Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-01-09<\/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 | 2026-01-09<\/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\/EBFSEZB52K45UA\" class=\"app-title\">Gmail in the Gemini Era<\/a><\/p>\n<div class=\"one-liner\">Ask your inbox anything to get summaries, drafts, & more<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">293<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gmail\u96c6\u6210Gemini 3 AI\uff0c\u901a\u8fc7\u667a\u80fd\u6458\u8981\u3001\u60c5\u5883\u56de\u590d\u548cAI\u6536\u4ef6\u7bb1\u7b49\u529f\u80fd\uff0c\u5728\u4fe1\u606f\u8fc7\u8f7d\u7684\u90ae\u4ef6\u5904\u7406\u573a\u666f\u4e2d\uff0c\u5c06\u7528\u6237\u4ece\u88ab\u52a8\u7ba1\u7406\u8f6c\u5411\u4e3b\u52a8\u83b7\u53d6\u5173\u952e\u7b80\u62a5\uff0c\u51cf\u8f7b\u8ba4\u77e5\u8d1f\u62c5\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\/8e5c45ff-7cbd-47bc-9c4f-388590da5864.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6bed18c6-e797-4afb-bb36-704d81a1c26d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e64471cc-fc7d-4cb1-90aa-39e29e0bc99c.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\/8ae49b66-82c6-47e5-bea1-61fd537e4dc3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=QdnbNH3YMWc\"><source src=\"https:\/\/www.youtube.com\/watch?v=QdnbNH3YMWc\" 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\">Email<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u90ae\u7bb1\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u90ae\u4ef6\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u60c5\u5883\u611f\u77e5\u56de\u590d<\/span><br \/>\n <span class=\"tag\">\u6536\u4ef6\u7bb1\u4f18\u5148\u7ea7\u8fc7\u6ee4<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4cGemini<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4e3b\u52a8\u5f0f\u52a9\u7406<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/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\u53efAI\u91cd\u6784\u90ae\u4ef6\u4f53\u9a8c\u7684\u53d8\u9769\u6027\uff0c\u5c24\u5176\u8d5e\u8d4fAI\u6536\u4ef6\u7bb1\u5c06\u201c\u7ba1\u7406\u201d\u8f6c\u4e3a\u201c\u7b80\u62a5\u201d\u7684\u8303\u5f0f\u8f6c\u79fb\u3002\u4e3b\u8981\u62c5\u5fe7\u96c6\u4e2d\u4e8eAI\u8bef\u5224\u7d27\u6025\u90ae\u4ef6\u7684\u98ce\u9669\u3001\u9690\u79c1\u95ee\u9898\uff0c\u4ee5\u53ca\u5177\u4f53\u529f\u80fd\u5f00\u542f\u65b9\u5f0f\u548c\u4e0e\u73b0\u6709AI\u90ae\u4ef6\u4ee3\u7406\uff08\u5982Filo\uff09\u7684\u5dee\u5f02\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 \u8c37\u6b4c\u6b64\u6b21\u5c06Gemini\u6df1\u5ea6\u690d\u5165Gmail\uff0c\u7edd\u975e\u7b80\u5355\u7684\u529f\u80fd\u53e0\u52a0\uff0c\u800c\u662f\u4e00\u6b21\u5bf9\u90ae\u7bb1\u5e95\u5c42\u4ea4\u4e92\u903b\u8f91\u7684\u201c\u5916\u79d1\u624b\u672f\u5f0f\u201d\u91cd\u6784\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u591a\u4e86\u4e00\u4e2aAI\u6458\u8981\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u5c06\u90ae\u7bb1\u4ece\u4e00\u4e2a\u9700\u8981\u7528\u6237\u4e3b\u52a8\u68c0\u7d22\u3001\u5206\u7c7b\u3001\u5904\u7406\u7684\u201c\u6570\u636e\u5e93\u201d\uff0c\u8f6c\u53d8\u4e3a\u4e00\u4e2a\u80fd\u7406\u89e3\u4e0a\u4e0b\u6587\u3001\u9884\u5224\u610f\u56fe\u3001\u5e76\u4e3b\u52a8\u9012\u9001\u5173\u952e\u4fe1\u606f\u7684\u201c\u667a\u80fd\u4ee3\u7406\u201d\u3002AI\u6982\u89c8\u5c06\u641c\u7d22\u6846\u53d8\u4e3a\u201c\u63a8\u7406\u5f15\u64ce\u201d\uff0cAI\u6536\u4ef6\u7bb1\u5219\u65e8\u5728\u6210\u4e3a\u6bcf\u65e5\u7684\u4f18\u5148\u7ea7\u6307\u6325\u4e2d\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u9c9c\u4e4b\u4e0b\u6697\u85cf\u7384\u673a\u3002\u9996\u5148\uff0c**\u5e73\u53f0\u9738\u6743\u4e0e\u751f\u6001\u78be\u538b**\u7684\u9634\u5f71\u6325\u4e4b\u4e0d\u53bb\u3002\u5f53\u8c37\u6b4c\u8fd9\u4f4d\u201c\u5de8\u4eba\u201d\u4eb2\u81ea\u4e0b\u573a\uff0c\u5c06\u6700\u5148\u8fdb\u7684\u6a21\u578b\u539f\u751f\u96c6\u6210\u81f3\u6570\u5341\u4ebf\u7528\u6237\u7684\u57fa\u7840\u8bbe\u65bd\u4e2d\uff0c\u4f17\u591a\u5728Product Hunt\u4e0a\u521b\u65b0\u7684\u72ec\u7acbAI\u90ae\u4ef6\u4ee3\u7406\uff08\u5982\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684Filo\u3001Jido\uff09\u5c06\u9762\u4e34\u4e25\u5cfb\u7684\u751f\u5b58\u62f7\u95ee\uff1a\u662f\u8865\u8db3\u5de8\u5934\u672a\u8986\u76d6\u7684\u7f1d\u9699\u5e02\u573a\uff0c\u8fd8\u662f\u88ab\u5f7b\u5e95\u8fb9\u7f18\u5316\uff1f\u5176\u6b21\uff0c**\u4fe1\u4efb\u4e0e\u63a7\u5236\u7684\u6096\u8bba**\u6210\u4e3a\u6838\u5fc3\u6311\u6218\u3002\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u8bef\u5206\u7c7b\u540e\u679c\u201d\u548c\u201c\u9690\u79c1\u62c5\u5fe7\u201d\u76f4\u6307\u8981\u5bb3\u3002\u5c06\u90ae\u4ef6\u7684\u4f18\u5148\u7ea7\u5224\u65ad\u4e43\u81f3\u5185\u5bb9\u7406\u89e3\u5b8c\u5168\u6258\u4ed8\u7ed9AI\uff0c\u610f\u5473\u7740\u7528\u6237\u8ba9\u6e21\u4e86\u90e8\u5206\u63a7\u5236\u6743\u3002\u8c37\u6b4c\u5fc5\u987b\u6784\u5efa\u6781\u5176\u900f\u660e\u548c\u53ef\u9760\u7684\u4fdd\u969c\u673a\u5236\uff0c\u4efb\u4f55\u4e00\u6b21\u4e25\u91cd\u7684\u8bef\u5224\uff08\u5982\u5c06\u91cd\u8981\u5408\u540c\u90ae\u4ef6\u5f52\u5165\u201c\u4f4e\u4f18\u5148\u7ea7\u201d\uff09\u90fd\u5c06\u6467\u6bc1\u7528\u6237\u4fe1\u4efb\u3002\u6700\u540e\uff0c**\u4ece\u201c\u529f\u80fd\u60ca\u8273\u201d\u5230\u201c\u4e60\u60ef\u81ea\u7136\u201d\u7684\u9e3f\u6c9f**\u6709\u5f85\u8de8\u8d8a\u3002\u4ea7\u54c1\u80fd\u5426\u5728\u65b0\u9c9c\u611f\u6d88\u9000\u540e\uff0c\u6301\u7eed\u7a33\u5b9a\u5730\u964d\u4f4e\u7528\u6237\u7684\u201c\u5fc3\u667a\u8d1f\u8377\u201d\uff0c\u800c\u975e\u6210\u4e3a\u53e6\u4e00\u4e2a\u9700\u8981\u5b66\u4e60\u548c\u8c03\u6574\u7684\u590d\u6742\u529f\u80fd\uff0c\u5c06\u662f\u8861\u91cf\u5176\u6210\u529f\u4e0e\u5426\u7684\u7ec8\u6781\u6807\u51c6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u6807\u5fd7\u7740\u90ae\u7bb1\u9886\u57df\u4ece\u201c\u5de5\u5177\u667a\u80fd\u5316\u201d\u8fc8\u5165\u4e86\u201c\u73af\u5883\u667a\u80fd\u5316\u201d\u7684\u65b0\u9636\u6bb5\u3002\u5de8\u5934\u7684\u52a8\u4f5c\u65e2\u5c55\u793a\u4e86AI\u91cd\u5851\u6838\u5fc3\u5e94\u7528\u7684\u5de8\u5927\u6f5c\u529b\uff0c\u4e5f\u9884\u793a\u7740\u72ec\u7acb\u521b\u65b0\u8005\u9762\u4e34\u66f4\u6b8b\u9177\u7684\u7ade\u4e89\u683c\u5c40\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u8c37\u6b4c\u80fd\u5426\u5728\u63d0\u5347\u6548\u7387\u7684\u201c\u667a\u80fd\u201d\u4e0e\u4fdd\u969c\u7528\u6237\u81ea\u4e3b\u6743\u7684\u201c\u53ef\u9760\u201d\u4e4b\u95f4\uff0c\u627e\u5230\u90a3\u4e2a\u7cbe\u5999\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\">Gmail in the Gemini Era<\/span>\n <\/div>\n<div class=\"comment-content\">Powered by Gemini 3, Gmail becomes your proactive assistant. Features include AI Overviews for instant summaries and Q&A, context-aware Suggested Replies, and a new “AI Inbox” that filters noise to highlight what matters most.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>“Gmail is still Gmail.”<\/p>\n<p>Many AI features like auto-complete or summary have been there for a while, but the addition of the new “AI Inbox” sidebar makes it feel completely different this time.<\/p>\n<p>It seems Google is finally leveraging the raw power of Gemini 3 to reconstruct a native AI mail experience from the ground up.<\/p>\n<p><strong>AI Overviews<\/strong> turns the search bar into a reasoning engine, you don’t hunt for keywords anymore, just ask complex questions and get synthesized answers. And the <strong>AI Inbox<\/strong> shifts the paradigm from “managing” email to receiving a “briefing”. It acts like a proactive assistant that understands context and urgency, serving up what actually matters.<\/p>\n<p>I actually hesitated a bit to hunt this. There are many teams building AI email agents on PH, and they are doing great work. But when the platform owner makes a move this substantial, the impact on the world is just too big to ignore.<\/p>\n<p>The giant has moved. It just means we need to move faster and innovate even more.<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> <br \/>\u201cGmail is still Gmail.\u201d \u201cFinally.\u201d \u201cThe giant has moved.\u201d<\/p>\n<p>Anyway, I love Gemini, and Gmail too \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> thanks for hunting my long-time loving Gmail! I’m new here so my question could be naive. I have 2 questions, 1) do I need to manually turn on AI Overviews\/ AI Inbo somewhere in my Gmail, or I will be able to enjoy it directly? 2) I recently started to use Filo which can brief and highlight emails based on its understanding about the content and my preference. I wonder how do these 2 products compare from your perspective. Or it’s more a question for Blake <a href=\"https:\/\/www.producthunt.com\/@blakebarnes\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"blakebarnes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@blakebarnes<\/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>Like this one, but a slighlty concerned about privacy when it comes to content within emails. Anyway, one thing I also love about Gemini is that it started summing up calls and sending overviews. <\/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>The features look powerful, but if the AI misclassifies an urgent email, the consequences are far more serious than pushing a non-urgent one up. I\u2019m curious whether Google has built any safeguards or fallback mechanisms for 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very happy that finally I can search my mail based on context and not specific word, thanks gmail being gmail \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool! Would love to try it! We built something similar at Jido for small business but we go beyond summaries and can actually do action since we have a computer use agent that can interact with any UI to automate any workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Are there safeguards if the AI misclassifies something critical?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the idea of moving from constantly managing email to getting a clearer sense of what actually matters. If this really reduces the mental load of scanning inboxes all day, that alone would be a big shift. I\u2019m curious how it feels in daily use once the novelty wears off.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FZA2BKN7YCQLFO\" class=\"app-title\">SEORCE<\/a><\/p>\n<div class=\"one-liner\">See where your brand is discovered and fix what blocks it<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">291<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SEORCE\u662f\u4e00\u6b3eAI\u4f18\u5148\u7684\u54c1\u724c\u53d1\u73b0\u5206\u6790\u5e73\u53f0\uff0c\u901a\u8fc7\u6574\u5408\u641c\u7d22\u4e0eAI\u751f\u6210\u73af\u5883\uff08\u5982ChatGPT\u3001Perplexity\uff09\u4e2d\u7684\u53ef\u89c1\u6027\u6570\u636e\uff0c\u5e2e\u52a9\u8425\u9500\u56e2\u961f\u770b\u6e05\u54c1\u724c\u5728\u4f55\u5904\u88ab\u63d0\u53ca\u3001\u4e3a\u4f55\u88ab\u66ff\u4ee3\uff0c\u5e76\u4f18\u5148\u5904\u7406\u963b\u788d\u53d1\u73b0\u7684\u6839\u672c\u95ee\u9898\uff0c\u4ece\u800c\u5728\u788e\u7247\u5316\u7684\u6570\u5b57\u53d1\u73b0\u65f6\u4ee3\u7ec8\u7ed3\u76f2\u76ee\u731c\u6d4b\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\/f1b5a114-95f1-4081-9327-dd4f0c2171b9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8c943c41-ea37-4480-ba51-a7d195f1bbd8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/62991e80-feb4-42b1-8065-4667b00629a6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45e8efda-7839-4070-b8f0-afcddf66faab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/680dc9f6-978d-46ea-b01d-9b531f70f16f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e39a1fc-6449-4843-8083-747e601c0502.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\/df2f0b42-8150-4118-900a-17e650a6766f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/4K3V-wYTGtc\"><source src=\"https:\/\/youtu.be\/4K3V-wYTGtc\" 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\">Search<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u641c\u7d22\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u53d1\u73b0\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">GEO\uff08\u751f\u6210\u5f15\u64ce\u4f18\u5316\uff09<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u60c5\u62a5\u5206\u6790<\/span><br \/>\n <span class=\"tag\">SEO\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u53ef\u89c1\u6027\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u51b3\u7b56\u4f18\u5148\u7ea7<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7b56\u7565\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6280\u672fSEO\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u4eea\u8868\u677f<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u5728\u8ffd\u8e2aAI\u641c\u7d22\u53ef\u89c1\u6027\u65b9\u9762\u7684\u5b9e\u7528\u6027\u548c\u524d\u77bb\u6027\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86\u4f20\u7edfSEO\u5de5\u5177\u7684\u76f2\u533a\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u4e0eBrightEdge\/SEMrush\u7684\u5dee\u5f02\u5316\u3001\u6280\u672f\u5b9e\u73b0\u53ef\u9760\u6027\uff08\u5982\u6ce8\u518cbug\uff09\u4ee5\u53ca\u5b9a\u4ef7\u900f\u660e\u5ea6\u4e0a\u3002\u5efa\u8bae\u5305\u62ec\u589e\u52a0Cookie\u540c\u610f\u529f\u80fd\u548c\u66f4\u6e05\u6670\u7684\u64cd\u4f5c\u6307\u5f15\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 SEORCE\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3eSEO\u5de5\u5177\u7684\u8fed\u4ee3\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u4f20\u7edf\u641c\u7d22\u5f15\u64ce\u4f18\u5316\u903b\u8f91\u7684\u4e00\u6b21\u6e05\u9192\u201c\u80cc\u53db\u201d\u3002\u5b83\u654f\u9510\u5730\u523a\u4e2d\u4e86\u5f53\u4e0b\u54c1\u724c\u6700\u5927\u7684\u7126\u8651\uff1a\u5728\u751f\u6210\u5f0fAI\u91cd\u6784\u4fe1\u606f\u5206\u53d1\u6743\u7684\u65f6\u4ee3\uff0c\u4f20\u7edf\u7684\u6392\u540d\u76d1\u63a7\u5df2\u7136\u5931\u6548\uff0c\u54c1\u724c\u5728ChatGPT\u3001Perplexity\u7b49\u201c\u7b54\u6848\u5f15\u64ce\u201d\u4e2d\u7684\u5b58\u5728\u4e0e\u5426\uff0c\u6210\u4e86\u65b0\u7684\u3001\u5374\u4e0d\u53ef\u89c1\u7684\u6218\u573a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u5730\u805a\u5408\u6570\u636e\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u4e3a\u201c\u975e\u7ed3\u6784\u5316\u201d\u7684AI\u53d1\u73b0\u5efa\u7acb\u4e00\u5957\u53ef\u8861\u91cf\u3001\u53ef\u5f52\u56e0\u7684\u201c\u7ed3\u6784\u5316\u201d\u7406\u89e3\u6846\u67b6\u3002\u5b83\u653e\u5f03\u4e86\u5bf9\u56fa\u5b9a\u6392\u540d\u7684\u6267\u5ff5\uff0c\u8f6c\u800c\u8ffd\u8e2a\u201c\u53d1\u73b0\u6a21\u5f0f\u201d\uff0c\u901a\u8fc7\u6a21\u5f0f\u5316\u7684\u63d0\u793a\u8bcd\u6d4b\u8bd5\uff0c\u5c06\u6982\u7387\u6027\u7684AI\u56de\u7b54\u8f6c\u5316\u4e3a\u53ef\u5206\u6790\u7684\u7a33\u5b9a\u6027\u4fe1\u53f7\u3002\u8fd9\u662f\u4e00\u79cd\u4ece\u201c\u4f4d\u7f6e\u201d\u5230\u201c\u8bed\u5883\u201d\u7684\u8ba4\u77e5\u8dc3\u8fc1\u3002\u5176\u63d0\u51fa\u7684\u201c\u88ab\u8c01\u66ff\u4ee3\u201d\u4e0e\u201c\u4f18\u5148\u4fee\u590d\u4ec0\u4e48\u201d\uff0c\u76f4\u6307\u8425\u9500\u8d44\u6e90\u5206\u914d\u7684\u6838\u5fc3\u6548\u7387\u95ee\u9898\uff0c\u5c06\u5de5\u5177\u89d2\u8272\u4ece\u201c\u76d1\u6d4b\u4eea\u201d\u8f6c\u5411\u201c\u51b3\u7b56\u53c2\u8c0b\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u662f\u201c\u6d4b\u91cf\u672c\u8eab\u6539\u53d8\u7cfb\u7edf\u201d\u7684\u7ecf\u5178\u56f0\u5883\u3002\u5f53\u5927\u91cf\u7528\u6237\u4f9d\u636e\u5176\u63d0\u793a\u8bcd\u6a21\u677f\u8fdb\u884c\u4f18\u5316\u65f6\uff0cAI\u6a21\u578b\u7684\u8f93\u51fa\u6a21\u5f0f\u53ef\u80fd\u968f\u4e4b\u6f14\u53d8\uff0c\u4eca\u5929\u7684\u201c\u6700\u4f73\u5b9e\u8df5\u201d\u660e\u5929\u6216\u5373\u5931\u6548\u3002\u5176\u6b21\uff0c\u5176\u6570\u636e\u6743\u5a01\u6027\u4e0e\u4f20\u7edfSEO\u5de5\u5177\u76f8\u6bd4\u5c1a\u9700\u65f6\u95f4\u79ef\u7d2f\uff0c\u800cAI\u641c\u7d22\u751f\u6001\u672c\u8eab\u4ecd\u5904\u4e8e\u5267\u70c8\u52a8\u8361\u671f\uff0c\u8fd9\u5bf9\u5176\u7b97\u6cd5\u7684\u9002\u5e94\u901f\u5ea6\u63d0\u51fa\u4e86\u6781\u9ad8\u8981\u6c42\u3002\u6700\u540e\uff0c\u4ece\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u5b9a\u4ef7\u4e0d\u900f\u660e\u548c\u521d\u671f\u6280\u672fbug\u6765\u770b\uff0c\u4ea7\u54c1\u5728\u4f53\u9a8c\u6210\u719f\u5ea6\u4e0e\u5546\u4e1a\u5316\u6e05\u6670\u5ea6\u4e0a\u4ecd\u6709\u77ed\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cSEORCE\u662f\u4e00\u6b21\u52c7\u6562\u4e14\u5fc5\u8981\u7684\u5c1d\u8bd5\u3002\u5b83\u4e0d\u662f\u5728\u539f\u6709SEO\u5927\u53a6\u4e0a\u6dfb\u7816\u52a0\u74e6\uff0c\u800c\u662f\u5728\u5176\u65c1\u53e6\u7acb\u5730\u57fa\uff0c\u8bd5\u56fe\u5efa\u9020\u9002\u5e94AI\u65f6\u4ee3\u7684\u65b0\u53d1\u73b0\u89c2\u6d4b\u7ad9\u3002\u5b83\u7684\u6210\u8d25\uff0c\u5c06\u4e0d\u4ec5\u5173\u4e4e\u4e00\u4e2a\u4ea7\u54c1\u7684\u547d\u8fd0\uff0c\u66f4\u5c06\u6210\u4e3a\u8861\u91cf\u5e02\u573a\u662f\u5426\u771f\u6b63\u4e3a\u201c\u540e\u641c\u7d22\u65f6\u4ee3\u201d\u7684\u53ef\u89c1\u6027\u7ba1\u7406\u4ed8\u8d39\u7684\u5173\u952e\u8bd5\u91d1\u77f3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">SEORCE<\/span>\n <\/div>\n<div class=\"comment-content\">Your brand is being discovered in more places than search, but you cannot see where you are missing. Rankings, crawls, content, and links live in separate tools, leaving teams guessing what to fix first. SEORCE gives one clear view of discovery across search and AI, shows what is blocking visibility, who is winning instead, and what to fix first. One system to understand, prioritize, and act without scattered dashboards.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b<strong> Hey Product Hunt \u2014 Kulraj here, one of the makers of SEORCE.<\/strong><\/p>\n<p>We built SEORCE after sitting through too many conversations that sounded like this:<\/p>\n<p>\u201cWe\u2019re publishing content.<br \/>We\u2019re fixing issues.<br \/>We\u2019re building links.<br \/>But we still don\u2019t know <em>why<\/em> people aren\u2019t discovering us.\u201d<\/p>\n<p>Discovery has quietly changed.<\/p>\n<p>Brands aren\u2019t just found through rankings anymore \u2014 they\u2019re surfaced through answers, summaries, recommendations, and AI-driven systems. And most teams don\u2019t have a clear way to see where they\u2019re being discovered, where they\u2019re missing out, or what to fix first.<\/p>\n<p>What made it worse was fragmentation.<br \/>Analytics in one tool. Crawls in another. Content and backlinks somewhere else. You could <em>see<\/em> problems \u2014 but connecting them and acting on them took forever.<\/p>\n<p>So along with Kulraj and Anurag, we built <strong>SEORCE<\/strong> to answer three very practical questions:<\/p>\n<ol>\n<li>\n<p>Where is our brand actually being discovered?<\/p>\n<\/li>\n<li>\n<p>Where are we being replaced \u2014 and by whom?<\/p>\n<\/li>\n<li>\n<p>What should we fix first to change that?<\/p>\n<\/li>\n<\/ol>\n<p>SEORCE brings discovery into one system \u2014 from deep crawls and content workflows to authority signals and guided fixes \u2014 so teams can move from guessing to clarity, and from clarity to action.<\/p>\n<p>We\u2019re early, learning fast, and genuinely curious:<br \/><strong>what part of discovery feels most frustrating for you right now?<\/strong><\/p>\n<p>Happy to answer questions and share how we\u2019re thinking about this.<br \/>Thanks for checking us out \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kulraj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kulraj<\/a> Congratulations on the launch guys! An app that measures SEO and userlytics in the new internet age can be of great benefit to those who want to grow their outreach and audience. What are some of the metrics you’ve learned while creating this project?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>SEO has totally changed. Honestly, GEO is the new baseline now. SEORCE is probably the most practical tool i’ve seen for tracking AI visibility so far. no more flying blind-definitely a must-have if you’re chasing global growth.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>seeing how Claude or ChatGPT describes my services compared to the competition gives me a massive edge in positioning.<\/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\/@rahul_manjhi1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahul_manjhi1<\/a> Absolutely \ud83d\ude4c That comparative view is a game-changer for positioning. Seeing how Claude or ChatGPT talk about you versus competitors makes it much easier to spot gaps and refine your messaging. Really glad that stood out to you \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\u200bI\u2019ve been wondering how to optimize for Perplexity and Gemini specifically since they behave so differently from Google. This looks like a solid solution for monitoring those mentions.<\/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\/@shawn_idrees\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shawn_idrees<\/a> SEORCE is the best solution to solve your problems around Perplexity and Gemini. You can track how you are currently performing accross these platforms and then get suggestions around how to improve the ranking, making SEORCE a full fledged solutions to GEO.<\/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\/@shawn_idrees\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shawn_idrees<\/a> That\u2019s exactly the gap we\u2019re trying to solve \ud83d\ude4c<br \/>Perplexity and Gemini behave very differently from Google, and visibility there needs a new approach. Glad it resonates, and would love your feedback once you try it out \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does this compare to BrightEdge or SEMrush for AI search specifically? I’ve been looking for a tool that tracks visibility across all these LLM interfaces in one place.<\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@tomlygo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tomlygo<\/a> BrightEdge and SEMrush are still largely Google-first SEO tools \u2014 their \u201cAI\u201d features mostly extend traditional rankings and content workflows. SEORCE is built AI-first to track <strong>actual brand visibility inside LLM answers<\/strong> (like ChatGPT, Perplexity, Claude), including where you\u2019re mentioned, where you\u2019re replaced by competitors, and why. The goal is one place to see discovery across search <em>and<\/em> AI, not just keywords.<br \/>Along with this, then we show atleast 3x more data SEMRUSH for the organic keywords (more than anyone else in the market).<br \/>and then we also have all the required features to do the search engine optimisation alongside the GEO with everything driven by AI which include:<br \/>Content Writing Studio<br \/>Rank Tracking<br \/>Organic keywords traffic, impressions, positions.<br \/>Technical Audit<br \/>Web Analytics <br \/>and many more<\/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\/@tomlygo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tomlygo<\/a> <br \/>Great question \ud83d\udc4d<\/p>\n<p>Tools like BrightEdge and SEMrush are still mainly focused on <strong>traditional search<\/strong> (rankings, keywords, traffic from Google). They\u2019re strong there, but they don\u2019t really show <strong>how AI tools talk about you<\/strong>.<\/p>\n<p>SEORCE is built specifically for <strong>AI search and LLM visibility<\/strong>. Instead of just rankings, we track how brands appear inside tools like ChatGPT, Claude, Perplexity, and Gemini > mentions, context, comparisons with competitors, and why an AI might surface one brand over another.<\/p>\n<p>Think of it as <strong>complementary to SEO tools<\/strong>, but focused on the AI layer of discovery. Would love to hear what you\u2019d want to track most across LLMs \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>As AI summaries and answer engines evolve, how often do you expect discovery signals to change, and how does <a href=\"https:\/\/www.producthunt.com\/products\/seorce\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"seorce\" target=\"_blank\" rel=\"noopener\">@SEORCE<\/a> SEORCE adapt to that?<\/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\/@shreya_chaurasia19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreya_chaurasia19<\/a> <br \/>AI discovery signals do change more frequently than traditional SEO because models update, sources shift, and answers get reweighted. That\u2019s why SEORCE is built to <strong>monitor patterns over time<\/strong>, not just one-off snapshots.<\/p>\n<p>We regularly re-check how brands appear across LLMs, track changes in mentions, context, and citations, and surface trends so you can see <em>what changed and when<\/em>. As models evolve, we adapt our prompts, sources, and analysis layers to stay aligned with how these systems actually respond.