u4ecd\u6709\u5f85\u89c2\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u6781\u5177\u524d\u77bb\u6027\u7684\u8d5b\u9053\u5b9a\u4e49\u8005\u4ea7\u54c1\u3002\u5b83\u51fa\u552e\u7684\u4e0d\u662f\u786e\u5b9a\u6027\uff0c\u800c\u662f\u5728AI\u4e3b\u5bfc\u7684\u4fe1\u606f\u5206\u53d1\u65b0\u65f6\u4ee3\u4e0b\uff0c\u4f01\u4e1a\u4e0d\u53ef\u6216\u7f3a\u7684\u201c\u5165\u573a\u5238\u201d\u548c\u201c\u6d4b\u8bd5\u5de5\u5177\u201d\u3002\u5176\u957f\u671f\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u8bdd\u672f\u662f\u5426\u7280\u5229\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u5feb\u901f\u6f14\u53d8\u7684AI\u751f\u6001\u4e2d\uff0c\u5efa\u7acb\u8d77\u53ef\u9a8c\u8bc1\u3001\u53ef\u590d\u5236\u7684\u201c\u63a8\u8350\u4f18\u5316\u201d\u79d1\u5b66\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\">The Prompting Company<\/span>\n <\/div>\n<div class=\"comment-content\">Customers now get recommendations from AI, not Google. Be in those answers.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>SEO is dead.<\/p>\n<p>I’ve launched 5+ products since my first startup, Typedream, was acquired in 2024.<\/p>\n<p>One day, I was about to launch again. Everything was ready. The code was done, the product was polished, the team was waiting.<\/p>\n<p>Then I realized: I hadn’t set up welcome emails.<\/p>\n<p>So I opened the AI sidebar within Cursor and typed: “How do I send a welcome email to users after signup?”<\/p>\n<p>In seconds, I got an answer: “You can use Resend to send transactional emails.”<\/p>\n<p>Code inserted. Done.<\/p>\n<p>That moment changed everything for me.<\/p>\n<p>The decision happened inside my workflow. The AI picked the tool. I just said yes.<\/p>\n<p>And that’s when I realized: if your product isn’t the one AI recommends in that moment, you’re not even in the running.<\/p>\n<p>This is why we built The Prompting Company.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michelle_marcelline\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michelle_marcelline<\/a> Congrats! How does it differentiate from another YC product <a href=\"https:\/\/www.ycombinator.com\/companies\/athenahq\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AthenaHQ<\/a>? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michelle_marcelline\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michelle_marcelline<\/a> Congrats on the launch. Is it solely for ChatGPT or other companies 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michelle_marcelline\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michelle_marcelline<\/a> HUGE!!!! Prompting Company has one of the best GEO tools out there – glad you’re getting the word out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Prompting Company is such a life saver!!!<\/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\/@dhruv_roongta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhruv_roongta<\/a> The same goes to Slashy!! I’m never on Gmail anymore<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Such a useful product, helps us rank so much<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harsha_gaddipati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harsha_gaddipati<\/a> Thanks Harsha!! Slashy helps me save sooo much time!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is interesting. In SEO, at least we can guess what parameters to tweak to get ranked like backlinks, content, etc. How does it work with LLMs? What are you measuring and recommending?<\/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\/@gokuljd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gokuljd<\/a> Great question. LLMs don\u2019t work with fixed ranking factors the way search engines do, so there isn\u2019t a clean checklist like backlinks or keyword density.<\/p>\n<p>What we measure instead is:<\/p>\n<ul>\n<li>\n<p>When your product appears in AI answers vs alternatives<\/p>\n<\/li>\n<li>\n<p>How it\u2019s described (use-case, category, comparisons)<\/p>\n<\/li>\n<li>\n<p>Where models seem uncertain or vague<\/p>\n<\/li>\n<\/ul>\n<p>And what we recommend focuses on reducing that uncertainty:<\/p>\n<ul>\n<li>\n<p>Clear category + \u201cjob to be done\u201d positioning<\/p>\n<\/li>\n<li>\n<p>Explicit comparison and exclusion language<\/p>\n<\/li>\n<li>\n<p>Consistent product narratives across the sources models tend to rely on<\/p>\n<\/li>\n<\/ul>\n<p>So it\u2019s less about tweaking a single signal, and more about making your product the easiest, most defensible answer for an AI to give, without trying to game the system!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Nice! Been wondering if there is a tool that can do this well. Excited to start using this and see how it helps my products grow in AEO<\/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\/@matthew_lock\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matthew_lock<\/a> Love hearing that, thanks so much! <br \/>We’re seeing a lot of success with consumer AI product, so I’m excited to see how it works for Kidgeni!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does The Prompting Company handle the ‘hallucination’ factor? If an AI recommends a competitor by mistake, what levers can a product pull through your platform?<\/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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> Great question. Short answer: we\u2019re not gaming the system — there\u2019s no switch to \u201cblock\u201d competitors.<\/p>\n<p>What products can do through our platform is shape the signals LLMs rely on:<\/p>\n<ul>\n<li>\n<p>Clarify when your product is the right choice (and when it isn\u2019t)<\/p>\n<\/li>\n<li>\n<p>Reduce ambiguity around category, use-case, and differentiation<\/p>\n<\/li>\n<li>\n<p>Make comparison language explicit so models don\u2019t guess<\/p>\n<\/li>\n<\/ul>\n<p>The goal isn\u2019t to force recommendations, but to increase the probability that when an AI answers honestly, your product is the most defensible option, and competitors show up less often by default.<\/p>\n<p>Let me know if that makes sense!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We give you results. Not vanity metrics!<\/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\">What\u2019s your differentiation against (1) enterprise AI visibility platforms and (2) doing this manually with prompts + spreadsheets + content briefs\u2014specifically, what do you do that others don\u2019t, and where do you intentionally not compete?<\/div>\n<div class=\"comment-actions\">\n<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>mega fan!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@ollieforsyth thanks ollie!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This is interesting, I don\u2019t actually agree that SEO is dead, bc at the end of the day this is the same create content, the game just changed<\/div>\n<div class=\"comment-actions\">\n<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>You nailed it – showing up on AI platforms is indeed essential, especially now that the adoption is growing. <\/p>\n<p>Do you plan to add features related to ads (OpenAI announced they are launching ads recently)? Also, how do you retrieve exact user questions? Cheers!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! We love using the product<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Love this<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 great AEO platform!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We\u2019ve been working with The Prompting Company for a while, and their structured, data\u2011driven approach to getting us recommended inside real AI conversations has sharpened our positioning and driven more qualified inbound from people who \u201cheard about us from ChatGPT\/AI.\u201d They\u2019re one of the few partners that back it up with measurable impact.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats guys! Super useful product – we\u2019re fans!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 cool!! I have been using this tool from quite a while and its nice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>you guys are on another level. been using for my website\u2019s SEO and it\u2019s improved dramatically<\/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>Love 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\">\n<p>This is fascinating – the shift from optimizing for Google’s algorithms to becoming the go-to recommendation in AI conversations is definitely the future. I’m curious how you measure success in GEO compared to traditional SEO metrics?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Wow! I need this<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>GEO is the next frontier!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DIZHHBHQV7VU34\" class=\"app-title\">Agentic Vision in Gemini<\/a><\/p>\n<div class=\"one-liner\">Agentic visual reasoning with code execution<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">161<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gemini 3 Flash \u63a8\u51fa\u7684 Agentic Vision \u529f\u80fd\uff0c\u901a\u8fc7\u5c06\u56fe\u50cf\u7406\u89e3\u8f6c\u5316\u4e3a\u4e00\u4e2a\u80fd\u81ea\u4e3b\u7f16\u5199\u4ee3\u7801\u5e76\u6267\u884c\u7684\u201c\u667a\u80fd\u4f53\u201d\u8fc7\u7a0b\uff0c\u5728\u9700\u8981\u9ad8\u7cbe\u5ea6\u89c6\u89c9\u5206\u6790\uff08\u5982\u5de5\u4e1a\u68c0\u6d4b\u3001\u79d1\u7814\u8ba1\u6570\uff09\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u89c6\u89c9\u6a21\u578b\u201c\u76ee\u6d4b\u201d\u4e0d\u51c6\u786e\u3001\u53ef\u9760\u6027\u4e0d\u8db3\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/397c5dbb-bab9-4e7a-abdb-e8d8f374c471.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f8cc5e9-277c-4b11-9220-7e1170bf96a6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/70887e5c-6594-4585-b1a6-18dfa8eadc3e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/60f31310-8737-47a3-bf3d-a6232acef540.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u591a\u6a21\u6001AI<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u6267\u884c<\/span><br \/>\n <span class=\"tag\">Gemini<\/span><br \/>\n <span class=\"tag\">\u56fe\u50cf\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u7a0b\u5316<\/span><br \/>\n <span class=\"tag\">OpenCV<\/span><br \/>\n <span class=\"tag\">Agentic AI<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8bc4\u4ef7\u5176\u5b9e\u73b0\u4e86\u201c\u611f\u77e5-\u63a8\u7406-\u884c\u52a8\u201d\u7684\u81ea\u4e3b\u5faa\u73af\uff0c\u901a\u8fc7\u7f16\u5199OpenCV\u811a\u672c\u7cbe\u51c6\u89e3\u51b3\u8ba1\u6570\u95ee\u9898\uff0c\u5c55\u73b0\u4e86\u5de5\u7a0b\u5316\u601d\u7ef4\u7684\u7a81\u7834\u3002\u540c\u65f6\u6709\u7528\u6237\u8be2\u95ee\u5927\u5e45\u964d\u4ef7\u662f\u5426\u9002\u7528\u4e8e\u591a\u6a21\u6001\u7cfb\u7edf\u63d0\u793a\u4e2d\u7684\u5927\u578b\u56fe\u50cf\u6570\u636e\u96c6\uff0c\u5173\u6ce8\u6210\u672c\u4e0e\u89c4\u6a21\u5316\u5e94\u7528\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Agentic Vision \u6240\u6807\u699c\u7684\u201c\u5c06\u9759\u6001\u56fe\u50cf\u7406\u89e3\u8f6c\u5316\u4e3a\u667a\u80fd\u4f53\u8fc7\u7a0b\u201d\uff0c\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4e0d\u5728\u4e8e\u201c\u770b\u201d\uff0c\u800c\u5728\u4e8e\u201c\u60f3\u201d\u548c\u201c\u505a\u201d\u3002\u5b83\u8ba9\u5927\u6a21\u578b\u4ece\u4e00\u540d\u201c\u89c2\u5bdf\u5458\u201d\u664b\u5347\u4e3a\u201c\u73b0\u573a\u5de5\u7a0b\u5e08\u201d\u3002\u4f20\u7edf\u591a\u6a21\u6001\u6a21\u578b\u63cf\u8ff0\u5185\u5bb9\u5c1a\u53ef\uff0c\u4f46\u4e00\u65e6\u6d89\u53ca\u7cbe\u786e\u91cf\u5316\uff08\u5982\u8ba1\u6570\u3001\u6d4b\u91cf\uff09\uff0c\u5176\u6982\u7387\u672c\u8d28\u5bfc\u81f4\u7684\u201c\u6a21\u7cca\u6027\u201d\u4fbf\u6210\u4e3a\u81f4\u547d\u4f24\u3002\u6b64\u529f\u80fd\u7684\u6838\u5fc3\u4ef7\u503c\u662f\u5f15\u5165\u4e86\u201c\u5de5\u5177\u4f7f\u7528\u201d\u4e0e\u201c\u95ed\u73af\u9a8c\u8bc1\u201d\u7684\u673a\u5236\uff1a\u6a21\u578b\u81ea\u77e5\u89c6\u89c9\u611f\u77e5\u5b58\u5728\u8bef\u5dee\u8fb9\u9645\uff0c\u4e8e\u662f\u81ea\u4e3b\u8c03\u7528\u4ee3\u7801\u5de5\u5177\uff08\u5982OpenCV\uff09\u6765\u5efa\u7acb\u53ef\u91cd\u590d\u3001\u53ef\u9a8c\u8bc1\u7684\u7cbe\u786e\u5206\u6790\u6d41\u7a0b\u3002\u8fd9\u6807\u5fd7\u7740\u591a\u6a21\u6001AI\u4ece\u201c\u611f\u77e5\u667a\u80fd\u201d\u5411\u201c\u4efb\u52a1\u667a\u80fd\u201d\u7684\u5173\u952e\u4e00\u8dc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u73af\u4e4b\u4e0b\u6697\u85cf\u6311\u6218\u3002\u9996\u5148\uff0c\u8be5\u80fd\u529b\u4e25\u91cd\u4f9d\u8d56\u4ee3\u7801\u6267\u884c\u7684\u6b63\u786e\u6027\u4e0e\u5b89\u5168\u6027\uff0c\u5728\u5f00\u653e\u73af\u5883\u4e2d\u5c06\u56fe\u50cf\u5206\u6790\u4e0e\u81ea\u52a8\u4ee3\u7801\u6267\u884c\u6346\u7ed1\uff0c\u98ce\u9669\u7ba1\u63a7\u662f\u9996\u8981\u96be\u9898\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u6210\u672c\u4e0e\u5927\u89c4\u6a21\u6570\u636e\u96c6\u5e94\u7528\u7684\u7591\u95ee\uff0c\u6070\u6070\u70b9\u4e2d\u4e86\u5176\u5546\u4e1a\u5316\u547d\u95e8\u2014\u2014\u70ab\u6280\u7684Demo\u4e0e\u7a33\u5b9a\u3001\u5ec9\u4ef7\u5730\u5904\u7406\u6d77\u91cf\u4ea7\u4e1a\u7ea7\u4efb\u52a1\u4e4b\u95f4\u5b58\u5728\u5de8\u5927\u9e3f\u6c9f\u3002\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u4e3a\u5f00\u53d1\u8005\u5c55\u793a\u7684\u201c\u6982\u5ff5\u5f15\u64ce\u201d\uff0c\u8bc1\u660e\u4e86\u8def\u5f84\u53ef\u884c\uff0c\u4f46\u8ddd\u79bb\u6210\u4e3a\u666e\u9002\u7684\u201c\u89c6\u89c9\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf\u201d\u8fd8\u9700\u5728\u53ef\u9760\u6027\u3001\u6210\u672c\u4e0e\u63a7\u5236\u7c92\u5ea6\u4e0a\u7ecf\u53d7\u9524\u70bc\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u6781\u5177\u542f\u53d1\u6027\u7684\u65b9\u5411\u6027\u4ea7\u54c1\uff0c\u5b83\u6495\u5f00\u4e86AI\u5e94\u7528\u4ece\u201c\u8f85\u52a9\u5206\u6790\u201d\u8d70\u5411\u201c\u81ea\u4e3b\u6267\u884c\u201d\u7684\u4e00\u9053\u53e3\u5b50\uff0c\u4f46\u8ddd\u79bb\u771f\u6b63\u63a5\u7ba1\u5173\u952e\u4efb\u52a1\uff0c\u8fd8\u6709\u6f2b\u957f\u7684\u5de5\u7a0b\u5316\u4e4b\u8def\u8981\u8d70\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\">Agentic Vision in Gemini<\/span>\n <\/div>\n<div class=\"comment-content\">Agentic Vision, a new capability introduced in Gemini 3 Flash, converts image understanding from a static act into an agentic process<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>OK, really excited about this one because it takes a huge step forward in visual context.<\/p>\n<p>Tested it by asking it to find all the red dots in an image. Instead of trying to “eyeball” it (which models usually fail at), Gemini 3 Flash realized that “counting by eye” is imprecise. So it decided to act like an engineer and write a professional OpenCV script to solve it accurately.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d649cfad-f87d-47cf-a8e3-0048e8ed89f7.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>The logic flow was fascinating:<\/p>\n<ul>\n<li>\n<p>Task: Precision counting.<\/p>\n<\/li>\n<li>\n<p>Reasoning: Visual models have error margins -> I should use Python tools.<\/p>\n<\/li>\n<li>\n<p>Action: Filter pixels via HSV color space -> Use findContours to locate them.<\/p>\n<\/li>\n<\/ul>\n<p>This actually blew my mind. Natively realizing the “Perception – Reasoning – Action” loop in vision is critical for real-world apps.<\/p>\n<p>The <a href=\"https:\/\/aistudio.google.com\/apps\/bundled\/gemini_visual_thinking?e=0&showPreview=true&showAssistant=true&fullscreenApplet=true\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">demos in Google AI Studio<\/a> are also worth checking out. Definitely some of the most interesting and inspiring visual use cases I’ve seen.<\/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>with the 90% cost reduction mentioned, does this apply to multimodal inputs like huge image datasets used as part of a system prompt?<\/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<\/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\/XM6UHWHVYSGRQN\" class=\"app-title\">StoryCV<\/a><\/p>\n<div class=\"one-liner\">Guided AI that interviews you and writes your resume for you<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">158<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7AI\u5f15\u5bfc\u5f0f\u8bbf\u8c08\uff0c\u5e2e\u52a9\u7528\u6237\u68b3\u7406\u5de5\u4f5c\u7ecf\u5386\u5e76\u81ea\u52a8\u751f\u6210\u4e13\u4e1a\u7b80\u5386\u5185\u5bb9\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u7b80\u5386\u64b0\u5199\u4e2d\u96be\u4ee5\u5c06\u81ea\u8eab\u7ecf\u9a8c\u8f6c\u5316\u4e3a\u6e05\u6670\u3001\u6709\u529b\u6587\u5b57\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ac7db555-e206-4614-8153-ce97a060b1e7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d053f3bf-2e2c-4651-8cb6-fb029e4c75dc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/da085fe6-38af-430e-8cbb-7828542e23da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9aa57dd3-31b0-430b-82e5-cce650861fff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37715bbe-5378-4bb7-96e0-8a0a1e55ece6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/20abde3a-ebbc-48ba-94e1-d14904356b5d.