<\/p>\n<p>In short: instead of guessing, SEORCE helps you stay aware as AI answers evolve \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>hi, signing up with google doesn’t work.<br \/>POST <a href=\"https:\/\/api3.seorce.com\/api\/v1\/auth\/onboard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/api3.seorce.com\/api\/v1\/auth\/onboard<\/a> 400 (Bad Request)<\/p>\n<p>it specifically fails on this url:<br \/><a href=\"https:\/\/app.seorce.com\/onboarding\/pantheon3d.contact@gmail.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/app.seorce.com\/onboarding\/<\/a><a href=\"mailto:emailadress@gmail.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">emailadress@gmail.com<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pantheon3d\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pantheon3d<\/a> this was a small bug which has been fixed.<br \/>We did comprehensive testing but somehow missed this one but has been fixed.<br \/>Thankyou for pointing it out.<br \/>you can now go and signup.<br \/>Let us know in case if you have any other queries.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It\u2019s so frustrating when you\u2019re doing everything right but still can\u2019t figure out why people aren\u2019t finding you. I really hope SEORCE makes things clear \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Totally hear you \ud83d\ude4f That frustration is exactly why we built SEORCE. Our goal is to make those blind spots clear and give you real answers on <em>why<\/em> you\u2019re not being discovered. Hope it helps bring that clarity \ud83d\ude0a<\/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>Finally a tool like Seorce can let me know how my brand is awared! any following suggestion for improvement after all these?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> <br \/>Thank you \ud83d\ude4c Really glad that clarity around brand awareness is coming through.<\/p>\n<p>A few simple suggestions we usually recommend after you start seeing the data:<\/p>\n<ul>\n<li>\n<p><strong>Compare yourself with competitors<\/strong> in AI responses to spot positioning gaps<\/p>\n<\/li>\n<li>\n<p><strong>Align your content<\/strong> with how AI already describes your category, then refine what\u2019s missing<\/p>\n<\/li>\n<li>\n<p><strong>Track changes over time<\/strong>, not just one snapshot, to see what actually improves visibility<\/p>\n<\/li>\n<li>\n<p>Use insights to <strong>tighten messaging<\/strong> across your site, blogs, and FAQs so AI picks it up more clearly<\/p>\n<\/li>\n<\/ul>\n<p>We\u2019re also actively improving SEORCE based on feedback like this, so if there\u2019s anything you feel could be clearer or more useful, we\u2019d love to hear it \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great work Seorce team. Looks like a great product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexmturnbull\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexmturnbull<\/a> Thank you so much \ud83d\ude4f Really appreciate the kind words! Excited to keep building and improving SEORCE with feedback like this \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\/@alexmturnbull\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexmturnbull<\/a> Thank you for the appreciation. Continue supporting SEORCE.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This app looks great. In today\u2019s AI-driven era, the way SEO works has changed significantly, and I believe a tool like yours is becoming essential for businesses to explore. One small suggestion: consider adding a cookie consent feature, as privacy is something users care deeply about.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@leotrim_lota\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leotrim_lota<\/a> thanks for the feedback. We will surely work on it in our upcoming updates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 Everyone \ud83d\udc4b<\/p>\n<p>Anurag here, co-founder of SEORCE alongside <a href=\"https:\/\/www.producthunt.com\/@kulraj\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kulraj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kulraj<\/a> and <a href=\"https:\/\/www.producthunt.com\/@sudhirr_vashist\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sudhirr_vashist\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sudhirr_vashist<\/a> <\/p>\n<p>I wanted to share why this problem became so personal for us.<\/p>\n<p>We kept hearing the same frustration from teams we worked with: “We’re doing everything right \u2014 optimizing content, building authority, fixing technical issues \u2014 but we have no idea if we’re actually being found.”<\/p>\n<p>The truth is, discovery doesn’t happen in one place anymore. Your brand might rank well on Google but be invisible in ChatGPT. You might appear in Perplexity but get replaced by competitors in Claude. And most tools weren’t built to show you that full picture.<\/p>\n<p>What pushed us to build SEORCE was realizing that visibility isn’t just about rankings anymore \u2014 it’s about presence across every surface where answers are being generated. And teams need a way to see that clearly, understand what’s working (or not), and take focused action.<\/p>\n<p>We built SEORCE to give teams that clarity \u2014 one place to track discovery across search and AI, understand why you’re showing up or being skipped, and know exactly what to prioritize next.<\/p>\n<p>We’re still early and learning every day. Would love to hear what you’re struggling with most when it comes to brand visibility and discovery.<\/p>\n<p>Happy to answer any questions \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Cant just have visable pricing without booking a call?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I like how SEORCE reframes discovery as something broader than rankings, especially with AI answers and recommendations changing the game quietly. How teams typically uncover their biggest \u201cblind spots\u201d with SEORCE first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How do you track and attribute placements in ChatGPT\/Perplexity\/AI Overviews in a way that\u2019s reliable and repeatable\u2014what does a typical \u2018you\u2019re missing here, fix this\u2019 alert look like?<\/div>\n<div class=\"comment-actions\">\n<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> <\/p>\n<p>Great question, and we\u2019re very intentional about <em>not<\/em> treating AI placements like traditional rankings.<\/p>\n<p>AI answers are probabilistic and contextual, so we track <strong>patterns of discovery<\/strong>, not one-off responses.<\/p>\n<p><strong>How we make it reliable and repeatable:<\/strong><\/p>\n<p><strong>1. We track discovery moments, not single prompts<\/strong><br \/><a href=\"https:\/\/seorce.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">SEORCE<\/a> runs structured prompt sets across intents (comparisons, recommendations, \u201cbest for X\u201d, alternatives) and observes coverage over time. That removes snapshot noise and gives us stable signals.<\/p>\n<p><strong>2. We measure consistency, not absolutes<\/strong><br \/>One answer can change. Patterns don\u2019t.<br \/>We look at inclusion\/exclusion frequency, competitor substitutions, sentiment, and citation behavior across similar contexts.<\/p>\n<p><strong>3. Gaps are always tied to a concrete reason<\/strong><br \/>A typical alert isn\u2019t \u201cyou\u2019re missing in ChatGPT.\u201d<br \/>It looks like:<\/p>\n<blockquote>\n<p><em>\u201cIn comparison-style prompts for category X, competitors appear in ~60% of discovery moments. You appear in ~10%. The main blockers are missing topical coverage around Y and weaker authority signals on Z.\u201d<\/em><\/p>\n<\/blockquote>\n<p><strong>4. Every alert points to an action<\/strong><br \/>Each gap links back to something fixable:<\/p>\n<ul>\n<li>\n<p>a specific content or topical gap<\/p>\n<\/li>\n<li>\n<p>a technical or crawl issue<\/p>\n<\/li>\n<li>\n<p>an authority\/backlink deficit<\/p>\n<\/li>\n<\/ul>\n<p>From there, users are taken directly to the relevant crawl findings, content suggestions, or guided fixes (including Autofix where applicable).<\/p>\n<p><strong>5. We\u2019re honest about what this is (and isn\u2019t)<\/strong><br \/>This isn\u2019t deterministic ranking. It\u2019s <strong>directional discovery intelligence<\/strong>; designed to help teams prioritize effort where it actually improves discovery over time.<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> <br \/>Great question > this is exactly the hard part of AI visibility, so we\u2019ve been very intentional about it.<\/p>\n<p><strong>How we track it (reliable + repeatable):<\/strong><br \/>We don\u2019t rely on one-off answers or manual spot checks. SEORCE runs <strong>consistent prompt sets<\/strong> across ChatGPT, Perplexity, and AI Overviews, on a fixed schedule, and compares results over time. That lets us see patterns, not noise > where a brand shows up, how it\u2019s described, what sources are cited, and how that changes week to week.<\/p>\n<p>We also normalize for variation by:<\/p>\n<ul>\n<li>\n<p>Using controlled prompt templates per use case<\/p>\n<\/li>\n<li>\n<p>Tracking <strong>frequency + context<\/strong>, not just \u201crank\u201d<\/p>\n<\/li>\n<li>\n<p>Comparing against the same competitor set each run<\/p>\n<\/li>\n<\/ul>\n<p><strong>What attribution looks like:<\/strong><br \/>Instead of \u201cyou ranked #3\u201d, attribution looks like:<\/p>\n<ul>\n<li>\n<p><em>Mentioned vs not mentioned<\/em><\/p>\n<\/li>\n<li>\n<p><em>Positive \/ neutral \/ missing context<\/em><\/p>\n<\/li>\n<li>\n<p><em>Which sources AI is pulling from<\/em><\/p>\n<\/li>\n<li>\n<p><em>Which competitors are being referenced instead<\/em><\/p>\n<\/li>\n<\/ul>\n<p><strong>What a \u2018you\u2019re missing this, fix this\u2019 alert looks like:<\/strong><br \/>A typical alert might say something like:<\/p>\n<ul>\n<li>\n<p>\u201cYour brand is not mentioned for <strong>[category query]<\/strong>, while 3 competitors are. AI is sourcing answers from <strong>blogs + comparison pages<\/strong> you\u2019re not present on.\u201d<\/p>\n<\/li>\n<li>\n<p>\u201cYou\u2019re mentioned, but only as a feature > not as a recommended solution.\u201d<\/p>\n<\/li>\n<li>\n<p>\u201cAI is using outdated content from your site; newer pages aren\u2019t being surfaced.\u201d<\/p>\n<\/li>\n<\/ul>\n<p>And alongside that, SEORCE suggests <strong>actionable fixes<\/strong>:<\/p>\n<ul>\n<li>\n<p>Create or update specific content types (FAQs, comparisons, explainer pages)<\/p>\n<\/li>\n<li>\n<p>Clarify positioning language AI is already using in your category<\/p>\n<\/li>\n<li>\n<p>Strengthen citations AI prefers for that query type<\/p>\n<\/li>\n<\/ul>\n<p>The goal isn\u2019t to chase every answer > it\u2019s to give you <strong>repeatable signals and clear actions<\/strong>, so you know <em>where<\/em> you\u2019re invisible and <em>why<\/em>.<\/p>\n<p>If you\u2019re curious, happy to walk through a real example on a quick call or demo.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KG2WHAKWCQ26PK\" class=\"app-title\">Chirpz Agent<\/a><\/p>\n<div class=\"one-liner\">Smartest way to discover unseen literature<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">277<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Chirpz Agent\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u5b66\u672f\u6587\u732e\u53d1\u73b0\u5de5\u5177\uff0c\u901a\u8fc7\u7406\u89e3\u7814\u7a76\u4e0a\u4e0b\u6587\u3001\u8de8\u5e93\u667a\u80fd\u68c0\u7d22\u548c\u5373\u65f6\u603b\u7ed3\uff0c\u89e3\u51b3\u4e86\u7814\u7a76\u4eba\u5458\u5728\u6d69\u5982\u70df\u6d77\u7684\u6587\u732e\u4e2d\u96be\u4ee5\u9ad8\u6548\u627e\u5230\u3001\u7b5b\u9009\u548c\u5f15\u7528\u76f8\u5173\u6838\u5fc3\u8bba\u6587\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\/678da3e0-72ef-4430-8a30-14121e41caa0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dcaf1c59-b6ee-49a5-bb00-eec95c5d5941.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df29d830-093c-4656-b32c-2bb5dd4d5166.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e7faa91-6110-47e1-a052-f3e4a838fb5b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d307cf9-1f27-421d-8343-a5a0e92a6d27.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\/5d2069fb-20d2-481a-9f07-fb46187c07d9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/pl2DkAamUyM\"><source src=\"https:\/\/youtu.be\/pl2DkAamUyM\" 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\">Education<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Search<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6587\u732e\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">\u5b66\u672f\u7814\u7a76\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u53c2\u8003\u6587\u732e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8bba\u6587\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u79d1\u7814\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u8de8\u6570\u636e\u5e93\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u5f15\u7528\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5b66\u751f\u79d1\u7814<\/span><br \/>\n <span class=\"tag\">\u6587\u732e\u7efc\u8ff0<\/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\u8282\u7701\u65f6\u95f4\u3001\u63d0\u5347\u6548\u7387\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u7279\u522b\u8d5e\u8d4f\u201cAI\u5feb\u7167\u201d\u548c\u51c6\u786e\u5f15\u7528\u529f\u80fd\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u6570\u636e\u9690\u79c1\uff08\u5c24\u5176\u9488\u5bf9\u672a\u53d1\u8868\u624b\u7a3f\uff09\u3001\u8de8\u9886\u57df\u4f18\u5316\u6548\u679c\u3001\u6570\u636e\u5e93\u66f4\u65b0\u9891\u7387\u3001\u4ee5\u53ca\u4e0eNotion\u7b49\u5de5\u5177\u7684\u96c6\u6210\u53ef\u80fd\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Chirpz Agent\u5207\u5165\u7684\u662f\u4e00\u4e2a\u7ecf\u5178\u4e14\u987d\u56fa\u7684\u75db\u70b9\uff1a\u4fe1\u606f\u8fc7\u8f7d\u4e0b\u7684\u7cbe\u51c6\u53d1\u73b0\u3002\u5b83\u5ba3\u79f0\u7684\u201c\u7406\u89e3\u4e0a\u4e0b\u6587\u201d\u800c\u975e\u4f9d\u8d56\u5173\u952e\u8bcd\uff0c\u662f\u8bd5\u56fe\u5c06\u6587\u732e\u68c0\u7d22\u4ece\u201c\u5339\u914d\u201d\u5347\u7ea7\u4e3a\u201c\u89e3\u8bfb\u201d\uff0c\u8fd9\u6784\u6210\u4e86\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u3002\u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u673a\u9047\u5e76\u5b58\u4e8e\u4ee5\u4e0b\u4e24\u70b9\uff1a\n <\/p>\n<p class=\"ai-content\">\n \u9996\u5148\uff0c\u5728\u201c\u68c0\u7d22\u201d\u5c42\u9762\uff0c\u805a\u5408280M+\u8bba\u6587\u5e76\u975e\u72ec\u5bb6\u58c1\u5792\uff0c\u771f\u6b63\u7684\u6280\u672f\u9510\u5ea6\u5728\u4e8e\u5176\u6392\u5e8f\u7b97\u6cd5\u2014\u2014\u201c\u6309\u610f\u4e49\u800c\u975e\u5173\u952e\u8bcd\u201d\u6392\u5e8f\u3002\u8fd9\u8981\u6c42\u5176AI\u6a21\u578b\u5177\u5907\u6df1\u5ea6\u7684\u5b66\u79d1\u8bed\u4e49\u7406\u89e3\u80fd\u529b\uff0c\u800c\u975e\u7b80\u5355\u7684\u4e3b\u9898\u805a\u7c7b\u3002\u4ece\u521b\u59cb\u4eba\u56de\u590d\u770b\uff0c\u5176\u80fd\u8bc6\u522b\u65b9\u6cd5\u8bba\u51b2\u7a81\uff0c\u8fd9\u6697\u793a\u4e86\u8d85\u8d8a\u8868\u9762\u76f8\u5173\u6027\u7684\u6f5c\u529b\uff0c\u4f46\u8be5\u80fd\u529b\u5728\u4e0d\u540c\u5782\u76f4\u5b66\u79d1\u7684\u666e\u9002\u6027\u4e0e\u6df1\u5ea6\uff0c\u5c06\u662f\u51b3\u5b9a\u5176\u662f\u201c\u597d\u7528\u5de5\u5177\u201d\u8fd8\u662f\u201c\u9886\u57df\u4e13\u5bb6\u201d\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u5728\u201c\u5de5\u4f5c\u6d41\u201d\u5c42\u9762\uff0c\u5b83\u8bd5\u56fe\u6574\u5408\u641c\u7d22\u3001\u9605\u8bfb\u3001\u5f15\u7528\u7ba1\u7406\uff0c\u751a\u81f3\u5185\u7f6e\u7f16\u8f91\u5668\uff0c\u6253\u9020\u95ed\u73af\u3002\u8fd9\u79cd\u6346\u7ed1\u7b56\u7565\u63d0\u9ad8\u4e86\u7528\u6237\u7c98\u6027\uff0c\u4f46\u4e5f\u9762\u4e34\u6311\u6218\uff1a\u4e13\u4e1a\u7814\u7a76\u4eba\u5458\u5df2\u6709\u56fa\u5316\u7684\u6587\u732e\u7ba1\u7406\uff08\u5982Zotero\uff09\u4e0e\u5199\u4f5c\uff08\u5982LaTeX\uff09\u6d41\u7a0b\uff0c\u4e00\u4e2a\u65b0\u5174\u5de5\u5177\u80fd\u5426\u63d0\u4f9b\u8db3\u591f\u5f3a\u5927\u7684\u5355\u70b9\u529f\u80fd\uff0c\u4ee5\u9a71\u52a8\u7528\u6237\u8fc1\u79fb\u6574\u4e2a\u5de5\u4f5c\u6d41\uff1f\u8bc4\u8bba\u4e2d\u5173\u4e8e\u96c6\u6210Notion\u7684\u8be2\u95ee\uff0c\u6070\u6070\u53cd\u6620\u4e86\u7528\u6237\u5e0c\u671b\u5176\u4f5c\u4e3a\u201c\u667a\u80fd\u6a21\u5757\u201d\u5d4c\u5165\u73b0\u6709\u751f\u6001\uff0c\u800c\u975e\u5b8c\u5168\u66ff\u4ee3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9690\u79c1\u95ee\u9898\u662f\u5176\u670d\u52a1\u4f01\u4e1a\u7ea7\u5ba2\u6237\uff08\u5982\u751f\u7269\u79d1\u6280\u56e2\u961f\uff09\u5fc5\u987b\u8de8\u8d8a\u7684\u4fe1\u4efb\u95e8\u69db\u3002\u5176\u201c\u6570\u636e\u4e0d\u7528\u4e8e\u8bad\u7ec3\u201d\u7684\u627f\u8bfa\u662f\u57fa\u7840\uff0c\u4f46\u9700\u8981\u66f4\u900f\u660e\u7684\u6280\u672f\u67b6\u6784\u4e0e\u5408\u89c4\u8ba4\u8bc1\u6765\u80cc\u4e66\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cChirpz Agent\u5c55\u73b0\u4e86\u7528AI\u91cd\u6784\u5b66\u672f\u4fe1\u606f\u6d88\u8d39\u6d41\u7a0b\u7684\u6e05\u6670\u601d\u8def\u3002\u5b83\u7684\u6210\u529f\u4e0d\u5728\u4e8e\u66ff\u4ee3\u8c37\u6b4c\u5b66\u672f\u6216\u6570\u636e\u5e93\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u67b6\u8bbe\u5728\u539f\u59cb\u6570\u636e\u4e0e\u7814\u7a76\u8005\u4e4b\u95f4\u7684\u667a\u80fd\u4e2d\u95f4\u5c42\uff0c\u5c06\u201c\u5bfb\u627e\u201d\u7684\u4f53\u529b\u52b3\u52a8\u8f6c\u5316\u4e3a\u201c\u53d1\u73b0\u201d\u7684\u667a\u529b\u8f85\u52a9\u3002\u5176\u6700\u7ec8\u8003\u9a8c\u5c06\u662f\uff1a\u5728\u907f\u514d\u6210\u4e3a\u53c8\u4e00\u4e2a\u201c\u6d45\u5c42\u6458\u8981\u5668\u201d\u7684\u540c\u65f6\uff0c\u80fd\u5426\u5efa\u7acb\u8d77\u8db3\u591f\u6df1\u7684\u3001\u53ef\u9a8c\u8bc1\u7684\u5b66\u672f\u6d1e\u5bdf\u529b\uff0c\u4ece\u800c\u8ba9\u7814\u7a76\u8005\u4ea7\u751f\u771f\u6b63\u7684\u667a\u529b\u4f9d\u8d56\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\">Chirpz Agent<\/span>\n <\/div>\n<div class=\"comment-content\">Chirpz agent is the smartest way to find, prioritize, read, and cite academic papers. It understands your context and searches 280M+ papers across major academic databases. It ranks the most relevant work, generates instant summaries, and provides trusted citations \u2014 all in one place.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt!<\/p>\n<\/p>\n<p>I\u2019m Sina, founder of Chirpz. I built <strong>Chirpz Agent<\/strong> because traditional keyword search isn\u2019t smart enough to surface the papers that actually matter.<\/p>\n<\/p>\n<p>You have the idea. The literature exists. But guessing keywords across Scholar, arXiv, and journals still makes you miss what you need \u2014 or what reviewers expect you to know.<\/p>\n<\/p>\n<p>That\u2019s why I set out to build a tool for researchers that understands context and intelligently searches across all sources at once. It cuts through the noise, and delivers only what truly matters \u2014 with <strong>zero hallucinated metadata<\/strong>.<\/p>\n<\/p>\n<p>Here\u2019s how Chirpz helps you discover the right literature smarter:<\/p>\n<p><strong>What you get<\/strong><\/p>\n<ul>\n<li>\n<p>\ud83d\udde3\ufe0f Ask or upload \u2014 describe your research or upload a draft for analysis.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udccc Citation gap detection \u2014 catch missing references before reviewers do.<\/p>\n<\/li>\n<li>\n<p>\ud83c\udff7\ufe0f Auto-scope topics \u2014 extract key themes and build smart searches.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd0d Search everything \u2014 scan 280M+ papers across journals, PubMed, and arXiv.<\/p>\n<\/li>\n<li>\n<p>\ud83e\udde0 Rank by relevance \u2014 papers ordered by meaning, not keywords.<\/p>\n<\/li>\n<li>\n<p>\u26a1 AI Snapshots \u2014 skim papers in seconds.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcda Cite with confidence \u2014 verified sources, accurate metadata, BibTeX, and PDFs.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it\u2019s for<\/strong><\/p>\n<ul>\n<li>\n<p>\ud83c\udf93 Academic labs \u2014 smarter literature search and pre-submission draft analysis.<\/p>\n<\/li>\n<li>\n<p>\ud83e\uddd1\u200d\ud83d\udcbb Technology labs \u2014 explore new ideas and validate approaches with deep coverage.<\/p>\n<\/li>\n<li>\n<p>\ud83e\uddea Biotech & pharma teams \u2014 track discovery and clinical research in one place.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcd6 Individual researchers \u2014 find relevant papers faster and manage citations easily.<\/p>\n<\/li>\n<li>\n<p>\ud83c\udf93 Graduate students \u2014 build strong thesis foundations with guided discovery.<\/p>\n<\/li>\n<\/ul>\n<p>\ud83d\ude80 Try it out here: <a href=\"https:\/\/chirpz.ai\/literature-discovery\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/chirpz.ai\/literature-discovery\/<\/a><\/p>\n<p>I\u2019ll be here all day answering questions and collecting feedback.<br \/>What kind of literature are you trying to discover \u2014 and what\u2019s slowing you down today?<\/p>\n<\/p>\n<p>Thanks for checking it out \ud83d\ude4f<br \/>\u2014 Sina<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sina_tayebati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sina_tayebati<\/a> The AI Snapshots feature is genius – saves so much time filtering research. Building an AI-powered education tool myself (DeadlineKeeper for college apps) and this approach to intelligent content discovery really resonates. Do you find students using this for admission essay research too, or mainly academic papers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\u200bAccurate citations are the most stressful part of my writing process and having them handled in one place is a huge win for my workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Totally hear you <a href=\"https:\/\/www.producthunt.com\/@simran_kumar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@simran_kumar<\/a> \u2014 that pain was a big motivation behind Chirpz Agent.<br \/>We focus on verified papers, accurate metadata, and export-ready BibTeX, unlike many AI tools that hallucinate citations and get you in trouble.<\/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>Great work from your team, this is something what is going to be very useful and helpful specially for students.<\/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\/@leotrim_lota\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leotrim_lota<\/a> Thank you! \ud83d\ude4c <\/p>\n<p>Students were definitely a big focus for us, so it\u2019s great to hear that it resonates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 instant summary feature saves me so much time because I can quickly filter out what doesn’t fit my thesis without reading every single page. \ud83d\udcda<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@new_user___3282025fa49521ad0ba0301\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___3282025fa49521ad0ba0301<\/a> Exactly. that\u2019s why I built <strong>AI Snapshots<\/strong>.<\/p>\n<p>They’re basically designed to help you quickly judge relevance, why the paper matches your work, and prioritize what\u2019s worth a deeper read, without wading through every page. Glad it\u2019s working for you \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve seen something like this recently, but can\u2019t remember exactly which tool \ud83d\ude00 Does Chirpz suggest ways to optimize time while searching for papers?<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Haha \u2014 maybe you\u2019ve already seen Chirpz \ud83d\ude01<\/p>\n<p>Yes! That\u2019s exactly what <strong>AI Snapshots<\/strong> are for. While the agent searches across more papers, it generates concise summaries so you can quickly skim, filter, and focus only on what\u2019s worth a deeper read.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Being able to upload a draft for analysis is a huge productivity booster. \ud83d\ude80 However, for unpublished research (especially in biotech), data privacy is critical. Can you confirm that the uploaded drafts are processed ephemerally and not used to train your models?<\/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\/@yoang_loo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yoang_loo<\/a> Great point \u2014 and totally agree, especially for unpublished work.<\/p>\n<p>Yes: <strong>your data stays your data<\/strong>. Uploaded drafts are processed securely and <strong>are not used for training<\/strong> any models. Privacy is something we take very seriously.