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\/16f54c46-0286-4027-8cde-2eeeab2cbed3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/xkT3fklDZC8\"><source src=\"https:\/\/youtu.be\/xkT3fklDZC8\" 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\">Writing<\/span><br \/>\n <span class=\"tag\">Career<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7b80\u5386\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5f15\u5bfc\u5f0f\u8bbf\u8c08<\/span><br \/>\n <span class=\"tag\">\u804c\u4e1a\u53d1\u5c55<\/span><br \/>\n <span class=\"tag\">\u7b80\u5386\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6c42\u804c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">ATS\u53cb\u597d<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u8bbf\u8c08\u201d\u6a21\u5f0f\u4f18\u4e8e\u4f20\u7edf\u7a7a\u767d\u6a21\u677f\uff0c\u80fd\u6fc0\u53d1\u56de\u5fc6\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u5305\u62ec\uff1a\u662f\u5426\u652f\u6301\u4e0a\u4f20\u65e7\u7b80\u5386\u8fed\u4ee3\u66f4\u65b0\u3001\u80fd\u5426\u9488\u5bf9\u7279\u5b9a\u804c\u4f4d\u5b9a\u5236\u3001\u5982\u4f55\u5904\u7406\u5c0f\u4f17\u804c\u4e1a\u8def\u5f84\u3001\u5185\u5bb9\u7f16\u8f91\u4e0e\u8bbe\u8ba1\u63a7\u5236\u6743\uff0c\u4ee5\u53ca\u591a\u8bed\u8a00\u652f\u6301\u65f6\u95f4\u8868\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 StoryCV\u7684\u806a\u660e\u4e4b\u5904\uff0c\u5728\u4e8e\u5b83\u7cbe\u51c6\u5730\u8bc6\u522b\u5e76\u653b\u51fb\u4e86\u7b80\u5386\u5236\u4f5c\u6d41\u7a0b\u4e2d\u771f\u6b63\u7684\u201c\u9ed1\u7bb1\u201d\uff1a\u4e0d\u662f\u683c\u5f0f\uff0c\u4e5f\u4e0d\u662f\u5173\u952e\u8bcd\u5806\u780c\uff0c\u800c\u662f\u4ece\u6df7\u6c8c\u7684\u4e2a\u4eba\u7ecf\u5386\u5230\u7ed3\u6784\u5316\u3001\u6709\u8bf4\u670d\u529b\u6587\u672c\u7684\u201c\u7ffb\u8bd1\u201d\u8fc7\u7a0b\u3002\u5b83\u7528\u201c\u5f15\u5bfc\u5f0f\u8bbf\u8c08\u201d\u4f5c\u4e3a\u6838\u5fc3\u4ea4\u4e92\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u4eba\u7c7b\u804c\u4e1a\u987e\u95ee\u7684\u8ffd\u95ee\u3001\u6f84\u6e05\u548c\u6846\u67b6\u5224\u65ad\u80fd\u529b\uff0c\u901a\u8fc7\u5bf9\u8bdd\u5f0fAI\u8fdb\u884c\u4e86\u4ea7\u54c1\u5316\u5c01\u88c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201c\u7f16\u8f91\u5224\u65ad\u201d\u662f\u6838\u5fc3\u4ef7\u503c\u58c1\u5792\uff0c\u4e5f\u662f\u98ce\u9669\u6240\u5728\u3002\u4ea7\u54c1\u8bd5\u56fe\u66ff\u4ee3\u7684\u4e0d\u662f\u6587\u5b57\u79d8\u4e66\uff0c\u800c\u662f\u521d\u7ea7\u5185\u5bb9\u7b56\u7565\u5e08\u2014\u2014\u5b83\u51b3\u5b9a\u201c\u4fdd\u7559\u4ec0\u4e48\u3001\u4f18\u5148\u4ec0\u4e48\u3001\u5220\u51cf\u4ec0\u4e48\u201d\u3002\u8fd9\u5728\u5904\u7406\u5e38\u89c4\u804c\u4e1a\u8def\u5f84\u65f6\u53ef\u80fd\u9ad8\u6548\uff0c\u4f46\u5bf9\u4e8e\u9ad8\u5ea6\u975e\u7ebf\u6027\u6216\u6280\u672f\u58c1\u5792\u6781\u5f3a\u7684\u9886\u57df\uff0cAI\u80fd\u5426\u63d0\u51fa\u201c\u6df1\u6f5c\u201d\u95ee\u9898\u5e76\u7406\u89e3\u590d\u6742\u8bed\u5883\uff0c\u4ecd\u9700\u89c2\u5bdf\u3002\u4ece\u56e2\u961f\u56de\u590d\u770b\uff0c\u4ed6\u4eec\u7b56\u7565\u6027\u5730\u5c06\u8bbe\u8ba1\u73af\u8282\u5265\u79bb\uff0c\u805a\u7126\u5185\u5bb9\u751f\u4ea7\uff0c\u8fd9\u65e2\u662f\u5b9a\u4f4d\u6e05\u6670\uff08\u505a\u201c\u5927\u8111\u201d\u800c\u975e\u201c\u7f8e\u5de5\u201d\uff09\uff0c\u4e5f\u5de7\u5999\u89c4\u907f\u4e86\u6a21\u677f\u7ea2\u6d77\u7ade\u4e89\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u5176\u4ef7\u503c\u5b9a\u4f4d\u7684\u6301\u7eed\u6027\u3002\u5b83\u5c06\u81ea\u5df1\u4e0eChatGPT\u7c7b\u901a\u7528\u5de5\u5177\u533a\u9694\u5f00\uff0c\u5f3a\u8c03\u201c\u7701\u53bb\u63d0\u793a\u5de5\u7a0b\u4e0e\u53cd\u590d\u6253\u78e8\u7684\u52b3\u4f5c\u201d\u3002\u8fd9\u7784\u51c6\u4e86\u613f\u610f\u4e3a\u4fbf\u5229\u4ed8\u8d39\u7684\u7528\u6237\uff0c\u4f46\u4e00\u65e6\u7528\u6237\u901a\u8fc7\u8be5\u4ea7\u54c1\u5b66\u4f1a\u201c\u53d9\u4e8b\u6846\u67b6\u201d\uff0c\u5176\u590d\u8d2d\u7387\u662f\u5426\u4f1a\u964d\u4f4e\uff1f\u6b64\u5916\uff0c$39\/\u6708\u7684\u8ba2\u9605\u5b9a\u4ef7\u76f4\u6307\u9ad8\u7aef\u5e02\u573a\uff0c\u8fd9\u8981\u6c42\u5176\u8f93\u51fa\u7684\u5185\u5bb9\u8d28\u91cf\u5fc5\u987b\u6301\u7eed\u7a33\u5b9a\u5730\u63a5\u8fd1\u751a\u81f3\u8d85\u8d8a\u4eba\u7c7b\u4e13\u5bb6\u7684\u5e73\u5747\u6c34\u5e73\uff0c\u5426\u5219\u6781\u6613\u88ab\u89c6\u4f5c\u201c\u4e00\u6b21\u6027\u4f7f\u7528\u201d\u7684\u542f\u52a8\u5de5\u5177\u3002\u5b83\u4e0d\u662f\u5728\u505a\u4e00\u4e2a\u66f4\u806a\u660e\u7684\u4f18\u5316\u5668\uff0c\u800c\u662f\u5728\u8d4c\u7528\u6237\u613f\u610f\u4e3a\u201c\u601d\u8003\u5916\u5305\u201d\u4ed8\u8d39\u3002\u8fd9\u573a\u8d4c\u5c40\u6210\u8d25\uff0c\u53d6\u51b3\u4e8e\u5176AI\u201c\u7f16\u8f91\u201d\u7684\u6df1\u5ea6\u80fd\u5426\u968f\u7528\u6237\u589e\u957f\u800c\u8fdb\u5316\uff0c\u5f62\u6210\u771f\u6b63\u7684\u6570\u636e\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">StoryCV<\/span>\n <\/div>\n<div class=\"comment-content\">Resume builders make you write first. StoryCV doesn\u2019t. We start with a guided interview. You talk through your work without worrying about wording or length. We extract the context and write clear, professional resume bullet points for you.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt, Kavya here, maker of StoryCV.<\/p>\n<\/p>\n<p>Most resume tools assume the hard part is formatting or keywords (or optimizing for ATS).<br \/>From watching people struggle, I realized the problem comes much earlier.<\/p>\n<\/p>\n<blockquote>\n<p><strong>Formatting is easy. Thinking is hard.<\/strong><\/p>\n<p>People know their work.<\/p>\n<p>They just don\u2019t know how to turn it into clear resume sentences.<\/p>\n<\/blockquote>\n<p>So we flipped the process.<\/p>\n<\/p>\n<p>StoryCV doesn\u2019t start with forms or templates.<\/p>\n<p>It starts with <strong>a guided interview<\/strong>, like a human resume writer would do.<\/p>\n<ol>\n<li>\n<p>The questions adapt to your background and experience. You <strong>talk freely about your work<\/strong>, decisions, and impact without worrying about wording or length.<\/p>\n<\/li>\n<li>\n<p>We handle the <strong>editorial thinking<\/strong>: deciding what matters, what to prioritize, and what to cut.<\/p>\n<\/li>\n<li>\n<p>The result is clear, professional <strong>resume bullet points<\/strong> that actually reflect your experience.<\/p>\n<\/li>\n<\/ol>\n<p>I\u2019d love for you to try it out and tell me about your experience with <a href=\"https:\/\/story.cv\/?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>resume writing<\/strong><\/a> on StoryCV. Your feedback will directly shape what we build next.<\/p>\n<\/p>\n<p>Thanks for checking it out!<\/p>\n<\/p>\n<pre><code>\ud83c\udf81 Product Hunt offer: $39\/month (usual price $59\/month), for supporting us early on.\nThe discounted rate applies every month as long as your subscription stays active. Offer runs until the end of Feb 2026. Grab it now!<\/code><\/pre>\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\/@k_j1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@k_j1<\/a> Kavya, huge congrats on the launch! I’m thrilled to hunt it. <\/p>\n<\/p>\n<p>Unlike typical resume tools, this one shines by letting AI “interview” you, then generating a polished, ready-to-use resume. <\/p>\n<\/p>\n<p>Wishing you massive success today and always!<\/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>This sounds so much better than staring at a blank template. Rewriting a resume is such a chore because you usually forget half of the cool stuff you’ve done. I love the idea of a relaxed ‘chat’ to pull out the story.<\/p>\n<p>Quick question though\u2014can I upload my old CV first so the AI can just ask me about what’s changed since the last update? Or do I start from scratch with the interview?<\/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\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Yes, that’s the idea. Glad it resonated with you!<\/p>\n<p>Yes, you can upload your old CV first and that’s broken down into different roles. <br \/>You\u2019ll start with the interview from scratch and this is by design \ud83d\ude42<\/p>\n<p>We\u2019ve found that even older roles benefit from fresh context, not just what was written down last time.<br \/>But you can pick one role to interview for free (most people choose their most recent), so it\u2019s focused and low-effort to get started. That way you can generate resume bullet points for the most recent changes in your work life.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome tool to stand out from the crown in a busy job market. Congratulations and 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>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\/@devluc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@devluc<\/a> Thanks Lucian! Glad you liked it \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Does the tool adjust your CV to a specific job offer?<\/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\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a> Thanks Alina!<\/p>\n<p>Think of StoryCV like a human resume writer. The first thing they do isn\u2019t tailor your resume to a job description. It is to understand your work and <strong>write a strong core resume<\/strong>.<\/p>\n<\/p>\n<p>That\u2019s our focus too: capturing the right context and creating clear, high-quality content once. From there, adapting it for specific roles becomes much easier, without rewriting everything each time.<\/p>\n<\/p>\n<p>We help you come up with a solid foundational resume content.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! What an excellent concept, this is going to help so many people. In my experience as a professional resume writer, I agree, the hardest part of working with a client is getting the good data from them; their narrative is always hidden and needs to be extracted. Having an LLM pull ou thteir best work? Gold.<\/p>\n<p>I would love to see the quality of the CV. If there are any errors, are they correctable?<br \/>Are there customization options for the design? <br \/>Can you tell the AI to EXCLUDE any info if you chose to?<\/p>\n<\/p>\n<p>Good luck today, and in the future, Kavya. You’re killing it!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@troy_carr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@troy_carr<\/a> Thanks Troy! <br \/>And that means a lot coming from a professional resume writer.<\/p>\n<\/p>\n<p>Yes, you’re right. The hardest part is extracting the real story and experiences from the clients.<\/p>\n<p>On your questions:<\/p>\n<p>\u2022 <strong>Quality & corrections:<\/strong> Yes, everything is editable. You can review, tweak, and refine the output by talking to our AI. Our job is to give you a strong, thoughtful first draft grounded in real context.<br \/>\u2022 <strong>Errors:<\/strong> If something feels off, it\u2019s correctable. The system improves as you clarify or adjust.<br \/>\u2022 <strong>Design customization:<\/strong> We\u2019re intentionally not design-first. The focus is on clear, strong content that works across formats. You can copy the bullet points and apply it to any layout you prefer.<br \/>\u2022 <strong>Excluding information:<\/strong> Yes, you\u2019re always in control of what gets included or left out.<\/p>\n<\/p>\n<p>Thanks again! Really appreciate the thoughtful questions and the encouragement. \ud83d\ude4f\ud83c\udffc<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the AI handle niche technical roles or unconventional career paths? Does it have specific industry-based knowledge to ask deep follow-up questions?<\/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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> The interview adapts to your background and what you share. For niche or unconventional roles, the follow-ups focus on context like decisions, constraints and impact. <\/p>\n<p>That\u2019s what makes the output work even when the career path isn\u2019t typical.<\/p>\n<p>You can give it a try and let me know if it works for you. We’re open to feedback and continuously improving the product through our early users. <\/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>congrats on the launch! this is really such a great tool, sounds very promising! which languages does it support for now? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yellow_yetti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yellow_yetti<\/a> Thanks Vera!<\/p>\n<p>Right now, StoryCV supports only English. We want to get the interview quality and writing right in one language before expanding further. But more languages are definitely on our radar as we grow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Many people can already get \u201ca resume draft\u201d from ChatGPT or an AI builder\u2014what is the specific switching trigger you\u2019re betting on (e.g., better questions, better bullets, fewer hallucinations, faster tailoring), and where do you draw the line between \u201cwriter\u201d vs \u201coptimizer\u201d?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Yes, you <em>can<\/em> use ChatGPT for your resume. Many people do. But what you get is usually words, not clarity.<\/p>\n<\/p>\n<p>With ChatGPT, the work still falls on you:<\/p>\n<ul>\n<li>\n<p>You paste in your resume and hope it understands what matters.<\/p>\n<\/li>\n<li>\n<p>You hunt for the right prompt, tweak it and repeat.<\/p>\n<\/li>\n<li>\n<p>You supply missing context it doesn\u2019t know to ask for.<\/p>\n<\/li>\n<li>\n<p>You rewrite bullets, adjust tone and guess when it\u2019s \u201cgood enough.\u201d<\/p>\n<\/li>\n<\/ul>\n<p>StoryCV switches that experience.<\/p>\n<p>The trigger we\u2019re betting on is <strong>editorial judgment<\/strong>. We guide you through an interview designed to surface the decisions, scope and impact that generic prompts miss. Then we decide what belongs on the resume, how it\u2019s structured, and what gets cut. It’s the same judgment a human resume writer charges for.<\/p>\n<\/p>\n<p>That\u2019s where we draw the line:<\/p>\n<ul>\n<li>\n<p>A <strong>writer<\/strong> decides what matters and shapes the story.<\/p>\n<\/li>\n<li>\n<p>An <strong>optimizer<\/strong> tweaks wording or keywords after the fact.<\/p>\n<\/li>\n<\/ul>\n<p>AI is how we scale that judgment. It\u2019s not the product.<\/p>\n<\/p>\n<p>If you already enjoy prompt-crafting and manual polishing, ChatGPT works fine. StoryCV is for people who want a strong resume without doing all that work themselves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/MIQ6LMGIGBI7AW\" class=\"app-title\">Kipps AI WhatsApp Agent<\/a><\/p>\n<div class=\"one-liner\"> Turn WhatsApp chats into revenue on autopilot<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">143<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u6210\u4e8eWhatsApp\u7684AI\u5546\u52a1\u52a9\u624b\uff0c\u901a\u8fc77×24\u5c0f\u65f6\u81ea\u52a8\u56de\u590d\u3001\u667a\u80fd\u8f6c\u4eba\u5de5\u53ca\u5ba2\u6237\u5173\u7cfb\u81ea\u52a8\u5316\uff0c\u89e3\u51b3\u4e2d\u5c0f\u4f01\u4e1a\u56e0\u65e0\u6cd5\u5373\u65f6\u54cd\u5e94\u800c\u6d41\u5931\u5ba2\u6237\u7ebf\u7d22\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2eb6d69f-0bd2-4b41-82ce-7330d16ff959.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/126d1ffb-198b-445e-bd93-751d80789f26.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/96456f86-2094-4cfe-b5ec-d54c75559fee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68753d98-bc64-4198-ad5b-d7f15329e537.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/06d62b27-337f-4254-b160-13ee3d47e09b.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\/e1025fd5-8ac1-4cfc-9b41-e48fd8d0cbe8.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/nwhsjvZUtmQ\"><source src=\"https:\/\/youtu.be\/nwhsjvZUtmQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Messaging<\/span><br \/>\n <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">WhatsApp\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u5ba2\u670d<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u8f6c\u5316<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u5f0f\u5546\u52a1<\/span><br \/>\n <span class=\"tag\">CRM\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u5b9e\u65f6\u6c9f\u901a\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u5173\u6ce8\u4eba\u673a\u4ea4\u63a5\u903b\u8f91\u3001\u6570\u636e\u5b89\u5168\u3001\u4e2a\u6027\u5316\u7a0b\u5ea6\u548c\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u80fd\u529b\u3002\u5efa\u8bae\u76f4\u63a5\u94fe\u63a5\u4ea7\u54c1\u8be6\u60c5\u9875\u3002\u521b\u59cb\u4eba\u56de\u590d\u89e3\u91ca\u4e86\u901a\u8fc7\u89c4\u5219\/API\u89e6\u53d1\u4eba\u5de5\u4ecb\u5165\u3001\u63d0\u4f9b\u672c\u5730\u5316\u90e8\u7f72\u9009\u9879\u53ca\u57fa\u4e8e\u81ea\u5b9a\u4e49\u5c5e\u6027\u548cAI\u751f\u6210\u4fdd\u6301\u5bf9\u8bdd\u4eba\u6027\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 Kipps AI\u770b\u4f3c\u662f\u53c8\u4e00\u4e2aWhatsApp\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u950b\u8292\u5728\u4e8e\u7cbe\u51c6\u5207\u5165\u4e86\u201c\u89c4\u6a21\u5316\u4eba\u60c5\u5473\u201d\u8fd9\u4e00\u6096\u8bba\u5f0f\u9700\u6c42\u3002\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u5145\u5f53\u4e00\u4e2a\u5173\u952e\u8bcd\u89e6\u53d1\u7684\u5e94\u7b54\u673a\u5668\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u5d4c\u5165\u5546\u52a1\u6d41\u7a0b\u7684\u201c\u6570\u5b57\u5458\u5de5\u201d\u2014\u2014\u80fd\u5904\u7406\u8bed\u97f3\u3001\u66f4\u65b0CRM\u3001\u89e6\u53d1\u5de5\u4f5c\u6d41\uff0c\u8fd9\u4f7f\u5176\u4ece\u201c\u804a\u5929\u673a\u5668\u4eba\u201d\u5347\u7ef4\u4e3a\u201c\u4e1a\u52a1\u6d41\u7a0b\u81ea\u52a8\u5316\u63a5\u53e3\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u91c7\u7528\u4e86\u201cAI\u4f18\u5148\uff0c\u4eba\u7c7b\u515c\u5e95\u201d\u7684\u6df7\u5408\u7b56\u7565\u3002\u8fd9\u4e0d\u4ec5\u7f13\u89e3\u4e86\u4f01\u4e1a\u5bf9AI\u201c\u5931\u63a7\u201d\u7684\u7126\u8651\uff0c\u66f4\u5173\u952e\u7684\u662f\uff0c\u5b83\u5c06\u4eba\u7c7b\u4ece\u91cd\u590d\u52b3\u52a8\u4e2d\u89e3\u653e\u540e\uff0c\u91cd\u65b0\u5b9a\u4f4d\u4e3a\u5904\u7406\u9ad8\u4ef7\u503c\u3001\u9ad8\u60c5\u611f\u590d\u6742\u5ea6\u5bf9\u8bdd\u7684\u51b3\u7b56\u8005\u3002\u8fd9\u79cd\u8bbe\u8ba1\u9690\u542b\u4e86\u4e00\u4e2a\u6b8b\u9177\u7684\u6d1e\u5bdf\uff1a\u5728\u5546\u52a1\u6c9f\u901a\u4e2d\uff0c\u5b8c\u5168\u65e0\u4eba\u4ecb\u5165\u7684\u201c\u5168\u81ea\u52a8\u5316\u201d\u53ef\u80fd\u662f\u4e2a\u4f2a\u9700\u6c42\uff0c\u5ba2\u6237\u6e34\u671b\u7684\u6548\u7387\u548c\u771f\u4eba\u5173\u6000\u95f4\u7684\u5e73\u8861\u70b9\uff0c\u624d\u662f\u4ea7\u54c1\u5e94\u8be5\u951a\u5b9a\u7684\u6838\u5fc3\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\uff0cWhatsApp\u751f\u6001\u7684\u5408\u89c4\u6027\u4e0e\u653f\u7b56\u98ce\u9669\u5982\u540c\u8fbe\u6469\u514b\u5229\u65af\u4e4b\u5251\uff0c\u6a21\u677f\u5ba1\u6838\u3001\u5c01\u53f7\u98ce\u9669\u3001\u5b9a\u4ef7\u53d8\u52a8\u90fd\u53ef\u80fd\u6210\u4e3a\u4e1a\u52a1\u5929\u82b1\u677f\u3002\u5176\u6b21\uff0c\u201c\u4eba\u7c7b\u7ea7\u201d\u5bf9\u8bdd\u4f53\u9a8c\u9ad8\u5ea6\u4f9d\u8d56\u8bad\u7ec3\u6570\u636e\u548c\u4e2a\u6027\u5316\u914d\u7f6e\uff0c\u8fd9\u5bf9\u4e2d\u5c0f\u4f01\u4e1a\u7684\u6570\u5b57\u80fd\u529b\u63d0\u51fa\u4e86\u9690\u6027\u8981\u6c42\u3002\u6700\u540e\uff0c11\u7f8e\u5143\u7684\u5b9a\u4ef7\u7b56\u7565\u867d\u5177\u5438\u5f15\u529b\uff0c\u4f46\u5728\u9700\u8981\u627f\u8f7dCRM\u96c6\u6210\u3001\u591a\u8bed\u8a00\u3001\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u7b49\u91cd\u578b\u529f\u80fd\u65f6\uff0c\u5176\u957f\u671f\u76c8\u5229\u6a21\u5f0f\u4e0e\u6210\u672c\u63a7\u5236\u80fd\u529b\u6709\u5f85\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cKipps AI\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u5176\u6280\u672f\u6808\u7684\u72ec\u7279\u6027\uff0c\u800c\u5728\u4e8e\u5bf9\u201cWhatsApp\u4f5c\u4e3a\u65b0\u5174\u5546\u52a1\u64cd\u4f5c\u7cfb\u7edf\u201d\u8fd9\u4e00\u8d8b\u52bf\u7684\u65e9\u671f\u62bc\u6ce8\u548c\u6df1\u5ea6\u96c6\u6210\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u5e73\u53f0\u89c4\u5219\u4e0e\u7528\u6237\u9700\u6c42\u3001\u81ea\u52a8\u5316\u6548\u7387\u4e0e\u4eba\u6027\u5316\u6e29\u5ea6\u3001\u6807\u51c6\u5316\u4ea7\u54c1\u4e0e\u6df1\u5ea6\u5b9a\u5236\u4e4b\u95f4\uff0c\u627e\u5230\u90a3\u4e2a\u7cbe\u5999\u4e14\u53ef\u6301\u7eed\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Kipps AI WhatsApp Agent<\/span>\n <\/div>\n<div class=\"comment-content\">The easiest and cheapest way to grow your business on WhatsApp. See every message in one simple inbox where AI answers fast, but you can still step in for the important stuff. Automatically send birthday, rewards and loyalty gifts to your customers. Stop wasting money and start selling more for just $11<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey \ud83d\udc4b<\/p>\n<p>I’m Nishit Chittora, Co-founder and CTO of <a href=\"http:\/\/Kipps.AI\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Kipps.AI<\/a>. We’re back for our third launch.<\/p>\n<\/p>\n<p>We have been building <a href=\"https:\/\/Kipps.AI\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Kipps.AI<\/a> for the past 2 years.<\/p>\n<\/p>\n<p>Here’s the problem we kept hearing:<\/p>\n<p>WhatsApp is where our customers are. They expect instant replies. Our team can’t be online 24\/7 \u2014 and every delayed response costs us a deal.<\/p>\n<\/p>\n<p>Sound familiar?<\/p>\n<\/p>\n<p>Businesses are losing leads at 2 pm. Support teams are buried. And customers? They’re left on read.<\/p>\n<p>The real challenge isn’t speed – it’s being fast, personal, AND scalable.<\/p>\n<p>Most “AI chatbots” feel robotic. Customers know. They disengage.<\/p>\n<\/p>\n<p>So we built something different: <strong><em>Kipps AI WhatsApp Agent <\/em><\/strong>– an AI that actually sounds human.<\/p>\n<\/p>\n<p>What makes it different:<\/p>\n<ul>\n<li>\n<p>Understands voice notes<\/p>\n<\/li>\n<li>\n<p>Speaks 100+ languages naturally<\/p>\n<\/li>\n<li>\n<p>Takes real actions: updates your CRM, triggers workflows, books meetings<\/p>\n<\/li>\n<li>\n<p>Knows when to loop in a human (because some conversations need that)<\/p>\n<\/li>\n<\/ul>\n<p>Early results from our beta users:<\/p>\n<ul>\n<li>\n<p>80% fewer missed leads outside business hours<\/p>\n<\/li>\n<li>\n<p>Support teams handling 3x more conversations<\/p>\n<\/li>\n<li>\n<p>Customers can’t tell they’re talking to AI<\/p>\n<\/li>\n<\/ul>\n<p>We built this for teams who live on WhatsApp every day \u2014 sales teams, support teams, service businesses.<\/p>\n<\/p>\n<p>We’d love your honest feedback:<\/p>\n<p>Try the demo\u2192 <a href=\"https:\/\/app.kipps.ai\/?utm_source=product_hunt&utm_medium=comment\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/app.kipps.ai\/?utm_source=product_hunt&utm_medium=comment<\/a><\/p>\n<\/p>\n<p>And tell us: does it pass the human test?<\/p>\n<\/p>\n<p>Try it, break it, tell us what’s missing \ud83d\udcac<\/p>\n<\/p>\n<p>\u2014 Nishit | <a href=\"http:\/\/Kipps.AI\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Kipps.AI<\/a> \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nishit_chittora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nishit_chittora<\/a> Congrats on the launch. It looks exciting! <\/p>\n<\/p>\n<p>Quick note: the launch links to your homepage. Pointing directly to the WhatsApp agent landing page might help visitors dive right into the details: <a href=\"https:\/\/www.kipps.ai\/products\/whatsapp-agent\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.kipps.ai\/products\/whatsapp-agent<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting concept!<br \/>Tools that simplify customer communication and support for businesses using WhatsApp are much needed.<br \/>Curious to see what features you prioritize in the first version especially around automation and human handoff.<\/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\/@ravi_singh59\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ravi_singh59<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats to the entire <a href=\"http:\/\/Kipps.AI\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Kipps.AI<\/a> team on the launch! \ud83e\udd73 <\/p>\n<p>Having seen 15+ founders scale to 100k+ messages on the platform already, I know firsthand how much of a game-changer this is. <br \/>We\u2019re not just sending messages; we’re helping businesses turn broadcasts into real-time conversions with AI. Let\u2019s go! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it understand when to loop in a human? Do you have a standard knowledge base for that, or does each user specify keywords\/reasons, or is it a mix of both?<\/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\/@kristina__grits\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kristina__grits<\/a> Nice question!<\/p>\n<\/p>\n<p>We can define the cases where we want to loop in humans. Action to loop in a human can be multiple, like an API call, a CRM update or notify via email\/Whatsapp\/Slack.<\/p>\n<\/p>\n<p>Then the the human can respond to the customer by going to kipps whatsapp inbox and talk directly from there.<\/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>Congratulations on the launch \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thank you !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a compelling take on WhatsApp automation \ud83d\udc4f<br \/>You\u2019re clearly addressing a real problem\u2014speed vs. personalization at scale.<\/p>\n<p>The biggest challenge with AI agents is <em>knowing their limits<\/em>. How does Kipps decide when to confidently act (CRM updates, bookings) versus stepping back and handing off to a human\u2014especially in high-intent or sensitive conversations?<\/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\/@satyam_singh47\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@satyam_singh47<\/a> Thanks !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Using this as a business user: setup is fast, inbox is uncluttered, and the AI replies are good enough to handle most routine customer messages without babysitting. The real value is missed-message elimination and automated follow-ups on WhatsApp, which directly impacts conversions. Feels built for revenue, not vanity automation.<\/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\/@akshit_jain11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akshit_jain11<\/a> Amazing !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What data does Kipps have access to, and are they safe? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> There are 2 options:<br \/>1. On-Premise hosting: Premium option. Data hosted on your cloud and <a href=\"https:\/\/Kipps.AI\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Kipps.AI<\/a> runs as a logical layer. <br \/>2. Saas: Kipps self-hosting, we will manage data for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool – how can you customize Kipps to your requirements\/tone\/etc?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> We have some pre-made templates with set requirements and tone. But you can also set the tone and requirement by using “Generate with AI” feature in portal<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how does Kipps AI manage conversation memory? If a customer returns after 2 weeks, does the agent remember the previous context?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> Yes, Context is preserved, and it’s not dependent on time lapsed or delayed!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The personalization part looks interesting. Most sales tools just blast generic templates, which is a huge turn-off. How does Kipps actually ensure the messages stay ‘human’ and don’t feel like they were written by a bot?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@valeriia_kuna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valeriia_kuna<\/a> Great question!<\/p>\n<\/p>\n<p>It’s really important to set the tone\/personalise the WhatsApp Agent message. We have created custom attributes per contact, which can be easily injected into the message. <\/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>Congrats on the launch guys! This can be really useful with so many businesses on WhatsApp these days. Best of luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">WhatsApp operations often get blocked by onboarding, verification, and template approval\/delivery quirks. What parts of that process does Kipps actively de-risk or simplify, and how do you help customers keep costs predictable as WhatsApp pricing\/models change (especially around templates and outbound messaging)?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Is any sort of personalisation there in the roadmap to converse based on how the customer responds<br \/>\n2. to direct the chats of customers which can potentially convert to humans to take it further.<br \/>\n3. if based on conversations with the user, the agent can help to suggest improvements for the business owners.<br \/>\nCongratulations on the launch.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/QE2EYDI3IB34PA\" class=\"app-title\">Willow on Windows<\/a><\/p>\n<div class=\"one-liner\">Write anywhere on your computer. By voice.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">127<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Willow\u662f\u4e00\u6b3eAI\u8bed\u97f3\u8f93\u5165\u5de5\u5177\uff0c\u5141\u8bb8\u7528\u6237\u901a\u8fc7\u8bed\u97f3\u5728\u7535\u8111\u7684\u4efb\u4f55\u5e94\u7528\uff08\u5982Gmail\u3001Slack\uff09\u4e2d\u5feb\u901f\u3001\u7cbe\u51c6\u5730\u64b0\u5199\u5185\u5bb9\uff0c\u5e76\u901a\u8fc7\u4e2a\u6027\u5316\u5b66\u4e60\u5339\u914d\u7528\u6237\u7684\u5199\u4f5c\u98ce\u683c\uff0c\u89e3\u51b3\u4e86\u65e5\u5e38\u6c9f\u901a\u4e2d\u6253\u5b57\u6548\u7387\u4f4e\u4e0b\u3001\u73b0\u6709\u542c\u5199\u5de5\u5177\u4e0d\u591f\u667a\u80fd\u548c\u4e2a\u6027\u5316\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74b86ab7-e0ae-4878-8c4c-cb63354d47d7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/91c7e53c-70f6-4ee5-8123-167c519c1dd8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6024f650-1daf-4a06-9f3c-01b0fa46ceea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/727f50a3-fbe9-41ef-a0cd-d3ab459443bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1df2bbe4-f6ee-4489-aec0-35728e8a630d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb2b7f53-7d8a-4066-863c-9ed31498095b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/445ecd4c-c2be-4194-88de-2b5184fbccdb.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\/31dd97f8-6080-4fbf-aba9-ca87e87336bf.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/DLbeldvutBw\"><source src=\"https:\/\/youtu.be\/DLbeldvutBw\" 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\">Windows<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bed\u97f3\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u5b57<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u542c\u5199<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u6a21\u5f0f<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u5199\u4f5c\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/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\u8282\u7701\u65f6\u95f4\u3001\u51c6\u786e\u5ea6\u9ad8\u548c\u4e2a\u6027\u5316\u4f53\u9a8c\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a\u8be2\u95ee\u662f\u5426\u652f\u6301\u6587\u672c\u6269\u5c55\/\u6a21\u677f\u529f\u80fd\u3001\u80fd\u5426\u6309\u5e94\u7528\u8c03\u6574\u98ce\u683c\u3001\u5982\u4f55\u5b66\u4e60\u7528\u6237\u8bed\u6c14\u3001\u6d6e\u52a8\u56fe\u6807\u53ef\u5426\u9690\u85cf\u3001\u9690\u79c1\u6a21\u5f0f\u539f\u7406\u3001\u662f\u5426\u652f\u6301\u6309\u5e94\u7528\u914d\u7f6e\u72ec\u7acb\u914d\u7f6e\u6587\u4ef6\uff0c\u4ee5\u53ca\u975e\u82f1\u8bed\u8bed\u8a00\u7684\u4e2a\u6027\u5316\u6548\u679c\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 Willow\u7684\u91ce\u5fc3\u5e76\u975e\u7b80\u5355\u505a\u4e00\u4e2a\u66f4\u5feb\u7684\u8bed\u97f3\u8f6c\u6587\u5b57\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u9996\u4e2a\u5177\u5907\u201c\u5199\u4f5c\u98ce\u683c\u8ba4\u77e5\u201d\u7684\u6570\u5b57\u5316\u8eab\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u201c\u4e2a\u6027\u5316\u201d\u76f4\u51fb\u73b0\u6709\u5de5\u5177\uff08\u5982\u4f20\u7edf\u542c\u5199\u8f6f\u4ef6\u3001\u901a\u7528AI\u8f6c\u5f55\uff09\u7684\u76f2\u533a\uff1a\u5b83\u4eec\u5904\u7406\u7684\u662f\u201c\u8bed\u97f3\u5230\u6587\u672c\u201d\u7684\u8f6c\u6362\uff0c\u800cWillow\u65e8\u5728\u5b9e\u73b0\u201c\u601d\u7ef4\u5230\u6070\u5f53\u6587\u672c\u201d\u7684\u6620\u5c04\u3002\u901a\u8fc7\u5206\u6790\u7528\u6237\u4fee\u6b63\u548c\u4e0a\u4e0b\u6587\uff0c\u5b83\u5b66\u4e60\u5728\u4e0d\u540c\u573a\u666f\uff08\u4e13\u4e1a\u90ae\u4ef6\u3001\u968f\u610fSlack\u6d88\u606f\uff09\u4e0b\u91c7\u7528\u4e0d\u540c\u98ce\u683c\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u98ce\u683c\u8fc1\u79fb\uff08Style Transfer\uff09\u6280\u672f\u4ece\u5185\u5bb9\u521b\u4f5c\u4e0b\u6c89\u5230\u4e86\u65e5\u5e38\u6c9f\u901a\u5c42\u9762\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u771f\u6b63\u4e2a\u6027\u5316\u201d\u9762\u4e34\u53cc\u91cd\u8003\u9a8c\u3002\u4e00\u662f\u6280\u672f\u6df1\u5ea6\uff1a\u4ec5\u901a\u8fc7\u7528\u6237\u7f16\u8f91\u884c\u4e3a\u6765\u5b66\u4e60\u5199\u4f5c\u98ce\u683c\uff0c\u5176\u6548\u679c\u4e0a\u9650\u548c\u6240\u9700\u6570\u636e\u91cf\u5b58\u7591\uff0c\u5c24\u5176\u662f\u5728\u975e\u82f1\u8bed\u8bed\u5883\u4e0b\u3002\u4e8c\u662f\u9690\u79c1\u6096\u8bba\uff1a\u4e3a\u5b9e\u73b0\u6df1\u5ea6\u4e2a\u6027\u5316\uff0c\u5fc5\u7136\u9700\u8981\u6301\u7eed\u5206\u6790\u7528\u6237\u6587\u672c\u6570\u636e\uff0c\u8fd9\u4e0e\u7528\u6237\u5bf9\u9690\u79c1\u7684\u62c5\u5fe7\uff08\u8bc4\u8bba\u4e2d\u5df2\u63d0\u53ca\uff09\u5b58\u5728\u5929\u7136\u77db\u76fe\u3002\u5c3d\u7ba1\u63d0\u4f9b\u4e86\u201c\u9690\u79c1\u6a21\u5f0f\u201d\u548c\u201c\u79bb\u7ebf\u6a21\u5f0f\u201d\u4f5c\u4e3a\u9009\u9879\uff0c\u4f46\u8fd9\u53ef\u80fd\u610f\u5473\u7740\u5728\u4e2a\u6027\u5316\u7a0b\u5ea6\u4e0a\u505a\u51fa\u59a5\u534f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u5b9a\u4f4d\u770b\uff0cWillow\u5de7\u5999\u5730\u907f\u5f00\u4e86\u4e0e\u5de8\u5934\u5185\u7f6e\u542c\u5199\u529f\u80fd\u7684\u76f4\u63a5\u7ade\u4e89\uff0c\u8f6c\u800c\u5f3a\u8c03\u201c\u98ce\u683c\u9002\u5e94\u201d\u8fd9\u4e00\u5dee\u5f02\u5316\u4f18\u52bf\uff0c\u5e76\u51ed\u501f\u5168\u5e73\u53f0\u8986\u76d6\u548c\u6781\u4f4e\u5ef6\u8fdf\u6784\u5efa\u4f53\u9a8c\u58c1\u5792\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u65e0\u6cd5\u56de\u5230\u6253\u5b57\u201d\u7684\u8868\u8ff0\uff0c\u8bc1\u660e\u4e86\u5176\u5728\u63d0\u5347\u6d41\u66a2\u5ea6\u4e0a\u7684\u6210\u529f\u3002\u4f46\u957f\u671f\u6311\u6218\u5728\u4e8e\uff0c\u8fd9\u79cd\u4e2a\u6027\u5316\u80fd\u5426\u5f62\u6210\u8db3\u591f\u6df1\u7684\u62a4\u57ce\u6cb3\uff0c\u4ee5\u53ca\u662f\u5426\u4f1a\u9762\u4e34\u6765\u81ea\u64cd\u4f5c\u7cfb\u7edf\u7ea7\u6216\u5927\u578bAI\u6a21\u578b\uff08\u5b83\u4eec\u540c\u6837\u53ef\u4ee5\u5b66\u4e60\u7528\u6237\u6570\u636e\uff09\u7684\u964d\u7ef4\u6253\u51fb\u3002\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u6781\u81f4\u7684\u6548\u7387\u589e\u5f3a\u5668\uff0c\u4f46\u5176\u201c\u5b66\u4e60\u578b\u6570\u5b57\u52a9\u7406\u201d\u7684\u96cf\u5f62\uff0c\u9884\u793a\u4e86\u4eba\u673a\u4ea4\u4e92\u4ece\u201c\u542c\u61c2\u201d\u5230\u201c\u61c2\u4f60\u201d\u7684\u6f14\u8fdb\u65b9\u5411\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\">Willow on Windows<\/span>\n <\/div>\n<div class=\"comment-content\">You write hundreds of messages, emails, and prompts a day. Willow is an AI voice typing tool that lets you speak them instead. Willow now works on Windows, Mac, and iOS. You can use it anywhere on your computer, like Gmail, Slack, Notion, Cursor, and more. Willow is powerful because it’s the fastest, most accurate, and the only dictation tool that actually personalizes to the way that you write over time.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! We started Willow because so much of our day is communication. Thinking emails, Slack messages, prompts to AI, and more. It\u2019s all moving ideas from your head to a screen. <\/p>\n<p>Your voice is 4x faster than your fingers. But using it has always meant fighting tools that don’t understand how you actually write.<\/p>\n<p>Why existing tools fail:<\/p>\n<p>Dragon was built for dictating letters in 1997. Apple’s built-in dictation breaks on anything complicated. And today’s AI dictation tools just transcribe what you say, run it through generic AI cleanup, and hope for the best.