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Wondering if Chirpz is optimised equally for all research fields or optimised better for certain domains?<\/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\/@mustassim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mustassim<\/a> Great question! Chirpz is designed to work equally well across research fields.<br \/>It searches across a broad mix of journals and databases and <strong>reads each paper in context<\/strong>, so results are ranked by true relevance to your work \u2014 not by domain or source.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 wish i could have used Chirpz in my university days… how frequently will you update the database though?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Haha, we hear that a lot \ud83d\ude04<br \/>The databases Chirpz connects to are live and continuously updated as new papers are published, so discovery stays current.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \ud83c\udf89<\/p>\n<\/p>\n<p>Does Chirpz integrate with Notion or any note-taking tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks<a href=\"https:\/\/www.producthunt.com\/@mikhail_prasolov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikhail_prasolov<\/a> \ud83d\ude4c<\/p>\n<p>Chirpz agent citation tool includes a built-in, Notion-like editor where you can write and draft while discovering literature at the same time. Just hit on <strong>@cite button<\/strong> to activate this tool and pull in relevant papers as you write.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing progress, Sina. Great job!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks<a href=\"https:\/\/www.producthunt.com\/@ardalan2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ardalan2<\/a>! Really appreciate it \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>Nice!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sneas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sneas<\/a> Thanks! Would love to hear from you once you try 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>Super useful tool. But I am wondering if it is possible to stretch the scope beyond academic papers to say fictional literature.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alfred_b\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alfred_b<\/a> Thanks! Great question \ud83d\ude0a<br \/>Short answer: not at the moment. Chirpz Agent is focused on academic papers, where verified sources and citations matter most.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super useful for students! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks<a href=\"https:\/\/www.producthunt.com\/@nikitaeverywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikitaeverywhere<\/a>. Students were definitely one of the core groups I built Chirpz Agent for \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>This is a really interesting \u201cresearch intelligence\u201d category. I\u2019m curious how deep the domain context goes – can it surface methodological conflicts or just related work?<\/p>\n<p>Congrats on shipping <a href=\"https:\/\/www.producthunt.com\/@sina_tayebati\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sina_tayebati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sina_tayebati<\/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>Thanks<a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> \u2014 <strong>yes<\/strong>, it goes beyond just finding related work.<\/p>\n<p>Chirpz reads papers in context and understands <em>how<\/em> they approach a problem, not just <em>what<\/em> keywords they share. That allows it to surface work with <strong>different methodologies, assumptions, or experimental setups<\/strong> \u2014 including cases where approaches conflict or take opposing directions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The platform looks very clean. I\u2019m wondering how often the 280M+ dataset is updated?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@cathy_cc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathy_cc<\/a> \u2014 great question!<br \/>Chirpz Agent connects to live academic databases that are continuously updated as new papers are published, so discovery reflects the latest work rather than a static snapshot.<\/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! Tackling literature discovery from a context-first angle instead of keyword guessing feels like a big win for anyone who\u2019s dealt with reviewer comments saying \u201cyou missed X.\u201d How Chirpz behaves when research spans multiple disciplines, does it surface cross-domain papers that researchers might not think to look for on their own?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pederzh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pederzh<\/a> Thanks Luigi! Appreciate your support \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>Integrating search, summarization, and citation management into one flow solves a major fragmentation problem in academic work. The ability to rank papers by relevance rather than just keywords helps surface the literature that actually matters, rather than just what matches a search query. It\u2019s a powerful way to ensure deep coverage of a topic without the usual manual overhead.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anubhav_gupta6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anubhav_gupta6<\/a> Appreciate that \u2014 that\u2019s exactly the problem we set out to solve \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>Interesting – on-device draft analysis + ranking by meaning is \ud83d\udd25How do you handle paywalled or restricted journal content?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@igorsorokinua\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igorsorokinua<\/a> Thanks! \ud83d\udd25<\/p>\n<p>For paywalled papers, Chirpz Agent reads the available metadata and abstracts, and in some cases the indexed full text when accessible (even if the PDF isn\u2019t). PDF previews are only available for open-access papers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/U5Z4VJSSRFDCCA\" class=\"app-title\">Repo Prompt<\/a><\/p>\n<div class=\"one-liner\">Automate assembling the perfect context for your project<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">214<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Repo Prompt\u662f\u4e00\u6b3e\u901a\u8fc7\u667a\u80fd\u5206\u6790\u4ee3\u7801\u5e93\u3001\u81ea\u52a8\u7b5b\u9009\u76f8\u5173\u6587\u4ef6\u4e0e\u51fd\u6570\u6765\u6784\u5efa\u7cbe\u51c6\u4e0a\u4e0b\u6587\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u501f\u52a9AI\u7f16\u7a0b\u52a9\u624b\u65f6\u56e0\u4e0a\u4e0b\u6587\u5197\u4f59\u6216\u4e0d\u8db3\u5bfc\u81f4\u7684\u6548\u7387\u4f4e\u4e0b\u4e0eToken\u6d6a\u8d39\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\/1beda631-9ab9-4c8e-9fc7-4e14a2607909.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26e1c84b-e035-4521-a627-8478d5481fd0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/740971d7-f413-41d8-bd82-66a0ba9efdbd.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\/fe81583b-b640-4b96-91f3-2cde19a9b421.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=qHl116OG2DM\"><source src=\"https:\/\/www.youtube.com\/watch?v=qHl116OG2DM\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Token\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4ee3\u7801\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/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\u4e3a\u8be5\u5de5\u5177\u5df2\u6210\u4e3aAI\u8f85\u52a9\u5f00\u53d1\u5de5\u4f5c\u6d41\u7684\u6838\u5fc3\u57fa\u7840\u8bbe\u65bd\uff0c\u5176CLI\/MCP\u670d\u52a1\u5668\u652f\u6301\u4e0e\u81ea\u52a8\u5316\u80fd\u529b\uff08\u5982\/rp-build\u547d\u4ee4\uff09\u5907\u53d7\u8d5e\u8a89\u3002\u4e3b\u8981\u4f18\u52bf\u5728\u4e8e\u63d0\u5347AI\u6a21\u578b\u7406\u89e3\u7cbe\u5ea6\u3001\u8282\u7701Token\u53ca\u65f6\u95f4\u3002\u6709\u7528\u6237\u8be2\u95ee\u5176\u4e0eCursor\u7b49\u5de5\u5177\u5185\u7f6e\u529f\u80fd\u7684\u5dee\u5f02\uff0c\u5f00\u53d1\u8005\u56de\u590d\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u89c4\u5212\u201d\u4e0e\u201c\u7814\u7a76\u201d\u5206\u79bb\uff0c\u63d0\u4f9b\u66f4\u65e9\u3001\u66f4\u5bc6\u96c6\u7684\u4e0a\u4e0b\u6587\u6784\u5efa\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Repo Prompt\u7684\u53d1\u5e03\uff0c\u8868\u9762\u4e0a\u662f\u4e00\u4e2a\u4e3aAI\u7f16\u7a0b\u52a9\u624b\u4f18\u5316\u4e0a\u4e0b\u6587\u7684\u6548\u7387\u5de5\u5177\uff0c\u4f46\u5176\u6df1\u5c42\u4ef7\u503c\u5728\u4e8e\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u201c\u4eba-AI-\u4ee3\u7801\u5e93\u201d\u7684\u4ea4\u4e92\u8303\u5f0f\u3002\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2aPrompt\u5305\u88c5\u5668\uff0c\u800c\u662f\u901a\u8fc7Context Builder\u548cMCP\u670d\u52a1\u5668\uff0c\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3aAI\u667a\u80fd\u4f53\u4e0e\u590d\u6742\u4ee3\u7801\u5e93\u4e4b\u95f4\u7684**\u8ba4\u77e5\u4e2d\u95f4\u4ef6**\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f**\u5c06\u201c\u5bfc\u822a\u201d\u4e0e\u201c\u89c4\u5212\u201d\u89e3\u8026**\u3002\u5f53\u524d\u4e3b\u6d41\u7684AI\u7f16\u7a0b\u5de5\u5177\uff08\u5982Cursor\u7684Plan\u6a21\u5f0f\uff09\u4ecd\u8981\u6c42\u6a21\u578b\u5728\u5355\u6b21\u4e0a\u4e0b\u6587\u4e2d\u540c\u65f6\u5b8c\u6210\u4ee3\u7801\u5e93\u63a2\u7d22\u548c\u4efb\u52a1\u89c4\u5212\uff0c\u8fd9\u5bfc\u81f4\u4e86\u63a8\u7406Token\u7684\u6d6a\u8d39\u548c\u6ce8\u610f\u529b\u7684\u5206\u6563\u3002Repo Prompt\u5219\u7387\u5148\u5c06\u8017\u65f6\u7684\u3001\u673a\u68b0\u7684\u4ee3\u7801\u5e93\u63a2\u7d22\u5de5\u4f5c\u81ea\u52a8\u5316\u3001\u524d\u7f6e\u5316\uff0c\u8ba9\u540e\u7eed\u63a5\u5165\u7684\u9876\u7ea7\u63a8\u7406\u6a21\u578b\uff08\u5982GPT-5.2\u3001Claude Opus\uff09\u80fd\u5c06\u5176\u5168\u90e8\u201c\u8111\u529b\u201d\u96c6\u4e2d\u4e8e\u9ad8\u5c42\u6b21\u7684\u67b6\u6784\u8bbe\u8ba1\u548c\u95ee\u9898\u89e3\u51b3\u4e0a\uff0c\u8fd9\u5b9e\u8d28\u4e0a\u662f\u4e3a\u4e0d\u540c\u80fd\u529b\u7684AI\u6a21\u578b\u8fdb\u884c\u4e86\u4e13\u4e1a\u5316\u5206\u5de5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e8c\u662f**\u81f4\u529b\u4e8e\u6210\u4e3a\u5de5\u4f5c\u6d41\u57fa\u7840\u8bbe\u65bd\u800c\u975e\u5b64\u7acb\u5e94\u7528**\u3002\u901a\u8fc7\u63d0\u4f9bCLI\u548cMCP\uff08Model Context Protocol\uff09\u670d\u52a1\u5668\u652f\u6301\uff0c\u5b83\u5c06\u81ea\u5df1\u4eceGUI\u5de5\u5177\u8f6c\u5316\u4e3a\u53ef\u7f16\u7a0b\u7684\u540e\u7aef\u670d\u52a1\u3002\u8fd9\u4f7f\u5f97\u5f00\u53d1\u8005\u53ef\u4ee5\u5c06\u5176\u5d4c\u5165\u5230\u81ea\u5b9a\u4e49\u7684\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf\u4e2d\uff0c\u5b9e\u73b0\u591a\u6a21\u578b\u8bc4\u5ba1\u5faa\u73af\u7b49\u590d\u6742\u5de5\u4f5c\u6d41\u3002\u8fd9\u6b65\u68cb\u4f7f\u5176\u4ece\u201c\u53ef\u7528\u7684\u5de5\u5177\u201d\u8dc3\u5347\u4e3a\u201c\u53ef\u6784\u5efa\u7684\u57fa\u77f3\u201d\uff0c\u62a4\u57ce\u6cb3\u7531\u6b64\u52a0\u6df1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u5176\u6838\u5fc3\u529f\u80fd\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5e95\u5c42AI\u6a21\u578b\uff08\u5982Claude Code\uff09\u7684\u4ee3\u7801\u7406\u89e3\u4e0e\u5bfc\u822a\u80fd\u529b\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u201c\u5143\u4f18\u5316\u201d\u3002\u5982\u679c\u672a\u6765\u4e3b\u6d41AI\u7f16\u7a0b\u52a9\u624b\u81ea\u8eab\u5927\u5e45\u63d0\u5347\u4e86\u4e0a\u4e0b\u6587\u6784\u5efa\u4e0e\u5bfc\u822a\u6548\u7387\uff0c\u5176\u9644\u52a0\u4ef7\u503c\u53ef\u80fd\u4f1a\u88ab\u524a\u5f31\u3002\u6b64\u5916\uff0c\u5176\u76ee\u524d\u7684\u4ef7\u503c\u5728\u8d85\u5927\u578b\u3001\u7ed3\u6784\u590d\u6742\u7684\u9879\u76ee\u4e2d\u6700\u4e3a\u51f8\u663e\uff0c\u5bf9\u4e8e\u8f7b\u91cf\u7ea7\u9879\u76ee\uff0c\u5176\u81ea\u52a8\u5316\u6d41\u7a0b\u5e26\u6765\u7684\u6536\u76ca\u662f\u5426\u5927\u4e8e\u8bbe\u7f6e\u6210\u672c\uff0c\u4ecd\u9700\u89c2\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cRepo Prompt\u654f\u9510\u5730\u6293\u4f4f\u4e86AI\u7f16\u7a0b\u8fdb\u5165\u6df1\u6c34\u533a\u540e\u7684\u65b0\u74f6\u9888\u2014\u2014\u4e0a\u4e0b\u6587\u8d28\u91cf\uff0c\u5e76\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6781\u5177\u5de5\u7a0b\u5316\u601d\u7ef4\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5b83\u4e0d\u518d\u56f4\u7ed5\u201c\u5982\u4f55\u95ee\u5f97\u66f4\u597d\u201d\u6253\u8f6c\uff0c\u800c\u662f\u7740\u624b\u89e3\u51b3\u201c\u8ba9AI\u770b\u4ec0\u4e48\u66f4\u6709\u6548\u201d\u8fd9\u4e00\u66f4\u6839\u672c\u7684\u95ee\u9898\uff0c\u8fd9\u6807\u5fd7\u7740AI\u8f85\u52a9\u5f00\u53d1\u5de5\u5177\u6b63\u4ece\u201c\u5bf9\u8bdd\u4ea4\u4e92\u5c42\u201d\u5411\u201c\u7cfb\u7edf\u67b6\u6784\u5c42\u201d\u6f14\u8fdb\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\">Repo Prompt<\/span>\n <\/div>\n<div class=\"comment-content\">Repo Prompt helps AI models understand your codebase without wasting tokens on irrelevant code. Context Builder analyzes your project and selects the files and functions needed for your task, building dense context that fits in model limits. It works with your existing AI subscriptions (Claude MAX, ChatGPT Plus, Gemini) \u2014 no extra API costs. The MCP server turns Repo Prompt into a backend for Claude Code, Cursor, and Codex, giving them context analysis and discovery they can’t do on their own.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Repo Prompt is like a superskeleton for creating better prompts within specific repos or projects. <\/p>\n<\/p>\n<p>It’ll help you produce refined prompts so that when you hand off to your coding agent of choice, it’ll get the done more efficiently and intentionally.<\/p>\n<\/p>\n<p>Enjoy!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Repo Prompt lets you build precise context from your codebase so reasoning models actually understand what you\u2019re working on.<\/p>\n<\/p>\n<p>I\u2019ve been building it for over a year now. With MCP and CLI support, it fits into any agent workflow \u2014 Claude Code, Codex, Cursor, whatever you use.<\/p>\n<\/p>\n<p>The \/rp-build command automates the whole loop: it researches your codebase, builds a plan, and hands off to your agent with the right context already loaded.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I rarely comment here but this one’s worth it.<\/p>\n<\/p>\n<p>I usually have 5-10 RepoPrompt windows open at any given time; one per project I’m context-switching between. It’s become essential to how I work with AI coding tools.<\/p>\n<\/p>\n<p>The CLI\/MCP Server is the killer feature for me. I’ve built autonomous multi-model review loops and context export workflows on top of it. The CLI lets agents coordinate reviews without me babysitting.<\/p>\n<p>If you’re building AI coding workflows, these features turn RepoPrompt from a great GUI into actual infrastructure you can automate against. Congrats on the launch Eric!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been actively using Repo Prompt for almost a year now, and it\u2019s made it much easier to give LLMs the right context from a codebase without overloading them. Being able to select only the files that matter and generate a clean prompt saves time and tokens. It fits nicely into an ai assisted coding workflow and feels practical rather than gimmicky.<\/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\">If I’m already using Cursor or Claude Code with their built\u2011in repo search, what\u2019s the concrete advantage of your Context Builder\u2014fewer tokens, better accuracy, or faster completion\u2014and by how much in typical tasks? What concrete advantages are there over Claude Code plan mode?<\/div>\n<div class=\"comment-actions\">\n<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> Hey! So the big difference with plan mode in existing tools, is that Repo Prompt’s context builder operates earlier in the flow. It splits up planning and research into separate tasks. <\/p>\n<p>Context builder’s job is to navigate your repo using an agent like claude code or codex directly (the app handles orchestration using cli headless modes), and it will then isolate the relevant files, and carve out the most relevant sections of those files. The discovery agent also writes you an optimized prompt that includes your task, and information about the codebase architecture, and class relationships.<\/p>\n<\/p>\n<p>The result is a dense context prompt that can be used for planning. If you’ve ever tried to use reasoning models like GPT 5.2, one of the challenges is getting them to spend as many reasoning tokens as possible on analysis, instead of navigation. This gets you the best possible way to prompt those models to really pull the frontier of intelligent architectural planning forward.<\/p>\n<p>I invite you to read how some of the other commenters here actually use the app. It’s highly automated and with the cli or mcp, it can fit into your existing cursor or claude code workflows, and enhance their built in planning and navigation.<\/p>\n<p>The process I described above, is automated with a convenient slash command now. You can simply type \/rp-build, and Repo Prompt will return with codebase analysis and the plan from that dense context prompt, for your agent to get to work with.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using Repo Prompt for over a year now, and it’s become an essential part of my daily development workflow.<\/p>\n<\/p>\n<p>As a founder building multiple B2B SaaS products, the ability to quickly assemble the right context for AI assistance has been a game-changer. Whether I’m working on backend Rails projects or integrating AI features, Repo Prompt saves me countless hours every week.<\/p>\n<p>Here’s a kept secret: pairing Repo Prompt with GPT-5 Pro (with full context) is incredibly powerful for architectural planning. The combination of precise context selection and advanced reasoning lets you think through complex system designs before writing a single line of code.<\/p>\n<p>Highly recommended for any serious developer working with AI tools. This isn’t just a productivity boost\u2014it’s become foundational to how I build software.<\/p>\n<\/p>\n<p>This is my workflow<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e5eced1-0de8-436f-8757-b56bf2875334.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>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>One of the best additions to my dev workflow. It is a great tool to rapidly improve the precision of your development with coding agents – saving you time and money. One of the best features of this app is the rapid development lifecycle and how close Eric is to the community of users, and he’s both opinionated and openminded… Join the discord, and help guide the tool’s development. <\/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>I’ve been using Repo Prompt for about a year now and it’s become my go-to tool for AI-assisted development.<\/p>\n<\/p>\n<p>My setup: I use Claude Code with Opus 4.5 as my main coding agent, but I also bring in GPT-5.2, especially during architecture and planning. Repo Prompt is the context layer that lets these models collaborate – I can curate exactly what each one sees and keep everything in sync. Instead of being stuck with one model’s strengths, I get the best of both.<\/p>\n<\/p>\n<p>Just shipped my latest iOS app using this workflow exclusively.<\/p>\n<\/p>\n<p>Beyond the tool itself, the community is incredibly valuable. The Discord is active, Eric is constantly listening to feedback, and he ships high-quality updates at a speed I haven’t seen from other dev tools. Can’t recommend this enough.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Graphical user interfaces are a magical way to interact with coding agents and Repo Prompt is a great example of the larger trend. Cool app and great team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I like how Repo Prompt focuses on context quality instead of just prompt wording, that\u2019s usually where things break with coding agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>WOW<\/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<\/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\/FMX4XX72ANBBQJ\" class=\"app-title\">stillmail.<\/a><\/p>\n<div class=\"one-liner\">minimalist email app for friends to send digital letters<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">130<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u6a21\u62df\u5b9e\u4f53\u4fe1\u7eb8\u3001\u58a8\u6c34\u3001\u4fe1\u5c01\u7684\u4e66\u5199\u4e0e\u5bc4\u9001\u52a8\u753b\uff0c\u4e3a\u670b\u53cb\u95f4\u63d0\u4f9b\u6162\u8282\u594f\u3001\u6709\u4eea\u5f0f\u611f\u7684\u6570\u5b57\u4e66\u4fe1\u4f53\u9a8c\u7684\u6781\u7b80\u90ae\u7bb1\u5e94\u7528\uff0c\u5728\u788e\u7247\u5316\u5373\u65f6\u901a\u8baf\u65f6\u4ee3\u89e3\u51b3\u4e86\u7528\u6237\u6e34\u671b\u6df1\u5ea6\u60c5\u611f\u8fde\u63a5\u4e0e\u590d\u53e4\u6c9f\u901a\u65b9\u5f0f\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\/3b04b275-41f9-4c9d-850b-571ead33d43f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8016d0b-8ab8-458c-bbb8-fcedc62424c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ce499d0-e273-4e33-ace2-f42f64d9c65d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/901dd596-044b-42a6-86fd-5cbf2d6ae126.svg?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\/b8ad5d60-1733-48ea-af85-31bbfc5516c4.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/PGaD7RKV2GE\"><source src=\"https:\/\/youtu.be\/PGaD7RKV2GE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Art<\/span><br \/>\n <span class=\"tag\">Writing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u5b57\u4e66\u4fe1<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u90ae\u7bb1<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u5316\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u590d\u53e4\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u6162\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u7aef\u5230\u7aef\u52a0\u5bc6<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u52a8\u753b<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u5b9a\u5236<\/span><br \/>\n <span class=\"tag\">\u4fa7\u8fb9\u9879\u76ee<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u8fde\u63a5<\/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\u79f0\u8d5e\u5176\u4ea4\u4e92\u52a8\u753b\u6d41\u7545\u6cbb\u6108\u3001UI\u7b80\u6d01\u7f8e\u89c2\u3001\u8272\u5f69\u642d\u914d\u8212\u9002\uff0c\u6210\u529f\u8425\u9020\u4e86\u6000\u65e7\u4e0e\u6e29\u99a8\u611f\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u66f4\u591a\u5b57\u4f53\u9009\u62e9\u3001\u63d0\u4f9b\u66f4\u591a\u90ae\u7968\u8bbe\u8ba1\u4e0e\u81ea\u5b9a\u4e49\u9009\u9879\u3001\u671f\u5f85\u66f4\u591a\u4e2a\u6027\u5316\u5b9a\u5236\u529f\u80fd\u3002\u5f00\u53d1\u8005\u4e92\u52a8\u79ef\u6781\uff0c\u900f\u9732\u5df2\u652f\u6301\u81ea\u5b9a\u4e49\u56fe\u7247\u4f5c\u4e3a\u90ae\u7968\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 stillmail \u8868\u9762\u4e0a\u662f\u4e00\u6b3e\u529f\u80fd\u6781\u7b80\u7684\u90ae\u7bb1\u5e94\u7528\uff0c\u4f46\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u201c\u901a\u4fe1\u201d\uff0c\u800c\u5728\u4e8e\u201c\u4eea\u5f0f\u611f\u4fee\u590d\u201d\u3002\u5728\u5373\u65f6\u901a\u8baf\u5de5\u5177\u5c06\u6c9f\u901a\u65e0\u9650\u538b\u7f29\u4e3a\u6548\u7387\u5de5\u5177\u7684\u5f53\u4e0b\uff0c\u5b83\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u4e00\u90e8\u5206\u7528\u6237\u5bf9\u201c\u6d88\u5931\u7684\u95f4\u9694\u201d\u7684\u6000\u5ff5\u2014\u2014\u90a3\u79cd\u63d0\u7b14\u659f\u914c\u3001\u7cbe\u5fc3\u88c5\u9970\u3001\u6298\u53e0\u4fe1\u7eb8\u5e76\u6295\u9012\u51fa\u53bb\u7684\u60c5\u611f\u6c89\u6dc0\u8fc7\u7a0b\u3002\u4ea7\u54c1\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u8272\u5f69\u3001\u7eb8\u5f20\u8d28\u611f\u3001\u58a8\u6c34\u6d41\u52a8\u52a8\u753b\u4ee5\u53ca\u201c\u6298\u53e0\u201d\u3001\u201c\u5bc4\u51fa\u201d\u7684\u4ea4\u4e92\uff0c\u6570\u5b57\u5316\u5730\u91cd\u6784\u4e86\u8fd9\u79cd\u5ef6\u8fdf\u6ee1\u8db3\u7684\u6d6a\u6f2b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u7528\u6700\u524d\u6cbf\u7684\u4ea4\u4e92\u6280\u672f\uff08\u7ec6\u817b\u7684\u52a8\u6548\uff09\u548c\u9690\u79c1\u4fdd\u969c\uff08\u7aef\u5230\u7aef\u52a0\u5bc6\uff09\u6765\u5305\u88c5\u4e00\u4e2a\u6700\u590d\u53e4\u7684\u5185\u6838\uff0c\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u201c\u60c5\u6000\u8d29\u5356\u201d\u3002\u5b83\u8bd5\u56fe\u56de\u7b54\u4e00\u4e2a\u5173\u952e\u95ee\u9898\uff1a\u5728\u5f02\u6b65\u6c9f\u901a\u5df2\u6210\u5e38\u6001\uff08\u5982\u6d88\u606f\u3001\u90ae\u4ef6\uff09\u7684\u4eca\u5929\uff0c\u4e3a\u4f55\u6211\u4eec\u4ecd\u611f\u5230\u758f\u79bb\uff1f\u7b54\u6848\u6216\u8bb8\u662f\uff0c\u6211\u4eec\u7f3a\u5c11\u7684\u662f\u201c\u610f\u56fe\u7684\u89c6\u89c9\u5316\u201d\u3002stillmail \u5c06\u6bcf\u4e00\u6b21\u6c9f\u901a\u90fd\u8f6c\u5316\u4e3a\u4e00\u6b21\u6709\u660e\u786e\u8d77\u627f\u8f6c\u5408\u7684\u53ef\u89c6\u5316\u64cd\u4f5c\uff0c\u8ba9\u53d1\u9001\u884c\u4e3a\u672c\u8eab\u627f\u8f7d\u4e86\u8fdc\u8d85\u6587\u672c\u5185\u5bb9\u7684\u60c5\u611f\u91cd\u91cf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u4e2d\u201c\u5bfb\u627e\u670b\u53cb\u5bc4\u4fe1\u201d\u7684\u666e\u904d\u53cd\u9988\u6765\u770b\uff0c\u5176\u6700\u5927\u6311\u6218\u5e76\u975e\u4ea7\u54c1\u4f53\u9a8c\uff0c\u800c\u662f\u793e\u4ea4\u5173\u7cfb\u7684\u91cd\u5851\u3002\u5b83\u8981\u6c42\u53cc\u65b9\u5171\u540c\u8fdb\u5165\u8fd9\u4e2a\u6162\u8282\u594f\u7684\u5951\u7ea6\uff0c\u8fd9\u5728\u9ad8\u6d41\u52a8\u6027\u7684\u6570\u5b57\u793e\u4ea4\u4e2d\u662f\u4e00\u79cd\u5962\u4f88\u3002\u5f00\u53d1\u8005\u4e3b\u52a8\u63d0\u51fa\u6210\u4e3a\u7528\u6237\u7684\u201c\u7b14\u53cb\u201d\uff0c\u6070\u6070\u66b4\u9732\u4e86\u8be5\u4ea7\u54c1\u4f5c\u4e3a\u201c\u6c9f\u901a\u5e73\u53f0\u201d\u7684\u5929\u7136\u77ed\u677f\u2014\u2014\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u7f8e\u7684\u60c5\u611f\u73a9\u5177\u6216\u7279\u5b9a\u5173\u7cfb\u95f4\u7684\u79c1\u5bc6\u82b1\u56ed\uff0c\u800c\u975e\u666e\u9002\u6027\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u672a\u6765\u4ef7\u503c\u53ef\u80fd\u4e0d\u5728\u4e8e\u53d6\u4ee3\u90ae\u4ef6\uff0c\u800c\u5728\u4e8e\u5f00\u8f9f\u4e00\u4e2a\u201c\u9ad8\u60c5\u611f\u9644\u52a0\u503c\u5fae\u578b\u901a\u4fe1\u201d\u7684\u65b0\u54c1\u7c7b\uff0c\u9002\u7528\u4e8e\u60c5\u4fa3\u3001\u631a\u53cb\u6216\u81ea\u6211\u5bf9\u8bdd\u7b49\u7279\u5b9a\u573a\u666f\u3002\u82e5\u4e0d\u80fd\u6784\u5efa\u8d77\u54ea\u6015\u662f\u5c0f\u8303\u56f4\u7684\u534f\u540c\u4f7f\u7528\u751f\u6001\uff0c\u6216\u5f15\u5165\u66f4\u4f4e\u7684\u5355\u4eba\u4f7f\u7528\u95e8\u69db\uff08\u5982\u5bc4\u7ed9\u672a\u6765\u7684\u81ea\u5df1\uff09\uff0c\u5b83\u6050\u5c06\u505c\u7559\u5728\u201c\u53eb\u597d\u4e0d\u53eb\u5ea7\u201d\u7684\u7cbe\u81f4\u5b9e\u9a8c\u9879\u76ee\u5c42\u9762\u3002\u8fd9\u662f\u4e00\u6b21\u5bf9\u6570\u5b57\u65f6\u4ee3\u6c9f\u901a\u5f02\u5316\u7684\u8bd7\u610f\u53cd\u6297\uff0c\u4f46\u53cd\u6297\u7684\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u627e\u5230\u8db3\u591f\u591a\u613f\u610f\u4e00\u540c\u201c\u6162\u4e0b\u6765\u201d\u7684\u4eba\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\">stillmail.