<\/p>\n<p>None of them learn how you write. None of them know that your Slack messages should sound casual while your client emails need to be polished.<\/p>\n<p>What we built instead:<\/p>\n<p>1) Speed: 200ms of latency. 5x faster than typing. 2x faster than other AI dictation tools.<\/p>\n<p>2) Accuracy: Willow spells everything right, like technical terms, jargon, and names.<\/p>\n<p>3) Personalization: This is the difference. Willow matches your style to your context. A text sounds like a text. An email sounds professional. A Slack message sounds like you. <\/p>\n<p>4) Auto-dictionary: If you correct the spelling of a word, Willow remembers and saves it to your personal dictionary. <\/p>\n<p>5) 100+ languages: You can switch languages mid-sentence and Willow follows.<\/p>\n<p>6) Offline mode: Enable offline to dictate fully without any internet connection.<\/p>\n<p>7) Works everywhere: Gmail, Slack, Notion, Cursor, ChatGPT, and everything. If you can type there, you can speak there.<\/p>\n<p>We launched on Mac first. Every day, users told us they couldn’t go back to typing. Then we launched on iOS, and the same thing happened. Today, Windows joins the family.<\/p>\n<p>Willow now works everywhere you work.<\/p>\n<p>For Product Hunt: 30% off Pro with code PRODUCTHUNT30<\/p>\n<p>Please ask the team any questions below \ud83d\udc47<\/p>\n<p>\u2014 Written with Willow Voice<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@allan_guo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@allan_guo<\/a> Congrats! Does it have ability to save text expanders and templates like <a href=\"https:\/\/www.producthunt.com\/products\/text-blaze\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"text-blaze\" target=\"_blank\" rel=\"noopener\">@Text Blaze<\/a>? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@allan_guo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@allan_guo<\/a> congrats on the launch. Can it adjust tone\/style to different tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>does Willow analyze my previous sent items to learn my tone, or does it primarily rely on the active application window’s context?<\/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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> Yep, exactly that! Willow learns based on your previous edits, what slight differences \/ word choices you make. Over time you should Willow sounding more and more like you :). <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I absolutely love this voice to text app. Great job Willow team. I\u2019ve saved 9.3k minutes typing since I adopted it and Willow has allowed me accelerate all my engineering work across all the products I use (Email \/ Text \/ Slack \/ Cursor \/ Claude \/ Loveable)! The hot key makes life easy. <\/p>\n<\/p>\n<p>I also love the custom word dictionary (handy for tech products which names which I reference regularly). The rephrasing capabilities are great too. It cleans up my thoughts and clearly articulates \/ rephrases for clarity. Sort of like Grammarly, but I don\u2019t have to go back and re-read or re-edit what I\u2019ve typed so I can keep moving fast. Brilliant feature \ud83e\udde0<\/p>\n<\/p>\n<p>I couldn\u2019t live without Willow now. Customer for life. Take my money. \ud83d\udcb0 <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rzap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rzap<\/a> 9.3k minutes saved!!!!! Thank you for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s a fantastic product. I’ve been using it for probably over six months now. It is accurate, simple to use, and probably saves me one to two hours a day. I use it on my desktop, my laptop, and my iPhone. <\/p>\n<p>And now I can recommend this to friends using Windows as well. It’s a great piece of software, and it’s truly a pleasure to recommend it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@james_lim1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@james_lim1<\/a> Thanks so much for the support, James! Really appreciate 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>Sick video, the device looks amazing. <\/p>\n<\/p>\n<p>Congrats on the launch guys! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> Thank you KP!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 and using it to type this message! Two quick things:<\/p>\n<p>1. Is it possible to remove the floating icon that is always on screen? I wish that was not on screen all the time.<\/p>\n<p>2. Can you explain privacy mode? Does it use a local model and if so which one? <\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0a41a8cc-cda6-45e1-a667-7feb8c485348.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryan_snyder2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_snyder2<\/a> Hey! <\/p>\n<p>1. You can move the floating icon by dragging it. If it’s really annoying, you can go to Settings > Enable Notch View. <\/p>\n<p>2. Privacy mode means completely zero data retention – audio, transcripts, and any sort of interactions! We do not use the offline model for that by default, that’s a separate setting (Settings > Offline Mode). <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 wanted to use something like that for a while to talk to my coding agents and always forget to actually get one. Do you support per-app profiles maybe (e.g., terminal vs IDE) so commands don\u2019t leak across contexts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>We’re fans of Willow product at Awesomic and happy to see team constantly shipping new launches \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\">Hey Allan, that part about AI dictation tools just transcribing and hoping for the best is so true. Was there a moment where you dictated something, watched it get cleaned up into something that didn\u2019t sound like you at all, and thought why do I have to fix this every single time?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Offline mode and 100+ languages? That\u2019s impressive! Switching languages mid-sentence is a common struggle for bilingual folks. Does the personalization work just as well for other languages like Ukrainian or Polish, or is the style matching currently best at English?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kostfast\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kostfast<\/a> Style matching works across all languages. Multi-lingual support was one of our top priorities!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/HF24CYVOM4WKGV\" class=\"app-title\">BIOS<\/a><\/p>\n<div class=\"one-liner\">AI Scientist for biomedical research – #1 on BixBench<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">119<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>BIOS\u662f\u4e00\u6b3e\u5728\u751f\u7269\u533b\u5b66\u7814\u7a76\u573a\u666f\u4e2d\uff0c\u901a\u8fc7\u63d0\u4f9b\u201c\u4eba\u5728\u56de\u8def\u201d\u7684\u68c0\u67e5\u70b9\u4e0e\u5168\u81ea\u52a8\u6a21\u5f0f\uff0c\u89e3\u51b3\u4f20\u7edfAI\u7814\u7a76\u4ee3\u7406\u6279\u5904\u7406\u6a21\u5f0f\u4e0d\u7075\u6d3b\u3001\u8bd5\u9519\u6210\u672c\u9ad8\u75db\u70b9\u7684AI\u79d1\u5b66\u5bb6\u5e73\u53f0\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a36718eb-24f4-499c-b617-ba7bbae46178.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce207276-2f56-4ede-8b2a-6267fa722668.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1eca4e20-2fbb-4594-b503-8da813289163.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\/e0cbe6aa-dfb9-4381-b096-c649481bb004.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/8bb29e727acb45c49187b3fa2e2f83dd\"><source src=\"https:\/\/www.loom.com\/share\/8bb29e727acb45c49187b3fa2e2f83dd\" 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\">Science<\/span><br \/>\n <span class=\"tag\">Data Science<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u79d1\u7814\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u751f\u7269\u4fe1\u606f\u5b66<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4eba\u5728\u56de\u8def<\/span><br \/>\n <span class=\"tag\">\u6587\u732e\u7efc\u8ff0<\/span><br \/>\n <span class=\"tag\">\u65b0\u9896\u6027\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u5b66\u672f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u751f\u7269\u533b\u5b66\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">BixBench\u699c\u9996<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u4e3b\u8981\u96c6\u4e2d\u4e8e\uff1a1. \u8be2\u95ee\u4e0e\u540c\u7c7b\u4ea7\u54c1\uff08\u5982Scispace\uff09\u7684\u5dee\u5f02\u4e0e\u65b9\u5411\uff1b2. \u80af\u5b9aAI\u7528\u4e8e\u79d1\u5b66\u7814\u7a76\u7684\u4ef7\u503c\uff1b3. \u6df1\u5165\u63a2\u8ba8\u6280\u672f\u7ec6\u8282\uff0c\u5982\u68c0\u67e5\u70b9\u5e72\u9884\u540e\u662f\u5c40\u90e8\u66f4\u65b0\u8fd8\u662f\u5168\u5c40\u91cd\u65b0\u89c4\u5212\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u590d\uff0c\u9080\u8bf7\u4f53\u9a8c\u5e76\u63d0\u4f9b\u4e86\u6280\u672f\u6587\u732e\u94fe\u63a5\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 BIOS\u5ba3\u79f0\u5728BixBench\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u6392\u540d\u7b2c\u4e00\uff0c\u8fd9\u4e3a\u5176\u6280\u672f\u80fd\u529b\u63d0\u4f9b\u4e86\u6709\u529b\u80cc\u4e66\u3002\u4f46\u5176\u771f\u6b63\u7684\u4ea7\u54c1\u4ef7\u503c\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u201c\u5168\u81ea\u52a8\u201d\uff0c\u800c\u5728\u4e8e\u5176\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u201c\u63a7\u5236\u6743\u6ed1\u5757\u201d\u3002\u5b83\u6ca1\u6709\u9677\u5165\u201cAI\u53d6\u4ee3\u79d1\u5b66\u5bb6\u201d\u7684\u6d6e\u5938\u53d9\u4e8b\uff0c\u800c\u662f\u52a1\u5b9e\u5730\u533a\u5206\u4e86\u201c\u5168\u7a0b\u64cd\u63a7\u201d\u3001\u201c\u667a\u80fd\u5e73\u8861\u201d\u548c\u201c\u6df1\u5ea6\u81ea\u4e3b\u201d\u4e09\u79cd\u6a21\u5f0f\uff0c\u5c06AI\u5b9a\u4f4d\u4e3a\u53d7\u63a7\u7684\u589e\u5f3a\u667a\u80fd\u3002\u8fd9\u7cbe\u51c6\u547d\u4e2d\u4e86\u79d1\u7814\u5de5\u4f5c\u6d41\u7684\u771f\u5b9e\u75db\u70b9\uff1a\u4f20\u7edf\u6279\u5904\u7406AI\u5982\u540c\u4e00\u4e2a\u9ed1\u7bb1\uff0c\u7814\u7a76\u8005\u6295\u5165\u5927\u91cf\u8ba1\u7b97\u8d44\u6e90\u548c\u65f6\u95f4\u540e\uff0c\u53ef\u80fd\u624d\u53d1\u73b0\u65b9\u5411\u504f\u5dee\uff0c\u632b\u8d25\u611f\u4e0e\u6210\u672c\u6781\u9ad8\u3002BIOS\u63d0\u4f9b\u7684\u68c0\u67e5\u70b9\u673a\u5236\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u79d1\u5b66\u7814\u7a76\u7684\u201c\u53ef\u89e3\u91ca\u6027\u201d\u548c\u201c\u8fc7\u7a0b\u7ea0\u504f\u201d\u80fd\u529b\u4ea7\u54c1\u5316\uff0c\u8ba9\u7814\u7a76\u8005\u80fd\u5728\u5173\u952e\u51b3\u7b56\u70b9\u4ecb\u5165\uff0c\u8fd9\u6bd4\u5355\u7eaf\u8ffd\u6c42\u5206\u6790\u901f\u5ea6\u6216\u81ea\u52a8\u5316\u7387\u66f4\u5177\u9769\u547d\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u201c#1 on BixBench\u201d\u662f\u5b9e\u9a8c\u5ba4\u73af\u5883\u7684\u6210\u7ee9\uff0c\u5176\u5411\u590d\u6742\u3001\u975e\u6807\u51c6\u5316\u771f\u5b9e\u7814\u7a76\u8bfe\u9898\u7684\u6cdb\u5316\u80fd\u529b\u6709\u5f85\u8003\u9a8c\u3002\u5176\u6b21\uff0c\u5176\u6838\u5fc3\u7531\u56db\u4e2a\u667a\u80fd\u4f53\u5206\u5de5\u534f\u4f5c\uff0c\u8fd9\u79cd\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027\u548c\u534f\u8c03\u6210\u672c\u662f\u9690\u85cf\u7684\u6280\u672f\u98ce\u9669\u3002\u6700\u540e\uff0c\u8bc4\u8bba\u4e2d\u7528\u6237\u5c06\u5176\u4e0eScispace\u7b49\u4ea7\u54c1\u7c7b\u6bd4\uff0c\u8bf4\u660e\u5e02\u573a\u5df2\u5b58\u5728\u8ba4\u77e5\u76f8\u4f3c\u7684\u7ade\u4e89\u8005\u3002BIOS\u7684\u5b66\u672f\u514d\u8d39\u7b56\u7565\u867d\u662f\u9ad8\u6548\u7684\u83b7\u5ba2\u624b\u6bb5\uff0c\u4f46\u5982\u4f55\u5c06\u65e9\u671f\u5b66\u672f\u7528\u6237\u8f6c\u5316\u4e3a\u957f\u671f\u4ed8\u8d39\u7684\u4ea7\u4e1a\u5ba2\u6237\uff0c\u5e76\u6784\u5efa\u8db3\u591f\u6df1\u7684\u62a4\u57ce\u6cb3\uff0c\u662f\u5176\u5546\u4e1a\u5316\u9053\u8def\u4e0a\u7684\u5173\u952e\u8003\u9898\u3002\u5b83\u6253\u5f00\u4e86\u4e00\u6247\u95e8\uff0c\u4f46\u95e8\u540e\u7684\u957f\u5eca\u80fd\u8d70\u591a\u8fdc\uff0c\u53d6\u51b3\u4e8e\u5176\u5de5\u7a0b\u843d\u5730\u80fd\u529b\u4e0e\u5bf9\u79d1\u7814\u8303\u5f0f\u7684\u6df1\u523b\u7406\u89e3\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u57fa\u51c6\u6d4b\u8bd5\u5206\u6570\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\">BIOS<\/span>\n <\/div>\n<div class=\"comment-content\">BIOS is an AI Scientist that ranked #1 on BixBench for biological data analysis. BIOS offers human-in-the-loop checkpoints to steer investigations mid-flight, or fully autonomous mode for uninterrupted deep research\u2014you choose how much control to keep. Four specialized agents handle orchestration, literature review, data analysis, and novelty detection. Free tier available. Academic users withedu get full access free.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>We’re a small AI-for-Science lab, and today we’re launching BIOS – an AI Scientist that just hit #1 on BixBench for biological data analysis.<\/p>\n<p>The core problem we’re solving: existing AI research agents run in batch mode. You wait hours, get results, realize the AI didn’t do as well as you hoped, and you rerun everything. For the comfort of all of our users – you can use 3 modes: steering for full control, autonomous for maximum depth or smart for a good balance between the two.<\/p>\n<p>We’re offering free full access to academic users (.edu email) for a limited time\u2014we want researchers actually using this.<\/p>\n<p>Would love your feedback. What research problems would you throw at it?<\/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\/@brka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brka<\/a> This product reminds me of <a href=\"https:\/\/www.producthunt.com\/products\/typeset\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"typeset\" target=\"_blank\" rel=\"noopener\">@Scispace<\/a>‘s <a href=\"https:\/\/www.producthunt.com\/products\/typeset\/launches\/scispace-biomed-agent?utm_source=other&utm_medium=social\" target=\"_blank\" rel=\"noopener\">BioMed Agent<\/a>. Are you heading to similar direction? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Using AI for scientific purposes is exactly what it was meant for, I think. Great launch, guys, congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>When a human intervenes at a checkpoint, does BIOS perform a RAG-based update to its internal plan, or does it re-simulate the entire reasoning chain?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> Yes it updates its whole plan – you’re welcome to try all the 3 modes with the free credits we give and you’ll get a feeling of how it works! Also more details in the paper & blog we shared<\/p>\n<p><a href=\"https:\/\/ai.bio.xyz\/blog\/introducing-bios\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/ai.bio.xyz\/blog\/introducing-bios<\/a><br \/><a href=\"https:\/\/arxiv.org\/abs\/2601.12542\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/arxiv.org\/abs\/2601.12542<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/RINV66SNPLSSLR\" class=\"app-title\">HighlightGPT<\/a><\/p>\n<div class=\"one-liner\">Highlight in ChatGPT, ask GPT in a side panel<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">119<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eChrome\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u5141\u8bb8\u7528\u6237\u5728ChatGPT\u5bf9\u8bdd\u4e2d\u9ad8\u4eae\u6587\u672c\u5e76\u5728\u4fa7\u8fb9\u9762\u677f\u8fdb\u884cAI\u8ffd\u95ee\u3001\u89e3\u91ca\u3001\u7ffb\u8bd1\u6216\u4fdd\u5b58\uff0c\u89e3\u51b3\u4e86\u5728\u957f\u5bf9\u8bdd\u4e2d\u56e0\u590d\u5236\u7c98\u8d34\u8ffd\u95ee\u800c\u6253\u65ad\u9605\u8bfb\u6d41\u3001\u4e22\u5931\u4e0a\u4e0b\u6587\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/70fc64a9-80a8-46cd-8e9a-688205d38db7.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/FI-QNyRPrQU?si=zLM5ji6XX557NZYP\"><source src=\"https:\/\/youtu.be\/FI-QNyRPrQU?si=zLM5ji6XX557NZYP\" 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\/144100d5-6d39-48aa-a393-e1a72db88e3a.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/29c8f0df-e20c-4a76-9732-a5f412183959.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d53e0fb8-a6dc-4325-836a-458ad18b62eb.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/86e055a8-31ea-461c-a282-9f186c6050f2.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d071ee43-90d6-4d24-876c-b6fd1b90bdd2.