<\/span>\n <\/div>\n<div class=\"comment-content\">A nostalgic letter-writing experience. Compose heartfelt letters with custom ink, paper, and envelope colors. Slow down and reconnect through the art of correspondence.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone, honestly didn\u2019t expect this to take off like this. Thanks a lot for the support.<\/p>\n<\/p>\n<p>stillmail started as a small side project. I enjoy sending postcards and letters when I travel, and I wanted to recreate a bit of that feeling digitally, writing something down, folding it, sending it with intention, instead of another fast, corporate-looking mail app.<\/p>\n<\/p>\n<p>It was also a chance for me to experiment with animations and small interactions and keep the whole thing simple and personal. <\/p>\n<\/p>\n<p>If you try it out and send a letter, all content is end-to-end encrypted. If you don’t have a friend to send, I can be your letter friend lol. just send a letter to <a href=\"mailto:mustafaiste@outlook.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">mustafaiste@outlook.com<\/a>. <\/p>\n<\/p>\n<p>Appreciate everyone checking it out.<\/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>The transitions are sooooo satisfying. I also dig the color palette and the clean feel. Reminds me of the cute letters I used to receive from Santa (my mom)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I had 0 expectations here but the little animation after confirming email was so nice and really set the tone for the rest of the experience. Now I need to find friends to send letters too. Well done <a href=\"https:\/\/www.producthunt.com\/@mustafabulut\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mustafabulut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mustafabulut<\/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\/@gabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabe<\/a> Thank you! Really happy you liked it, had a lot of fun creating those animations. Well, why don’t you send me a letter and we can be friends \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>Utterly delightful! Really love the simplicity and the animations. Bravo!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 love the idea! Thank you Mustafa. I hope more customization will come!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Mustafa! Loved the UI but even more how you’re recreating old-way to do it without losing the essence of the current technology. It looks super cool!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the little animations and how clean the whole experience is! More stamp designs or customisable stamps would also be really 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mustassim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mustassim<\/a> Hey Syed, glad to hear you are enjoying the app! You can actually chose your own custom stamp by uploading an image yourself. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>pretty cool! can i have some more fonts please?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ameerhamzzza\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ameerhamzzza<\/a> Hey, thanks! Not a bad idea absolutely.. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/BEEZAG6CQWPSVT\" class=\"app-title\">Owl Browser<\/a><\/p>\n<div class=\"one-liner\">Undetectable browser automation that behaves like a user<\/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>Owl Browser\u662f\u4e00\u6b3e\u4f01\u4e1a\u7ea7\u9690\u5f62\u81ea\u52a8\u5316\u6d4f\u89c8\u5668\uff0c\u901a\u8fc7\u5728\u4e91\u7aef\u6216\u79c1\u6709\u90e8\u7f72\u4e2d\u6a21\u62df\u771f\u5b9e\u7528\u6237\u884c\u4e3a\uff0c\u89e3\u51b3\u7f51\u7edc\u722c\u866b\u548c\u6570\u636e\u81ea\u52a8\u5316\u5de5\u5177\u5728\u9762\u4e34Cloudflare\u7b49\u9ad8\u7ea7\u53cd\u722c\u7cfb\u7edf\u65f6\u88ab\u9891\u7e41\u963b\u65ad\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\/4e5bd943-5b37-4496-9deb-fa434e6e2411.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aa42481a-0575-4846-9d53-b4c0e67057a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f73d2a68-f106-42ec-82bb-c8ae43e50fae.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\/9bd95270-ef55-440d-8d03-4c58383ef3f3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=NCrSsXAZVwU&t=467s\"><source src=\"https:\/\/www.youtube.com\/watch?v=NCrSsXAZVwU&t=467s\" 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\">Anonymous<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d4f\u89c8\u5668\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u9690\u5f62\u722c\u866b<\/span><br \/>\n <span class=\"tag\">\u53cd\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u91c7\u96c6<\/span><br \/>\n <span class=\"tag\">\u4ef7\u683c\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">SOC2\u5408\u89c4<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u4e86\u5b9e\u9645\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u957f\u5468\u671f\u4f1a\u8bdd\u7684\u7a33\u5b9a\u6027\u7ba1\u7406\u3001\u5b9a\u4ef7\u7b56\u7565\u7f3a\u4e4f\u8bd5\u7528\u9009\u9879\u53ef\u80fd\u963b\u788d\u4e2d\u5c0f\u7528\u6237\u3001\u4ee5\u53ca\u4e0e\u73b0\u6709\u751f\u6001\uff08\u5982Playwright API\u3001\u6d4f\u89c8\u5668\u6269\u5c55\uff09\u7684\u96c6\u6210\u53ef\u80fd\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Owl Browser\u7684\u5ba3\u79f0\u76f4\u6307\u5f53\u524d\u81ea\u52a8\u5316\u9886\u57df\u7684\u201c\u963f\u5580\u7409\u65af\u4e4b\u8e35\u201d\uff1a\u68c0\u6d4b\u4e0e\u53cd\u68c0\u6d4b\u7684\u519b\u5907\u7ade\u8d5b\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff08\u5982104\u79cd\u5de5\u5177\uff09\uff0c\u800c\u5728\u4e8e\u5ba3\u79f0\u7684\u201c100%\u901a\u8fc7\u7387\u201d\u8fd9\u4e00\u6027\u80fd\u6307\u6807\u3002\u8fd9\u80cc\u540e\u53ef\u80fd\u610f\u5473\u7740\u5bf9\u6d4f\u89c8\u5668\u6307\u7eb9\u3001\u884c\u4e3a\u6a21\u5f0f\u3001\u751a\u81f3TLS\u6307\u7eb9\u7b49\u6df1\u5c42\u7279\u5f81\u7684\u6781\u81f4\u6a21\u62df\u4e0e\u63a7\u5236\uff0c\u5176\u201c\u539f\u751fTor\u96c6\u6210\u201d\u548c\u201c\u6bcf\u4e0a\u4e0b\u6587\u72ec\u7acbIP\u201d\u7684\u8bbe\u8ba1\uff0c\u8fdb\u4e00\u6b65\u5c06\u9690\u79c1\u67b6\u6784\u4e0e\u53cd\u68c0\u6d4b\u80fd\u529b\u6df1\u5ea6\u7ed1\u5b9a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u9ad8\u5ba3\u79f0\u6027\u80fd\u5fc5\u7136\u4f34\u968f\u9ad8\u95e8\u69db\u3002\u5176\u5b9a\u4f4d\u4e0e\u5b9a\u4ef7\u7b56\u7565\u6e05\u6670\u5730\u7784\u51c6\u4e86\u4f01\u4e1a\u7ea7\u5e02\u573a\uff0c\u5c24\u5176\u662f\u90a3\u4e9b\u56e0\u6570\u636e\u963b\u65ad\u800c\u76f4\u63a5\u5f71\u54cd\u8425\u6536\uff08\u5982\u4ef7\u683c\u76d1\u63a7\u3001\u6f5c\u5728\u5ba2\u6237\u751f\u6210\uff09\u7684\u573a\u666f\u3002\u8fd9\u4e00\u5b9a\u4f4d\u4f7f\u5176\u4e0e\u5f00\u6e90\u7684Puppeteer\/Playwright\u5e76\u975e\u76f4\u63a5\u7ade\u4e89\uff0c\u800c\u662f\u4f5c\u4e3a\u540e\u8005\u7684\u201c\u751f\u4ea7\u73af\u5883\u5f3a\u5316\u89e3\u51b3\u65b9\u6848\u201d\u3002\u7528\u6237\u5173\u4e8e\u201c\u8bd5\u7528\u201d\u548c\u201c\u96c6\u6210\u201d\u7684\u7591\u95ee\u6070\u6070\u66b4\u9732\u4e86\u5176\u6f5c\u5728\u6311\u6218\uff1a\u5982\u4f55\u964d\u4f4e\u9ad8\u51c0\u503c\u5ba2\u6237\u7684\u9a8c\u8bc1\u6210\u672c\uff0c\u4ee5\u53ca\u5982\u4f55\u878d\u5165\u73b0\u6709\u7684\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u800c\u975e\u5b8c\u5168\u53d6\u4ee3\u3002\u5982\u679c\u5176\u6280\u672f\u5ba3\u79f0\u7ecf\u5f97\u8d77\u5927\u89c4\u6a21\u3001\u957f\u5468\u671f\u5b9e\u6218\u68c0\u9a8c\uff0c\u5b83\u5c06\u4e0d\u518d\u662f\u5de5\u5177\uff0c\u800c\u4f1a\u6210\u4e3a\u5173\u952e\u4e1a\u52a1\u57fa\u7840\u8bbe\u65bd\u7684\u4e00\u90e8\u5206\u3002\u53cd\u4e4b\uff0c\u82e5\u65e0\u6cd5\u6301\u7eed\u5e94\u5bf9\u5feb\u901f\u6f14\u53d8\u7684\u68c0\u6d4b\u6280\u672f\uff0c\u5b83\u4e5f\u53ef\u80fd\u53ea\u662f\u6619\u82b1\u4e00\u73b0\u7684\u201c\u94f6\u5f39\u201d\u3002\u5176\u771f\u6b63\u7684\u8bd5\u91d1\u77f3\uff0c\u5728\u4e8e\u590d\u6742\u52a8\u6001\u76ee\u6807\u7f51\u7ad9\u4e0a\u968f\u65f6\u95f4\u63a8\u79fb\u7684\u7a33\u5b9a\u5b58\u6d3b\u7387\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\">Owl Browser<\/span>\n <\/div>\n<div class=\"comment-content\">Owl Browser: Enterprise stealth automation that actually works. While Puppeteer fails 56% of bot detection tests, Owl Browser passes 100%\u2014all 16 categories. Includes 104 automation tools, AI-powered natural language commands, per-context Tor IP isolation, automatic CAPTCHA solving, and sub-second startup. Scale to thousands of parallel sessions without detection. Used for lead generation, data collection, price monitoring, and workflow automation. SOC2 compliant with private cloud options.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Fakrul from Olib AI, and I’m excited to share Owl Browser with you today.<\/p>\n<p>Why we built this:<\/p>\n<p>We were tired of watching our automation scripts get blocked. Puppeteer and Playwright work great in development, but the moment you hit a real website with Cloudflare or bot detection? Instant blocks. We’d spend weeks building scrapers, only to have them fail in production.<\/p>\n<p>Traditional stealth solutions pass maybe 44% of detection tests. Owl Browser passes 100% \u2014 all 16 major bot detection categories.<\/p>\n<p>What makes it different:<\/p>\n<p>\ud83c\udfaf Actually undetectable \u2014 passes Cloudflare, PerimeterX, DataDome, Akamai<br \/>\n\ud83e\udd16 AI-powered automation \u2014 use natural language instead of fragile CSS selectors<br \/>\n\ud83e\uddc5 Native Tor integration \u2014 unique IP per browser context automatically<br \/>\n\u26a1 Instant startup \u2014 sub-second launch, unlimited parallel sessions<br \/>\n\ud83d\udee0\ufe0f 104 tools included \u2014 CAPTCHA solving, video recording, everything you need<\/p>\n<p>We’re using it in production for lead generation, price monitoring, and workflow automation at massive scale (27+ logins\/second proven).<\/p>\n<p>We’d love your feedback:<\/p>\n<p>What automation challenges are you facing?<br \/>\nWhat features would make this more valuable for your use case?<br \/>\nQuestions about implementation or integration?<br \/>\nThanks for checking us out! Happy to answer any questions. \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@fhsethen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fhsethen<\/a> Hey \ud83d\udc4b Congrats on the launch! Owl Browser looks seriously impressive.<\/p>\n<\/p>\n<p>A couple of questions out of curiosity:<\/p>\n<ul>\n<li>\n<p>How does Owl Browser handle long-running sessions (e.g. logged-in accounts over days\/weeks)?<\/p>\n<\/li>\n<li>\n<p>For teams doing lead gen or price monitoring at scale, how do you recommend managing session\/state persistence?<\/p>\n<\/li>\n<li>\n<p>Any plans for deeper integrations (e.g. with Playwright \/ Puppeteer-style APIs, or webhook-based workflows)?<\/p>\n<\/li>\n<\/ul>\n<p>Love seeing a tool that clearly comes from real-world pain. Upvoted \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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fhsethen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fhsethen<\/a> Hello! Congratulations on the launch. I browsed quickly your homepage and I couldn\u2019t see any trial or free plan, the self-hosted seems to be even more expensive than the starting cloud subscription. Who is your target with this product and do you plan a way to try it without committing large sums?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 privacy-first approach! Does Owl support Chrome\/Firefox extensions, or do you have your own extension ecosystem? That’s usually my biggest concern when switching browsers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/U4ZEVZRBZE2ZZK\" class=\"app-title\">Promptsy<\/a><\/p>\n<div class=\"one-liner\">Create, save, and share prompts<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">117<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Promptsy\u662f\u4e00\u6b3e\u4e2a\u4ebaAI\u63d0\u793a\u8bcd\u7ba1\u7406\u5de5\u5177\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u9891\u7e41\u4f7f\u7528AI\u5bf9\u8bdd\u65f6\uff0c\u89e3\u51b3\u4f18\u8d28\u63d0\u793a\u8bcd\u96be\u4ee5\u4fdd\u5b58\u3001\u7ec4\u7ec7\u548c\u590d\u7528\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\/d153bb53-ba83-431b-b08c-ad16d0da6330.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c731f70c-eba4-48e7-94b8-57bf33f3a381.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a32beba2-b34d-46ea-93dd-97e16713d873.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aacd18ad-d671-44e3-b0dc-ca046d5c0878.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce133a6a-e775-49af-8028-bbb6ee4239d3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/696ee9b6-69dd-44b4-a23f-80c5a02f6dd4.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\">Chrome Extensions<\/span><br \/>\n <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\u63d0\u793a\u8bcd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Prompt\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u7ec4\u7ec7\u4e0e\u5206\u4eab<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u77e5\u8bc6\u5e93<\/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\u81ea\u8ff0\u5f00\u53d1\u6e90\u4e8e\u81ea\u8eab\u5bfb\u627e\u6709\u6548\u63d0\u793a\u8bcd\u7684\u75db\u70b9\u3002\u7528\u6237\u53cd\u9988\u5f3a\u70c8\u5171\u9e23\uff0c\u8ba4\u4e3a\u4f18\u8d28\u63d0\u793a\u8bcd\u662f\u201c\u9700\u8981\u4fdd\u5b58\u7684\u5b9d\u77f3\u201d\uff0c\u5e76\u80af\u5b9a\u5176\u7ec4\u7ec7\u4e0e\u590d\u7528\u6d41\u7a0b\u3002\u6709\u7528\u6237\u4e3b\u52a8\u63d0\u4f9b\u53ef\u89c6\u5316\u6539\u8fdb\u601d\u8def\uff0c\u4f46\u672a\u63d0\u51fa\u5177\u4f53\u529f\u80fd\u7f3a\u9677\u6216\u6279\u8bc4\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Promptsy\u5207\u5165\u4e86\u4e00\u4e2a\u5fae\u5c0f\u4f46\u771f\u5b9e\u7684\u9700\u6c42\u7f1d\u9699\uff1aAI\u63d0\u793a\u8bcd\u7684\u201c\u8d44\u4ea7\u7ba1\u7406\u201d\u56f0\u5883\u3002\u968f\u7740\u6df1\u5ea6\u4f7f\u7528ChatGPT\u7b49\u5de5\u5177\uff0c\u7528\u6237\u79ef\u6512\u7684\u4f18\u8d28\u63d0\u793a\u8bcd\u6563\u843d\u5728\u5404\u5904\u804a\u5929\u8bb0\u5f55\u4e2d\uff0c\u5f62\u6210\u65b0\u7684\u4fe1\u606f\u5b64\u5c9b\u3002\u4ea7\u54c1\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5bf9\u65b0\u5174\u5de5\u4f5c\u6d41\u7684\u654f\u9510\u6355\u6349\u4e0e\u6807\u51c6\u5316\u5c01\u88c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u53d1\u5c55\u9762\u4e34\u53cc\u91cd\u62f7\u95ee\u3002\u4e00\u662f\u5e02\u573a\u5929\u82b1\u677f\uff1a\u5b83\u670d\u52a1\u4e8e\u201c\u6df1\u5ea6AI\u7528\u6237\u201d\u8fd9\u4e00\u7ec6\u5206\u7fa4\u4f53\uff0c\u4e14\u529f\u80fd\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u5e26\u7248\u672c\u7ba1\u7406\u7684\u4e13\u7528\u6536\u85cf\u5939\u201d\uff0c\u58c1\u5792\u4e0d\u9ad8\uff0c\u6781\u6613\u88ab\u7b14\u8bb0\u8f6f\u4ef6\u6216AI\u5e73\u53f0\u81ea\u8eab\u4ee5\u529f\u80fd\u6a21\u5757\u5f62\u5f0f\u8986\u76d6\u3002\u4e8c\u662f\u4ef7\u503c\u7eb5\u6df1\u6709\u9650\uff1a\u76ee\u524d\u4ec5\u89e3\u51b3\u201c\u5b58\u3001\u627e\u3001\u590d\u7528\u201d\uff0c\u4f46\u63d0\u793a\u8bcd\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u8fed\u4ee3\u4f18\u5316\u4e0e\u573a\u666f\u5316\u9002\u914d\u3002\u4ea7\u54c1\u82e5\u505c\u7559\u5728\u201c\u4fdd\u9669\u67dc\u201d\u9636\u6bb5\uff0c\u5219\u5de5\u5177\u5c5e\u6027\u5355\u8584\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u673a\u4f1a\u5728\u4e8e\uff0c\u4ece\u201c\u7ba1\u7406\u201d\u8d70\u5411\u201c\u8d4b\u80fd\u201d\u3002\u901a\u8fc7\u5206\u6790\u7528\u6237\u4fdd\u5b58\u7684\u63d0\u793a\u8bcd\u6570\u636e\uff0c\u80fd\u5426\u63ed\u793a\u66f4\u4f18\u7684\u63d0\u793a\u6a21\u5f0f\uff1f\u80fd\u5426\u6784\u5efa\u63d0\u793a\u8bcd\u4e0e\u751f\u6210\u7ed3\u679c\u3001\u5e94\u7528\u573a\u666f\u7684\u5173\u8054\u7f51\u7edc\uff1f\u751a\u81f3\u5f62\u6210\u53ef\u5206\u4eab\u3001\u53ef\u9a8c\u8bc1\u7684\u63d0\u793a\u8bcd\u6709\u6548\u6027\u6307\u6807\uff1f\u5c06\u201c\u4e2a\u4eba\u4fdd\u9669\u67dc\u201d\u5347\u7ea7\u4e3a\u201c\u63d0\u793a\u8bcd\u4f18\u5316\u5f15\u64ce\u201d\uff0c\u4ece\u8bb0\u5f55\u5386\u53f2\u8f6c\u5411\u63d0\u5347\u672a\u6765\u4ea4\u4e92\u8d28\u91cf\uff0c\u6216\u8bb8\u662f\u7a81\u7834\u5176\u5de5\u5177\u5c40\u9650\u3001\u6784\u5efa\u62a4\u57ce\u6cb3\u7684\u5173\u952e\u3002\u5f53\u524d\u7248\u672c\u662f\u4e00\u4e2a\u6709\u7528\u7684\u8d77\u70b9\uff0c\u4f46\u8fdc\u975e\u7ec8\u5c40\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\">Promptsy<\/span>\n <\/div>\n<div class=\"comment-content\">Promptsy – Your Personal Prompt Vault. Save, organize, version, and share AI prompts.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I was tired of having to search through my notes and previous conversations with ChatGPT to find the prompts that worked for me the best. So I created a system just for me to save my own prompts, then I thought maybe others would want it to and it just grew from there.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fiveohhwon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fiveohhwon<\/a> Hey Levi, congrats on launching Promptsy<\/p>\n<p>I’ve definitely been there when it comes to losing good prompts.<\/p>\n<p>I\u2019m a 2D\/3D animator and had a simple visual idea.<\/p>\n<p>that could show the \u201csave \u2192 reuse \u2192 stay organized\u201d flow in just a few seconds.<\/p>\n<p>The screenshots on the page already give a great guide.<\/p>\n<p>No pitch, just wanted to say hi and share the thought.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@fiveohhwon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fiveohhwon<\/a> This really is helpful \ud83d\ude42 Our prompts Are gems need to be saved!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/X5YCWDVIT4IULY\" class=\"app-title\">Kuulto<\/a><\/p>\n<div class=\"one-liner\">Use \/ai to organize files, convert image formats, and more<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">109<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Kuulto\u662f\u4e00\u6b3e\u878d\u5408AI\u80fd\u529b\u7684\u73b0\u4ee3\u7ec8\u7aef\uff0c\u901a\u8fc7\u5728\u547d\u4ee4\u884c\u4e2d\u76f4\u63a5\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u5904\u7406\u6587\u4ef6\u683c\u5f0f\u8f6c\u6362\u3001\u6587\u6863\u7ffb\u8bd1\u7b49\u4efb\u52a1\uff0c\u5e76\u5185\u7f6e\u53ef\u89c6\u5316Git\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u548c\u521b\u610f\u5de5\u4f5c\u8005\u5728\u4f20\u7edfCLI\u4e0e\u56fe\u5f62\u754c\u9762\u95f4\u9891\u7e41\u5207\u6362\u3001\u8bb0\u5fc6\u590d\u6742\u547d\u4ee4\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\/d083bc3a-084c-4d2a-87d6-1bf590723cba.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/05496963-887d-4613-9b6a-7a6056e77148.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b7975388-43e5-4df4-9a86-d832a2e6408d.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b590051-dfe2-4dbc-9bbb-30e2046891d0.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/20eae728-e3de-4e5a-b596-725b9bc33d69.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1665332a-2283-40a0-a11f-e69fba5d4aee.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u73b0\u4ee3\u7ec8\u7aef<\/span><br \/>\n <span class=\"tag\">AI\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u683c\u5f0f\u8f6c\u6362<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316Git<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u591a\u4efb\u52a1\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u76ee\u524d\u6709\u6548\u8bc4\u8bba\u4e3b\u8981\u4e3a\u4ea7\u54c1\u521b\u9020\u8005\u7684\u81ea\u8ff0\uff0c\u8be6\u7ec6\u9610\u8ff0\u4e86\u5f00\u53d1\u52a8\u673a\u4e0e\u6838\u5fc3\u529f\u80fd\u4eae\u70b9\uff0c\u5c1a\u65e0\u771f\u5b9e\u7528\u6237\u7684\u95ee\u9898\u4e0e\u5efa\u8bae\u53cd\u9988\u3002\u8bc4\u8bba\u533a\u4ec5\u6709\u4e00\u6761\u795d\u8d3a\u7559\u8a00\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 Kuulto\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u66ff\u4ee3\u4f20\u7edf\u7ec8\u7aef\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u5f25\u5408\u201c\u539f\u59cb\u547d\u4ee4\u884c\u6548\u7387\u201d\u4e0e\u201c\u73b0\u4ee3\u4ea4\u4e92\u76f4\u89c9\u201d\u4e4b\u95f4\u90a3\u9053\u987d\u56fa\u7684\u9e3f\u6c9f\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u951a\u70b9\uff0c\u5e76\u975e\u7b80\u5355\u7684\u201c\u7ec8\u7aef\u91cc\u770b\u56fe\u7247\u201d\uff0c\u800c\u662f\u63d0\u51fa\u4e86\u4e00\u4e2a\u6838\u5fc3\u547d\u9898\uff1a\u5728AI\u65f6\u4ee3\uff0c\u547d\u4ee4\u884c\u7684\u4ea4\u4e92\u8303\u5f0f\u662f\u5426\u5e94\u8be5\u4ece\u201c\u4eba\u9002\u5e94\u673a\u5668\u8bed\u6cd5\u201d\u8f6c\u5411\u201c\u673a\u5668\u7406\u89e3\u4eba\u610f\u56fe\u201d\uff1f\u201c\/ai\u201d\u524d\u7f00\u7684\u81ea\u7136\u8bed\u8a00\u64cd\u4f5c\uff0c\u672c\u8d28\u4e0a\u662f\u5c06LLM\u4f5c\u4e3a\u9ad8\u7ea7\u6307\u4ee4\u89e3\u6790\u5668\u4e0e\u81ea\u52a8\u5316\u811a\u672c\u751f\u6210\u5668\uff0c\u8fd9\u6bd4\u5355\u7eaf\u7684\u547d\u4ee4\u522b\u540d\u6216GUI\u5305\u88c5\u66f4\u8fdb\u4e86\u4e00\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u4e13\u4e1a\u5f00\u53d1\u8005\u5bf9\u7ec8\u7aef\u7684\u4fe1\u8d56\u6e90\u4e8e\u7cbe\u786e\u63a7\u5236\u548c\u53ef\u9884\u6d4b\u6027\uff0cAI\u7684\u201c\u9ed1\u7bb1\u201d\u4e0e\u4e0d\u786e\u5b9a\u6027\u662f\u5426\u4f1a\u5f15\u5165\u65b0\u7684\u98ce\u9669\uff1f\u5176\u6b21\uff0c\u4ea7\u54c1\u8bd5\u56fe\u5305\u63fd\u592a\u591a\uff08\u5a92\u4f53\u9884\u89c8\u3001Git\u53ef\u89c6\u5316\u3001\u5f55\u5c4f\u3001\u52a0\u5bc6\uff09\uff0c\u8fd9\u56fa\u7136\u5c55\u73b0\u4e86\u5176\u201c\u4e00\u4f53\u5316\u5de5\u4f5c\u7a7a\u95f4\u201d\u7684\u613f\u666f\uff0c\u4f46\u4e5f\u53ef\u80fd\u4f7f\u5176\u9677\u5165\u5b9a\u4f4d\u6a21\u7cca\u7684\u7a98\u5883\u2014\u2014\u662f\u4e13\u6ce8\u4e8eAI\u547d\u4ee4\u589e\u5f3a\uff0c\u8fd8\u662f\u6210\u4e3a\u4e00\u4e2a\u7ec8\u7aef\u5f62\u6001\u7684\u201c\u745e\u58eb\u519b\u5200\u201d\uff1f\u540e\u8005\u5c06\u76f4\u63a5\u4e0e\u4f17\u591a\u9ad8\u5ea6\u4f18\u5316\u7684\u4e13\u4e1a\u5de5\u5177\u7ade\u4e89\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4eceProduct Hunt\u521d\u671f\u70ed\u5ea6\u6765\u770b\uff0c\u6982\u5ff5\u5438\u5f15\u4e86\u5173\u6ce8\uff0c\u4f46\u7f3a\u4e4f\u771f\u5b9e\u7528\u6237\u53cd\u9988\u7684\u201c\u5f00\u53d1\u8005\u81ea\u8ff0\u201d\u8bc4\u8bba\u533a\uff0c\u8868\u660e\u5176\u4ecd\u5904\u4e8e\u975e\u5e38\u65e9\u671f\u7684\u9a8c\u8bc1\u9636\u6bb5\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u4e24\u4e2a\u5173\u952e\uff1a\u5176\u4e00\uff0c\u201c\/ai\u201d\u5728\u5b9e\u9645\u590d\u6742\u5de5\u4f5c\u6d41\u4e2d\u7684\u51c6\u786e\u6027\u4e0e\u53ef\u9760\u6027\uff0c\u80fd\u5426\u5efa\u7acb\u8d77\u8db3\u591f\u6df1\u7684\u4fe1\u4efb\uff1b\u5176\u4e8c\uff0c\u5176\u589e\u5f3a\u7684\u672c\u5730\u529f\u80fd\uff08\u5982Git\u53ef\u89c6\u5316\uff09\u662f\u5426\u8db3\u591f\u5f3a\u5927\u5230\u8ba9\u7528\u6237\u613f\u610f\u6539\u53d8\u4e60\u60ef\u3002\u5b83\u6253\u5f00\u4e86\u4e00\u6247\u95e8\uff0c\u4f46\u95e8\u540e\u7684\u8def\uff0c\u4ecd\u9700\u7528\u6781\u9ad8\u7684\u5b8c\u6210\u5ea6\u6765\u94fa\u8bbe\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Kuulto<\/span>\n <\/div>\n<div class=\"comment-content\">A modern terminal that bridges classic CLI power with an intuitive interface. Use \/ai to organize files, convert image formats, translate documents, and more. Built-in Git integration and enhanced commands like ls and grep for a smoother experience.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I\u2019m the maker behind Kuulto, and I\u2019m excited to share a new kind of terminal experience with you.<\/p>\n<p>As a developer (and a photographer), I live in the terminal. But I always felt disconnected. Why do I need to leave my CLI just to preview a PDF or check an image? Why do I have to memorize complex ffmpeg flags just to convert a photo?<\/p>\n<p>That’s why I built Kuulto Terminal. It bridges the raw power of the classic CLI with the intuition of a modern Swift interface.<\/p>\n<p>Here is how it transforms your workflow:<\/p>\n<p>\ud83e\udde0 AI-Powered: Forget memorizing flags. Just type \/ai convert these HEIF images to JPG and it happens. (As a photographer, this is my personal lifesaver!)<\/p>\n<p>\ud83d\udc40 Beyond Text: Standard commands like ls and cat are reinvented. View PDFs, images, and rich media directly within your terminal flow.<\/p>\n<p>\ud83d\udd00 Split Screen Focus: Run your server on one side, manage Git on the other. No more Alt-Tab chaos.<\/p>\n<p>\ud83c\udfa8 Visual Git: graphical git status and git diff previews make code reviews actually enjoyable. Plus, AI-generated commit messages are built-in.<\/p>\n<p>\ud83d\udd12 Native Tools: Need to record your screen for a bug report? \/record. Need to encrypt a folder? \/crypto. It\u2019s all built-in.<\/p>\n<p>We support zsh, bash, and fish out of the box.<\/p>\n<p>Kuulto is my attempt to make the terminal not just a tool, but a workspace you actually enjoy using. I\u2019m eager to hear your thoughts and feedback!<\/p>\n<p>Happy coding! \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/GWRLMR2BSLFQNN\" class=\"app-title\">P402.io<\/a><\/p>\n<div class=\"one-liner\">Route, verify, and settle paid API calls with clear traces<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">99<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>P402\u662f\u4e00\u4e2aAI\u6210\u672c\u4f18\u5316\u4e0e\u5fae\u652f\u4ed8\u57fa\u7840\u8bbe\u65bd\u5e73\u53f0\uff0c\u901a\u8fc7\u6a21\u578b\u6bd4\u4ef7\u4e0e\u6210\u672c\u6a21\u62df\u5de5\u5177\uff08P402.shop\uff09\u548c\u4f4e\u8d39\u7387\u652f\u4ed8\u5c42\uff08P402.io\uff09\uff0c\u89e3\u51b3AI\u5e94\u7528\u5728\u89c4\u6a21\u5316\u65f6\u56e0\u6a21\u578b\u9009\u62e9\u4e0d\u5f53\u548c\u4f20\u7edf\u652f\u4ed8\u7f51\u5173\u8d39\u7528\u8fc7\u9ad8\u800c\u5bfc\u81f4\u7684\u4e25\u91cd\u6210\u672c\u6d6a\u8d39\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ad9c45f-fdde-484a-9969-dff6cb579345.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/858fe71a-247b-4041-b2d1-150cc225b22f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/acbe10aa-b662-4c41-9e1a-652e25e1c3bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ad4cb8d-262b-4d3e-a55d-3ea0af54248e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cfe447ff-4fc6-4ab4-98f0-25e3fe45c73e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0bb74d0f-bd89-4bc2-88e6-5e768338b466.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7584b838-460f-4f27-965e-ab3a40146c80.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eabbc817-4d72-4422-8d51-393010b301aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dd644f13-f16e-4e0a-976d-f6730c697c7b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02036d0f-faee-4981-86b7-43632624b7f6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a6e2b3cc-7742-461c-87a6-602beb93ade1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1e4eb41e-d377-4780-a69f-8ed824694568.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f7436f7e-04f1-43a8-a7e5-cae0789a3c3e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb3c6037-0e31-46c0-a2ed-89085827979d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a3f25bf2-cf84-496b-b953-8b0d27d3c095.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Payments<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5fae\u652f\u4ed8\u89e3\u51b3\u65b9\u6848<\/span><br \/>\n <span class=\"tag\">API\u8def\u7531<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u6bd4\u8f83<\/span><br \/>\n <span class=\"tag\">\u652f\u4ed8\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u7ecf\u6d4e\u5b66<\/span><br \/>\n <span class=\"tag\">HTTP 402\u6807\u51c6<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u4ef7\u503c\uff0c\u7279\u522b\u662f\u5fae\u652f\u4ed8\u65b9\u6848\u548c\u6210\u672c\u6a21\u62df\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u5305\u62ec\uff1a\u5e0c\u671b\u589e\u52a0\u6cd5\u5e01\u652f\u4ed8\u9009\u9879\u800c\u975e\u4ec5\u9650\u52a0\u5bc6\u8d27\u5e01\uff1b\u8be2\u95ee\u4e0eOpenRouter\u7b49\u7ade\u54c1\u7684\u5177\u4f53\u5dee\u5f02\uff1b\u5173\u6ce8\u5e73\u53f0\u662f\u5426\u5904\u7406\u901f\u7387\u9650\u5236\u7b49\u8fd0\u8425\u95ee\u9898\uff1b\u671f\u5f85HTTP\u652f\u4ed8\u6807\u51c6\u7684\u771f\u6b63\u843d\u5730\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 P402\u8bd5\u56fe\u540c\u65f6\u5207\u5165\u4e24\u4e2a\u6df1\u6c34\u533a\uff1aAI API\u7684\u6210\u672c\u6df7\u6c8c\u4e0e\u5fae\u652f\u4ed8\u7684\u53ef\u884c\u6027\u56f0\u5883\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u6bd4\u4ef7\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u89c4\u6a21\u6210\u672c\u9884\u6d4b\u201d\u548c\u201c\u652f\u4ed8\u6469\u64e6\u201d\u8fd9\u4e24\u4e2a\u5f00\u53d1\u8005\u901a\u5e38\u5728\u4e8b\u540e\u624d\u649e\u4e0a\u7684\u51b0\u5c71\u53ef\u89c6\u5316\u3002P402.shop\u7684\u672c\u8d28\u662f\u4e00\u4e2a\u201c\u8d22\u52a1\u538b\u529b\u6d4b\u8bd5\u201d\u5de5\u5177\uff0c\u5176\u6740\u4f24\u529b\u5728\u4e8e\u7528\u6570\u636e\u63ed\u793a\uff1a\u5728100\u4e07\u7528\u6237\u91cf\u7ea7\uff0c\u8349\u7387\u7684\u6a21\u578b\u9009\u62e9\u5c06\u4e0d\u662f\u201c\u4f18\u5316\u201d\uff0c\u800c\u662f\u201c\u7834\u4ea7\u201d\u3002\u800cP402.io\u62bc\u6ce8\u7684\u662f\u4e00\u4e2a\u53e4\u8001\u4f46\u4ece\u672a\u666e\u53ca\u7684HTTP 402\u6807\u51c6\uff0c\u51761%\u7684\u56fa\u5b9a\u8d39\u7387\u662f\u5bf9Stripe\u7b49\u201c\u56fa\u5b9a\u8d39\u7528+\u767e\u5206\u6bd4\u201d\u6a21\u5f0f\u5728\u5fae\u652f\u4ed8\u573a\u666f\u4e0b\u7684\u7cbe\u51c6\u72d9\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5546\u4e1a\u6a21\u5f0f\u5b58\u5728\u6f5c\u5728\u51b2\u7a81\uff1a\u4f5c\u4e3a\u201c\u4e2d\u7acb\u201d\u7684\u6210\u672c\u4f18\u5316\u987e\u95ee\uff0c\u672a\u6765\u82e5\u6df1\u5165\u8def\u7531\u5c42\uff0c\u5982\u4f55\u5e73\u8861\u4e0e\u4e0a\u6e38API\u63d0\u4f9b\u5546\u7684\u5173\u7cfb\uff1f\u5176\u6b21\uff0c\u5fae\u652f\u4ed8\u65b9\u6848\u4e25\u91cd\u4f9d\u8d56\u52a0\u5bc6\u8d27\u5e01\uff08USDC\uff09\uff0c\u8fd9\u4e3a\u5927\u591a\u6570\u4e3b\u6d41\u5f00\u53d1\u8005\u8bbe\u7f6e\u4e86\u6781\u9ad8\u7684\u8ba4\u77e5\u548c\u5408\u89c4\u95e8\u69db\uff0c\u8bc4\u8bba\u4e2d\u5bf9\u6cd5\u5e01\u7684\u5f3a\u70c8\u9700\u6c42\u5df2\u5370\u8bc1\u6b64\u70b9\u3002\u6700\u540e\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u2014\u2014\u201c\u9884\u89c1\u5e76\u9632\u6b62\u89c4\u6a21\u5316\u5d29\u6e83\u201d\u2014\u2014\u7684\u76ee\u6807\u7528\u6237\u662f\u90a3\u4e9b\u6709\u8fdc\u89c1\u3001\u5c1a\u672a\u6fd2\u4e34\u5d29\u6e83\u7684\u56e2\u961f\uff0c\u4f46\u8fd9\u90e8\u5206\u4eba\u5f80\u5f80\u4f18\u5148\u8003\u8651\u529f\u80fd\u5b9e\u73b0\u800c\u975e\u6210\u672c\u4f18\u5316\uff0c\u5e02\u573a\u6559\u80b2\u6210\u672c\u9ad8\u6602\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cP402\u4e0d\u662f\u4e00\u4e2a\u5de5\u5177\uff0c\u800c\u662f\u4e00\u5957\u201c\u89c4\u6a21\u5316\u7ecf\u6d4e\u5b66\u201d\u7684\u542f\u8499\u65b9\u6848\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8e\u529f\u80fd\u591a\u5be1\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u8ba9\u201c\u6210\u672c\u611f\u77e5\u201d\u6210\u4e3aAI\u5e94\u7528\u5f00\u53d1\u7684\u6838\u5fc3\u7eaa\u5f8b\uff0c\u5e76\u4ece\u201c\u53ef\u9009\u5efa\u8bae\u201d\u53d8\u4e3a\u201c\u5fc5\u9009\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u8fd9\u6761\u8def\u5f88\u957f\uff0c\u4f46\u65b9\u5411\u6b63\u786e\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\">P402.io<\/span>\n <\/div>\n<div class=\"comment-content\">Most AI apps waste 70% of their budget. Wrong models. No caching. Payment fees that destroy micropayments. P402.shop: Compare 50+ AI APIs (GPT-5.2, Claude Opus 4.5, Gemini 3, more). Find the right model for your use case. See costs explode from 100 to 1M users. Free. P402.io: Accept micropayments without Stripe’s $0.30 killing you. 1% flat fee. Built on x402\u2014HTTP’s payment standard, finally working. Vibe-coded apps break at scale. Optimized ones don’t.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Zeshan. I built P402 because I kept seeing the same pattern:<\/p>\n<p>**AI apps work at 50 users. They break at 500.**<br \/>\nNot because AI is too expensive. Because of two things nobody talks about:<\/p>\n<p>**1. Wrong model selection**<br \/>\nMost developers pick GPT-5.2 or Claude Opus and use it for everything. But for 80% of tasks\u2014summarization, classification, simple queries\u2014Haiku 4.5 at $5\/M works just as well as models costing $14-25\/M.<br \/>\nThat’s 70% waste hiding in plain sight.<\/p>\n<p>**2. Payment fees on micropayments**<br \/>\nIf you charge $0.05 per API call, Stripe takes $0.30. You lose money on every transaction. This is why nobody offers true pay-per-use pricing.<\/p>\n<p>**So I built two tools:**<\/p>\n<p>**P402.shop** = See exactly where you’re overpaying<br \/>\n– Compare 50+ AI APIs (all the 2026 models: GPT-5.2, Opus 4.5, Gemini 3, etc.)<br \/>\n– Watch your costs explode from 100 to 1M users<br \/>\n– Spot the hidden waste<\/p>\n<p>**P402.io** = Payment infrastructure that actually works for micropayments<br \/>\n– 1% flat fee (vs Stripe’s $0.30 minimum)<br \/>\n– Built on x402\u2014HTTP 402 “Payment Required” has been reserved since 1997, we finally made it work<br \/>\n– Users pay once, use for an hour (no popup per request)<\/p>\n<p>The “aha moment” is when someone enters their use case into P402.shop and watches their costs explode at scale. That’s when optimization stops being theoretical.<\/p>\n<p>**What I’d love feedback on:**<br \/>\n– Is the value clear?<br \/>\n– What models\/providers should we add?<br \/>\n– What would stop you from trying this?<\/p>\n<p>P402.shop is free forever. P402.io has a generous free tier.<\/p>\n<p>Let’s fix the AI cost crisis. \ud83d\ude80<\/p>\n<p>Zeshan<\/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\/@z3p0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@z3p0<\/a> <a href=\"https:\/\/www.producthunt.com\/products\/p402-io\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"p402-io\" target=\"_blank\" rel=\"noopener\">@P402.io<\/a> congratulations on the launch \ud83d\udc4f! really loved how p402 is trying to solve the micropayments issue. But is there a real-money (fiat money) option instead of just USDC or crypto? it would make a lot more sense and would be useful to a lot more developers.<\/p>\n<\/p>\n<p>also Using p402 can I build a not BYOK but still user-pays ai agent android app which routes t9 openrouter for AI CALLING? Who has to provide the openrouter api key over here? is it me (mostly, right?) ? and also can the user use fiat instead of crypto? and will i as the developer incur any upfront costs in this regard?<\/p>\n<\/p>\n<p>thanks \ud83d\ude0a!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/662243cd-4a04-424a-b070-daf59f7969a6.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>your landing page is really nice! i actually posted internally in slack about how nice it is! <\/p>\n<\/p>\n<p>i did notice this unit which is a. very impressive but b. likely a bit off in terms of contrast!<\/p>\n<\/p>\n<p>congrats on launching!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@catt_marroll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@catt_marroll<\/a> thank you for the shoutout on your slack and the heads up. I am pushing a fix for this now, always iterate, really appreciate the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For model cost optimization, how does P402.io’s recommendations compare to just using OpenAI\u2019s or Anthropic\u2019s built\u2011in cost\/perf guidance or tools like OpenRouter\u2019s benchmarks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question <\/p>\n<p><strong>OpenAI\/Anthropic’s built-in guidance:<\/strong> Inherently limited to their own ecosystem. Anthropic will never tell you “actually, DeepSeek R1 handles this task at 4% of the cost.” Their guidance optimizes within their models, not across the market. Same with OpenAI, they’ll recommend GPT-5.2 vs GPT-4o, but won’t surface that Gemini 2.5 Flash might be 10x cheaper for your specific use case.<\/p>\n<p><strong>OpenRouter:<\/strong> Genuinely good. Their benchmarks are useful for capability comparison. But OpenRouter is a routing\/aggregation layer their incentive is throughput, not helping you minimize spend. They show you prices, but don’t model what happens to YOUR economics at 100K users vs 1M users. They also don’t factor in the payment layer (which is where <a href=\"http:\/\/P402.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">P402.io<\/a> comes in).<\/p>\n<p><strong>Where <\/strong><a href=\"http:\/\/P402.shop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>P402.shop<\/strong><\/a><strong> is different:<\/strong><\/p>\n<ol>\n<li>\n<p><strong>Vendor-agnostic<\/strong>: We have no incentive to push you toward any provider<\/p>\n<\/li>\n<li>\n<p><strong>Scale modeling<\/strong>: Not just “price per token” but “your actual bill at your actual volume”<\/p>\n<\/li>\n<li>\n<p><strong>Task-matching<\/strong>: Recommendations based on use case, not just benchmarks (summarization \u2260 reasoning \u2260 code gen)<\/p>\n<\/li>\n<li>\n<p><strong>Full-stack view<\/strong>: Model costs are only part of the picture. If you’re charging micropayments, Stripe’s $0.30 might be bigger than your AI costs<\/p>\n<\/li>\n<\/ol>\n<p>Honestly, use all of them. OpenRouter for capability benchmarks, provider docs for specific features, <a href=\"http:\/\/P402.shop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">P402.shop<\/a> for the cross-provider economics and scale modeling.<\/p>\n<p>We’re not trying to replace benchmarks, we’re solving the “I’m bleeding money and don’t know where” problem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Honest answer: OpenAI and Anthropic’s guidance is useful but it’s inherently limited to their own models. Anthropic will never tell you “actually DeepSeek R1 does this at 4% of the cost.” They optimize within their ecosystem, not across the market.<\/p>\n<p>OpenRouter is genuinely good for capability benchmarks. But they’re a routing layer, their incentive is throughput. They show you prices but don’t model what happens to your specific economics at 100K vs 1M users. Price per token and “your actual bill at your actual scale” are different problems.<\/p>\n<p><a href=\"http:\/\/P402.shop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">P402.shop<\/a> is vendor-agnostic, we have no reason to push you toward any provider. The scale modeling is the thing most people miss until they’re already bleeding money. And we factor in the full stack, not just model costs. If you’re doing micropayments, your Stripe fees might dwarf your AI spend and nobody else is showing you that.<\/p>\n<p>Honestly, use all of them. OpenRouter for benchmarks, provider docs for features, <a href=\"http:\/\/P402.shop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">P402.shop<\/a> for cross-provider economics and the “where am I actually bleeding money” question.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\u200bI\u2019ve been waiting for a real implementation of HTTP payment standards that actually works for modern webs apps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nitesh_kumar98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nitesh_kumar98<\/a> thanks Nitesh, its true the reason I built this is I saw a major issue using stripe for API calls. Would love to hear your feedback!<\/p>\n<p>-Zeshan<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Comparing 50+ models in one place is helpful. Does the platform handle rate limiting or do you need to manage that on your side?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jacky0729\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacky0729<\/a> Thanks for the question! Right now <a href=\"http:\/\/P402.shop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">P402.shop<\/a> is focused on the comparison and cost modeling side, helping you figure out which model fits your use case and what it’ll actually cost at scale.<\/p>\n<p>For rate limiting, that’s still on you to manage per provider. But it’s something we’re thinking about as we build out the router layer. The vision is that P402 handles not just payment but the operational stuff too, rate limits, failover, automatic switching when a provider is down or throttling you. Define your constraints once, let the router figure out the rest.<\/p>\n<p>Not there yet, but that’s where we’re headed. What’s your current setup, are you running into rate limit issues across multiple providers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PCMS5AR2EZLGET\" class=\"app-title\">Shipper Visual Edit<\/a><\/p>\n<div class=\"one-liner\">Edit apps visually in 1 click without having to prompt fixes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5141\u8bb8\u5f00\u53d1\u8005\u901a\u8fc7\u70b9\u51fb\u3001\u81ea\u7136\u8bed\u8a00\u6216\u4ee3\u7801\u76f4\u63a5\u53ef\u89c6\u5316\u7f16\u8f91\u5e94\u7528\u754c\u9762\u7684\u5de5\u5177\uff0c\u5728\u5e94\u7528\u5f00\u53d1\u4e0e\u8fed\u4ee3\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u65b9\u5f0f\u4e2d\u53cd\u590d\u6c9f\u901a\u3001\u63cf\u8ff0\u4e0d\u51c6\u786e\u548c\u4fee\u6539\u6548\u7387\u4f4e\u4e0b\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\/a610b8ea-5cc4-4c21-a65d-fd02b62045b6.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\/a239a78b-5248-46d4-af89-572f08e6dd51.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\/6bbd01b4-7eb6-414a-b8d9-69c22e6af673.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\/aab4d5ef-411d-45df-8db0-ccf686568e1c.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\/4c4faba1-f02d-459d-b7dc-d9dc3354c8a1.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\/b05dc276-d3c4-43e7-9f13-d188275f03cf.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=_AoWAu2EN9I\"><source src=\"https:\/\/www.youtube.com\/watch?v=_AoWAu2EN9I\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Website Builder<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4f4e\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u8fed\u4ee3<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">UI\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u8bbe\u8ba1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4ebaDavid\u4ecb\u7ecd\u4e86\u4ea7\u54c1\u6e90\u4e8e\u793e\u533a\u53cd\u9988\uff0c\u65e8\u5728\u63d0\u4f9b\u66f4\u76f4\u89c2\u7684\u7f16\u8f91\u65b9\u5f0f\u3002\u7528\u6237\u8bc4\u8bba\u8ba4\u4e3a\u8be5\u529f\u80fd\u53ef\u51cf\u5c11\u8bd5\u9519\uff0c\u5e76\u8be2\u95ee\u65b0\u7528\u6237\u5982\u4f55\u5feb\u901f\u4e0a\u624b\uff0c\u4f53\u73b0\u4e86\u5bf9\u6613\u7528\u6027\u548c\u5b66\u4e60\u6210\u672c\u7684\u5173\u6ce8\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Shipper Visual Edit \u5c06\u201c\u6240\u89c1\u5373\u6240\u5f97\u201d\u7684\u53e4\u8001\u7406\u60f3\u6ce8\u5165\u4e86AI\u65f6\u4ee3\u7684\u4ea4\u4e92\u8303\u5f0f\u3002\u5176\u5ba3\u79f0\u7684\u201c\u65e0\u9700\u901a\u8fc7\u63d0\u793a\u8bcd\u63cf\u8ff0\u4fee\u590d\u201d\u76f4\u6307\u5f53\u524dAI\u8f85\u52a9\u5f00\u53d1\u7684\u6838\u5fc3\u69fd\u70b9\uff1a\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u7684\u6a21\u7cca\u6027\u4e0e\u5f00\u53d1\u7cbe\u786e\u6027\u8981\u6c42\u4e4b\u95f4\u7684\u6839\u672c\u77db\u76fe\u3002\u4ea7\u54c1\u63d0\u4f9b\u7684\u201c\u70b9\u51fb\u7f16\u8f91\u201d\u3001\u201c\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u201d\u548c\u201c\u4ee3\u7801\u8c03\u6574\u201d\u4e09\u91cd\u8def\u5f84\uff0c\u770b\u4f3c\u8d4b\u4e88\u7528\u6237\u81ea\u7531\uff0c\u5b9e\u5219\u66b4\u9732\u4e86\u5176\u8bd5\u56fe\u5f25\u5408\u4ece\u4ea7\u54c1\u7ecf\u7406\u5230\u5f00\u53d1\u8005\u4e0d\u540c\u89d2\u8272\u4e0e\u6280\u672f\u6808\u4e4b\u95f4\u9e3f\u6c9f\u7684\u91ce\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u53ef\u80fd\u4e0d\u5728\u4e8e\u4efb\u4f55\u5355\u4e00\u6a21\u5f0f\u7684\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5c06\u4e09\u79cd\u6a21\u5f0f\u65e0\u7f1d\u8854\u63a5\u7684\u201c\u4e0a\u4e0b\u6587\u5e73\u6ed1\u8fc7\u6e21\u201d\u80fd\u529b\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u6784\u5efa\u4e00\u4e2a\u52a8\u6001\u7684\u3001\u53ef\u9006\u7684\u62bd\u8c61\u5c42\u3002\u7528\u6237\u4ece\u53ef\u89c6\u5316\u70b9\u51fb\u5f00\u59cb\u4fee\u6539\uff0c\u7cfb\u7edf\u80fd\u5c06\u5176\u610f\u56fe\u540c\u6b65\u8f6c\u5316\u4e3a\u53ef\u89e3\u91ca\u7684\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u6216\u5177\u4f53\u7684\u4ee3\u7801\u7247\u6bb5\uff0c\u53cd\u4e4b\u4ea6\u7136\u3002\u8fd9\u4e3a\u56e2\u961f\u534f\u4f5c\u548c\u77e5\u8bc6\u7559\u5b58\u63d0\u4f9b\u4e86\u7ed3\u6784\u5316\u8f7d\u4f53\uff0c\u53ef\u80fd\u6bd4\u5355\u7eaf\u7684\u6548\u7387\u63d0\u5347\u66f4\u5177\u98a0\u8986\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u6f5c\u5728\u98ce\u9669\u540c\u6837\u663e\u8457\u3002\u9996\u5148\uff0c\u201c\u53ef\u89c6\u5316\u201d\u7684\u6df1\u5ea6\u51b3\u5b9a\u4e86\u4ea7\u54c1\u7684\u5929\u82b1\u677f\u3002\u82e5\u4ec5\u80fd\u8c03\u6574\u6837\u5f0f\u548c\u7b80\u5355\u5e03\u5c40\uff0c\u5219\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u524d\u7aef\u7f8e\u5316\u5de5\u5177\uff1b\u82e5\u60f3\u6df1\u5165\u903b\u8f91\u5c42\uff0c\u5219\u5fc5\u7136\u9762\u4e34\u53ef\u89c6\u5316\u4ea4\u4e92\u590d\u6742\u5ea6\u7684\u6307\u6570\u7ea7\u4e0a\u5347\uff0c\u53ef\u80fd\u91cd\u8e48\u4f20\u7edfIDE\u53ef\u89c6\u5316\u8bbe\u8ba1\u5668\u8986\u8f99\u3002\u5176\u6b21\uff0c\u4e09\u91cd\u6a21\u5f0f\u53ef\u80fd\u9020\u6210\u7528\u6237\u5fc3\u667a\u8d1f\u62c5\u548c\u529f\u80fd\u5197\u4f59\uff0c\u65b0\u624b\u4f9d\u8d56\u70b9\u51fb\uff0c\u9ad8\u624b\u504f\u7231\u4ee3\u7801\uff0c\u4e2d\u95f4\u6a21\u7cca\u7684\u81ea\u7136\u8bed\u8a00\u573a\u666f\u662f\u5426\u8db3\u591f\u521a\u9700\u3001\u5176\u7406\u89e3\u51c6\u786e\u5ea6\u80fd\u5426\u5ab2\u7f8e\u4e13\u4e1a\u63d0\u793a\u5de5\u7a0b\uff0c\u4ecd\u9700\u9a8c\u8bc1\u3002\u521b\u59cb\u4eba\u79f0\u5176\u4e3a\u201c\u65e9\u671f\u4e00\u6b65\u201d\u662f\u6e05\u9192\u7684\uff0c\u8be5\u4ea7\u54c1\u7684\u672a\u6765\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u201c\u7075\u6d3b\u201d\u4e0e\u201c\u5f3a\u5927\u201d\u3001\u201c\u76f4\u89c2\u201d\u4e0e\u201c\u53ef\u63a7\u201d\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\u70b9\uff0c\u800c\u975e\u6b62\u6b65\u4e8e\u4e00\u4e2a\u53cb\u597d\u7684\u8868\u9762\u5305\u88c5\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\">Shipper Visual Edit<\/span>\n <\/div>\n<div class=\"comment-content\">Visual Edit lets you change your app in whatever way feels easiest. You can click and edit things directly, describe changes in normal language, or use code to adjust things more deeply if you want.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<br \/>\nDavid here, co-founder at Shipper.<\/p>\n<p>We’ve listened to the Shipper community’s feedback, and we’ve added all of your to-dos to the top of our priority list. That’s how “Visual Edit” came to life.