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">ChatGPT\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u9ad8\u4eae<\/span><br \/>\n <span class=\"tag\">\u4fa7\u8fb9\u9762\u677f<\/span><br \/>\n <span class=\"tag\">\u9605\u8bfb\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u63d2\u4ef6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u4e86\u5728ChatGPT\u4e2d\u9488\u5bf9\u90e8\u5206\u56de\u590d\u8ffd\u95ee\u4f1a\u6253\u65ad\u9605\u8bfb\u6d41\u7684\u75db\u70b9\u3002\u5f00\u53d1\u8005\u56de\u5e94\u4e86\u5173\u4e8e\u6269\u5c55\u7a33\u5b9a\u6027\u7684\u6280\u672f\u8003\u91cf\uff0c\u5e76\u89e3\u91ca\u4e86\u4e0e\u6d4f\u89c8\u5668\u53f3\u952e\u201c\u8be2\u95eeChatGPT\u201d\u529f\u80fd\u7684\u6838\u5fc3\u533a\u522b\u5728\u4e8e\u5176\u6ce8\u89e3\u5f0f\u4ea4\u4e92\u80fd\u4fdd\u6301\u9605\u8bfb\u4f4d\u7f6e\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 HighlightGPT\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5bf9AI\u539f\u751f\u4ea4\u4e92\u7f3a\u9677\u7684\u4e00\u6b21\u7cbe\u51c6\u201c\u8d34\u818f\u836f\u201d\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u5f53\u524dChatGPT\u8fd9\u7c7b\u7ebf\u6027\u5bf9\u8bddAI\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5bf9\u8bdd\u7684\u8fde\u8d2f\u6027\u4e0e\u4fe1\u606f\u5904\u7406\u7684\u6a21\u5757\u5316\u9700\u6c42\u4e4b\u95f4\u7684\u51b2\u7a81\u3002\u7528\u6237\u9762\u5bf9\u5197\u957f\u56de\u590d\u65f6\uff0c\u5f80\u5f80\u53ea\u60f3\u5bf9\u67d0\u4e2a\u7247\u6bb5\u8fdb\u884c\u6df1\u5ea6\u64cd\u4f5c\uff0c\u4f46\u4f20\u7edf\u4ea4\u4e92\u8981\u4e48\u7834\u574f\u5bf9\u8bdd\u6d41\uff0c\u8981\u4e48\u9700\u5f00\u542f\u65b0\u4f1a\u8bdd\u5bfc\u81f4\u4e0a\u4e0b\u6587\u5272\u88c2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8be5\u4ea7\u54c1\u5c06\u201c\u9ad8\u4eae-\u4fa7\u8fb9\u680f\u64cd\u4f5c\u201d\u8fd9\u4e00\u7ecf\u5178\u9605\u8bfb\u4ea4\u4e92\u6a21\u5f0f\u5f15\u5165AI\u5bf9\u8bdd\uff0c\u5176\u771f\u6b63\u91ce\u5fc3\u662f\u8bd5\u56fe\u5c06ChatGPT\u4ece\u4e00\u4e2a\u201c\u804a\u5929\u673a\u5668\u4eba\u201d\u91cd\u65b0\u5b9a\u4e49\u4e3a\u201c\u9605\u8bfb\u4e0e\u601d\u8003\u5de5\u4f5c\u533a\u201d\u3002\u8fd9\u6233\u4e2d\u4e86AI\u5e94\u7528\u4ece\u65b0\u5947\u73a9\u5177\u8f6c\u5411\u4e25\u8083\u751f\u4ea7\u529b\u5de5\u5177\u8fc7\u7a0b\u4e2d\u7684\u5173\u952e\u8fdb\u5316\u70b9\u2014\u2014\u5de5\u4f5c\u6d41\u7684\u65e0\u7f1d\u96c6\u6210\u3002\u5f00\u53d1\u8005\u5bf9\u7a33\u5b9a\u6027\u7684\u8003\u91cf\uff08\u6bcf\u65e5\u81ea\u52a8\u5316\u811a\u672c\u68c0\u67e5DOM\u9009\u62e9\u5668\uff09\u4e5f\u63ed\u793a\u4e86\u6b64\u7c7b\u6df1\u5ea6\u96c6\u6210\u7b2c\u4e09\u65b9\u5de5\u5177\u9762\u4e34\u7684\u666e\u904d\u56f0\u5883\uff1a\u5728AI\u4ea7\u54c1UI\u5feb\u901f\u8fed\u4ee3\u7684\u80cc\u666f\u4e0b\uff0c\u5982\u4f55\u5e73\u8861\u6df1\u5ea6\u96c6\u6210\u4e0e\u7ef4\u62a4\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e3aChatGPT\u73b0\u6709\u4ea4\u4e92\u903b\u8f91\u6253\u8865\u4e01\uff0c\u800c\u975e\u91cd\u5851\u3002\u4e00\u65e6OpenAI\u5b98\u65b9\u5728UI\u5c42\u539f\u751f\u652f\u6301\u7c7b\u4f3c\u201c\u6587\u672c\u5757\u6ce8\u91ca\u201d\u6216\u201c\u7ebf\u7a0b\u5185\u8ffd\u95ee\u201d\u529f\u80fd\uff0c\u6b64\u7c7b\u6269\u5c55\u7684\u4ef7\u503c\u5c06\u8fc5\u901f\u8870\u51cf\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u9a8c\u8bc1\u7528\u6237\u9700\u6c42\u5b58\u5728\u7684\u201c\u63a2\u9488\u201d\uff0c\u5176\u957f\u671f\u751f\u5b58\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u8fd9\u79cd\u201c\u6ce8\u89e3\u5f0f\u4ea4\u4e92\u201d\u62bd\u8c61\u4e3a\u66f4\u901a\u7528\u7684\u6a21\u5f0f\uff0c\u9002\u914d\u66f4\u591aAI\u5e73\u53f0\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u662f\u4e00\u4e2a\u4f18\u96c5\u4f46\u8106\u5f31\u7684\u4e34\u65f6\u89e3\u51b3\u65b9\u6848\uff0c\u5b8c\u7f8e\u8be0\u91ca\u4e86\u5728AI\u5e94\u7528\u7206\u53d1\u521d\u671f\uff0c\u7b2c\u4e09\u65b9\u5f00\u53d1\u8005\u5982\u4f55\u901a\u8fc7\u5fae\u521b\u65b0\u6355\u6349\u5de8\u5934\u6682\u65f6\u5ffd\u7565\u7684\u7528\u6237\u4f53\u9a8c\u7f1d\u9699\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\">HighlightGPT<\/span>\n <\/div>\n<div class=\"comment-content\">HighlightGPT is a Chrome extension that lets you highlight text inside ChatGPT and open a side panel to ask AI, explain, ask, translate, or save memorizes. It\u2019s a small workflow upgrade that makes ChatGPT feel more like a reading & thinking workspace.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b I\u2019m Zhong Xin, the maker of HighlightGPT.<\/p>\n<p>I built this because when I\u2019m reading long ChatGPT conversations, I kept losing context by copying text out to ask follow-ups or rewrite parts.<\/p>\n<p>HighlightGPT lets you highlight text *inside ChatGPT* and open a side panel to explain, ask, translate, or save memorizes \u2014 without tab switching or copy-paste.<\/p>\n<p>Would love your feedback:<br \/>\n1) When using ChatGPT, do you often run into a word or a specific part of the response that you don\u2019t fully understand, and wish you could get an explanation for just that part instead of regenerating the whole answer?<br \/>\n2) Do you wish ChatGPT could respond more like annotations or inline comments on an existing answer, rather than simply continuing the conversation below it?<\/p>\n<p>Happy to answer any questions \u2014 thanks for checking it out \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@xin_zhong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xin_zhong<\/a> This is a fantastic extension. I\u2019ve run into this exact issue myself. <\/p>\n<\/p>\n<p>When I don\u2019t grasp part of a GPT response, I highlight it and fire off a follow-up question. But the new reply buries the original answer, forcing me to scroll back up awkwardly. <\/p>\n<\/p>\n<p>Your tool elegantly fixes this simple yet frustrating gap that GPT overlooks. <\/p>\n<\/p>\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">ChatGPT\u2019s UI changes often and extensions can be fragile\u2014what did you optimize for to keep the experience reliable over time, and what tradeoffs did you make between \u201cdeep integration\u201d and \u201cbreakage risk\u201d?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Thanks for the great question! To keep things stable, I built a daily automated script that runs checks on all the DOM selectors my extension relies on. It verifies whether they still exist or need updating whenever ChatGPT\u2019s UI changes.<\/p>\n<p>For the tradeoff, I leaned toward a \u201cdefensive design\u201d approach: I prioritize using stable, semantic selectors over deeply integrated but fragile ones, so the extension stays functional even when the UI shifts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 this is interesting. Well done. Just curious, when you right click on highlighted text you can \u201cask ChatGPT\u201d follow up questions. Why not do that instead?<\/div>\n<div class=\"comment-actions\">\n<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\/@sunbash\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sunbash<\/a> The main difference is <strong>where and how the answer appears<\/strong>.<br \/>\u201cAsk ChatGPT\u201d puts the answer at the bottom of the conversation, which breaks your reading flow.<\/p>\n<p>HighlightGPT keeps the explanation <strong>alongside the highlighted text<\/strong>, more like an annotation, so you can understand that part without losing your place.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fcb37520-36e3-4b4e-ae7d-d78690338d5e.jpeg?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZH6TTBJSB27ZW5\" class=\"app-title\">Fluent<\/a><\/p>\n<div class=\"one-liner\">Agentic AI in Any Mac App. Now with Native RAG<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">116<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fluent\u662f\u4e00\u6b3e\u96c6\u6210\u4e8eMac\u7cfb\u7edf\u7684AI\u52a9\u624b\uff0c\u901a\u8fc7\u672c\u5730RAG\u5f15\u64ce\u548c\u8de8\u5e94\u7528\u4e0a\u4e0b\u6587\u611f\u77e5\uff0c\u5728\u5199\u4f5c\u3001\u5185\u5bb9\u521b\u4f5c\u7b49\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86AI\u751f\u6210\u5185\u5bb9\u98ce\u683c\u751f\u786c\u3001\u7f3a\u4e4f\u4e2a\u4eba\u5316\u4e0e\u4e0a\u4e0b\u6587\u8fde\u8d2f\u6027\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bcae9dad-77eb-4618-9219-73161cac5d55.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aef9609f-11eb-48dd-bc2a-1c0f59662801.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1c3e1faf-bcf0-4877-b530-46438a15f739.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\/cc286bd4-3af0-415a-b3a0-7146896bba4e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=e7Qh3VIweno\"><source src=\"https:\/\/www.youtube.com\/watch?v=e7Qh3VIweno\" 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\">AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316RAG<\/span><br \/>\n <span class=\"tag\">Mac\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e94\u7528\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u98ce\u683c\u6a21\u4eff<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u4e30\u5bcc\u7684\u529f\u80fd\u548c\u5de7\u5999\u7684UI\u8bbe\u8ba1\uff0c\u7279\u522b\u662f\u8de8\u5e94\u7528\u4e0a\u4e0b\u6587\u548c\u98ce\u683c\u6a21\u4eff\u80fd\u529b\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u4e0eMac Shortcuts\u7684\u96c6\u6210\u53ef\u80fd\u6027\uff0c\u4ee5\u53ca\u5bf9\u672c\u5730RAG\u5f15\u64ce\u5904\u7406\u5927\u89c4\u6a21\u4e2a\u4eba\u77e5\u8bc6\u5e93\u6027\u80fd\u7684\u5173\u5207\u3002\u5f00\u53d1\u8005\u56de\u590d\u89e3\u91ca\u4e86Shortcuts\u53ef\u901a\u8fc7MCP\u8fde\u63a5\uff0c\u5e76\u9610\u8ff0\u4e86RAG\u7684\u6df7\u5408\u67b6\u6784\u4e0e\u4f18\u5316\u8bbe\u8ba1\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Fluent\u6b64\u6b21\u66f4\u65b0\u7684\u6838\u5fc3\u5356\u70b9\u201cNative RAG\u201d\u4e0e\u201cMCP\u96c6\u6210\u201d\uff0c\u76f4\u6307\u5f53\u524dAI\u5e94\u7528\u7684\u4e24\u5927\u8f6f\u808b\uff1a\u8bb0\u5fc6\u7684\u788e\u7247\u5316\u4e0e\u64cd\u4f5c\u7684\u5b64\u5c9b\u5316\u3002\u5b83\u8bd5\u56fe\u626e\u6f14\u7684\u4e0d\u662f\u53c8\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u662f\u4e00\u4e2a\u9a7b\u5b88\u5728\u672c\u5730\u7684\u3001\u5177\u5907\u6301\u7eed\u8bb0\u5fc6\u548c\u8de8\u5e94\u7528\u884c\u52a8\u529b\u7684\u201c\u6570\u5b57\u526f\u8111\u201d\u3002\u5176\u5ba3\u79f0\u7684\u201c100%\u590d\u523b\u5199\u4f5c\u98ce\u683c\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5c06RAG\u4ece\u4f20\u7edf\u7684\u77e5\u8bc6\u68c0\u7d22\uff0c\u5347\u7ef4\u81f3\u98ce\u683c\u4e0e\u4eba\u683c\u7684\u5efa\u6a21\u4e0e\u6ce8\u5165\uff0c\u8fd9\u786e\u5b9e\u662f\u5bf9\u6297\u201cAI\u6d41\u6c34\u7ebf\u8154\u8c03\u201d\u7684\u4e00\u6b21\u6709\u8da3\u5b9e\u8df5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u540c\u6837\u5728\u4e8e\u6b64\u3002\u9996\u5148\uff0c\u201c\u98ce\u683c\u590d\u523b\u201d\u7684\u627f\u8bfa\u6781\u5177\u8bf1\u60d1\uff0c\u4f46\u6548\u679c\u6df1\u5ea6\u4e25\u91cd\u4f9d\u8d56\u4e8e\u7528\u6237\u63d0\u4f9b\u7684\u201c\u8bb0\u5fc6\u201d\u7d20\u6750\u7684\u8d28\u91cf\u4e0e\u6570\u91cf\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u6781\u9ad8\u7684\u7528\u6237\u6559\u80b2\u6210\u672c\u3002\u5176\u6b21\uff0c\u4f5c\u4e3a\u4e00\u6b3e\u4ee5\u201cAgentic\u201d\u548c\u201c\u81ea\u52a8\u5316\u201d\u4e3a\u613f\u666f\u7684\u5de5\u5177\uff0c\u5176\u4e0e\u7cfb\u7edf\u7ea7\u81ea\u52a8\u5316\uff08\u5982Shortcuts\uff09\u7684\u751f\u6001\u878d\u5408\u5ea6\u76ee\u524d\u770b\u6765\u4ecd\u662f\u77ed\u677f\uff0c\u5f00\u53d1\u8005\u201c\u4e0d\u539f\u751f\u652f\u6301\u201d\u7684\u56de\u5e94\u7565\u663e\u4fdd\u5b88\uff0c\u53ef\u80fd\u9650\u5236\u5176\u4f5c\u4e3a\u667a\u80fd\u4e2d\u67a2\u7684\u6f5c\u529b\u3002\u6700\u540e\uff0c\u672c\u5730RAG\u5904\u7406\u5927\u89c4\u6a21\u77e5\u8bc6\u5e93\u7684\u6027\u80fd\u4e0e\u7cbe\u5ea6\uff0c\u4ecd\u662f\u9700\u8981\u6301\u7eed\u9a8c\u8bc1\u7684\u6280\u672f\u5173\u5361\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cFluent\u7684\u91ce\u5fc3\u6e05\u6670\uff1a\u5b83\u4e0d\u613f\u53ea\u505a\u6587\u672c\u751f\u6210\u5668\uff0c\u800c\u5fd7\u5728\u6210\u4e3a\u7528\u6237\u4e0e\u6570\u5b57\u4e16\u754c\u4ea4\u4e92\u7684\u667a\u80fd\u4ee3\u7406\u5c42\u3002\u5b83\u7684\u51fa\u73b0\uff0c\u53cd\u6620\u4e86AI\u5de5\u5177\u6b63\u4ece\u201c\u5355\u6b21\u95ee\u7b54\u201d\u5411\u201c\u6301\u7eed\u4f34\u968f\u3001\u4e3b\u52a8\u670d\u52a1\u201d\u8303\u5f0f\u6f14\u8fdb\u7684\u8d8b\u52bf\u3002\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5176\u6280\u672f\u6df1\u5ea6\u3001\u7cfb\u7edf\u6574\u5408\u80fd\u529b\u4ee5\u53ca\u7528\u6237\u662f\u5426\u613f\u610f\u4e3a\u5176\u6784\u5efa\u5e76\u7ef4\u62a4\u4e00\u4e2a\u9ad8\u8d28\u91cf\u7684\u201c\u6570\u5b57\u81ea\u6211\u201d\u955c\u50cf\u3002\u8fd9\u6761\u8def\u524d\u666f\u5e7f\u9614\uff0c\u4f46\u8def\u9014\u5fc5\u7136\u5d0e\u5c96\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\">Fluent<\/span>\n <\/div>\n<div class=\"comment-content\">This time, Fluent is supercharged by MCP and a native RAG engine, and it’s a real game-changer. Beyond its general purpose, RAG lets you replicate your writing style almost 100%. This launch is mostly about that: write like yourself, write like Jack London, write like the world’s top marketers. And never be accused of AI slop. To put it simple \u2013 Fluent RAG is the cornerstone of generating instead of writing.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey people of Product Hunt \ud83e\uddd9\u200d\u2642\ufe0f\ud83d\udc4b<\/p>\n<p>AI is powerful, but it still falls apart when your context is scattered across apps, and it rarely sounds like you (or lands a joke). Fluent fixes that, and yes, it finally makes humor work \ud83d\ude02 Check the video if you want to see it in action.<\/p>\n<p>What Fluent brings:<\/p>\n<p>\u2013 <strong>Global context awareness<\/strong>: works in any app and combines context across apps + tabs.<br \/>\u2013 <strong>MCP<\/strong>: Claude Desktop-style workflows, but no subscription and no lock-in (your API keys, local models supported).<br \/>\u2013 <strong>Memory, native RAG engine<\/strong>: local, always-on \u201csecond brain\u201d that matches writing style insanely well.<br \/>\u2013 <strong>Scheduled Actions<\/strong>: early, but turning actions into autonomous agents for Mac automation.<br \/>\u2013 <strong>History<\/strong>: local, encrypted, searchable.<\/p>\n<p>Use the <strong>exclusive<\/strong> Product Hunt code for 25% off: <strong>LOVEPRODUCTHUNT<\/strong>.<\/p>\n<p>I\u2019d love to hear your feedback \ud83d\udc95<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Very inspired by Fluent\u2019s rich features and clever UI.<br \/>\nExpanding into memory makes total sense as an AI layer that sits above all your local apps.<br \/>\n@importnil do you make use of Shortcuts? If so, why\/why not? Do you think they\u2019ll be relevant for Gemini-powered Siri?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<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\/@chrismessina\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> \ud83d\udc4b<\/p>\n<\/p>\n<p>Thanks for your feedback and questions!<\/p>\n<\/p>\n<p>Fluent currently doesn’t support Shortcuts natively, but it’s possible to connect them via external MCP integrations:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/874fc2ee-c100-4bb1-89f8-023b4a9f695c.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>In the ideal world, I think Gemini-powered Siri is definitely going to be <strong>natural language<\/strong> driven, with persistent background memory and in some sense autonomous capabilities. However I don’t expect new Siri relying on Shortcuts as the core engine at all \ud83d\ude42<\/p>\n<\/p>\n<p>I personally don’t use Shortcuts as I find them tedious to create, pretty limited in terms of app support, <strong>but who knows<\/strong>, maybe they will give them a refreshed design in the light of new AI features.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the local RAG engine handle large personal knowledge bases?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a><\/p>\n<p>Thanks for the question! Fluent RAG is a hybrid architecture. It handles large data really fast and well. You can create infinite Memory groups, and put up to 1000 files inside each \u2013 this was made by design to encourage domain fragmentation.<\/p>\n<p>Plus, there are certain optimizations made specifically for writing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/KBFZB6OOFBA7TT\" class=\"app-title\">Invofox 2.0<\/a><\/p>\n<div class=\"one-liner\">Document AI for real-world workflows, not just demos<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">116<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Invofox 2.0 \u662f\u4e00\u4e2a\u4e13\u6ce8\u4e8e\u751f\u4ea7\u7ea7\u6587\u6863\u89e3\u6790\u7684AI\u5e73\u53f0\uff0c\u901a\u8fc7\u7ed3\u6784\u5316\u7684\u5b9e\u9a8c\u5de5\u4f5c\u6d41\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5728\u5904\u7406\u6df7\u4e71\u3001\u975e\u6807\u51c6\u5316\u7684\u771f\u5b9e\u4e16\u754c\u6587\u6863\u65f6\uff0c\u80fd\u53ef\u89c6\u5316\u548c\u9a8c\u8bc1\u89e3\u6790\u51c6\u786e\u7387\uff0c\u4ece\u800c\u53ef\u9760\u5730\u5c06\u6587\u6863\u5904\u7406\u6d41\u7a0b\u90e8\u7f72\u5230\u5b9e\u9645\u4e1a\u52a1\u4e2d\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa328863-8bd2-4824-8e4e-d67c4a126a13.avif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ff0a37f7-a6f2-45ea-a0cb-f5a8f9d84dc4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e257e5de-f9a7-49e9-aa1a-c817642fba8c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/255c3f3c-873a-4b52-bb48-34ccc820e1b2.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\/45613510-d744-400c-bdce-bdcd3d9f4131.