<\/p>\n<p>It\u2019s a simpler way to change your app by working with what you actually see. You can click into text or components and adjust them right there, without having to explain everything in a prompt. Of course, you can still use natural language or code when that makes more sense.<\/p>\n<p>Visual Edit is about giving you options. You can stay high level, or get more hands-on, depending on what you\u2019re trying to do in the moment.<\/p>\n<p>This is an early step, and there\u2019s a lot we want to improve and expand. We\u2019d genuinely love to hear how this feels for you and what would make it better.<\/p>\n<p>Thanks for building with us \ud83d\ude4f<br \/>\nDavid<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels like it would reduce a lot of trial and error.<br \/>What\u2019s the easiest way for a new user to start using Visual Edit?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DGXPXCZWOASQ3I\" class=\"app-title\">Sloggo<\/a><\/p>\n<div class=\"one-liner\">Minimal syslog collector and viewer based on DuckDB<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">90<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Sloggo\u662f\u4e00\u6b3e\u57fa\u4e8eDuckDB\u7684\u6781\u7b80\u7cfb\u7edf\u65e5\u5fd7\u6536\u96c6\u4e0e\u67e5\u770b\u5de5\u5177\uff0c\u4ee5\u5355\u4e00\u8f7b\u91cf\u8fdb\u7a0b\u8fd0\u884c\uff0c\u4e3a\u4e2d\u5c0f\u89c4\u6a21\u9879\u76ee\u63d0\u4f9b\u4e86\u5feb\u901f\u3001\u4f4e\u6210\u672c\u7684\u65e5\u5fd7\u7ba1\u7406\u89e3\u51b3\u65b9\u6848\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16ba629a-0fa2-4b6c-a39b-b78b364ee637.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Database<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e5\u5fd7\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u65e5\u5fd7\u6536\u96c6<\/span><br \/>\n <span class=\"tag\">\u65e5\u5fd7\u67e5\u770b\u5668<\/span><br \/>\n <span class=\"tag\">DuckDB<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8fd0\u7ef4\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/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\u5176\u6027\u80fd\u8fb9\u754c\u4e0e\u9002\u7528\u89c4\u6a21\u3002\u5f00\u53d1\u8005\u786e\u8ba4\u5176\u9002\u7528\u4e8e\u767e\u4e07\u7ea7\u6761\u76ee\uff0c\u5728TB\u7ea7\u6d77\u91cf\u65e5\u5fd7\u6216\u9700\u8981\u590d\u6742\u5168\u6587\u641c\u7d22\u7684\u573a\u666f\u4e0b\uff0c\u5efa\u8bae\u9009\u62e9\u66f4\u4e13\u4e1a\u7684\u65b9\u6848\u3002\u4ea7\u54c1\u5b9a\u4f4d\u660e\u786e\u4e3a\u7b80\u5355\u3001\u4f4e\u6210\u672c\u7684\u5c0f\u89c4\u6a21\u9700\u6c42\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 Sloggo\u7684\u201c\u6781\u7b80\u201d\u5b9a\u4f4d\u662f\u4e00\u628a\u6e05\u6670\u7684\u53cc\u5203\u5251\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u4e0a\u7684\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u5bf9\u7ec6\u5206\u573a\u666f\u7684\u7cbe\u51c6\u5207\u5272\u548c\u9700\u6c42\u964d\u7ea7\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u5728\u6027\u80fd\u4e0a\u6311\u6218Elasticsearch\u6216Loki\uff0c\u800c\u662f\u806a\u660e\u5730\u5229\u7528\u4e86DuckDB\u7684\u6613\u5d4c\u5165\u6027\u548c\u5217\u5b58\u5206\u6790\u4f18\u52bf\uff0c\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201c\u65e5\u5fd7\u7ba1\u7406\u7684SQLite\u201d\u3002\u8fd9\u4e3a\u521d\u521b\u56e2\u961f\u3001\u8fb9\u7f18\u4fa7\u5e94\u7528\u6216\u77ed\u671f\u5b9e\u9a8c\u6027\u9879\u76ee\u63d0\u4f9b\u4e86\u4e00\u4e2a\u8fd1\u4e4e\u96f6\u8fd0\u7ef4\u6210\u672c\u7684\u65e5\u5fd7\u201c\u5feb\u5145\u201d\u65b9\u6848\u2014\u2014\u65e0\u9700\u590d\u6742\u96c6\u7fa4\uff0c\u4e00\u4e2a\u5bb9\u5668\u5373\u88c5\u5373\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u5b9a\u4f4d\u4e5f\u51b3\u5b9a\u4e86\u5176\u5929\u82b1\u677f\u6781\u4f4e\u3002\u8bc4\u8bba\u4e2d\u7684\u8d28\u8be2\u5207\u4e2d\u8981\u5bb3\uff1aDuckDB\u5e76\u975e\u4e3a\u5168\u6587\u68c0\u7d22\u800c\u751f\uff0c\u5176\u539f\u751fFTS\u80fd\u529b\u6709\u9650\u3002\u5728\u201c\u4f4e\u767e\u4e07\u7ea7\u201d\u6570\u636e\u91cf\u4ee5\u4e0b\uff0c\u5b83\u53ef\u4ee5\u51ed\u501fDuckDB\u7684\u805a\u5408\u67e5\u8be2\u901f\u5ea6\u63d0\u4f9b\u4e0d\u9519\u7684\u4f53\u9a8c\uff1b\u4f46\u4e00\u65e6\u89e6\u53ca\u89c4\u6a21\u6216\u590d\u6742\u641c\u7d22\u7684\u8fb9\u754c\uff0c\u5b83\u4fbf\u7acb\u5373\u4ece\u89e3\u51b3\u65b9\u6848\u53d8\u4e3a\u9700\u8981\u88ab\u8fc1\u79fb\u7684\u201c\u6280\u672f\u503a\u201d\u3002\u5f00\u53d1\u8005\u7684\u56de\u590d\u4e5f\u5766\u627f\u4e86\u8fd9\u4e00\u70b9\uff0c\u8fd9\u53cd\u800c\u662f\u4e00\u79cd\u52a1\u5b9e\u7684\u8bda\u5b9e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cSloggo\u662f\u201c\u4ee5\u9000\u4e3a\u8fdb\u201d\u7b56\u7565\u7684\u4ea7\u7269\u3002\u5b83\u4e0d\u8ffd\u6c42\u5927\u800c\u5168\uff0c\u800c\u662f\u7528\u529f\u80fd\u8fb9\u754c\u7684\u660e\u786e\u9000\u7f29\uff0c\u6362\u6765\u4e86\u90e8\u7f72\u590d\u6742\u5ea6\u7684\u6307\u6570\u7ea7\u964d\u4f4e\u548c\u8d44\u6e90\u6d88\u8017\u7684\u6781\u5ea6\u53cb\u597d\u3002\u5b83\u5728\u84ec\u52c3\u53d1\u5c55\u7684\u53ef\u89c2\u6d4b\u6027\u5e02\u573a\u4e2d\uff0c\u4e3a\u81ea\u5df1\u5f00\u8f9f\u4e86\u4e00\u4e2a\u201c\u4e34\u65f6\u65e5\u5fd7\u53f0\u201d\u6216\u201c\u8f7b\u91cf\u76d1\u63a7\u8231\u201d\u7684\u72ec\u7279\u751f\u6001\u4f4d\u3002\u5bf9\u4e8e\u76ee\u6807\u7528\u6237\uff0c\u5b83\u662f\u4f18\u96c5\u7684\u8d77\u70b9\uff1b\u4f46\u5bf9\u4e8e\u9700\u8981\u957f\u671f\u3001\u89c4\u6a21\u5316\u8fd0\u7ef4\u7684\u7cfb\u7edf\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u8fc7\u6e21\u6027\u5de5\u5177\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u5f00\u53d1\u8005\u80fd\u5426\u6301\u7eed\u5f3a\u5316\u5176\u201c\u7b80\u5355\u5230\u6781\u81f4\u201d\u7684\u6838\u5fc3\u4f53\u9a8c\uff0c\u5e76\u5efa\u7acb\u66f4\u5e73\u6ed1\u7684\u6570\u636e\u8fc1\u79fb\u8def\u5f84\uff0c\u8ba9\u7528\u6237\u80fd\u5728\u6210\u957f\u540e\u8f7b\u677e\u544a\u522b\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\">Sloggo<\/span>\n <\/div>\n<div class=\"comment-content\">Sloggo is a minimal RFC 5424 syslog collector and viewer based on DuckDB. Runs as a single, resource-friendly process.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello ProductHunt \ud83d\udc4b<\/p>\n<p>Today, I’m sharing with you Sloggo, an open source syslog collector and viewer that is based on DuckDB. It’s a lightweight container that work wonderfully for small scale projects, while still providing unparallel speed.<\/p>\n<p>Let me know what you think!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>Using DuckDB for log storage is clever\u2014does it stay performant with millions of log entries, or is there a recommended scale limit?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jacky0729\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacky0729<\/a> low millions is fine, but if you’re looking to log billions there’s more robust alternative <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Since DuckDB is a columnar store optimized for aggregations, not an inverted-index search engine (like Lucene), how does Sloggo handle full-text search over TB-scale logs? Do you rely on DuckDB’s native FTS extension, or is it brute-force scanning?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@openaigpt5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@openaigpt5<\/a> Sloggo is meant to be a simple tool, quick to set up, inexpensive to host and optimized for small scale needs. It works great in a serverless container when you are just starting to test things. <\/p>\n<p>Search is basic but works well on a few millions rows, If you need TB-scale there are plenty of better suited solutions \u270c\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/YLFJPGXHKU5OYU\" class=\"app-title\">Dabble me<\/a><\/p>\n<div class=\"one-liner\">Email prompts where replies become your journal entries<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">89<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8e\u90ae\u4ef6\u7684\u79c1\u5bc6\u65e5\u8bb0\u5de5\u5177\uff0c\u901a\u8fc7\u53d1\u9001\u90ae\u4ef6\u63d0\u793a\u5e76\u63a5\u6536\u56de\u590d\u6765\u8bb0\u5f55\u65e5\u8bb0\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u5fd9\u788c\u751f\u6d3b\u4e2d\u96be\u4ee5\u575a\u6301\u4f20\u7edf\u65e5\u8bb0\u4e60\u60ef\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\/ae9e21f0-c1aa-4464-8ebe-4626176eae98.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/062e1878-0bf0-4775-a400-80849ad7c897.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f8fd185b-b6d9-46ff-967c-781a9eedd45e.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\">Writing<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Health<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7535\u5b50\u90ae\u4ef6\u65e5\u8bb0<\/span><br \/>\n <span class=\"tag\">\u5fae\u65e5\u8bb0<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u4e3b\u4e49<\/span><br \/>\n <span class=\"tag\">\u65e0\u7b97\u6cd5<\/span><br \/>\n <span class=\"tag\">\u8bb0\u5fc6\u5faa\u73af<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u590d\u53e4\u79d1\u6280<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u5176\u201c\u65e0AI\u201d\u7406\u5ff5\u548c\u6781\u7b80\u90ae\u7bb1\u4ea4\u4e92\uff0c\u8ba4\u4e3a\u964d\u4f4e\u4e86\u65e5\u8bb0\u5fc3\u7406\u95e8\u69db\u3002\u521b\u59cb\u4eba\u900f\u9732\u4ea7\u54c1\u5df2\u7a33\u5b9a\u8fd0\u884c\u5341\u4f59\u5e74\uff0c\u672c\u6b21\u4e3a\u754c\u9762\u9769\u65b0\u3002\u6838\u5fc3\u95ee\u9898\u56f4\u7ed5\u201c\u8bb0\u5fc6\u5faa\u73af\u201d\u529f\u80fd\u7684\u5177\u4f53\u903b\u8f91\uff0c\u5f00\u53d1\u8005\u89e3\u91ca\u5176\u4f18\u5148\u5c55\u793a\u5468\u5e74\u6761\u76ee\uff0c\u5e76\u5141\u8bb8\u7528\u6237\u5c4f\u853d\u654f\u611f\u5185\u5bb9\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 Dabble Me \u8868\u9762\u662f\u201c\u53cd\u79d1\u6280\u201d\u7684\u590d\u53e4\u4ea7\u54c1\uff0c\u5b9e\u5219\u662f\u6df1\u8c19\u884c\u4e3a\u8bbe\u8ba1\u5b66\u7684\u7cbe\u5de7\u9677\u9631\u3002\u5b83\u6452\u5f03\u4e86\u6240\u6709\u65f6\u9ae6\u5143\u7d20\u2014\u2014\u65e0AI\u3001\u65e0\u793e\u4ea4\u3001\u65e0\u7b97\u6cd5\uff0c\u6070\u6070\u7cbe\u51c6\u523a\u4e2d\u4e86\u6570\u5b57\u65f6\u4ee3\u7684\u4e24\u5927\u7126\u8651\uff1a\u4e00\u662f\u201c\u5e94\u7528\u75b2\u52b3\u201d\uff0c\u7528\u6237\u538c\u5026\u4e86\u4e3a\u6bcf\u4e2a\u4e60\u60ef\u5355\u72ec\u4e0b\u8f7d\u5e76\u5b66\u4e60\u65b0\u754c\u9762\uff1b\u4e8c\u662f\u201c\u8868\u6f14\u6027\u81ea\u5f8b\u201d\uff0c\u5b83\u7528\u90ae\u7bb1\u8fd9\u4e00\u6700\u9ad8\u9891\u3001\u6700\u4e2d\u6027\u7684\u573a\u666f\uff0c\u5c06\u65e5\u8bb0\u884c\u4e3a\u4f2a\u88c5\u6210\u5f85\u529e\u90ae\u4ef6\u56de\u590d\uff0c\u5de7\u5999\u907f\u5f00\u4e86\u201c\u575a\u6301\u201d\u5e26\u6765\u7684\u9053\u5fb7\u538b\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5e76\u975e\u6280\u672f\uff0c\u800c\u662f\u5bf9\u201c\u4e60\u60ef\u9644\u7740\u70b9\u201d\u7684\u7cbe\u51c6\u9009\u62e9\u3002\u90ae\u7bb1\u4f5c\u4e3a\u6570\u5b57\u751f\u6d3b\u7684\u67a2\u7ebd\uff0c\u517c\u5177\u4eea\u5f0f\u611f\u4e0e\u968f\u610f\u6027\uff0c\u7528\u6237\u65e2\u53ef\u7528\u957f\u7bc7\u56de\u590d\u8fdb\u884c\u6df1\u5ea6\u53cd\u601d\uff0c\u4e5f\u80fd\u7528\u624b\u673a\u8bed\u97f3\u8f93\u5165\u5306\u5306\u8bb0\u5f55\u4e09\u884c\u3002\u6240\u8c13\u7684\u201c\u8bb0\u5fc6\u5faa\u73af\u201d\u529f\u80fd\uff0c\u672c\u8d28\u662f\u6784\u5efa\u4e00\u4e2a\u4f4e\u6210\u672c\u7684\u79ef\u6781\u53cd\u9988\u7cfb\u7edf\uff0c\u901a\u8fc7\u5076\u7136\u7684\u8fc7\u5f80\u5185\u5bb9\u95ea\u73b0\uff0c\u5236\u9020\u201c\u4e0e\u8fc7\u53bb\u81ea\u5df1\u5bf9\u8bdd\u201d\u7684\u60ca\u559c\u611f\uff0c\u800c\u975e\u523b\u610f\u8bbe\u8ba1\u7684\u56de\u987e\u4efb\u52a1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u65e0AI\u201d\u7684\u9c9c\u660e\u7acb\u573a\u65e2\u662f\u5229\u5251\u4e5f\u662f\u67b7\u9501\u3002\u5728\u4e2a\u6027\u5316\u56de\u987e\u3001\u6a21\u5f0f\u8bc6\u522b\u7b49\u65b9\u9762\uff0c\u5b83\u4e3b\u52a8\u653e\u5f03\u4e86\u6570\u636e\u6df1\u6316\u7684\u53ef\u80fd\u6027\uff0c\u5c06\u589e\u503c\u7a7a\u95f4\u8ba9\u4f4d\u4e8e\u7b2c\u4e09\u65b9\u5de5\u5177\u3002\u8fd9\u4e00\u5b9a\u4f4d\u4f7f\u5176\u96be\u4ee5\u5f62\u6210\u9ad8\u6ea2\u4ef7\uff0c\u66f4\u50cf\u4e00\u4e2a\u7a33\u56fa\u7684\u201c\u6570\u5b57\u57fa\u5ea7\u201d\u3002\u957f\u8fdc\u770b\uff0c\u5b83\u53ef\u80fd\u9762\u4e34\u4e24\u7c7b\u6311\u6218\uff1a\u4e00\u662f\u90ae\u7bb1\u751f\u6001\u7684\u4e0d\u53ef\u63a7\u98ce\u9669\uff08\u5982\u88ab\u5f52\u4e3a\u5783\u573e\u90ae\u4ef6\uff09\uff1b\u4e8c\u662f\u5f53\u7528\u6237\u8bb0\u5f55\u6570\u636e\u5f62\u6210\u89c4\u6a21\u540e\uff0c\u5bf9\u667a\u80fd\u6574\u7406\u7684\u5185\u5728\u9700\u6c42\u4f1a\u81ea\u7136\u6ecb\u751f\uff0c\u5c4a\u65f6\u5176\u54f2\u5b66\u7eaf\u6d01\u6027\u4e0e\u7528\u6237\u5b9e\u7528\u4e3b\u4e49\u4e4b\u95f4\u6216\u5c06\u4ea7\u751f\u88c2\u75d5\u3002\u5b83\u8bc1\u660e\u4e86\u201c\u51cf\u6cd5\u201d\u7684\u529b\u91cf\uff0c\u4f46\u6700\u7ec8\u8981\u56de\u7b54\uff1a\u4e00\u4e2a\u5b8c\u5168\u62d2\u7edd\u8fdb\u5316\u7684\u5de5\u5177\uff0c\u80fd\u5426\u5728\u5feb\u901f\u8fed\u4ee3\u7684\u751f\u6001\u4e2d\u6301\u7eed\u4fdd\u6709\u9b45\u529b\uff1f\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\">Dabble me<\/span>\n <\/div>\n<div class=\"comment-content\">Dabble Me is a private, email-based journal designed to help people actually stick with journaling. Instead of another app, it sends simple prompts you reply to by email. Past entries resurface automatically, turning journaling into a memory loop, not a chore. No social features, no AI, no algorithms. Free to start, with optional upgrades for photos, search, and organization. Built for real life, not streaks.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I built Dabble Me because I kept quitting every journal I tried. Not because I didn\u2019t care, but because life got busy and the habit never stuck. I wanted something that met me where I already was: my inbox.<\/p>\n<\/p>\n<p>It\u2019s been quietly working for over a decade, helping thousands of people keep a journal they actually return to. This launch is a much-needed polish and a fresh look on a proven product, not a brand-new experiment. Same simple idea. Same results. Just finally dressed like it deserves to be.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@parterburn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@parterburn<\/a> Congrats on the (re)launch! The UI looks really slick and it’s super simple to use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@parterburn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@parterburn<\/a> Super cool Paul! Very smart approach.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Refreshing to see a tool that proudly says ‘No AI’ in 2026. \ud83d\udc4f Journaling should be about raw human thoughts, not auto-generated summaries. Regarding the ‘memory loop’ feature: does it resurface entries from exactly one year ago, or does it randomly pick meaningful past entries to surprise us?<\/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\/@yoang_loo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yoang_loo<\/a> thanks! I’ve been testing some ai plays with it on my personal account (e.g. ai analyzes my entry to encourage further writing and sentiment analysis over time)…but rarely use it, and don’t think the users would want it, either. The best use of ai in journaling is the reflecting of your <em>own<\/em> thoughts at the end of the month\/year…that’s been pretty powerful, but not something I need to build in given all the options out there. I do wish more apps would make it easier to use my own ai tooling for the data they collect.<\/p>\n<p>Regarding the memory loop – the exact code is <a href=\"https:\/\/github.com\/parterburn\/dabble.me\/blob\/14a6e95af4e144b5229d26a6e1ef674e9217eadb\/app\/models\/user.rb#L72-L94\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">here<\/a>. It’s got some logic that tries to determine the best one to show: if an entry from exactly a year ago matches, it shows that, 5yrs ago, 1 week ago, etc. And then purely random is the fallback. But knowing where you were a year(s) ago seems to make those throwbacks feel more valuable for myself. You can also prevent it from sending you back certain entries (keyword or time-based), so that you don’t have to be reminded all the time of potentially triggering entries. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 always intimidated by journaling apps with heavy UIs but getting a prompt in email feels familiar and welcoming.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eugenie_thompson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eugenie_thompson<\/a> thanks! I’m the same…I’ve tried a bunch, but it’s too easy to ignore the iOS notifications. I try to stay Inbox Zero, so the habit is already built-in for me to respond to the email that gets delivered. And with email-as-the-interface, it brings a bunch of other features built-in depending on your email client (voice to text, ai writing, grammar, light formatting, searchable history\/backup of what you wrote, etc.).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/33ZIDUVDFM2SHK\" class=\"app-title\">AI SmartTalk<\/a><\/p>\n<div class=\"one-liner\">No-code AI agents for any channel in minutes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">86<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AI SmartTalk\u662f\u4e00\u6b3e\u65e0\u9700\u4ee3\u7801\u7684AI\u667a\u80fd\u4f53\u521b\u5efa\u5e73\u53f0\uff0c\u53ef\u5feb\u901f\u90e8\u7f72\u81f3\u4e3b\u6d41\u901a\u8baf\u4e0e\u7535\u5546\u6e20\u9053\uff0c\u5e76\u81ea\u52a8\u540c\u6b65\u77e5\u8bc6\u5e93\uff0c\u4e3a\u7535\u5546\u3001\u673a\u6784\u548c\u5185\u5bb9\u521b\u4f5c\u8005\u89e3\u51b3\u4e86\u642d\u5efa\u4e0e\u7ef4\u62a424\/7\u667a\u80fd\u5ba2\u670d\u6210\u672c\u9ad8\u3001\u6280\u672f\u95e8\u69db\u9ad8\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\/34ec0e3e-d28e-443e-8a73-baaf9fdc0a2c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e3c32617-f4fc-4212-9ce9-07cc5a3bcbcc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/666058a6-4ef3-413b-851c-0bb021edc57d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47a03d99-dfb5-4b4e-bb53-09e8454f8f52.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/93537876-23d5-491e-ae5f-abc638e3418f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04431389-f380-464d-8f25-95c600691013.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/748ca018-a819-45f2-b640-5a834174827f.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\/01086926-693d-4ac6-b01b-4929e01ef843.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=O63bvqlyu5k\"><source src=\"https:\/\/www.youtube.com\/watch?v=O63bvqlyu5k\" 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\">E-Commerce<\/span><br \/>\n <span class=\"tag\">Bots<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u4ee3\u7801AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u5168\u6e20\u9053\u804a\u5929\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93\u81ea\u52a8\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u7535\u5546\u5ba2\u670d\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">GDPR\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6cd5\u56fd\u79d1\u6280<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u964d\u4f4e\u4f7f\u7528\u6210\u672c\u3001\u8bbe\u7f6e\u7b80\u4fbf\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5173\u6ce8\u54cd\u5e94\u5ef6\u8fdf\u3001\u591a\u8bed\u8a00\u652f\u6301\u7b49\u5b9e\u9645\u6027\u80fd\u3002\u521b\u59cb\u4eba\u79ef\u6781\u56de\u5e94\uff0c\u5f3a\u8c03\u54cd\u5e94\u901f\u5ea6\uff082\u79d2\u5185\uff09\u4e0e\u652f\u630137\u79cd\u8bed\u8a00\u3002\u53e6\u6709\u7528\u6237\u8be2\u95ee\u667a\u80fd\u4f53\u884c\u4e3a\u8bad\u7ec3\u65b9\u5f0f\uff0c\u4f53\u73b0\u5bf9\u4ea7\u54c1\u6df1\u5ea6\u5e94\u7528\u7684\u5174\u8da3\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n AI SmartTalk\u7684\u53d9\u4e8b\u5de7\u5999\u5730\u907f\u5f00\u4e86\u529f\u80fd\u5806\u780c\u7684\u201c\u519b\u5907\u7ade\u8d5b\u201d\uff0c\u8f6c\u800c\u805a\u7126\u4e8e\u201c\u90e8\u7f72\u6469\u64e6\u201d\u8fd9\u4e00\u771f\u5b9e\u4e14\u672a\u88ab\u5145\u5206\u89e3\u51b3\u7684\u5546\u4e1a\u75db\u70b9\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u5176AI\u667a\u80fd\u4f53\u672c\u8eab\u6709\u591a\u524d\u6cbf\uff0c\u800c\u5728\u4e8e\u5b83\u5145\u5f53\u4e86\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u7ba1\u9053\u5de5\u201d\uff1a\u5c06\u4f01\u4e1a\u6563\u843d\u5404\u5904\u7684\u77e5\u8bc6\u8d44\u4ea7\uff08\u7f51\u7ad9\u3001\u4e91\u76d8\u3001\u9879\u76ee\u7ba1\u7406\u5de5\u5177\uff09\u5feb\u901f\u8f6c\u5316\u4e3a\u8de8\u6e20\u9053\uff08\u793e\u4ea4\u3001\u901a\u8baf\u3001\u90ae\u4ef6\uff09\u7684\u5373\u65f6\u670d\u52a1\u80fd\u529b\u3002\u4ea7\u54c1\u5c06\u201c\u8fde\u63a5\u201d\u4e0e\u201c\u540c\u6b65\u201d\u81ea\u52a8\u5316\uff0c\u5b9e\u8d28\u662f\u964d\u4f4e\u4e86\u4f01\u4e1a\u201c\u6570\u636e\u8d44\u672c\u201d\u7684\u8fd0\u8425\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u65e0\u4ee3\u7801\u201d\u4e0e\u201c\u9ad8\u5ea6\u5b9a\u5236\u5316\u201d\u4e4b\u95f4\u5b58\u5728\u56fa\u6709\u5f20\u529b\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4f9d\u8d56\u73b0\u6709\u5185\u5bb9\u8fd8\u662f\u8bbe\u8ba1\u5bf9\u8bdd\u6d41\u7a0b\u201d\u7684\u63d0\u95ee\uff0c\u6b63\u6233\u4e2d\u4e86\u6b64\u75db\u70b9\u2014\u2014\u4ea7\u54c1\u82e5\u8fc7\u4e8e\u4f9d\u8d56\u9759\u6001\u77e5\u8bc6\u5e93\uff0c\u5219\u667a\u80fd\u4f53\u53ef\u80fd\u50f5\u786c\uff1b\u82e5\u9f13\u52b1\u81ea\u5b9a\u4e49\u6d41\u7a0b\uff0c\u5219\u201c\u65e0\u4ee3\u7801\u201d\u7684\u7b80\u6613\u6027\u53ef\u80fd\u53d7\u635f\u3002\u5176\u6b21\uff0c\u5176\u5ba3\u79f0\u7684\u201c2\u79d2\u5185\u54cd\u5e94\u201d\u5728\u590d\u6742\u67e5\u8be2\u6216\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b\u80fd\u5426\u6301\u7eed\uff0c\u5c06\u662f\u5f71\u54cd\u5ba2\u6237\u7559\u5b58\u7684\u5173\u952e\u3002\u6700\u540e\uff0c\u5728\u5de8\u5934\u73af\u4f3a\u7684\u804a\u5929\u673a\u5668\u4eba\u5e02\u573a\uff0c\u5176\u4f5c\u4e3a\u72ec\u7acb\u5e73\u53f0\u7684\u751f\u5b58\u7a7a\u95f4\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u7279\u5b9a\u5782\u76f4\u9886\u57df\uff08\u5982\u5f3a\u8c03GDPR\u5408\u89c4\u7684\u6b27\u6d32\u7535\u5546\uff09\u6784\u5efa\u8d77\u6bd4\u901a\u7528\u65b9\u6848\u66f4\u7cbe\u7ec6\u3001\u66f4\u5408\u89c4\u7684\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u52a1\u5b9e\u3001\u5207\u53e3\u7cbe\u51c6\u7684\u5de5\u5177\u3002\u5b83\u4e0d\u8bd5\u56fe\u91cd\u5851AI\uff0c\u800c\u662f\u81f4\u529b\u4e8e\u8ba9\u73b0\u6709\u7684AI\u6280\u672f\u66f4\u201c\u597d\u7528\u201d\u5730\u6d41\u5165\u5546\u4e1a\u6bdb\u7ec6\u8840\u7ba1\u3002\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u6613\u7528\u6027\u3001\u6027\u80fd\u4e0e\u6df1\u5ea6\u5b9a\u5236\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\uff0c\u5e76\u6301\u7eed\u6df1\u5316\u5176\u201c\u5373\u63d2\u5373\u7528\u201d\u7684\u96c6\u6210\u751f\u6001\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">AI SmartTalk<\/span>\n <\/div>\n<div class=\"comment-content\">AI SmartTalk lets you create tailored AI Agents without coding. Connect your website (WordPress, PrestaShop, Joomla, Webflow) and deploy on WhatsApp, Messenger, Instagram, Discord, Slack & Gmail. Auto-sync your knowledge base with Google Drive, JIRA, ClickUp. Includes SmartFlow for no-code automation, SmartForm & SmartCalendar. Built in France \ud83c\uddeb\ud83c\uddf7, GDPR compliant. Perfect for e-commerce stores, agencies & content creators who want 24\/7 AI support.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b I’m Odran, co-founder of AI SmartTalk. We built this because setting up a smart chatbot shouldn’t require a dev team. Just connect your site, train the AI on your content, and deploy everywhere. We’d love your feedback; what integrations would you like to see next? \ud83d\ude80<\/div>\n<div class=\"comment-actions\">\n<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>For a small operation like ours, a 24\/7 solution that trains on our own docs is much more cost-effective than hiring a call center. really cool. the latency is the make -or-break factor here-if it stays close to human response times, the ROI will be huge. seems easy enough to setup , might give it a trail run on our next project.<\/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\/@joeyzhang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joeyzhang<\/a> Thanks! Latency is definitely a priority for us, responses typically start under 2 seconds. Let us know how the trial goes, happy to help with the setup if needed \ud83d\ude4f<\/p>\n<p>Feel free to reach out: <a href=\"mailto:contact@aism.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">contact@aismarttalk.tech<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Auto-syncing knowledge from your site is smart. Does the AI agent handle multilingual conversations, or is it English-only?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jacky0729\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacky0729<\/a> Thanks for asking! We support 37 languages, the AI automatically detects and responds in the user\u2019s language. Works great for international businesses \ud83c\udf0d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 like how AI SmartTalk focuses on removing setup friction rather than adding more chatbot features people never use. How teams usually start shaping their agents\u2019 behavior, do they rely more on existing content from their site, or do they actively design conversation flows from scratch?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/GSBYETPPZD66QN\" class=\"app-title\">Autonomous<\/a><\/p>\n<div class=\"one-liner\">Superintelligent financial advisor at 0% advisory fees<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">64<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96f6\u54a8\u8be2\u8d39\u7684AI\u539f\u751f\u8d22\u5bcc\u7ba1\u7406\u5e94\u7528\uff0c\u901a\u8fc7\u8fde\u63a5\u7528\u6237\u8d26\u6237\u3001\u63d0\u4f9b\u4e2a\u6027\u5316\u76f4\u63a5\u6307\u6570\u6295\u8d44\u7b56\u7565\uff0c\u89e3\u51b3\u4e86\u4e2a\u4eba\u6295\u8d44\u8005\u5728\u81ea\u4e3b\u7406\u8d22\u6df7\u4e71\u4e0e\u652f\u4ed8\u9ad8\u989d\u987e\u95ee\u8d39\u4e4b\u95f4\u4e24\u96be\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba3775a5-0248-4a04-b307-b940e573f066.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/608fc10a-4e2b-4a13-8a15-cde5efd02b0f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b82636be-f2c8-4885-be40-f47968aa311f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Fintech<\/span><br \/>\n <span class=\"tag\">Investing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8d22\u5bcc\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u96f6\u54a8\u8be2\u8d39<\/span><br \/>\n <span class=\"tag\">\u76f4\u63a5\u6307\u6570\u6295\u8d44<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6295\u8d44<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6295\u987e<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u6295\u8d44\u7ec4\u5408<\/span><br \/>\n <span class=\"tag\">\u7a0e\u52a1\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u66ff\u4ee3\u4f20\u7edf\u987e\u95ee<\/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\u96f6\u8d39\u7387\u6a21\u5f0f\u4e0e\u89e3\u51b3\u201cDIY\u6df7\u4e71\u201d\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u6838\u5fc3\u5173\u5207\u96c6\u4e2d\u4e8e\u5546\u4e1a\u6a21\u5f0f\uff08\u5982\u4f55\u76c8\u5229\uff09\u3001AI\u5efa\u8bae\u7684\u72ec\u7acb\u6027\u4e0e\u53ef\u9760\u6027\u3001\u6570\u636e\u9690\u79c1\u4e0e\u4fe1\u4efb\uff0c\u4ee5\u53ca\u5f53\u524d\u4ec5\u9650\u7f8e\u56fd\u5e02\u573a\u7684\u76d1\u7ba1\u9650\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Autonomous\u7684\u53d9\u4e8b\u6781\u5177\u51b2\u51fb\u529b\uff0c\u5b83\u7cbe\u51c6\u5730\u6495\u5f00\u4e86\u4f20\u7edf\u8d22\u5bcc\u7ba1\u7406\u201c1-2%\u8d39\u7387\u201d\u7684\u9648\u65e7\u4f24\u75a4\uff0c\u5e76\u8bd5\u56fe\u7528AI\u8fd9\u628a\u624b\u672f\u5200\u8fdb\u884c\u4e00\u573a\u96f6\u8d39\u7387\u9769\u547d\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e3b\u5f20\u5e76\u975e\u7b80\u5355\u7684\u201cAI\u804a\u5929+\u6295\u8d44\u201d\uff0c\u800c\u5728\u4e8e\u201c\u4e2a\u6027\u5316\u76f4\u63a5\u6307\u6570\u201d\u8fd9\u4e00\u6838\u5fc3\u8f7d\u4f53\u3002\u8fd9\u6807\u5fd7\u7740\u667a\u80fd\u6295\u987e\u4ece\u201c\u673a\u5668\u4eba\u7ec4\u5408\u201d\u76841.0\u65f6\u4ee3\uff0c\u8fc8\u5411\u4e86\u5229\u7528AI\u8fdb\u884c\u8d85\u9897\u7c92\u5ea6\u3001\u5b9e\u65f6\u7a0e\u635f\u6536\u5272\u4e0e\u4f18\u5316\u76842.0\u65f6\u4ee3\uff0c\u7406\u8bba\u4e0a\u786e\u5b9e\u80fd\u5c06\u4ee5\u5f80\u4ec5\u9762\u5411\u8d85\u9ad8\u51c0\u503c\u5ba2\u6237\u7684\u7b56\u7565\u5e73\u6c11\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u73af\u4e4b\u4e0b\u6697\u7901\u904d\u5e03\u3002\u9996\u5148\uff0c\u201c0%\u54a8\u8be2\u8d39\u201d\u7684\u5546\u4e1a\u6a21\u5f0f\u5b58\u5728\u53d9\u8ff0\u65ad\u5c42\u3002\u5b98\u65b9\u56de\u590d\u6697\u793a\u5176\u6536\u5165\u53ef\u80fd\u6765\u81ea\u66ff\u4ee3ETF\u7684\u7ba1\u7406\u8d39\uff0c\u8fd9\u4f7f\u5176\u76c8\u5229\u4e0e\u201c\u76f4\u63a5\u6307\u6570\u201d\u8fd9\u4e00\u590d\u6742\u4ea7\u54c1\u7684\u8868\u73b0\u548c\u6210\u672c\u63a7\u5236\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u5546\u4e1a\u6a21\u5f0f\u672a\u7ecf\u5468\u671f\u8003\u9a8c\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u7684\u4fe1\u4efb\u57fa\u77f3\u6781\u5ea6\u8106\u5f31\uff1a\u7528\u6237\u9700\u6388\u4e88\u5176\u5168\u9762\u7684\u8d22\u52a1\u6570\u636e\u8bbf\u95ee\u6743\u9650\uff0c\u4f46\u5bf9\u5176AI\u7684\u201c\u8d85\u7ea7\u667a\u80fd\u201d\u5982\u4f55\u62b5\u6297\u5e02\u573a\u6d41\u884c\u53d9\u4e8b\u6ce1\u6cab\u3001\u907f\u514d\u201c\u8fce\u5408\u7528\u6237\u201d\u7684\u503e\u5411\uff0c\u56e2\u961f\u5e76\u672a\u7ed9\u51fa\u4ee4\u4eba\u4fe1\u670d\u7684\u6280\u672f\u6216\u65b9\u6cd5\u8bba\u89e3\u91ca\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u7528\u4e00\u4e2a\u6280\u672f\u9ed1\u7bb1\u66ff\u4ee3\u4e86\u6536\u8d39\u7684\u4eba\u7c7b\u987e\u95ee\uff0c\u800c\u4fe1\u4efb\u8f6c\u79fb\u7684\u6210\u672c\u6781\u9ad8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u540e\uff0c\u5176\u9762\u4e34\u7684\u76d1\u7ba1\u9ad8\u5899\u6bd4\u60f3\u8c61\u4e2d\u66f4\u539a\u3002\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u6b27\u7f8e\u76d1\u7ba1\u5dee\u5f02\u53ea\u662f\u51b0\u5c71\u4e00\u89d2\uff0c\u4f5c\u4e3a\u63d0\u4f9b\u5177\u4f53\u6295\u8d44\u5efa\u8bae\u548c\u53ef\u80fd\u8fdb\u884c\u8d44\u4ea7\u7ba1\u7406\u7684\u5b9e\u4f53\uff0c\u5176\u5728\u5408\u89c4\u3001\u6295\u8d44\u8005\u9002\u5f53\u6027\u7ba1\u7406\u3001\u8d23\u4efb\u754c\u5b9a\u4e0a\u5c06\u906d\u9047\u4f20\u7edf\u91d1\u878d\u7684\u5168\u65b9\u4f4d\u62f7\u95ee\u3002Autonomous\u63cf\u7ed8\u7684\u613f\u666f\u662f\u98a0\u8986\u6027\u7684\uff0c\u4f46\u5176\u8def\u5f84\u66f4\u50cf\u662f\u5728\u5200\u5c16\u4e0a\u8df3\u821e\u2014\u2014\u9700\u8981\u5728\u6280\u672f\u53ef\u9760\u6027\u3001\u5546\u4e1a\u53ef\u6301\u7eed\u6027\u4e0e\u91d1\u878d\u76d1\u7ba1\u7684\u4e09\u89d2\u8ff7\u5bab\u4e2d\uff0c\u627e\u5230\u4e00\u6761\u5207\u5b9e\u53ef\u884c\u7684\u7a84\u8def\u3002\u6210\u529f\uff0c\u5219\u53ef\u80fd\u6210\u4e3aRobinhood\u5f0f\u7684\u884c\u4e1a\u7834\u5c40\u8005\uff1b\u82e5\u6709\u95ea\u5931\uff0c\u5219\u53ef\u80fd\u52a0\u5267\u516c\u4f17\u5bf9AI\u8d4b\u80fd\u91d1\u878d\u7684\u4fe1\u4efb\u5371\u673a\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\">Autonomous<\/span>\n <\/div>\n<div class=\"comment-content\">Invest like the ultra-wealthy with an AI-native wealth strategist. To manage their money, most are faced with two bad options: DIY chaos (accounts everywhere, broken spreadsheets, a pile of individual bets and no strategy) or pay a 1\u20132% advisor fee and hand over a massive portion of your net worth to fees. Autonomous: Connect your accounts, ask any money question, and get a personalized direct index that continuously optimizes taxes, risk, and cash. No 1\u20132% advisor fee.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello! My cofounder and I previously built and exited Paperspace, one of the first GPU clouds. After selling Paperspace, we did the \u201cresponsible\u201d thing and tried to get our own finances dialed in.<\/p>\n<p>That means one of two bad options:<\/p>\n<p>– DIY: Accounts scattered everywhere. Spreadsheets are always wrong. Expensive mistakes because this wasn\u2019t my full-time job.<br \/>– Hire an advisor: 1-2% of assets annually. I ran that math over multiple decades and realized I was handing over a massive portion of my net worth to fees.<\/p>\n<p>Neither can deliver the strategies the ultra-wealthy use to compound wealth. These strategies aren’t secret \u2013 they’re just economically impossible to deliver at scale through traditional human advisors.<\/p>\n<p>Robo advisors tried to automate it, but without real intelligence they hit a wall. In practice: cookie-cutter portfolios and little else. <\/p>\n<p>That’s when it hit me: people everywhere are already turning to AI to answer financial questions… but there’s no Cursor-style “apply” button. It’s not connected to your money.<\/p>\n<p>Meanwhile, wealth management generates ~$250B\/year with human intermediaries charging massive fees. Entrenched, expensive, structurally misaligned.<\/p>\n<p>It started to look a lot like brokerages right before Robinhood.<\/p>\n<p>So we decided to build the missing layer. <\/p>\n<p>Autonomous (becomeautonomous.com) is a superintelligent wealth manager with 0% advisory fees.<\/p>\n<p>We\u2019re doing for financial advising what Robinhood did for brokerages. Think of it as a full-stack, AI-native wealth strategist that brings billionaire-style playbooks to ordinary investors.<\/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>Super cool. I’m from EU and trying to build something in a similar space but completely different market. Would love to be a beta tester! <\/p>\n<p>Btw just one question: how do you make money? it will be subscription? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally! A way to manage wealth without selling a kidney to pay for fees \ud83d\ude00 just kidding \ud83d\ude42 Autonomous is here to save me from myself and my terrible financial decisions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool concept, could be a total game changer if nailed. A question if you don’t mind – when using Chat GPT \/ Claude to kick the tires in this space, I’ve found the AI to parrot whatever the most popular articles \/ newspieces \/ analysts it can find on a given investing subject or stock and extrapolate from there. I really have to challenge the thinking process to overcome this, and even then I worry it’s just saying “what I want to hear”. Are you adding any layers \/ customization in your AI prompting to avoid this tendency?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \ud83d\ude4c.\u201cDIY chaos\u201d is painfully accurate spreadsheets everywhere, zero strategy, lots of stress. The zero advisory fee angle is a big plus, especially for people who want guidance without giving up 1\u20132% forever.The trust moment when connecting accounts feels like the make-or-break step here. If that clicks, this could be really compelling.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Are you available in Europe? <br \/>Curious to know how you handle regulatory requirements such as Mifid 2. <br \/>Btw, totally agree with you on the two bad options (DIY, advisor) but unfortunately, in many cases, people don’t really have a real alternatives because of regulatory constraints. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ddu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ddu<\/a> unfortunately US only for now \ud83d\ude41 Regulatory constraints are the reason like you said but we\u2019ll be there eventually hopefully. It\u2019s not a blocker just a big hurdle. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 idea of zero-fee autonomous investing is compelling. That said, as a user it naturally raises the question: if advisory fees are truly 0%, where does Autonomous generate revenue?<\/p>\n<p>I\u2019m particularly curious how user data factors into the business model. Is monetization driven by premium features or partnerships, or does it involve using or sharing user financial data in any way? Transparency on this would go a long way toward building long-term trust.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@carlesonielfa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlesonielfa<\/a> you can get free advice (portfolio analysis\/construction, answers to any financial question, etc) and implement our recommendations yourself. Or optionally we can manage it for you. By doing so, we create a hyper personalized direct index which essentially replaces the ETF fees you already pay for. Direct indexing has many benefits over ETFs such as granular tax loss harvesting. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/IWN2VGS5SWQUXX\" class=\"app-title\">FeatureMessage<\/a><\/p>\n<div class=\"one-liner\">Write a message your future self will never forget<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">52<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FeatureMessage\u662f\u4e00\u6b3e\u5141\u8bb8\u7528\u6237\u7ed9\u672a\u6765\u7684\u81ea\u5df1\u5199\u4fe1\u6216\u5f55\u5236\u89c6\u9891\uff0c\u5e76\u5728\u6307\u5b9a\u65e5\u671f\u901a\u8fc7\u90ae\u4ef6\u9001\u8fbe\u7684\u5de5\u5177\uff0c\u5728\u4e2a\u4eba\u60c5\u611f\u8bb0\u5f55\u4e0e\u81ea\u6211\u5bf9\u8bdd\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u73cd\u8d35\u601d\u7eea\u548c\u8bb0\u5fc6\u56e0\u65f6\u95f4\u6d41\u901d\u6216\u5b58\u50a8\u6df7\u4e71\u800c\u4e22\u5931\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\/b0ffa368-4c4e-45de-ba67-7696ccb10753.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8b6a129-5fa7-4a29-b508-39146b4ab9d9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8a7d03c-49ba-4095-b70e-3dabedf1a9bd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e5b5b6c4-64dd-4279-8dfe-deabe42009c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8a01cd7d-ece6-4ee5-a77b-6fc40b3f49a8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d8997cb9-c7bb-4b1d-a7fb-1b223445cea2.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\">Email<\/span><br \/>\n <span class=\"tag\">Messaging<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672a\u6765\u4fe1<\/span><br \/>\n <span class=\"tag\">\u81ea\u6211\u5bf9\u8bdd<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u65f6\u95f4\u80f6\u56ca<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u63d0\u9192<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u6210\u957f<\/span><br \/>\n <span class=\"tag\">\u8bb0\u5fc6\u5b58\u6863<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u4eea\u5f0f\u611f<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u4ea7\u54c1\u521b\u610f\u4e0e\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u5176\u521b\u9020\u4e86\u60c5\u611f\u65f6\u523b\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u63a2\u8ba8\u4ea7\u54c1\u957f\u671f\u5b9a\u4f4d\uff08\u662f\u8eab\u4efd\u6863\u6848\u8fd8\u662f\u81ea\u6211\u5f15\u5bfc\u5de5\u5177\uff09\uff0c\u4e8c\u662f\u8be2\u95ee\u6280\u672f\u7ec6\u8282\uff08\u5982\u90ae\u4ef6\u9001\u8fbe\u540e\u7684\u53ef\u89c1\u6027\u7ba1\u7406\uff09\u3002\u521b\u59cb\u4eba\u5206\u4eab\u4e86\u4e2a\u4eba\u75db\u70b9\u9a71\u52a8\u7684\u5f00\u53d1\u6545\u4e8b\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 FeatureMessage\u62ab\u7740\u201c\u65f6\u95f4\u80f6\u56ca\u201d\u7684\u6d6a\u6f2b\u5916\u8863\uff0c\u5176\u672c\u8d28\u662f\u4e00\u4e2a\u5bf9\u6297\u6570\u5b57\u65f6\u4ee3\u8bb0\u5fc6\u71b5\u589e\u4e0e\u81ea\u6211\u8fde\u7eed\u6027\u65ad\u88c2\u7684\u8f7b\u91cf\u7ea7\u5de5\u5177\u3002\u5b83\u806a\u660e\u5730\u907f\u5f00\u4e86\u793e\u4ea4\u4e0e\u5373\u65f6\u901a\u8baf\u7684\u7ea2\u6d77\uff0c\u8f6c\u800c\u6355\u6349\u201c\u4e0e\u81ea\u6211\u5bf9\u8bdd\u201d\u8fd9\u4e00\u88ab\u4e25\u91cd\u4f4e\u4f30\u7684\u9700\u6c42\u3002\u4ea7\u54c1\u7684\u771f\u6b63\u950b\u8292\u4e0d\u5728\u4e8e\u6280\u672f\u590d\u6742\u5ea6\uff08\u5b9a\u65f6\u53d1\u9001\u90ae\u4ef6\u582a\u79f0\u53e4\u5178\uff09\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u5730\u547d\u4e2d\u4e86\u73b0\u4ee3\u4eba\u7684\u4e00\u79cd\u5b58\u5728\u6027\u7126\u8651\uff1a\u6211\u4eec\u5fd9\u4e8e\u8bb0\u5f55\u751f\u6d3b\u4ee5\u4f9b\u4ed6\u4eba\u89c2\u8d4f\uff0c\u5374\u758f\u4e8e\u4e3a\u672a\u6765\u7684\u81ea\u5df1\u7559\u5b58\u771f\u8bda\u7684\u5185\u5fc3\u72ec\u767d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u957f\u671f\u4ef7\u503c\u9762\u4e34\u53cc\u91cd\u62f7\u95ee\u3002\u5176\u4e00\uff0c\u662f\u5de5\u5177\u5c5e\u6027\u4e0e\u60c5\u611f\u4ef7\u503c\u7684\u5e73\u8861\u3002\u5f53\u7528\u6237\u6536\u5230\u4e00\u5c01\u6765\u81ea\u8fc7\u53bb\u7684\u90ae\u4ef6\uff0c\u6700\u521d\u7684\u60ca\u559c\u8fc7\u540e\uff0c\u82e5\u5185\u5bb9\u7f3a\u4e4f\u6df1\u5ea6\u6216\u8bed\u5883\u4e22\u5931\uff0c\u6781\u6613\u6ca6\u4e3a\u4e00\u6b21\u6027\u7684\u60c5\u611f\u5feb\u6d88\u54c1\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4e2a\u4eba\u6863\u6848\u201d\u4e0e\u201c\u81ea\u6211\u5f15\u5bfc\u201d\u7684\u63d0\u95ee\uff0c\u6b63\u6233\u4e2d\u4e86\u5176\u6838\u5fc3\u5b9a\u4f4d\u7684\u6a21\u7cca\u6027\u2014\u2014\u5b83\u7a76\u7adf\u662f\u60f3\u6210\u4e3a\u4e00\u5ea7\u5806\u6ee1\u788e\u7247\u7684\u6570\u5b57\u4ed3\u5e93\uff0c\u8fd8\u662f\u4e00\u4e2a\u80fd\u63d0\u4f9b\u8fde\u7eed\u6027\u6d1e\u5bdf\u7684\u6210\u957f\u5730\u56fe\uff1f\u5176\u4e8c\uff0c\u662f\u53ef\u6301\u7eed\u6027\u6311\u6218\u3002\u4f5c\u4e3a\u6781\u7b80\u5de5\u5177\uff0c\u5176\u7528\u6237\u7c98\u6027\u4e0e\u4ed8\u8d39\u8f6c\u5316\u8def\u5f84\u5e76\u4e0d\u6e05\u6670\u3002\u5f53\u624b\u673a\u539f\u751f\u5907\u5fd8\u5f55\u3001\u65e5\u5386\u63d0\u9192\u751a\u81f3\u793e\u4ea4\u5a92\u4f53\u7684\u201c\u90a3\u5e74\u4eca\u65e5\u201d\u529f\u80fd\u90fd\u80fd\u5b9e\u73b0\u7c7b\u4f3c\u6548\u679c\u65f6\uff0c\u5176\u72ec\u7acb\u7684\u5fc5\u8981\u6027\u5fc5\u987b\u5efa\u7acb\u5728\u65e0\u53ef\u66ff\u4ee3\u7684\u4f53\u9a8c\u4e0a\uff0c\u4f8b\u5982\u66f4\u79c1\u5bc6\u7684\u5b89\u5168\u611f\u3001\u66f4\u7cbe\u7f8e\u7684\u5c01\u88c5\u5f62\u5f0f\u6216\u5f15\u5bfc\u7528\u6237\u8fdb\u884c\u7ed3\u6784\u5316\u81ea\u6211\u5bf9\u8bdd\u7684\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u201c\u4e3a\u81ea\u5df1\u89e3\u51b3\u95ee\u9898\u201d\u7684\u6545\u4e8b\u662f\u52a8\u4eba\u7684\u8d77\u70b9\uff0c\u4f46\u8981\u4ece\u4e00\u4e2a\u89e3\u51b3\u4e2a\u4eba\u75db\u70b9\u7684\u4f18\u96c5\u65b9\u6848\uff0c\u8715\u53d8\u4e3a\u5177\u6709\u6301\u4e45\u751f\u547d\u529b\u7684\u4ea7\u54c1\uff0c\u5b83\u9700\u8981\u5728\u201c\u89e6\u53d1\u968f\u673a\u60c5\u611f\u6ce2\u52a8\u201d\u4e4b\u4e0a\uff0c\u6784\u5efa\u66f4\u6df1\u5c42\u7684\u3001\u4fc3\u4f7f\u4eba\u4eec\u5468\u671f\u6027\u56de\u5f52\u7684\u201c\u81ea\u6211\u53d9\u4e8b\u201d\u6846\u67b6\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u6570\u5b57\u82b1\u56ed\u91cc\u53c8\u4e00\u682a\u8fc5\u901f\u7efd\u653e\u53c8\u8fc5\u901f\u88ab\u9057\u5fd8\u7684\u6619\u82b1\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\">FeatureMessage<\/span>\n <\/div>\n<div class=\"comment-content\">FeatureMessage lets you send a message to your future self. Write a short letter or record a video. Pick a date in the future. We\u2019ll deliver it to your email when the time comes. No complicated setup. Just three simple steps: 1. Write a message or record a video 2. Choose when it should be delivered (months or years from now) 3. Receive it at the perfect moment People use FeatureMessage for birthdays, life goals, reminders, or quiet thoughts they don\u2019t want to forget.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey, I\u2019m Andi \ud83d\udc4b\u2028<\/p>\n<p>For a long time, I\u2019ve been recording little videos on my phone for my future self.\u2028Random thoughts. Feelings. Moments I didn\u2019t want to forget.\u2028<\/p>\n<p>But somehow, I always lost them.\u2028<br \/>\nBuried in my camera roll. Old folders. Gone forever.\u2028<\/p>\n<p>So I decided to build something for my own problem.<\/p>\n<p>With FeatureMessage, you can write a short letter or re\u2028cord a video to your future self.\u2028<br \/>\nYou pick a date.\u2028<br \/>\nAnd when the time comes, you\u2019ll get an email with your message.\u2028<\/p>\n<p>It creates really emotional and unexpected moments.\u2028<br \/>\nThe kind that make you pause for a second.\u2028<\/p>\n<p>One day, you\u2019ll be glad that you took 5 quiet minutes today to send something to your future self.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch Andi! Love the design of the website<\/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>Sent myself one! I already can’t remember what I said in it and that’s what is going to make it feel special! (I also can’t remember when it’s scheduled for and that’s even better \ud83d\ude02)<\/p>\n<\/p>\n<p>Good job Andi!!<\/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>really cool idea Andi !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! There\u2019s something quietly powerful about designing for memory and self-connection instead of speed or growth. How you think about the long-term emotional impact, do you see FeatureMessage as more of a personal archive of identity over time, or as a tool for intentional self-guidance and closure?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 this idea! One question: how does FeatureMessage handle users who’ve already seen an announcement? Does it automatically hide it, or do we need to manually manage visibility rules?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Thats such a cool concept!<\/p>\n<\/p>\n<p>I used to record videos of myself to look at in the future but receiving them via email on a certain date is a great idea \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Such a lovely idea and clean design. Congrats on the launch Andi!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>It’s time to document my current self. <\/p>\n<p>If this is done regularly, or even as a group event or something, it’s educational and entertaining.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OGCEZDIAF3TUCE\" class=\"app-title\">Alpie<\/a><\/p>\n<div class=\"one-liner\">An AI workspace for deep work and real collaboration<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">38<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Alpie\u662f\u4e00\u6b3eAI\u5de5\u4f5c\u7a7a\u95f4\uff0c\u652f\u6301\u6df1\u5ea6\u5de5\u4f5c\u548c\u5b9e\u65f6\u534f\u4f5c\uff0c\u901a\u8fc7\u6574\u5408\u957f\u5bf9\u8bdd\u3001\u6587\u4ef6\u4e0e\u56e2\u961f\u534f\u4f5c\u5de5\u5177\uff0c\u89e3\u51b3\u56e2\u961f\u5728\u5904\u7406\u590d\u6742\u9879\u76ee\u65f6\u4fe1\u606f\u5206\u6563\u3001\u51b3\u7b56\u6548\u7387\u4f4e\u4e0b\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\/cd25b414-c334-4a83-b9bd-6fad06d5dcb9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c8d081b-b0b9-4764-8980-d85293680eb4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df66324f-bce2-4197-b899-c3e326792f36.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\/523994f2-e132-49e3-b6ca-53b5f80d3f5c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/isn9exfMm6g\"><source src=\"https:\/\/youtu.be\/isn9exfMm6g\" 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\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u6df1\u5ea6\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u804a\u5929<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u51b3\u7b56<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u4e3b\u52a8\u4ecb\u7ecd\u4ea7\u54c1\u5b9a\u4f4d\u4e3a\u6df1\u5ea6\u5de5\u4f5c\u7a7a\u95f4\uff0c\u5f3a\u8c03\u957f\u4e0a\u4e0b\u6587\u3001\u5b9e\u65f6\u534f\u4f5c\u4e0e\u6587\u4ef6\u6574\u5408\u529f\u80fd\uff0c\u5e76\u516c\u5f00\u5f81\u96c6\u7528\u6237\u5de5\u4f5c\u6d41\u9700\u6c42\u4e0e\u529f\u80fd\u4f18\u5148\u7ea7\u53cd\u9988\uff0c\u76ee\u524d\u65e0\u5916\u90e8\u7528\u6237\u95ee\u9898\u6216\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Alpie\u7784\u51c6\u7684\u5e76\u975e\u901a\u7528\u804a\u5929\u673a\u5668\u4eba\u5e02\u573a\uff0c\u800c\u662f\u8bd5\u56fe\u5207\u5165\u201c\u6df1\u5ea6\u5de5\u4f5c\u6d41\u534f\u4f5c\u201d\u8fd9\u4e00\u7ec6\u5206\u573a\u666f\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u5728\u4e8e\u201c\u6301\u7eed\u4e0a\u4e0b\u6587\u201d\u4e0e\u201c\u56e2\u961f\u5171\u601d\u201d\uff0c\u8fd9\u76f4\u51fb\u5f53\u524dAI\u5de5\u5177\u7684\u4e24\u5927\u77ed\u677f\uff1a\u4e00\u662f\u591a\u6570AI\u4ea4\u4e92\u4ecd\u4e3a\u77ed\u5e73\u5feb\u7684\u95ee\u7b54\u6a21\u5f0f\uff0c\u96be\u4ee5\u652f\u6491\u957f\u5468\u671f\u590d\u6742\u9879\u76ee\uff1b\u4e8c\u662fAI\u534f\u4f5c\u591a\u4e3a\u4e2a\u4f53\u5355\u5411\u4f7f\u7528\uff0c\u7f3a\u4e4f\u56e2\u961f\u5171\u4eab\u7684\u77e5\u8bc6\u6f14\u8fdb\u7a7a\u95f4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06PDF\u3001\u4ee3\u7801\u3001\u94fe\u63a5\u7b49\u591a\u683c\u5f0f\u6587\u4ef6\u6574\u5408\u8fdb\u5bf9\u8bdd\u7ebf\u7a0b\uff0c\u5e76\u52a0\u5165\u6279\u6ce8\u3001\u63d0\u53ca\u3001\u89d2\u8272\u5206\u914d\u7b49\u534f\u4f5c\u529f\u80fd\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u6784\u5efa\u4e00\u4e2a\u4ee5AI\u4e3a\u4e2d\u67a2\u7684\u56e2\u961f\u77e5\u8bc6\u5e93\u3002\u5176\u771f\u6b63\u6311\u6218\u4e0d\u5728\u4e8e\u6280\u672f\u5b9e\u73b0\uff0c\u800c\u5728\u4e8e\u5de5\u4f5c\u6d41\u8fc1\u79fb\u6210\u672c\u2014\u2014\u56e2\u961f\u9700\u8981\u6539\u53d8\u73b0\u6709\u5206\u6563\u7684\u534f\u4f5c\u4e60\u60ef\uff08\u5982\u6587\u6863\u3001\u804a\u5929\u3001\u4f1a\u8bae\u5206\u79bb\u7684\u72b6\u6001\uff09\uff0c\u5c06\u6838\u5fc3\u51b3\u7b56\u8fc7\u7a0b\u6c89\u6dc0\u5230\u4e00\u4e2a\u5e73\u53f0\u4e0a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5f00\u53d1\u8005\u8bc4\u8bba\u53ef\u89c1\uff0c\u4ea7\u54c1\u4ecd\u5904\u4e8e\u201c\u5f00\u653e\u5f0f\u6784\u5efa\u201d\u9636\u6bb5\uff0c\u6295\u7968\u6570\u4e0d\u9ad8\u4e14\u7f3a\u4e4f\u771f\u5b9e\u7528\u6237\u53cd\u9988\uff0c\u8fd9\u53cd\u6620\u51fa\u5e02\u573a\u9a8c\u8bc1\u5c1a\u6d45\u3002\u5176\u6210\u529f\u5173\u952e\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u7cbe\u51c6\u7ed1\u5b9a\u7279\u5b9a\u884c\u4e1a\u5de5\u4f5c\u6d41\uff08\u5982\u7814\u7a76\u3001\u6218\u7565\u5206\u6790\u3001\u6280\u672f\u65b9\u6848\u8bc4\u5ba1\uff09\uff0c\u5e76\u8bc1\u660eAI\u9a71\u52a8\u7684\u534f\u4f5c\u80fd\u4ea7\u751f\u6bd4\u4f20\u7edf\u5de5\u5177\u66f4\u4f18\u8d28\u7684\u51b3\u7b56\u8f93\u51fa\u3002\u82e5\u4ec5\u505c\u7559\u5728\u201c\u66f4\u597d\u7684\u6587\u4ef6\u804a\u5929\u673a\u5668\u4eba\u201d\u5c42\u9762\uff0c\u5219\u6781\u6613\u88ab\u73b0\u6709\u5e73\u53f0\u7684\u529f\u80fd\u8fed\u4ee3\u6240\u8986\u76d6\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\">Alpie<\/span>\n <\/div>\n<div class=\"comment-content\">Alpie is an AI workspace for deep work and real collaboration. Drop in PDFs, images, code, or links, ask deep questions, and work with your team in real time. Pin important insights, keep chats and files organised in one dashboard, and move through complex problems together. Built for long workflows and shared thinking, Alpie helps teams turn scattered information into clear, lasting decisions, and not just answers.