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/DTbtdmM8IUo\"><source src=\"https:\/\/youtu.be\/DTbtdmM8IUo\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u6863\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u7ea7OCR<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u89e3\u6790\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u51c6\u786e\u7387\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u6570\u636e\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4eba\u7c7b\u4ecb\u5165\u5faa\u73af<\/span><br \/>\n <span class=\"tag\">\u771f\u5b9e\u573a\u666fAI<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5b98\u65b9\u8bc4\u8bba\u9610\u8ff0\u4e86\u4ea7\u54c1\u4ece\u6f14\u793a\u8d70\u5411\u771f\u5b9e\u5de5\u4f5c\u6d41\u7684\u6838\u5fc3\u8bbe\u8ba1\u7406\u5ff5\u3002\u7528\u6237\u4e3b\u8981\u8be2\u95eeAPI\u662f\u5426\u652f\u6301\u57fa\u4e8e\u7f6e\u4fe1\u5ea6\u7684\u201c\u4eba\u7c7b\u4ecb\u5165\u5faa\u73af\u201d\u573a\u666f\uff0c\u5b98\u65b9\u56de\u590d\u6307\u51fa\u5176\u63d0\u4f9b\u6bd4\u5355\u7eaf\u7f6e\u4fe1\u5ea6\u66f4\u6df1\u5165\u7684\u5b57\u6bb5\u7ea7\u4e0e\u4ea4\u53c9\u9a8c\u8bc1\uff0c\u5e76\u53ef\u901a\u8fc7webhook\u6784\u5efa\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Invofox 2.0\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u529f\u80fd\u5347\u7ea7\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u9488\u5bf9\u884c\u4e1a\u201c\u6f14\u793a\u5e7b\u8c61\u201d\u7684\u7cbe\u51c6\u62a8\u51fb\u548c\u7b56\u7565\u6027\u5b9a\u4f4d\u3002\u5f53\u524d\u6587\u6863AI\u5e02\u573a\u5145\u65a5\u7740\u5728\u6d01\u51c0\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u60ca\u8273\u7684\u201cDemo\u4ea7\u54c1\u201d\uff0c\u4e00\u65e6\u6295\u5165\u771f\u5b9e\u7684\u6df7\u4e71\u4e1a\u52a1\u6d41\uff08\u5982\u6a21\u7cca\u626b\u63cf\u4ef6\u3001\u975e\u6807\u53d1\u7968\uff09\uff0c\u51c6\u786e\u7387\u4fbf\u65ad\u5d16\u5f0f\u4e0b\u8dcc\u3002Invofox 2.0\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u9677\u5165\u201c\u6211\u4eec\u7684\u6a21\u578b\u66f4\u51c6\u201d\u7684\u519b\u5907\u7ade\u8d5b\uff0c\u800c\u662f\u5c06\u5356\u70b9\u8f6c\u5411\u4e86\u201c\u51c6\u786e\u7387\u7684\u53ef\u5ea6\u91cf\u3001\u53ef\u89e3\u91ca\u4e0e\u53ef\u7ba1\u7406\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6838\u5fc3\u63a8\u51fa\u7684\u201c\u7ed3\u6784\u5316\u5b9e\u9a8c\u5de5\u4f5c\u6d41\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u6587\u6863\u89e3\u6790\u4ece\u9ed1\u76d2\u6a21\u578b\u8f93\u51fa\uff0c\u5347\u7ea7\u4e3a\u4e00\u4e2a\u53ef\u89c2\u6d4b\u3001\u53ef\u8c03\u8bd5\u7684\u5de5\u7a0b\u7cfb\u7edf\u3002\u5b83\u5141\u8bb8\u56e2\u961f\u5728\u90e8\u7f72\u524d\u5c31\u80fd\u5728\u5b57\u6bb5\u548c\u6587\u6863\u7ea7\u522b\u770b\u5230\u51c6\u786e\u7387\u53d8\u5316\uff0c\u5e76\u9a8c\u8bc1\u6539\u8fdb\u6548\u679c\u3002\u8fd9\u76f4\u51fb\u4f01\u4e1a\u5ba2\u6237\u7684\u6838\u5fc3\u7126\u8651\uff1a\u4e0d\u786e\u5b9a\u6027\u98ce\u9669\u3002\u4f01\u4e1a\u91c7\u8d2dAI\u5e76\u975e\u8ffd\u6c42\u5b9e\u9a8c\u5ba4\u6ee1\u5206\uff0c\u800c\u662f\u9700\u8981\u53ef\u63a7\u7684\u3001\u53ef\u9884\u671f\u7684\u6295\u5165\u4ea7\u51fa\u6bd4\uff0c\u4ee5\u53ca\u660e\u786e\u7684\u5931\u8d25\u5904\u7406\u8def\u5f84\uff08\u5982HITL\uff0c\u4eba\u7c7b\u4ecb\u5165\u5faa\u73af\uff09\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5b98\u65b9\u56de\u590d\u7528\u6237\u5173\u4e8eHITL\u7684\u7ec6\u8282\u53ef\u4ee5\u770b\u51fa\uff0c\u5176\u8bbe\u8ba1\u601d\u8def\u8d85\u8d8a\u4e86\u7b80\u5355\u7684\u7f6e\u4fe1\u5ea6\u9608\u503c\uff0c\u8f6c\u5411\u4e86\u57fa\u4e8e\u4e1a\u52a1\u89c4\u5219\uff08\u5982\u6b63\u5219\u6821\u9a8c\u3001\u5b57\u6bb5\u903b\u8f91\u6821\u9a8c\uff09\u7684\u9a8c\u8bc1\u4f53\u7cfb\uff0c\u8fd9\u66f4\u8d34\u8fd1\u771f\u5b9e\u4e1a\u52a1\u7684\u6570\u636e\u8d28\u91cf\u7ba1\u63a7\u9700\u6c42\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u5c06\u6311\u6218\u4ece\u5355\u7eaf\u7684\u7b97\u6cd5\u80fd\u529b\uff0c\u90e8\u5206\u8f6c\u79fb\u5230\u4e86\u5ba2\u6237\u81ea\u8eab\u7684\u6d41\u7a0b\u68b3\u7406\u4e0e\u89c4\u5219\u5b9a\u4e49\u80fd\u529b\u4e0a\u3002\u5e73\u53f0\u7ea7\u66f4\u65b0\u7684\u5b9a\u4f4d\u663e\u793a\u4e86\u5176\u91ce\u5fc3\uff0c\u4f46\u80fd\u5426\u6210\u4e3a\u4f01\u4e1a\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7684\u201c\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u9762\u5bf9\u6781\u7aef\u590d\u6742\u3001\u957f\u5c3e\u7684\u6587\u6863\u7c7b\u578b\u65f6\uff0c\u8fd9\u5957\u65b9\u6cd5\u8bba\u662f\u5426\u4f9d\u7136\u80fd\u9ad8\u6548\u8fd0\u8f6c\uff0c\u4ee5\u53ca\u5176\u751f\u6001\u96c6\u6210\u7684\u4fbf\u5229\u6027\u3002\u8fd9\u662f\u4e00\u6b65\u4ece\u201c\u5356\u5de5\u5177\u201d\u5230\u201c\u5356\u5de5\u7a0b\u65b9\u6cd5\u201d\u7684\u9ad8\u9636\u68cb\uff0c\u4f46\u68cb\u5c40\u624d\u521a\u521a\u5f00\u59cb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Invofox 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Invofox 2.0 is a platform-level update focused on production-grade document parsing. While most document AI tools look accurate in demos, they struggle with messy, real-world inputs. This launch highlights a structured experimentation workflow that makes field- and document-level accuracy visible before production, helping teams understand accuracy changes, validate improvements, and confidently deploy reliable document workflows.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We\u2019re sharing this to show how experimentation works across the Invofox platform when teams take document extraction out of demos and into live workflows. Instead of optimizing for demo accuracy, this workflow connects mixed input handling, pipeline design, and field- and document-level accuracy measurement so teams can understand why accuracy changes and validate improvements on real documents.<\/p>\n<p>This is the same workflow we use across POCs and live deployments, and it ties directly to our campaign around real-world document workflows: <a href=\"http:\/\/www.invofox.com\/perfect-docs-guaranteed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">www.invofox.com\/perfect-docs-guaranteed<\/a><\/p>\n<p>Rather than making accuracy claims, we wanted to show the concrete process behind them. Happy to answer questions or go deeper on any part of this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is great, kudos to the team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is awesome. Killer team, 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>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ross_geiger\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ross_geiger<\/a> thank you!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does the API provide webhooks for ‘Human-in-the-loop’ scenarios where the confidence score falls below a certain threshold?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> Invofox will give you validation at different levels but much more insightful than just a confidence score. You can configure strict validations per field (e.g. regex for strings) and cross validations between related fields (e.g. line items summing up to the total amount).<\/p>\n<p>If you configure webhook responses your system will receive the structured output plus all failed validations and their sources. That will allow you to build the automation workflows needed for your business like HITL scenarios. Hope that answers your question \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/FSKPQ6BPIBZBMO\" class=\"app-title\">LiquidFetch<\/a><\/p>\n<div class=\"one-liner\"> Beautiful visual system fetch for macOS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">113<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LiquidFetch\u662f\u4e00\u6b3e\u4e3amacOS\u8bbe\u8ba1\u7684\u53ef\u89c6\u5316\u7cfb\u7edf\u4fe1\u606f\u5c55\u793a\u5de5\u5177\uff0c\u901a\u8fc7\u7f8e\u89c2\u7684\u56fe\u5f62\u754c\u9762\u76f4\u89c2\u5448\u73b0\u8bbe\u5907\u914d\u7f6e\uff0c\u89e3\u51b3\u4e86\u6781\u5ba2\u548c\u666e\u901a\u7528\u6237\u5728\u547d\u4ee4\u884c\u5de5\u5177\u4e2d\u67e5\u770b\u7cfb\u7edf\u4fe1\u606f\u65f6\u4f53\u9a8c\u4e0d\u53cb\u597d\u3001\u7f3a\u4e4f\u89c6\u89c9\u5438\u5f15\u529b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ec1cd1e-4d23-4e9e-8e04-0cefdff1bffa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ce4f37e-c4f9-4795-a401-a51b1785e2c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/03eca5c4-8de2-43fb-876a-8297bc344c92.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\">User Experience<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u4fe1\u606f\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u539f\u751f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u786c\u4ef6\u72b6\u6001\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u7f8e\u5316<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u4eea\u8868\u76d8<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u4e3b\u8981\u96c6\u4e2d\u4e8e\u8d5e\u8d4f\u5176\u89c6\u89c9\u6548\u679c\u3002\u4e00\u6761\u6709\u6548\u8bc4\u8bba\u8be2\u95ee\u4e86\u662f\u5426\u652f\u6301\u5c06\u6570\u636e\u5bfc\u51fa\u4e3a\u9ad8\u6e05\u56fe\u7247\uff0c\u5f00\u53d1\u8005\u56de\u590d\u6682\u4e0d\u652f\u6301\uff0c\u4f46\u5efa\u8bae\u901a\u8fc7\u622a\u56fe\u5b9e\u73b0\u3002\u76ee\u524d\u8bc4\u8bba\u6570\u91cf\u8f83\u5c11\uff0c\u7f3a\u4e4f\u6df1\u5ea6\u529f\u80fd\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n LiquidFetch\u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u5fae\u5c0f\u5374\u5b58\u5728\u660e\u786e\u65ad\u5c42\u7684\u5e02\u573a\uff1a\u5728\u8ffd\u6c42\u6781\u81f4\u7f8e\u5b66\u7684macOS\u751f\u6001\u4e0e\u6781\u5ba2\u5411\u547d\u4ee4\u884c\u7cfb\u7edf\u5de5\u5177\u4e4b\u95f4\u642d\u5efa\u6865\u6881\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u63d0\u4f9b\u4e86\u524d\u6240\u672a\u6709\u7684\u6570\u636e\u2014\u2014`neofetch`\u7b49\u5de5\u5177\u65e9\u5df2\u5b9e\u73b0\uff0c\u800c\u5728\u4e8e\u5b8c\u6210\u4e86\u4fe1\u606f\u7684\u201c\u6d88\u8d39\u5347\u7ea7\u201d\u3002\u5b83\u5c06\u51b0\u51b7\u3001\u67af\u71e5\u7684\u6587\u672c\u53c2\u6570\u8f6c\u5316\u4e3a\u89c6\u89c9\u8bbe\u8ba1\u9a71\u52a8\u7684\u754c\u9762\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u552e\u5356\u4e00\u79cd\u201c\u6570\u5b57\u8eab\u4efd\u88c5\u9970\u54c1\u201d\u548c\u201c\u7cfb\u7edf\u72b6\u6001\u7684\u60c5\u7eea\u4ef7\u503c\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u5f62\u6001\u4e5f\u66b4\u9732\u4e86\u6838\u5fc3\u8106\u5f31\u6027\u3002\u529f\u80fd\u4e0a\u4e25\u91cd\u4f9d\u8d56\u201c\u53ef\u89c6\u5316\u201d\u8fd9\u4e00\u5355\u70b9\u521b\u65b0\uff0c\u58c1\u5792\u4e0d\u9ad8\uff1b\u4f5c\u4e3a\u4fe1\u606f\u5c55\u793a\u5de5\u5177\uff0c\u5176\u6570\u636e\u9759\u6001\u3001\u7f3a\u4e4f\u4ea4\u4e92\u4e0e\u6df1\u5ea6\u5206\u6790\u80fd\u529b\uff0c\u7528\u6237\u65b0\u9c9c\u611f\u8fc7\u540e\u7559\u5b58\u582a\u5fe7\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5bfc\u51fa\u9ad8\u6e05\u56fe\u7247\u201d\u7684\u9700\u6c42\uff0c\u6070\u6070\u63ed\u793a\u4e86\u7528\u6237\u6f5c\u5728\u7684\u4f7f\u7528\u573a\u666f\u2014\u2014\u793e\u4ea4\u5206\u4eab\u4e0e\u4e2a\u4eba\u6587\u6863\u7f8e\u5316\uff0c\u8fd9\u6216\u8bb8\u662f\u4ea7\u54c1\u5e94\u6df1\u6316\u7684\u793e\u4ea4\u8d27\u5e01\u5c5e\u6027\u4e0e\u5b9e\u7528\u5de5\u4f5c\u6d41\u5207\u5165\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0c\u82e5\u4ec5\u5b9a\u4f4d\u4e8e\u201c\u66f4\u6f02\u4eae\u7684fetch\u201d\uff0c\u5176\u5929\u82b1\u677f\u89e6\u624b\u53ef\u53ca\u3002\u5b83\u9700\u8981\u601d\u8003\u5982\u4f55\u4ece\u201c\u4fe1\u606f\u770b\u677f\u201d\u8fdb\u5316\u6210\u201c\u4fe1\u606f\u67a2\u7ebd\u201d\uff0c\u4f8b\u5982\u96c6\u6210\u5b9e\u65f6\u6027\u80fd\u76d1\u63a7\u3001\u63d0\u4f9b\u4e2a\u6027\u5316\u7ec4\u4ef6\u3001\u6216\u4e0e\u58c1\u7eb8\/\u4e3b\u9898\u52a8\u6001\u7ed3\u5408\uff0c\u4ece\u201c\u5de5\u5177\u201d\u8f6c\u5411\u201c\u6570\u5b57\u751f\u6d3b\u7f8e\u5b66\u5e73\u53f0\u201d\u3002\u5728macOS\u539f\u751f\u5e94\u7528\u4f53\u9a8c\u4e0e\u89c6\u89c9\u8bbe\u8ba1\u662f\u5176\u5f53\u524d\u738b\u724c\uff0c\u4f46\u552f\u6709\u6784\u5efa\u66f4\u6df1\u7684\u573a\u666f\u7c98\u6027\uff0c\u624d\u80fd\u907f\u514d\u6ca6\u4e3a\u4e00\u6b21\u6027\u7684\u201c\u4ed8\u8d39\u622a\u56fe\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\">LiquidFetch<\/span>\n <\/div>\n<div class=\"comment-content\">LiquidFetch gives you a clean, visual overview of your Mac. Unlike tools like neofetch or fastfetch, LiquidFetch presents your setup info in a graphical interface. It’s a 100% native macOS app.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Stunning! Congrats on the launch \ud83d\ude80<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jryankennedy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jryankennedy<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does LiquidFetch allow exporting these stats as a high-res image<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> Not yet. But you can make a screenshot<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/P6TA2ZDUCF5LX7\" class=\"app-title\">Silkwave<\/a><\/p>\n<div class=\"one-liner\">Chat, record & transcribe on-device in a single workspace<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">112<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Silkwave\u662f\u4e00\u6b3emacOS\u4e0a\u7684\u7edf\u4e00AI\u5de5\u4f5c\u7a7a\u95f4\uff0c\u901a\u8fc7\u81ea\u5e26\u5bc6\u94a5\u6a21\u5f0f\u96c6\u6210\u4e3b\u6d41AI\u6a21\u578b\u4e0e\u672c\u5730\u5f55\u97f3\u8f6c\u5f55\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u591a\u5e73\u53f0\u3001\u591a\u8ba2\u9605\u95f4\u5207\u6362\u7684\u7e41\u7410\u548c\u6570\u636e\u9690\u79c1\u987e\u8651\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43387629-ec2b-4a86-be35-4c2a6c4aa862.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14dfde9b-82c4-4488-9dd3-253f2e404b83.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/00f223c5-41e6-41a6-9ee5-d3d24572cd14.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/002ed6d0-9788-44ef-8a48-1dfe931d8802.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9c8f7c60-bc2f-4db9-b6e7-24b400798622.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d167751d-d220-4a4c-a620-26a578e6a3af.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba64c7bd-dc2a-488d-8453-3b1f3e6e655a.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\/913232e0-ceea-4fbe-b628-2cb63a729b9c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=eM0syk6LjSg\"><source src=\"https:\/\/www.youtube.com\/watch?v=eM0syk6LjSg\" 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\">Meetings<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u81ea\u5e26\u5bc6\u94a5<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebfAI<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u4ea7\u54c1\u8bbe\u8ba1\u7b80\u6d01\uff0c\u5e76\u63d0\u51fa\u4e86\u5177\u4f53\u5efa\u8bae\uff1a1. \u5e0c\u671b\u589e\u52a0\u5f15\u5bfc\u52a8\u753b\u4ee5\u6539\u5584\u65b0\u7528\u6237\u4e0a\u624b\u4f53\u9a8c\uff1b2. \u8be2\u95ee\u4ea7\u54c1\u662f\u5426\u5b9a\u4f4d\u4e3a\u7b14\u8bb0\/\u5934\u8111\u98ce\u66b4\u4e2d\u5fc3\uff0c\u5f00\u53d1\u8005\u786e\u8ba4\u6b64\u4e3a\u65b9\u5411\u5e76\u5206\u4eab\u4e86\u8def\u7ebf\u56fe\uff1b3. \u8be2\u95ee\u662f\u5426\u652f\u6301\u804a\u5929\u8bb0\u5f55\u5168\u5c40\u641c\u7d22\uff0c\u5f00\u53d1\u8005\u56de\u590d\u6b64\u4e3a\u7b2c\u4e8c\u4f18\u5148\u7ea7\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Silkwave\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u6b63\u5728\u81a8\u80c0\u7684\u5e02\u573a\u88c2\u7f1d\uff1aAI\u5de5\u5177\u788e\u7247\u5316\u4e0e\u6570\u636e\u5b89\u5168\u7126\u8651\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u201c\u6574\u5408\u201d\u4e0e\u201c\u638c\u63a7\u201d\u4e24\u5927\u4e3b\u5f20\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u91c7\u7528\u4e86BYOK\u6a21\u5f0f\uff0c\u8fd9\u65e2\u964d\u4f4e\u4e86\u7528\u6237\u7684\u4f7f\u7528\u95e8\u69db\uff08\u65e0\u9700\u4e3a\u6bcf\u4e2a\u5de5\u5177\u5355\u72ec\u4ed8\u8d39\u8ba2\u9605\uff09\uff0c\u53c8\u5de7\u5999\u5730\u5c06\u6210\u672c\u4e0e\u5408\u89c4\u98ce\u9669\u8f6c\u79fb\u7ed9\u4e86\u4e0a\u6e38API\u63d0\u4f9b\u5546\u6216\u672c\u5730\u8ba1\u7b97\uff0c\u81ea\u8eab\u5219\u8f7b\u88c5\u4e0a\u9635\uff0c\u626e\u6f14\u4e2d\u7acb\u7ba1\u9053\u7684\u89d2\u8272\u3002\u5176\u96c6\u6210\u7684\u672c\u5730\u5f55\u97f3\u4e0eApple Intelligence\u79bb\u7ebf\u8f6c\u5f55\uff0c\u662f\u9762\u5bf9\u9690\u79c1\u654f\u611f\u578b\u7528\u6237\u7684\u7cbe\u51c6\u4e00\u51fb\uff0c\u5c24\u5176\u5728\u6d89\u53ca\u4f1a\u8bae\u3001\u8bbf\u8c08\u7b49\u654f\u611f\u573a\u666f\u65f6\uff0c\u6784\u6210\u4e86\u533a\u522b\u4e8e\u7eaf\u4e91\u7aef\u4ea7\u54c1\u7684\u5173\u952e\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u4f5c\u4e3a\u96c6\u6210\u5e73\u53f0\uff0c\u5176\u4f53\u9a8c\u6df1\u5ea6\u4e25\u91cd\u4f9d\u8d56\u7b2c\u4e09\u65b9\u6a21\u578b\u7684API\u7a33\u5b9a\u6027\u548c\u6027\u80fd\u4e0a\u9650\uff0c\u81ea\u8eab\u96be\u4ee5\u5f62\u6210\u6280\u672f\u62a4\u57ce\u6cb3\u3002\u5176\u6b21\uff0c\u201c\u7edf\u4e00\u5de5\u4f5c\u7a7a\u95f4\u201d\u7684\u613f\u666f\u5b8f\u5927\uff0c\u4f46\u5f53\u524d\u7248\u672c\u66f4\u50cf\u662f\u4e00\u4e2a\u529f\u80fd\u805a\u5408\u5668\u3002\u4ece\u5f00\u53d1\u8005\u56de\u590d\u770b\uff0c\u5176\u6b63\u8bd5\u56fe\u5411\u201c\u7b14\u8bb0\/\u5934\u8111\u98ce\u66b4\u4e2d\u5fc3\u201d\u6f14\u8fdb\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u9700\u8981\u6784\u5efa\u66f4\u5f3a\u5927\u7684\u975e\u7ed3\u6784\u5316\u6570\u636e\u7ba1\u7406\u3001\u5173\u8054\u548c\u68c0\u7d22\u80fd\u529b\uff0c\u8fd9\u4e0e\u5176\u76ee\u524d\u7b80\u5355\u7684\u804a\u5929\u5386\u53f2\u641c\u7d22\u9700\u6c42\u4e4b\u95f4\u5b58\u5728\u7740\u5de8\u5927\u7684\u5de5\u7a0b\u9e3f\u6c9f\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4f9d\u8d56\u7528\u6237\u5df2\u6709\u7684\u5927\u6a21\u578bAPI\u6d88\u8d39\uff0c\u81ea\u8eab\u76c8\u5229\u8def\u5f84\u5c1a\u4e0d\u6e05\u6670\uff0c\u53ef\u80fd\u9677\u5165\u201c\u4e3a\u4ed6\u4eba\u505a\u5ac1\u8863\u201d\u7684\u7a98\u5883\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cSilkwave\u662f\u4e00\u6b3e\u5b9a\u4f4d\u6e05\u6670\u3001\u5207\u5165\u89d2\u5ea6\u5201\u94bb\u7684\u6548\u7387\u5de5\u5177\u3002\u5b83\u5728AI\u5e94\u7528\u4ece\u63a2\u7d22\u8d70\u5411\u65e5\u5e38\u5de5\u4f5c\u7684\u8fc7\u6e21\u671f\uff0c\u4e3a\u4e13\u4e1a\u7528\u6237\u63d0\u4f9b\u4e86\u4e00\u4e2a\u517c\u987e\u6548\u7387\u4e0e\u9690\u79c1\u7684\u201c\u63a7\u5236\u53f0\u201d\u3002\u4f46\u5176\u957f\u671f\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u7ba1\u9053\u201d\u8fdb\u5316\u51fa\u4e0d\u53ef\u66ff\u4ee3\u7684\u3001\u539f\u751f\u7684\u5de5\u4f5c\u6d41\u4ef7\u503c\uff0c\u5426\u5219\u6781\u6613\u88ab\u5927\u6a21\u578b\u5382\u5546\u5b98\u65b9\u5957\u4ef6\u6216\u66f4\u5782\u76f4\u7684\u4e13\u4e1a\u5de5\u5177\u6240\u6324\u538b\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\">Silkwave<\/span>\n <\/div>\n<div class=\"comment-content\">Silkwave is a unified AI workspace for Mac. It brings major models into one chat interface using a Bring Your Own Key (BYOK) approach\u2014connect OpenAI, Anthropic, Google, Nebius, or local Ollama. It features a powerful microphone and system audio recorder with near real-time transcription using on-device Apple Intelligence or OpenAI. It connects all your AI tools in one private app.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>This is Silkwave \u2014 a macOS app that puts all your AI models in one place.<\/p>\n<p>The problem was simple: too many browser tabs, too many $20\/month subscriptions, too much friction. So I built a single workspace where you bring your own keys and your data stays yours.<\/p>\n<p>Here’s what it does:<\/p>\n<p>\ud83d\udd11 Bring Your Own Keys (BYOK)<br \/>\nConnect API keys for OpenAI, Anthropic, Google, and Nebius \u2014 pay only for what you use. Or run local models via Ollama, completely offline.<\/p>\n<p>\ud83c\udf99\ufe0f Advanced Audio & Transcription<br \/>\nSilkwave can record System Audio and your Microphone at the same time (Zoom, browser, whatever).<br \/>\n\u2022 Offline: On-device Apple Intelligence \u2014 free, unlimited transcription.<br \/>\n\u2022 Online: OpenAI’s API for high-accuracy, multilingual transcription.<\/p>\n<p>\ud83d\udcf9 Chat with Files<br \/>\nTrue multimodal support. Drop in image, video, audio, or PDFs \u2014 ask questions, get summaries, pull out action items.<\/p>\n<p>\ud83d\udd12 Privacy First<br \/>\nDirect-to-client architecture. Your data goes from your Mac to the API provider (or never leaves your device). No servers in between.<\/p>\n<p>Would love to hear what you think \u2014 and what features you’d want next.<\/p>\n<p>Thanks for checking it out. \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bakhshi_mnatsakanyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bakhshi_mnatsakanyan<\/a> Congrats on the launch, the product looks clean. Sometimes a bit of motion in onboarding helps new users understand things faster, happy to help if you want to try something quickly this week.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Is the goal that it becomes your notes\/brainstorm hub?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> <\/p>\n<\/p>\n<p>Thank you, Daniele!<\/p>\n<p>Yes, that’s definitely the direction! Here’s my current roadmap:<\/p>\n<ol>\n<li>\n<p><strong>Auto-detect Zoom, Teams, Google Meet calls<\/strong> \u2014 my top priority right now<\/p>\n<\/li>\n<li>\n<p><strong>Global search<\/strong> across chats and transcriptions<\/p>\n<\/li>\n<li>\n<p><strong>Text notes<\/strong> \u2014 to make it a true brainstorm hub<\/p>\n<\/li>\n<\/ol>\n<p>I might adjust this roadmap based on user feedbacks though.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Silkwave support ‘System-wide search’ for my chat history?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> <\/p>\n<p>Not yet \u2014 but it’s the #2 priority on my roadmap! Thanks for asking, Xiang \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<\/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\/2RHRS5JRJKWTYA\" class=\"app-title\">Fundable<\/a><\/p>\n<div class=\"one-liner\">Integrate startup, investor and people data in your product<\/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>Fundable\u662f\u4e00\u6b3e\u6574\u5408\u521d\u521b\u516c\u53f8\u3001\u6295\u8d44\u4eba\u548c\u4eba\u624d\u6570\u636e\u7684API\u53ca\u6570\u636e\u96c6\u4ea7\u54c1\uff0c\u65e8\u5728\u901a\u8fc7\u66f4\u5b9e\u65f6\u3001\u53ef\u6eaf\u6e90\u4e14\u652f\u6301\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u7684\u6570\u636e\u670d\u52a1\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u548c\u4f01\u4e1a\u5728\u6784\u5efa\u6295\u8d44\u5206\u6790\u3001\u62db\u8058\u76d1\u63a7\u7b49\u5de5\u5177\u65f6\u9762\u4e34\u7684\u6570\u636e\u5206\u6563\u3001\u6ede\u540e\u4e14\u6210\u672c\u9ad8\u6602\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc0d6554-ac33-407e-b817-b99df9a18fc3.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a9bf1da9-9910-4220-98ed-8f5d3c038fd8.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e14ddd9-944f-4170-a2f1-6c4c4fa4e8ee.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eed21b52-7177-409e-9bea-530f5edf9194.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e49d3a5-2df9-4a74-aad9-6519d49fa916.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de13aa2e-816d-47c0-a58c-1de8cf599e0e.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Venture Capital<\/span><br \/>\n <span class=\"tag\">Data<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u521b\u4e1a\u6570\u636eAPI<\/span><br \/>\n <span class=\"tag\">\u6295\u878d\u8d44\u6570\u636e\u5e93<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4ea4\u6613\u4fe1\u606f<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6eaf\u6e90<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u66ff\u4ee3Crunchbase<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u52bf<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u4f01\u4e1a\u670d\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u6ce8\u4ea7\u54c1\u6f5c\u5728\u7684\u5e94\u7528\u573a\u666f\u6784\u5efa\uff0c\u5e76\u8be2\u95ee\u5b9e\u65f6\u901a\u77e5\u7684\u6280\u672f\u5b9e\u73b0\u65b9\u5f0f\uff08\u5982Webhook\u652f\u6301\uff09\u3002\u56e2\u961f\u56de\u5e94\u76ee\u524d\u4ec5\u652f\u6301REST\u8f6e\u8be2\uff0c\u4f46\u8868\u8fbe\u4e86\u6839\u636e\u5b9e\u9645\u7528\u4f8b\u589e\u52a0Webhook\u7684\u5f00\u653e\u6001\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 Fundable\u7684\u91ce\u5fc3\uff0c\u5728\u4e8e\u7528\u201c\u66f4\u597d\u7684UI\u3001\u66f4\u4fbf\u5b9c\u7684\u4ef7\u683c\u3001\u66f4\u65e9\u7684deal\u4fe1\u606f\u201d\u8fd9\u4e09\u677f\u65a7\uff0c\u7cbe\u51c6\u5288\u5411Crunchbase\u7b49\u8001\u724c\u6570\u636e\u5e73\u53f0\u7684\u8f6f\u808b\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e3a\u6bcf\u4e2a\u6570\u636e\u70b9\u63d0\u4f9b\u6765\u6e90\u201d\u76f4\u51fb\u884c\u4e1a\u6570\u636e\u9ed1\u7bb1\u75db\u70b9\uff0c\u800c\u81ea\u7136\u8bed\u8a00\u544a\u8b66\u529f\u80fd\u5219\u8bd5\u56fe\u964d\u4f4e\u6570\u636e\u8c03\u7528\u7684\u6280\u672f\u95e8\u69db\uff0c\u8fd9\u4e9b\u90fd\u662f\u806a\u660e\u7684\u5dee\u5f02\u5316\u5207\u5165\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5e76\u975e\u529f\u80fd\u5217\u8868\uff0c\u800c\u662f\u751f\u6001\u58c1\u5792\u3002\u6570\u636e\u4ea7\u54c1\u7684\u4ef7\u503c\u4e0e\u6570\u636e\u7684\u5e7f\u5ea6\u3001\u6df1\u5ea6\u3001\u51c6\u786e\u6027\u548c\u7f51\u7edc\u6548\u5e94\u5f3a\u76f8\u5173\u3002\u8001\u724c\u5e73\u53f0\u79ef\u7d2f\u7684\u793e\u533a\u8d21\u732e\u3001\u7528\u6237\u7ea0\u9519\u548c\u957f\u671f\u5408\u4f5c\u5173\u7cfb\uff0c\u6784\u6210\u4e86\u4e00\u9053\u65e0\u5f62\u7684\u62a4\u57ce\u6cb3\u3002Fundable\u4ee5\u201c\u66f4\u65e9\u201d\u548c\u201c\u6eaf\u6e90\u201d\u4f5c\u4e3a\u5356\u70b9\uff0c\u4f46\u201c\u65e9\u201d\u610f\u5473\u7740\u9700\u8981\u6784\u5efa\u72ec\u7279\u4e14\u9ad8\u6548\u7684\u6293\u53d6\u6216\u63a5\u5165\u7ba1\u9053\uff0c\u201c\u6eaf\u6e90\u201d\u5219\u5bf9\u6570\u636e\u6e05\u6d17\u548c\u6cbb\u7406\u80fd\u529b\u63d0\u51fa\u6781\u9ad8\u8981\u6c42\u3002\u8fd9\u4e24\u70b9\u90fd\u9700\u8981\u6301\u7eed\u4e14\u5de8\u5927\u7684\u6295\u5165\u624d\u80fd\u5efa\u7acb\u53ef\u4fe1\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u533a\u7684\u6280\u672f\u95ee\u7b54\u6765\u770b\uff0c\u4ea7\u54c1\u4ecd\u5904\u4e8e\u65e9\u671f\uff0c\u8fde\u5b9e\u65f6\u63a8\u9001\uff08Webhook\uff09\u8fd9\u6837\u7684\u73b0\u4ee3API\u6807\u914d\u90fd\u5c1a\u672a\u652f\u6301\uff0c\u8fd9\u66b4\u9732\u4e86\u5176\u57fa\u7840\u8bbe\u65bd\u7684\u6210\u719f\u5ea6\u6709\u5f85\u9a8c\u8bc1\u3002\u56e2\u961f\u201c\u53ef\u4ee5\u6dfb\u52a0\u201d\u7684\u7075\u6d3b\u6001\u5ea6\u56fa\u7136\u53ef\u559c\uff0c\u4f46\u4e5f\u6697\u793a\u4ea7\u54c1\u8def\u7ebf\u56fe\u53ef\u80fd\u7531\u65e9\u671f\u5ba2\u6237\u9700\u6c42\u9a71\u52a8\uff0c\u5b58\u5728\u4e0d\u786e\u5b9a\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cFundable\u5728\u4e00\u4e2a\u9700\u6c42\u660e\u786e\u4f46\u58c1\u5792\u6df1\u539a\u7684\u5e02\u573a\u4e2d\uff0c\u9009\u62e9\u4e86\u4e00\u4e2a\u7280\u5229\u7684\u5207\u5165\u89d2\u5ea6\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u5b83\u6bd4Crunchbase\u201c\u597d\u591a\u5c11\u201d\uff0c\u800c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u6570\u636e\u8d28\u91cf\u8fd9\u4e2a\u751f\u547d\u7ebf\u4e0a\u5efa\u7acb\u8d77\u53ef\u6301\u7eed\u4e14\u53ef\u9a8c\u8bc1\u7684\u4f18\u52bf\uff0c\u5e76\u5feb\u901f\u5438\u5f15\u5f00\u53d1\u8005\u751f\u6001\uff0c\u5f62\u6210\u81ea\u5df1\u7684\u6570\u636e\u98de\u8f6e\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u4f1a\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u66f4\u4fbf\u5b9c\u201d\u7684\u66ff\u4ee3\u9009\u9879\uff0c\u800c\u975e\u884c\u4e1a\u89c4\u5219\u7684\u6539\u53d8\u8005\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\">Fundable<\/span>\n <\/div>\n<div class=\"comment-content\">Fundable is a startup, investor, and people dataset (like a Crunchbase) with a few improvements: Surfaces new deals before other platforms, provides sources for every datapoint, allows for natural language deal alerts (“coding agent startups in SF looking to hire”), much better UI, cheaper. First month is free. Hit us up if you want access to our API, Datafeed, or MCP!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tons a cool products you can build with Fundable’s data… any ideas?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Do you support webhooks for real-time notifications, or is it strictly a REST-based polling system for now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> Don’t have webhooks yet but can definitely add them. Any use cases in mind?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> hey we are strictly REST based right now, we will let you know cadence that makes most sense with our deal flow<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KCTYAM3CTGCGFK\" class=\"app-title\">doXmind<\/a><\/p>\n<div class=\"one-liner\">An AI editor that reasons with you<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">82<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>doXmind\u662f\u4e00\u6b3e\u5c06AI\u7f16\u7a0b\u52a9\u624b\u4f53\u9a8c\u5f15\u5165\u6587\u6863\u521b\u4f5c\u7684\u667a\u80fd\u7f16\u8f91\u5668\uff0c\u901a\u8fc7\u7406\u89e3\u4e0a\u4e0b\u6587\u3001\u9010\u884c\u5ba1\u9605\u4fee\u6539\u5dee\u5f02\u53ca\u5f15\u7528\u77e5\u8bc6\u5e93\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u5199\u4f5c\u8fc7\u7a0b\u4e2d\u601d\u7ef4\u88ab\u6253\u65ad\u3001\u5185\u5bb9\u628a\u63a7\u529b\u5f31\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1fe4e33-cc68-4ddd-83de-ac2c9ee1f966.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/552b86a5-5866-4c5e-a931-5850a0815b60.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0aca053d-3644-4114-b07f-2471a89fbeb4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/21834de8-5421-4cad-8c9c-e780235ac652.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\/6c7e8117-54b6-4dee-9c52-aaecf0893eeb.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/0kQ-5GoXa_8\"><source src=\"https:\/\/youtu.be\/0kQ-5GoXa_8\" 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\">Writing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5199\u4f5c\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6587\u6863\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u5dee\u5f02\u5ba1\u9605<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93\u5f15\u7528<\/span><br \/>\n <span class=\"tag\">BYOK\u6a21\u5f0f<\/span><br \/>\n <span class=\"tag\">\u5199\u4f5c\u6d41\u7a0b\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39Beta<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u529f\u80fd\u5efa\u8bae\u4e0e\u5546\u4e1a\u6a21\u5f0f\u8be2\u95ee\u3002\u6709\u6548\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u5b9e\u65f6\u7f51\u7edc\u7814\u7a76\u529f\u80fd\u4ee5\u81ea\u52a8\u586b\u5145\u4e8b\u5b9e\u6570\u636e\u5e76\u6ce8\u660e\u6765\u6e90\u3002\u521b\u59cb\u4eba\u786e\u8ba4\u8be5\u529f\u80fd\u5df2\u5728\u89c4\u5212\u4e2d\u3002\u5173\u4e8e\u5546\u4e1a\u6a21\u5f0f\uff0c\u56e2\u961f\u660e\u786e\u6838\u5fc3\u4ea7\u54c1\u5c06\u4fdd\u6301\u514d\u8d39\uff0c\u91c7\u7528\u7528\u6237\u81ea\u5e26AI\u670d\u52a1\u5546API\u5bc6\u94a5\u7684\u6a21\u5f0f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n doXmind\u7684\u6838\u5fc3\u7406\u5ff5\u2014\u2014\u201c\u5199\u4f5c\u754c\u7684Cursor\u201d\uff0c\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u4e00\u4e2a\u6b63\u5728\u5174\u8d77\u7684\u9700\u6c42\uff1a\u5c06AI\u4ece\u804a\u5929\u673a\u5668\u4eba\u8f6c\u53d8\u4e3a\u6df1\u5ea6\u5d4c\u5165\u5de5\u4f5c\u6d41\u7684\u534f\u4f5c\u4f19\u4f34\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2aAI\u5199\u4f5c\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u5c06\u8f6f\u4ef6\u5de5\u7a0b\u9886\u57df\u6210\u719f\u7684\u4ee3\u7801\u534f\u4f5c\u8303\u5f0f\uff08\u5982\u5dee\u5f02\u5bf9\u6bd4\u5ba1\u9605\u3001\u4e0a\u4e0b\u6587\u611f\u77e5\uff09\u8fc1\u79fb\u81f3\u975e\u7ed3\u6784\u5316\u7684\u6587\u6863\u521b\u4f5c\u9886\u57df\uff0c\u8fd9\u6709\u671b\u89e3\u51b3\u5f53\u524dAI\u5199\u4f5c\u5de5\u5177\u201c\u9ed1\u7bb1\u5f0f\u201d\u91cd\u5199\u3001\u4f5c\u8005\u638c\u63a7\u611f\u4e27\u5931\u7684\u6839\u672c\u6027\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u7684\u4eae\u70b9\u5728\u4e8e\u201c\u5dee\u5f02\u5ba1\u9605\u7cfb\u7edf\u201d\u548c\u201c\u77e5\u8bc6\u5e93\u5f15\u7528\u201d\u3002\u524d\u8005\u5c06AI\u7684\u4fee\u6539\u53ef\u89c6\u5316\u3001\u539f\u5b50\u5316\uff0c\u628a\u6700\u7ec8\u63a7\u5236\u6743\u4ea4\u8fd8\u7ed9\u7528\u6237\uff0c\u8fd9\u662f\u5bf9\u5f53\u524dAI\u751f\u6210\u5185\u5bb9\u4e0d\u53ef\u63a7\u6027\u7684\u4e00\u79cd\u4f18\u96c5\u5de5\u7a0b\u89e3\u51b3\u65b9\u6848\u3002\u540e\u8005\u5219\u8bd5\u56fe\u5c06AI\u7684\u201c\u5e7b\u89c9\u201d\u95ee\u9898\u7ea6\u675f\u5728\u7528\u6237\u63d0\u4f9b\u7684\u53ef\u4fe1\u6750\u6599\u8303\u56f4\u5185\uff0c\u63d0\u5347\u4e86\u4e13\u4e1a\u5199\u4f5c\u7684\u53ef\u9760\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u6838\u5fc3\u514d\u8d39\u201dBYOK\u6a21\u5f0f\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u964d\u4f4e\u4e86\u7528\u6237\u7684\u521d\u6b21\u4f7f\u7528\u95e8\u69db\u548c\u5382\u5546\u7684\u8fd0\u8425\u6210\u672c\uff0c\u4f46\u5c06\u6a21\u578b\u80fd\u529b\u3001\u6210\u672c\u3001\u5ef6\u8fdf\u7b49\u6838\u5fc3\u4f53\u9a8c\u7684\u638c\u63a7\u6743\u8f6c\u79fb\u7ed9\u4e86\u7528\u6237\u548c\u7b2c\u4e09\u65b9API\u63d0\u4f9b\u5546\u3002\u8fd9\u8981\u6c42\u7528\u6237\u672c\u8eab\u662fAI\u670d\u52a1\u7684\u719f\u7ec3\u4f7f\u7528\u8005\uff0c\u65e0\u5f62\u4e2d\u62ac\u9ad8\u4e86\u4f7f\u7528\u5fc3\u667a\u95e8\u69db\u3002\u5176\u672a\u6765\u53ef\u80fd\u7684\u4ed8\u8d39\u70b9\uff08\u4e91\u540c\u6b65\u3001\u56e2\u961f\u529f\u80fd\uff09\u5e76\u975e\u4e0d\u53ef\u66ff\u4ee3\u7684\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u6700\u5173\u952e\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5176\u201c\u7406\u89e3\u4e0a\u4e0b\u6587\u201d\u7684\u6df1\u5ea6\u80fd\u5426\u771f\u6b63\u5ab2\u7f8eCursor\u5bf9\u4ee3\u7801\u5e93\u7684\u7406\u89e3\u3002\u6587\u672c\u7684\u8bed\u5883\u548c\u903b\u8f91\u8fdc\u6bd4\u4ee3\u7801\u590d\u6742\u548c\u6a21\u7cca\u3002\u4ece\u7528\u6237\u5bf9\u201c\u5b9e\u65f6\u7814\u7a76\u201d\u529f\u80fd\u7684\u8feb\u5207\u9700\u6c42\u6765\u770b\uff0c\u4ec5\u5904\u7406\u672c\u5730\u6587\u6863\u7684\u201c\u77e5\u8bc6\u5e93\u201d\u4ecd\u4e0d\u591f\uff0c\u4e0b\u4e00\u4ee3\u667a\u80fd\u5199\u4f5c\u5de5\u5177\u5fc5\u987b\u80fd\u4e3b\u52a8\u3001\u53ef\u4fe1\u5730\u8fde\u63a5\u5916\u90e8\u77e5\u8bc6\u3002doXmind\u82e5\u80fd\u5728\u4fdd\u6301\u5f53\u524d\u7f16\u8f91\u4f53\u9a8c\u4f18\u52bf\u7684\u57fa\u7840\u4e0a\uff0c\u653b\u514b\u5b9e\u65f6\u3001\u7cbe\u51c6\u7684\u7f51\u7edc\u4fe1\u606f\u68c0\u7d22\u4e0e\u5f15\u7528\u96be\u9898\uff0c\u624d\u80fd\u771f\u6b63\u5b9a\u4e49\u201cAI\u8f85\u52a9\u5199\u4f5c\u201d\u7684\u65b0\u8303\u5f0f\uff0c\u5426\u5219\u53ef\u80fd\u4ec5\u505c\u7559\u4e3a\u4e00\u4e2a\u4f53\u9a8c\u4f18\u826f\u7684\u7b2c\u4e09\u65b9AI\u5ba2\u6237\u7aef\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\">doXmind<\/span>\n <\/div>\n<div class=\"comment-content\">doXmind is “Cursor for Writing” \u2014 bringing AI-powered coding assistant UX to document creation. Free beta \u2014 no credit card required.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching! Just a thought, but a quick research feature might be helpful. Often times, especially in business documents, I find myself wanting to include some factoids. Like, “There are X million residential real estate transactions annually in the US”. I know X is a big, impressive number, but don’t exactly recall what it is and don’t want to break my writing flow to go look it up. If the editor could autonomously find that out and fill it in, with a source, that would be 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\/@derekattonkotsu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@derekattonkotsu<\/a> Love this idea! You’re right \u2014 breaking flow to look up a stat is painful.<\/p>\n<p>This is on our roadmap! Imagine typing “[X] million transactions” and having it auto-fill with the real number + source. Knowledge Base already cites your uploaded PDFs \u2014 next step is live web research.<\/p>\n<p>Thanks for the feedback, super helpful for prioritization! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I really like the idea.<\/p>\n<p>Now, how are you going to sell it?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rahijamil\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahijamil<\/a> <br \/>Great question! The plan is to keep doXmind <strong>free<\/strong> \u2014 users connect their own API keys from OpenAI, Anthropic, or Google.<\/p>\n<p>This way:<\/p>\n<ul>\n<li>\n<p>You’re not locked into our pricing or rate limits<\/p>\n<\/li>\n<li>\n<p>You control your AI costs directly<\/p>\n<\/li>\n<li>\n<p>We focus on building the best writing experience, not metering your usage<\/p>\n<\/li>\n<\/ul>\n<p>Think of doXmind as the interface layer \u2014 we handle the UX, diff reviews, knowledge base, and context management. You bring the AI.<\/p>\n<p>Might add optional paid tiers later for extras like cloud sync or team features, but the core product stays free with BYOK. \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b<\/p>\n<p>I built doXmind because I wanted the “Cursor experience” for writing \u2014 an AI that doesn’t just chat beside your doc, but actually reads it, understands context, and makes edits you can review line-by-line.<\/p>\n<p>Key things I’m proud of:<br \/>\n– The diff review system (borrowed from code editors) \u2014 no more “AI rewrote my whole paragraph”<br \/>\n– Knowledge Base lets you drop in research PDFs and have AI actually cite them<br \/>\n– Works great on mobile with swipe gestures<\/p>\n<p>Currently in free beta \u2014 would love your feedback on what features to prioritize next! \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<\/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\/KO4UUJBU5NUXMU\" class=\"app-title\">Fytly<\/a><\/p>\n<div class=\"one-liner\">You Said You\u2019d Work Out. So What Happened?<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">43<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fytly\u662f\u4e00\u6b3e\u5c06AI\u4e2a\u6027\u5316\u5065\u8eab\u8ba1\u5212\u4e0e\u6e38\u620f\u5316\u673a\u5236\u7ed3\u5408\u7684\u5e94\u7528\uff0c\u901a\u8fc7\u751f\u6210\u4efb\u52a1\u3001\u4fdd\u6301\u8fde\u7eed\u8bb0\u5f55\u548c\u5347\u7ea7\u6392\u540d\uff0c\u5728\u7528\u6237\u5065\u8eab\u52a8\u529b\u4e0d\u8db3\u3001\u96be\u4ee5\u575a\u6301\u5e38\u89c4\u8bad\u7ec3\u7684\u65e5\u5e38\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u5176\u56e0\u67af\u71e5\u611f\u800c\u653e\u5f03\u953b\u70bc\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2729035c-b54c-4afb-8701-6c80175dfa3a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9d65e8a5-ac65-4cd2-ba18-756c81eef7f4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cc6b3cd8-a642-4e32-bd55-71b094ea2d94.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/efeb1c11-3377-42bd-85e9-e5d57884ba66.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8caa822-2a6b-49d2-9208-4355163889e0.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\">iOS<\/span><br \/>\n <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5065\u8eab\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">AI\u5065\u8eab\u6559\u7ec3<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316\u5065\u8eab<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u6fc0\u52b1<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u5206\u4eab\u4ea7\u54c1\u6e90\u4e8e\u4e2a\u4eba\u4f24\u75c5\u540e\u52a8\u529b\u4e27\u5931\u7684\u75db\u70b9\uff0c\u5f3a\u8c03\u5176\u6e38\u620f\u5316\u4e0e\u81ea\u9002\u5e94AI\u7684\u6838\u5fc3\u3002\u5176\u4ed6\u7528\u6237\u795d\u8d3a\u5e76\u597d\u5947\u5e02\u573a\u53cd\u54cd\u4e0e\u8425\u9500\u7b56\u7565\uff0c\u76ee\u524d\u672a\u51fa\u73b0\u5b9e\u8d28\u6027\u8d1f\u9762\u53cd\u9988\u6216\u529f\u80fd\u6027\u8d28\u7591\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 Fytly\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u5730\u523a\u5411\u4e86\u4f20\u7edf\u5065\u8eab\u5e94\u7528\u6700\u67d4\u8f6f\u7684\u8179\u90e8\uff1a\u53cd\u4eba\u6027\u7684\u67af\u71e5\u611f\u3002\u5176\u5ba3\u79f0\u7684\u201c\u6e38\u620f\u5316AI\u6559\u7ec3\u201d\u6982\u5ff5\uff0c\u770b\u4f3c\u662f\u201c\u5065\u8eab\u73af\u201d\u4e0e\u201c\u4e60\u60ef\u6253\u5361\u201d\u7684\u79fb\u52a8\u7aef\u6df7\u5408\u4f53\uff0c\u4f46\u771f\u6b63\u7684\u5200\u5203\u5728\u4e8e\u201c\u57fa\u4e8e\u5b9e\u9645\u884c\u4e3a\u8c03\u6574\u8ba1\u5212\u201d\u7684AI\u81ea\u9002\u5e94\u903b\u8f91\u3002\u8fd9\u8bd5\u56fe\u5c06\u5065\u8eab\u4ece\u9884\u8bbe\u7684\u6807\u51c6\u5316\u8bfe\u7a0b\uff0c\u626d\u8f6c\u4e3a\u52a8\u6001\u7684\u4e2a\u4eba\u884c\u4e3a\u54cd\u5e94\u7cfb\u7edf\uff0c\u662f\u5176\u5728\u540c\u8d28\u5316\u5e02\u573a\u4e2d\u7406\u8bba\u4e0a\u7684\u7834\u5c40\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u4ef7\u503c\u4e0e\u98ce\u9669\u7686\u7cfb\u4e8e\u201cAI\u201d\u4e00\u8bcd\u7684\u5b9e\u9645\u6210\u8272\u3002\u6240\u8c13\u201c\u8c03\u6574\u8ba1\u5212\u201d\u662f\u7b80\u5355\u7684\u5f3a\u5ea6\u5fae\u8c03\uff0c\u8fd8\u662f\u80fd\u7406\u89e3\u7528\u6237\u75b2\u52b3\u3001\u751f\u6d3b\u538b\u529b\u4e43\u81f3\u5fc3\u7406\u6ce2\u52a8\u7684\u6df1\u5ea6\u5e72\u9884\uff1f\u5728beta\u9636\u6bb5\uff0c\u8fd9\u5927\u6982\u7387\u4ecd\u662f\u4e00\u4e2a\u9ed1\u7bb1\u6216\u6709\u9650\u89c4\u5219\u5f15\u64ce\u3002\u5176\u6e38\u620f\u5316\u8bbe\u8ba1\u2014\u2014\u8fde\u7eed\u8bb0\u5f55\u3001\u4efb\u52a1\u3001\u6392\u540d\u2014\u2014\u662f\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u77ed\u671f\u52a8\u673a\u94a9\u5b50\uff0c\u4f46\u6781\u6613\u9677\u5165\u201c\u4e3a\u6253\u5361\u800c\u6253\u5361\u201d\u7684\u6570\u636e\u7a7a\u5fc3\u5316\u9677\u9631\uff0c\u4e00\u65e6\u65b0\u9c9c\u611f\u892a\u53bb\uff0c\u7528\u6237\u53ef\u80fd\u9762\u4e34\u6e38\u620f\u673a\u5236\u5026\u6020\u4e0e\u5065\u8eab\u672c\u8d28\u75db\u82e6\u7684\u53cc\u91cd\u6253\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u5766\u8bda\u6e90\u4e8e\u201c\u4f24\u75c5\u540e\u52a8\u529b\u5d29\u6e83\u201d\u7684\u7ecf\u5386\uff0c\u8fd9\u63ed\u793a\u4e86\u4ea7\u54c1\u66f4\u6df1\u5c42\u7684\u91ce\u5fc3\uff1a\u5b83\u7784\u51c6\u7684\u6216\u8bb8\u5e76\u975e\u81ea\u5f8b\u7684\u5065\u8eab\u7231\u597d\u8005\uff0c\u800c\u662f\u5e9e\u5927\u4e14\u53cd\u590d\u6323\u624e\u7684\u201c\u610f\u613f-\u884c\u52a8\u201d\u65ad\u5c42\u4eba\u7fa4\u3002\u517684\u5929\u91cd\u7f6e\u5468\u671f\u4e5f\u6697\u793a\u4e86\u5b83\u8d29\u5356\u7684\u662f\u4e00\u79cd\u201c\u7ed3\u6784\u5316\u91cd\u751f\u201d\u7684\u5e0c\u671b\u3002\u82e5\u5176AI\u771f\u80fd\u5728\u6b64\u8fc7\u7a0b\u4e2d\uff0c\u50cf\u4e00\u4f4d\u654f\u9510\u7684\u6559\u7ec3\u822c\u63a5\u7eb3\u7528\u6237\u7684\u201c\u8131\u843d\u201d\u5e76\u5c06\u5176\u8f6c\u5316\u4e3a\u8ba1\u5212\u7684\u4e00\u90e8\u5206\uff0c\u800c\u975e\u50cf\u4f20\u7edf\u5e94\u7528\u90a3\u6837\u89c6\u4e3a\u5931\u8d25\uff0c\u5219\u53ef\u80fd\u89e6\u53ca\u884c\u4e3a\u6539\u53d8\u7684\u6df1\u5c42\u5bc6\u7801\u3002\u4f46\u76ee\u524d\u6765\u770b\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u5305\u88c5\u7cbe\u7f8e\u7684\u52a8\u673a\u542f\u52a8\u5668\uff0c\u5176\u957f\u671f\u7559\u5b58\u4e0e\u771f\u6b63\u7684\u6548\u679c\uff0c\u53d6\u51b3\u4e8eAI\u5185\u6838\u80fd\u5426\u4ece\u201c\u8bb0\u5f55\u53cd\u5e94\u7684\u7b97\u6cd5\u201d\u8fdb\u5316\u6210\u201c\u7406\u89e3\u4eba\u6027\u7684\u4f19\u4f34\u201d\u3002\u5728\u5065\u8eab\u5e94\u7528\u8fd9\u7247\u7ea2\u6d77\uff0c\u6e38\u620f\u5316\u662f\u7cd6\u8863\uff0cAI\u662f\u5c1a\u672a\u88ab\u5b8c\u5168\u9a8c\u8bc1\u7684\u836f\u6548\uff0cFytly\u80fd\u5426\u6210\u4e3a\u826f\u836f\uff0c\u8fd8\u9700\u770b\u5176\u540e\u7eed\u8fed\u4ee3\u7684\u201c\u4e34\u5e8a\u6570\u636e\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\">Fytly<\/span>\n <\/div>\n<div class=\"comment-content\">You want a fit and healthy life, but most fitness apps are boring? We turned training and healthy habits into a video game, so it never feels boring again. FytlY\u2019s AI builds your plan, then updates your workouts and habits based on what you actually do. No more \u201cI don\u2019t feel like it today\u201d because streaks, ranks, and quests make you want to work out every day. Join the beta test and tell us what sucks.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Mika, and I built <a href=\"https:\/\/www.fytly.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Fytly <\/a>after a shoulder injury took me out of my normal routine.<\/p>\n<p>Like most people, I downloaded a bunch of fitness apps. After a setback, my motivation dropped hard, and none of them helped me rebuild the habit.<\/p>\n<p><strong>So we asked: what if fitness felt like a game you actually want to keep playing?<\/strong><\/p>\n<p><strong>FytlY is a gamified AI fitness coach.<\/strong><br \/>It generates your training plan, <strong>adjusts it based on what you actually do<\/strong>, and turns your habits into <strong>quests, streaks, and progression<\/strong>. The core loop is an <strong>84-day reset<\/strong> designed to get you consistent without overthinking.<\/p>\n<p>It\u2019s part coach.<br \/>Part habit system.<br \/>Part \u201cthis is the last game for today\u201d (but you end up playing another one) .<\/p>\n<p><strong>We\u2019re in beta right now, so I\u2019m here for the brutal feedback \ud83d\ude42<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/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 Mika, congrats on the launch! \ud83d\ude80\ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Mika <a href=\"https:\/\/www.producthunt.com\/@mika_234\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mika_234\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mika_234<\/a> ,<\/p>\n<p>Congrats on launching Fytly! I love the gamified approach to fitness it seems like a fun way to stay motivated.<\/p>\n<p>Just curious, how’s the response been so far? Any marketing strategies you’re focusing on to get the word out? Would love to hear how things are shaping up for you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/AUJRVDOPC4RTG3\" class=\"app-title\">Product Design Trends 2026 <\/a><\/p>\n<div class=\"one-liner\">Design trends from teams fixing broken brands<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">35<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u8fd9\u662f\u4e00\u4efd\u57fa\u4e8e2025\u5e74\u771f\u5b9e\u8bbe\u8ba1\u9879\u76ee\u590d\u76d8\u64b0\u5199\u7684\u300a2026\u4ea7\u54c1\u8bbe\u8ba1\u8d8b\u52bf\u62a5\u544a\u300b\uff0c\u65e8\u5728\u4e3a\u9762\u4e34\u540c\u8d28\u5316\u4e0eAI\u51b2\u51fb\u7684\u8bbe\u8ba1\u5e08\u548c\u56e2\u961f\u63d0\u4f9b\u6e90\u4e8e\u5b9e\u6218\u3001\u5c0a\u91cd\u4eba\u6027\u4e0d\u5b8c\u7f8e\u7684\u8bbe\u8ba1\u65b9\u5411\u6d1e\u5bdf\uff0c\u89e3\u51b3\u4ed6\u4eec\u5728\u8ffd\u6c42\u6548\u7387\u65f6\u53ef\u80fd\u4e27\u5931\u8bbe\u8ba1\u4eba\u6587\u4ef7\u503c\u4e0e\u54c1\u724c\u72ec\u7279\u6027\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a92a5e99-66a6-4df8-b90a-a523b3281721.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0a1e8cc-523b-4ea4-b0c0-e20f76852461.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c5332f40-47aa-4a01-a4b2-b51b9c6f2535.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6942983a-8004-4b18-881d-8524e87da125.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bad75b3d-9287-4ded-89e7-8a81364305da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/def55cfd-19a4-4737-bc40-ddbdfc13fcb9.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\/598dd42c-7a93-4989-9421-a299606e08fc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/v8G8_kgRZtg\"><source src=\"https:\/\/youtu.be\/v8G8_kgRZtg\" 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 Books<\/span><br \/>\n <span class=\"tag\">Web Design<\/span><br \/>\n <span class=\"tag\">UX Design<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bbe\u8ba1\u8d8b\u52bf\u62a5\u544a<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u884c\u4e1a\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u4e0e\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5b9e\u6218\u590d\u76d8<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u65b9\u6cd5\u8bba<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u91cd\u5851<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Web3<\/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\u62a5\u544a\u57fa\u4e8e\u771f\u5b9e\u8bbe\u8ba1\u7ecf\u9a8c\u3001\u5f3a\u8c03\u4eba\u6027\u5316\u4e0e\u4e0d\u5b8c\u7f8e\u8bbe\u8ba1\u7684\u4ef7\u503c\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u8be2\u95ee\u54ea\u4e9b\u8d8b\u52bf\u6700\u96be\u843d\u5730\uff08\u56e2\u961f\u8ba4\u4e3aAI\u7684\u5e73\u8861\u6700\u96be\u628a\u63e1\uff09\uff0c\u4e8c\u662f\u8be2\u95ee\u62a5\u544a\u7684\u5e02\u573a\u63a8\u5e7f\u7b56\u7565\u3002\u8bc4\u8bba\u6574\u4f53\u80af\u5b9a\u5176\u4e0e\u80a4\u6d45\u201c\u8d8b\u52bf\u6e05\u5355\u201d\u7684\u533a\u522b\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 \u8fd9\u4efd\u62a5\u544a\u6700\u7280\u5229\u7684\u4ef7\u503c\uff0c\u5e76\u975e\u5728\u4e8e\u9884\u6d4b\u4e86\u201c\u4ec0\u4e48\u4f1a\u6d41\u884c\u201d\uff0c\u800c\u5728\u4e8e\u5176\u7acb\u573a\u7684\u5f7b\u5e95\u53cd\u8f6c\uff1a\u5b83\u662f\u4e00\u4efd\u6765\u81ea\u201c\u4fee\u590d\u8005\u201d\u800c\u975e\u201c\u9884\u8a00\u5bb6\u201d\u7684\u6218\u540e\u603b\u7ed3\u3002\u5728AI\u5de5\u5177\u627f\u8bfa\u201c\u4e00\u952e\u5b8c\u7f8e\u201d\u7684\u5f53\u4e0b\uff0c\u5b83\u65d7\u5e1c\u9c9c\u660e\u5730\u6307\u51fa\uff0c\u771f\u6b63\u7684\u8bbe\u8ba1\u8d8b\u52bf\u6070\u6070\u8bde\u751f\u4e8e\u201c\u8fed\u4ee3\u3001\u9519\u8bef\u548c\u8270\u96be\u7684\u6743\u8861\u201d\u4e4b\u4e2d\uff0c\u5176\u6838\u5fc3\u8bba\u70b9\u662f\u201c\u8bbe\u8ba1\u662f\u4eba\u7684\u3001\u4e0d\u5b8c\u7f8e\u7684\u3001\u5f3a\u5927\u7684\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u62a5\u544a\u8bd5\u56fe\u89e3\u51b3\u7684\u6df1\u5c42\u884c\u4e1a\u75db\u70b9\u662f\u201c\u610f\u4e49\u7684\u865a\u65e0\u201d\u3002\u5f53\u8bbe\u8ba1\u53ef\u4ee5\u65e0\u9650\u8d8b\u8fd1\u4e8e\u6280\u672f\u6027\u5b8c\u7f8e\u65f6\uff0c\u5176\u54c1\u724c\u5dee\u5f02\u4e0e\u4eba\u6027\u6e29\u5ea6\u53cd\u800c\u88ab\u7a00\u91ca\u3002\u5b83\u6279\u5224\u7684\u662f\u5bf9\u201c\u9ad8\u6548\u7b54\u6848\u201d\u7684\u76f2\u76ee\u8ffd\u9010\uff0c\u63d0\u5021\u7684\u662f\u4e0e\u201c\u73b0\u5b9e\u3001\u7528\u6237\u548c\u5e02\u573a\u63a5\u89e6\u540e\u5e78\u5b58\u201d\u7684\u8bbe\u8ba1\u601d\u7ef4\u3002\u8fd9\u5b9e\u9645\u4e0a\u662f\u5bf9\u8bbe\u8ba1\u884c\u4e1a\u4e3b\u4f53\u6027\u7684\u4e00\u6b21\u634d\u536b\u2014\u2014\u5c06\u8bbe\u8ba1\u5e08\u4eceAI\u201c\u6267\u884c\u8005\u201d\u91cd\u65b0\u5b9a\u4f4d\u4e3a\u62e5\u6709\u5931\u8d25\u6743\u5229\u7684\u201c\u51b3\u7b56\u8005\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5176\u201c\u53cd\u901f\u6210\u201d\u7684\u54f2\u5b66\u4e0e\u5e02\u573a\u5bf9\u201c\u5373\u7528\u578b\u201d\u8d8b\u52bf\u6e05\u5355\u7684\u6e34\u6c42\u5b58\u5728\u6839\u672c\u77db\u76fe\uff0c\u53ef\u80fd\u53eb\u597d\u4e0d\u53eb\u5ea7\u3002\u5176\u6b21\uff0c\u62a5\u544a\u81ea\u8eab\u4f5c\u4e3a\u201c\u63d0\u70bc\u540e\u7684\u6210\u679c\u201d\uff0c\u5982\u4f55\u907f\u514d\u6210\u4e3a\u53e6\u4e00\u79cd\u88ab\u76f2\u76ee\u5f15\u7528\u7684\u201c\u6743\u5a01\u201d\uff0c\u662f\u5bf9\u5176\u5185\u5bb9\u6df1\u5ea6\u7684\u8003\u9a8c\u3002\u6700\u540e\uff0c\u5b83\u6307\u51faAI\u5e94\u7528\u9700\u5e73\u8861\uff0c\u4f46\u201c\u5982\u4f55\u5e73\u8861\u201d\u4ecd\u662f\u60ac\u800c\u672a\u51b3\u7684\u5b9e\u8df5\u96be\u9898\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4efd\u6709\u4ef7\u503c\u7684\u201c\u6e05\u9192\u5242\u201d\uff0c\u4f46\u5176\u5f71\u54cd\u529b\u7684\u771f\u6b63\u8bd5\u91d1\u77f3\uff0c\u5728\u4e8e\u80fd\u5426\u4fc3\u4f7f\u56e2\u961f\u5728\u9ad8\u538b\u73b0\u5b9e\u4e2d\uff0c\u4e3a\u201c\u4e0d\u5b8c\u7f8e\u201d\u7684\u8bbe\u8ba1\u51b3\u7b56\u4e89\u53d6\u7a7a\u95f4\u4e0e\u65f6\u95f4\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\">Product Design Trends 2026 <\/span>\n <\/div>\n<div class=\"comment-content\">This report is created by Qream designers who spent 2025 designing, breaking, fixing, and relaunching products across tech, SaaS, Web3, social impact, and enterprise. This report has a mission: to remind that design is human, imperfect, and powerful, especially when everything around tries to make it generic. Let your eye travel. There\u2019s no second take on 2026!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi PH community \ud83c\udf1d<\/p>\n<p>Julia, Head of Creative Partnerships at Qream.<\/p>\n<p>Today we\u2019re dropping Design Trend Report 2026. Our designers put a lot of work and we are excited we can share this one with you!<\/p>\n<p><strong>REACH REPORT HERE<\/strong>: <a href=\"https:\/\/theqream.com\/blog\/post\/web-motion-product-design-trends-2026?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/theqream.com\/blog\/post\/web-motion-product-design-trends-2026?ref=producthunt<\/a><\/p>\n<p>2025 promised speed and easy answers through AI. It looked tempting, but it was fake. Design is human, not perfect and not polished to death \u2620\ufe0f<\/p>\n<p>This report is different because:<\/p>\n<ul>\n<li>\n<p>It\u2019s based on first-hand work with 100+ clients across tech, SaaS, Web3, social impact, and enterprise<\/p>\n<\/li>\n<li>\n<p>Every insight comes from real iterations, launches, and failures<\/p>\n<\/li>\n<li>\n<p>It focuses on what survives contact with reality, users and markets<\/p>\n<\/li>\n<li>\n<p>No \u201ctop 10 colors\u201d \ud83d\ude01<\/p>\n<\/li>\n<li>\n<p>Shows where AI helps and where it kills human value<\/p>\n<\/li>\n<li>\n<p>Combines motion, interaction, and product design trends at scale<\/p>\n<\/li>\n<\/ul>\n<p>It\u2019s a synthesis of decisions, iterations, mistakes, and hard trade-offs made in real products.<\/p>\n<p>Did we miss a trend or do you see 2026 going in a different direction?<\/p>\n<p>Let’s put some Qream on TOP!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, great launch. Congratulations!<\/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\/@dmytro_chervonyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmytro_chervonyi<\/a> thank you! With every launch it is becoming a bit nervous…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great! Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Very insightful and strong report!<\/p>\n<p>Which of these trends do you think will be hardest for real teams to implement well, and why?<\/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\/@kostix\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kostix<\/a> thank you for your attention to our report<br \/>everything around AI – it is a very tricky balance, and this compensation will be see to people, if not instantly, then later – so better to look for a real character in each brand. hope you get my pov \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Finally – a trends report built on real designer insights!!<\/p>\n<\/p>\n<p>Who\u2019s actually brave enough to ship perfectly imperfect designs in 2026?\ud83d\ude42<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Julia <a href=\"https:\/\/www.producthunt.com\/@julia_vlasova2\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"julia_vlasova2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julia_vlasova2<\/a> ,<\/p>\n<p>Congrats on launching the Product Design Trends 2026 report! It\u2019s great to see a design trend report built on real designer insights and iteration. The approach of balancing human creativity with AI tools is refreshing.<\/p>\n<p>I\u2019m curious, how\u2019s the response been so far? What kind of marketing strategies are you focusing on to promote the report and reach your target audience? Would love to hear more about how you’re planning to get the word out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ 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