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello explorers<\/p>\n<p>We are excited to launch Alpie, an AI workspace built for deep work, not just quick prompts.<\/p>\n<p>Alpie brings together long-form chats, files, research, and real-time collaboration in one place. You can run fast or deep research, work with PDFs and files across chats, pin important insights, and collaborate with your team using roles, comments, mentions, and shared workspaces, all without losing context.<\/p>\n<p>We are continuously improving Alpie\u2019s contextual understanding across longer workflows, so it gets better at following ongoing work over time as you use it.<\/p>\n<p>We are building Alpie in the open and improving it every day. We would truly appreciate your feedback on which workflows you would like to use Alpie for, and what features we should prioritise next.<\/p>\n<p>Thank you for checking it out! We are happy to answer any questions you may have.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/VPVYRS3DQNAR2U\" class=\"app-title\">Blogs for Vercel<\/a><\/p>\n<div class=\"one-liner\">A simple, semi-headless CMS for Vercel-hosted Nextjs blogs.<\/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>\u4e00\u6b3e\u4e3aVercel\u6258\u7ba1\u7684Next.js\u535a\u5ba2\u6253\u9020\u7684\u534a\u65e0\u5934CMS\uff0c\u901a\u8fc7\u5728\u9879\u76ee\u4e2d\u76f4\u63a5\u5b89\u88c5npm\u5305\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5feb\u901f\u642d\u5efa\u548c\u7ba1\u7406\u535a\u5ba2\u5185\u5bb9\u3001\u907f\u514d\u590d\u6742\u540e\u7aef\u67b6\u6784\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\/7f571040-e3c2-4747-b7e8-d32da7d9ba8a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9cc10be0-fdde-44de-b6b7-463fdc6d030e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88d85b7c-cda4-4a7f-8fc8-a9aa51e3ea1b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14cdd01a-3730-4819-855f-7c489fb62975.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0febed75-4cbf-46fc-8da2-5e91e1a9c25a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Writing<\/span><br \/>\n <span class=\"tag\">SEO<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u534a\u65e0\u5934CMS<\/span><br \/>\n <span class=\"tag\">Next.js<\/span><br \/>\n <span class=\"tag\">Vercel<\/span><br \/>\n <span class=\"tag\">\u535a\u5ba2\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7ba1\u7406\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">API\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">AI\u5c31\u7eea<\/span><br \/>\n <span class=\"tag\">npm\u5305<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\u4e3b\u8981\u4e3a\u5f00\u53d1\u8005\u81ea\u8ff0\uff0c\u9610\u8ff0\u4e86\u5f00\u53d1\u6b64\u4ea7\u54c1\u7684\u521d\u8877\uff1a\u5e02\u573a\u4e0a\u7f3a\u4e4f\u5728Vercel\u4e0a\u7b80\u5355\u3001\u975e\u5b8c\u5168\u65e0\u5934\u7684\u535a\u5ba2\u5185\u5bb9\u7ba1\u7406\u5de5\u5177\uff0c\u73b0\u6709\u65b9\u6848\u901a\u5e38\u9700\u8981\u590d\u6742\u6570\u636e\u5e93\u548c\u8ba4\u8bc1\u3002\u672c\u4ea7\u54c1\u65e8\u5728\u4e3a\u5ba2\u6237\u63d0\u4f9b\u66f4\u7b80\u6613\u3001\u5feb\u901f\u7684\u535a\u5ba2\u7ba1\u7406\u4f53\u9a8c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u5728\u201c\u65e0\u5934CMS\u201d\u5df2\u6210\u7ea2\u6d77\u7684\u4eca\u5929\uff0c\u201cBlogs for Vercel\u201d\u806a\u660e\u5730\u9009\u62e9\u4e86\u201c\u534a\u65e0\u5934\u201d\u8fd9\u4e00\u7ec6\u5206\u5b9a\u4f4d\uff0c\u672c\u8d28\u662f\u7784\u51c6\u4e86Next.js + Vercel\u8fd9\u4e00\u65e5\u76ca\u4e3b\u6d41\u7684\u6280\u672f\u6808\u7684\u914d\u5957\u7f3a\u53e3\u3002\u5176\u5ba3\u79f0\u7684\u201c\u7b80\u5355\u201d\u76f4\u51fb\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u8bb8\u591a\u5f00\u53d1\u8005\u6216\u5c0f\u56e2\u961f\u786e\u5b9e\u9700\u8981\u4e00\u4e2a\u5185\u5bb9\u540e\u53f0\uff0c\u4f46\u53c8\u4e0d\u613f\u6216\u65e0\u529b\u7ef4\u62a4\u4e00\u5957\u5b8c\u6574\u7684\u3001\u72ec\u7acb\u7684\u540e\u7aef\u670d\u52a1\u548c\u6570\u636e\u5e93\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06Auth\u3001\u591a\u7528\u6237\u7ec4\u7ec7\u3001API\u5c42\u6253\u5305\u6210\u4e00\u4e2a\u53ef\u76f4\u63a5\u201cnpm install\u201d\u7684\u6a21\u5757\uff0c\u8fd9\u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u72ec\u7acb\u4ea7\u54c1\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u4e2a\u201c\u53ef\u5d4c\u5165\u7684\u540e\u7aef\u529f\u80fd\u5957\u4ef6\u201d\u3002\u5b83\u8bd5\u56fe\u5c06\u590d\u6742\u7684\u540e\u7aef\u5de5\u7a0b\u7b80\u5316\u4e3a\u4e00\u4e2a\u4f9d\u8d56\u9879\uff0c\u8ba9\u5f00\u53d1\u8005\u80fd\u5feb\u901f\u83b7\u5f97\u4e00\u4e2a\u53ef\u7528\u7684\u7ba1\u7406\u540e\u53f0\uff0c\u540c\u65f6\u901a\u8fc7API\u4fdd\u6301\u524d\u7aef\u5c55\u793a\u7684\u7075\u6d3b\u6027\u3002\u8fd9\u786e\u5b9e\u80fd\u5438\u5f15\u90a3\u4e9b\u5e0c\u671b\u4fdd\u6301\u6280\u672f\u6808\u7edf\u4e00\uff08Vercel\/Next.js\uff09\u3001\u8ffd\u6c42\u90e8\u7f72\u7b80\u4fbf\u6027\uff0c\u4e14\u5bf9\u5185\u5bb9\u7ba1\u7406\u5b9a\u5236\u5316\u8981\u6c42\u4e0d\u9ad8\u7684\u5f00\u53d1\u8005\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u4ef7\u503c\u4e0e\u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u4f18\u52bf\u5728\u4e8e\u6781\u4f4e\u7684\u96c6\u6210\u6210\u672c\u548c\u6e05\u6670\u7684\u573a\u666f\u805a\u7126\uff0c\u5b8c\u7f8e\u5951\u5408Vercel\u7684Serverless\u8303\u5f0f\u3002\u4f46\u52a3\u52bf\u4e5f\u5728\u4e8e\u6b64\uff1a\u6df1\u5ea6\u7ed1\u5b9a\u7279\u5b9a\u5e73\u53f0\u548c\u6280\u672f\u6808\uff0c\u5e02\u573a\u5929\u82b1\u677f\u663e\u800c\u6613\u89c1\uff1b\u4f5c\u4e3a\u201c\u534a\u65e0\u5934\u201d\u65b9\u6848\uff0c\u5b83\u5728\u5185\u5bb9\u5efa\u6a21\u7684\u7075\u6d3b\u6027\u548c\u529f\u80fd\u6269\u5c55\u6027\u4e0a\uff0c\u53ef\u80fd\u96be\u4ee5\u5339\u654c\u6210\u719f\u7684\u5934\u90e8\u6216\u65e0\u5934CMS\uff1b\u5176\u201c\u7b80\u5355\u201d\u7684\u7279\u6027\uff0c\u4e5f\u53ef\u80fd\u968f\u7740\u5ba2\u6237\u9700\u6c42\u589e\u957f\u800c\u9762\u4e34\u6311\u6218\uff0c\u6700\u7ec8\u9677\u5165\u201c\u6bd4\u4e0a\u4e0d\u8db3\uff0c\u6bd4\u4e0b\u4e0d\u7cbe\u201d\u7684\u5c34\u5c2c\u5883\u5730\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u5178\u578b\u7684\u201c\u573a\u666f\u9a71\u52a8\u578b\u201d\u5de5\u5177\uff0c\u7cbe\u51c6\u670d\u52a1\u4e8e\u7279\u5b9a\u6280\u672f\u793e\u7fa4\u7684\u5373\u65f6\u9700\u6c42\uff0c\u662f\u6548\u7387\u81f3\u4e0a\u7684\u52a1\u5b9e\u9009\u62e9\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u4e00\u4e2a\u201c\u4fbf\u6377\u5de5\u5177\u201d\u6210\u957f\u4e3a\u5177\u6709\u6301\u4e45\u751f\u547d\u529b\u7684\u201c\u4ea7\u54c1\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u4fdd\u6301\u8f7b\u91cf\u7684\u540c\u65f6\uff0c\u6784\u5efa\u51fa\u8db3\u591f\u6df1\u7684\u62a4\u57ce\u6cb3\uff0c\u6216\u6210\u529f\u62d3\u5c55\u5176\u5b9a\u4e49\u7684\u6280\u672f\u6808\u8fb9\u754c\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u662f\u4e00\u4e2a\u4f18\u79c0\u7684\u201c\u8865\u4e01\u201d\uff0c\u4f46\u5c1a\u672a\u770b\u5230\u98a0\u8986\u6027\u7684\u9769\u65b0\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\">Blogs for Vercel<\/span>\n <\/div>\n<div class=\"comment-content\">A simple semi-headless CMS for your Vercel-hosted Next.js blog. Manage your content with ease, fetch it via secure API endpoints. Includes: – Auth – Multi-user Organizations – Blog Post Editor – Blog Post Management – API for publishing or querying Blog Posts – AI Starter Pack – npm install package – Swagger file Vibe coding your landing page? Blogs for Vercel makes the blogging experience for clients dead simple.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s not easy to find a simple, straightforward tool to host your blogging content on Vercel that isn\u2019t 100% headless. It almost always requires a full blown DB and authentication.<\/p>\n<p>I wanted something simpler and faster that would allow my clients to manage their blogs easier.<\/p>\n<p>So, I created Blogs for Vercel!<\/p>\n<p>Built from the ground up with AI in mind, install the npm package directly into your project for easy setup or download the swagger file or AI Starter-Pack to quickly implement Blogs for Vercel into your NEXTjs project. <\/p>\n<p>Make and publish your blog posts using the GUI or via APIs and instantly display them on your webpage.<\/p>\n<p>Excited to hear what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KG2VAOXQ7F472J\" class=\"app-title\">Evolvoom.io<\/a><\/p>\n<div class=\"one-liner\">AI sales rep that brings customers back over email & SMS <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">27<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411\u7535\u5546\u54c1\u724c\u7684AI\u5ba2\u6237\u7559\u5b58\u5e73\u53f0\uff0c\u901a\u8fc7\u5206\u6790\u7528\u6237\u65c5\u7a0b\uff0c\u81ea\u52a8\u53d1\u9001\u4e2a\u6027\u5316\u7684\u7535\u5b50\u90ae\u4ef6\u548cSMS\u6d88\u606f\uff0c\u5728\u5ba2\u6237\u6d41\u5931\u3001\u590d\u8d2d\u7b49\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e2d\u5c0f\u7535\u5546\u56e0\u4eba\u529b\u65f6\u95f4\u4e0d\u8db3\u800c\u65e0\u6cd5\u6709\u6548\u8fdb\u884c\u5ba2\u6237\u5173\u6000\u4e0e\u518d\u8425\u9500\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\/48b4790c-4e8a-4f15-b6b4-36a76d2fc070.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/MZ5VZlNp2qo\"><source src=\"https:\/\/youtu.be\/MZ5VZlNp2qo\" 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\/994a8265-d4a2-435c-9dce-d737fc0e4a3f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dde99e35-8ff7-4bb8-b588-5c32236f545a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/682c5fd1-9e22-4d91-9a18-8d2bdd9a393e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78597bca-3caa-47e1-bed7-e871bcad5eec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0470f29e-4567-4da1-ab9b-ca365decff25.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/65e1c15c-6ede-4296-abdf-b4593b3910c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/80764c8b-7624-4d68-81fc-b59791ff536f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0361027c-be25-4df7-a844-87d2169ef21e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/285fc66a-21de-466c-8ab9-01fda410cd53.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">E-Commerce<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5ba2\u6237\u7559\u5b58<\/span><br \/>\n <span class=\"tag\">\u7535\u5546\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u6c9f\u901a<\/span><br \/>\n <span class=\"tag\">SMS\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u590d\u8d2d<\/span><br \/>\n <span class=\"tag\">\u5f03\u5355\u633d\u56de<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u5fe0\u8bda\u5ea6<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u96f6\u552e\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u5f0f\u5546\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba Pavel \u9610\u8ff0\u4e86\u4ea7\u54c1\u8bde\u751f\u7684\u80cc\u666f\uff08\u83b7\u5ba2\u6210\u672c\u9ad8\u3001\u4e2d\u5c0f\u5356\u5bb6\u65e0\u6687\u6df1\u8015\u7559\u5b58\uff09\uff0c\u5e76\u91cd\u70b9\u4ecb\u7ecd\u4e86\u6838\u5fc3\u529f\u80fd\u4e0e\u65b0\u589e\u7684SMS\u53cc\u5411\u5bf9\u8bdd\u80fd\u529b\u3002\u53e6\u4e00\u6761\u8bc4\u8bba\u5219\u80af\u5b9a\u4e86\u5176\u5c06\u6570\u636e\u8f6c\u5316\u4e3a\u53ef\u64cd\u4f5c\u6d1e\u5bdf\u7684\u201c\u6df1\u601d\u719f\u8651\u201d\u7684\u5de5\u5177\u4ef7\u503c\u3002\u76ee\u524d\u8bc4\u8bba\u4ee5\u4ea7\u54c1\u4ecb\u7ecd\u548c\u795d\u8d3a\u4e3a\u4e3b\uff0c\u6682\u672a\u770b\u5230\u5177\u4f53\u7684\u7528\u6237\u8d28\u7591\u6216\u529f\u80fd\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Evolvoom.io \u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u62e5\u6324\u4f46\u5b9e\u5219\u75db\u70b9\u6df1\u5207\u7684\u8d5b\u9053\u2014\u2014\u7535\u5546\u5ba2\u6237\u7559\u5b58\u3002\u5176\u5ba3\u79f0\u7684\u6838\u5fc3\u4ef7\u503c\u201c\u8ba9\u5ba2\u6237\u611f\u5230\u88ab\u771f\u6b63\u8bb0\u4f4f\u548c\u5173\u6000\u201d\uff0c\u76f4\u6307\u5f53\u524d\u89c4\u6a21\u5316\u8425\u9500\u7684\u8f6f\u808b\uff1a\u7f3a\u4e4f\u4eba\u6027\u5316\u7684\u6e29\u5ea6\u3002\u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff0c\u5373\u5229\u7528AI\u6d88\u5316\u5ba2\u6237\u6570\u636e\uff0c\u751f\u6210\u5e76\u6267\u884c\u201c\u4e00\u5bf9\u4e00\u201d\u7684\u6c9f\u901a\u7b56\u7565\uff0c\u4ece\u7535\u5b50\u90ae\u4ef6\u6269\u5c55\u5230\u66f4\u5177\u4fb5\u5165\u6027\u4f46\u4e5f\u66f4\u76f4\u63a5\u7684SMS\u5bf9\u8bdd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u6df1\u5ea6\u5728\u4e8e\u51e0\u4e2a\u5173\u952e\u5c42\u9762\u3002\u9996\u5148\uff0c\u201c\u4e2a\u6027\u5316\u201d\u7684\u95e8\u69db\u5df2\u88ab\u5e02\u573a\u62d4\u9ad8\uff0c\u4ec5\u57fa\u4e8e\u8ba2\u5355\u5386\u53f2\u548c\u884c\u4e3a\u7684\u6d88\u606f\uff0c\u662f\u5426\u8db3\u4ee5\u6784\u5efa\u201c\u670b\u53cb\u822c\u201d\u7684\u5bf9\u8bdd\u4f53\u9a8c\uff0c\u800c\u975e\u66f4\u9ad8\u7ea7\u7684\u6a21\u677f\u5316\uff0c\u8fd9\u9700\u8981\u6781\u5f3a\u7684\u6570\u636e\u89e3\u8bfb\u4e0e\u81ea\u7136\u8bed\u8a00\u751f\u6210\u80fd\u529b\u3002\u5176\u6b21\uff0c\u5c06AI\u7528\u4e8eSMS\u53cc\u5411\u5bf9\u8bdd\u662f\u4e00\u6b65\u9669\u68cb\uff0cSMS\u7684\u6253\u5f00\u7387\u9ad8\uff0c\u4f46\u7528\u6237\u5bf9\u9a9a\u6270\u7684\u5bb9\u5fcd\u5ea6\u6781\u4f4e\u3002\u6240\u8c13\u201c\u6e29\u6696\u3001\u4eba\u6027\u5316\u201d\u7684\u5c3a\u5ea6\u82e5\u62ff\u634f\u4e0d\u5f53\uff0c\u6781\u6613\u5f15\u53d1\u8d1f\u9762\u53cd\u9988\uff0c\u8fd9\u5bf9AI\u7684\u60c5\u5546\u548c\u54c1\u724c\u65b9\u7684\u98ce\u9669\u63a7\u5236\u90fd\u662f\u5de8\u5927\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u5b9a\u4f4d\u770b\uff0c\u5b83\u660e\u667a\u5730\u7784\u51c6\u4e86\u8d44\u6e90\u6709\u9650\u7684\u4e2d\u5c0f\u7535\u5546\uff0c\u4f46\u5176\u4ef7\u503c\u4e3b\u5f20\u5374\u4f9d\u8d56\u4e8e\u4e00\u4e2a\u6096\u8bba\uff1a\u6700\u9700\u8981\u201c\u4eba\u6027\u5316\u5173\u6000\u201d\u6765\u63d0\u5347\u5fe0\u8bda\u5ea6\u7684\u54c1\u724c\uff0c\u5f80\u5f80\u5176\u5ba2\u6237\u6570\u636e\u7ef4\u5ea6\u548c\u6df1\u5ea6\u6709\u9650\uff0cAI\u80fd\u5426\u57fa\u4e8e\u6709\u9650\u6570\u636e\u505a\u51fa\u201c\u7cbe\u51c6\u5173\u6000\u201d\uff0c\u5b58\u7591\u3002\u4ea7\u54c1\u7684\u957f\u8fdc\u4ef7\u503c\u4e0d\u5728\u4e8e\u540c\u65f6\u7ba1\u7406\u591a\u5c11\u4e2a\u6e20\u9053\uff0c\u800c\u5728\u4e8e\u5176AI\u6a21\u578b\u5bf9\u590d\u6742\u5ba2\u6237\u610f\u56fe\u7684\u8bc6\u522b\u7cbe\u5ea6\uff0c\u4ee5\u53ca\u5c06\u7a00\u758f\u4e92\u52a8\u8f6c\u5316\u4e3a\u4fe1\u4efb\u548c\u9500\u552e\u7684\u5b9e\u9645\u8f6c\u5316\u7387\u3002\u5b83\u4e0d\u5e94\u4ec5\u4ec5\u662f\u53e6\u4e00\u4e2a\u81ea\u52a8\u5316\u89e6\u8fbe\u5de5\u5177\uff0c\u800c\u5fc5\u987b\u6210\u4e3a\u4e00\u4e2a\u771f\u6b63\u80fd\u63d0\u5347\u5ba2\u6237\u7ec8\u8eab\u4ef7\u503c\u7684\u201c\u667a\u80fd\u5ba2\u6237\u5173\u7cfb\u7ecf\u7406\u201d\u3002\u76ee\u524d\u4ece\u62ab\u9732\u4fe1\u606f\u770b\uff0c\u5176\u201c\u7406\u89e3\u201d\u548c\u201c\u5bf9\u8bdd\u201d\u80fd\u529b\u7684\u5177\u4f53\u6280\u672f\u5b9e\u73b0\u4e0e\u6548\u679c\u8861\u91cf\u6807\u51c6\u4ecd\u662f\u9ed1\u7bb1\uff0c\u8fd9\u5c06\u662f\u5176\u4ece\u201c\u6709\u8da3\u6982\u5ff5\u201d\u8fc8\u5411\u201c\u5fc5\u5907\u5de5\u5177\u201d\u5fc5\u987b\u89e3\u7b54\u7684\u95ee\u9898\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Evolvoom.io<\/span>\n <\/div>\n<div class=\"comment-content\">Evolvoom is an AI customer retention platform for ecommerce brands that want their customers to feel genuinely remembered and cared for. It connects to your store, understands each customer\u2019s journey, and sends messages that feel like they were written just for them – not broadcast to a list. Beyond email, Evolvoom AI now can reach out and have conversations via SMS too, recommending products, bringing people back to their carts, and answering questions in a warm, human way.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt community!<\/p>\n<p>I\u2019m Pavel – one of the founders of Evolvoom.io. As acquisition keeps getting more expensive, so many small ecommerce and dropshipping store owners told us the same thing: \u201cWe know retention matters, but we don\u2019t have the time or people to do it well.\u201d<br \/>\n\u200b<br \/>\nThat\u2019s why we built Evolvoom as an AI-powered retention partner, not \u201cjust another marketing tool.\u201d It connects to your store, learns from order history and behavior, and then:<\/p>\n<p>– Writes and sends truly personalized 1:1 messages<br \/>\n– Runs winback, post\u2011purchase, and re\u2011engagement flows<br \/>\n– Tracks every conversation and recovery in one place<br \/>\n\u200b<br \/>\nToday, we\u2019re especially excited about a new piece: our AI can now hold natural, two\u2011way conversations over SMS, not only email. Customers can reply like they would to a friend, and the AI answers questions, nudges them back to their carts, and helps build long\u2011term loyalty without feeling spammy.<\/p>\n<p>If you\u2019re running a store and feel like your customer data is underused, Evolvoom is our attempt to turn it into gentle, human\u2011like outreach that actually respects your customers\u2019 time. <\/p>\n<p>We\u2019d love your feedback, questions, or tough critiques in the comments.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Evolvoom IO Customer Retention AI feels like a very thoughtful tool for helping businesses keep customers engaged by turning data into actionable insights that can make retention strategies more effective and intuitive. Congratulations to the founders on launching this and wishing you lots of support and traction 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<\/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\/LI75JWOHHSMFZB\" class=\"app-title\">TuneKit<\/a><\/p>\n<div class=\"one-liner\">Fine-tune SLMs 2x faster, for free<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">23<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TuneKit\u901a\u8fc7\u81ea\u52a8\u5206\u6790\u6570\u636e\u3001\u63a8\u8350\u6a21\u578b\u3001\u4f18\u5316\u8d85\u53c2\u6570\u5e76\u751f\u6210\u53ef\u8fd0\u884c\u7684Colab\u7b14\u8bb0\u672c\uff0c\u8ba9\u7528\u6237\u514d\u8d39\u3001\u5feb\u901f\u5730\u5728Colab\u4e0a\u5fae\u8c03\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u53cd\u590d\u9762\u4e34\u7684\u73af\u5883\u914d\u7f6e\u590d\u6742\u3001\u8d44\u6e90\u6602\u8d35\u548c\u811a\u672c\u7f16\u5199\u7e41\u7410\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\/6e88ec01-788d-4308-8ba9-aa3189aaafb4.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\/26cdacc2-24b7-4c72-b57f-78e7f4ed0102.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/5zIAY3JAEK8\"><source src=\"https:\/\/youtu.be\/5zIAY3JAEK8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\u5fae\u8c03<\/span><br \/>\n <span class=\"tag\">AI\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u673a\u5668\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u9879\u76ee<\/span><br \/>\n <span class=\"tag\">Colab\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8d85\u53c2\u6570\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801AI<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u8bad\u7ec3\u7b80\u5316<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39AI\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\u4e3b\u8981\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86\u5fae\u8c03\u8bbe\u7f6e\u8017\u65f6\u3001\u590d\u6742\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8d5e\u8d4f\u5176\u514d\u8d39\u3001\u514dGPU\u3001\u514d\u811a\u672c\u7684\u7279\u6027\uff0c\u8ba4\u4e3a\u5bf9SLM\u5de5\u4f5c\u8005\u662f\u5de8\u5927\u5e2e\u52a9\u3002\u5f00\u53d1\u8005\u8865\u5145\u4e86\u5176\u652f\u6301\u7684\u5177\u4f53\u6a21\u578b\u548c\u5de5\u4f5c\u6d41\u7a0b\u7ec6\u8282\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 TuneKit\u7684\u201c\u771f\u6b63\u4ef7\u503c\u201d\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u201c\u4f53\u9a8c\u91cd\u6784\u201d\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u57fa\u4e8e\u73b0\u6709\u5f00\u6e90\u751f\u6001\uff08Hugging Face, Colab\uff09\u7684\u80f6\u6c34\u5c42\u548c\u81ea\u52a8\u5316\u811a\u672c\u751f\u6210\u5668\uff0c\u5176\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u76f4\u51fb\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u4e91\u670d\u52a1\u548c\u5927\u6a21\u578b\u5e73\u53f0\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u9884\u7b97\u6709\u9650\u3001\u8ffd\u6c42\u6548\u7387\u7684\u72ec\u7acb\u5f00\u53d1\u8005\u6216\u5c0f\u578b\u56e2\u961f\u5bf9\u8f7b\u91cf\u7ea7\u6a21\u578b\u8fdb\u884c\u5b9a\u5236\u5316\u7684\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u5fae\u8c03\u670d\u52a1\u4e24\u6781\u5206\u5316\uff1a\u4e00\u7aef\u662fOpenAI\u3001Anthropic\u7b49\u63d0\u4f9b\u7684\u9ed1\u7bb1API\uff0c\u7075\u6d3b\u5ea6\u4f4e\u4e14\u6210\u672c\u4e0d\u83f2\uff1b\u53e6\u4e00\u7aef\u662f\u76f4\u63a5\u4f7f\u7528Hugging Face\u7b49\u5e93\uff0c\u81ea\u7531\u5ea6\u867d\u9ad8\u4f46\u95e8\u69db\u9661\u5ced\u3002TuneKit\u806a\u660e\u5730\u5361\u5728\u4e2d\u95f4\uff0c\u5c06\u540e\u8005\u7e41\u7410\u7684\u5de5\u7a0b\u73af\u8282\uff08\u73af\u5883\u914d\u7f6e\u3001\u53c2\u6570\u8c03\u8bd5\u3001\u8d44\u6e90\u7f16\u6392\uff09\u6253\u5305\u6210\u201c\u4e0a\u4f20\u6570\u636e-\u83b7\u53d6\u7b14\u8bb0\u672c\u201d\u7684\u4e00\u7ad9\u5f0f\u4f53\u9a8c\uff0c\u5e76\u5de7\u5999\u5229\u7528Google Colab\u7684\u514d\u8d39\u7b97\u529b\u4f5c\u4e3a\u8f7d\u4f53\uff0c\u5b9e\u73b0\u4e86\u7528\u6237\u7aef\u7684\u201c\u96f6\u6210\u672c\u201d\u548c\u201c\u96f6\u90e8\u7f72\u201d\u3002\u5176\u63a8\u8350\u7684\u201c\u6700\u4f73\u6a21\u578b\u201d\u548c\u201c\u4f18\u5316\u8d85\u53c2\u6570\u201d\u529f\u80fd\uff0c\u5b9e\u5219\u662f\u5c06\u793e\u533a\u7ecf\u9a8c\u4ea7\u54c1\u5316\uff0c\u964d\u4f4e\u4e86\u4e13\u4e1a\u51b3\u7b56\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\u3002\u514d\u8d39Colab\u7684\u7b97\u529b\uff08T4\uff09\u548c\u65f6\u957f\u9650\u5236\uff0c\u6ce8\u5b9a\u5b83\u53ea\u9002\u7528\u4e8e\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\uff08SLMs\uff09\u7684\u8f7b\u91cf\u5fae\u8c03\uff0c\u65e0\u6cd5\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u6216\u5927\u6a21\u578b\u3002\u5176\u5546\u4e1a\u6a21\u5f0f\u7f3a\u5931\uff0c\u5b8c\u5168\u4f9d\u8d56\u5f00\u6e90\u548c\u514d\u8d39\u751f\u6001\uff0c\u957f\u671f\u7ef4\u62a4\u548c\u6269\u5c55\u6027\u5b58\u7591\u3002\u6b64\u5916\uff0c\u81ea\u52a8\u5316\u5fc5\u7136\u4f34\u968f\u7075\u6d3b\u6027\u7684\u727a\u7272\uff0c\u9ad8\u7ea7\u7528\u6237\u53ef\u80fd\u89c9\u5f97\u675f\u624b\u675f\u811a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cTuneKit\u662f\u4e00\u6b3e\u4f18\u79c0\u7684\u201c\u6c11\u4e3b\u5316\u201d\u5de5\u5177\uff0c\u5b83\u901a\u8fc7\u6781\u81f4\u7684\u7b80\u5316\uff0c\u5c06\u6a21\u578b\u5fae\u8c03\u4ece\u4e00\u9879\u5de5\u7a0b\u4efb\u52a1\u8f6c\u53d8\u4e3a\u8fd1\u4e4e\u70b9\u51fb\u64cd\u4f5c\uff0c\u6709\u6548\u6fc0\u6d3b\u4e86\u957f\u5c3e\u7684\u3001\u5b9e\u9a8c\u6027\u7684\u7528\u6237\u9700\u6c42\u3002\u4f46\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5de7\u7684\u201c\u521b\u53ef\u8d34\u201d\uff0c\u800c\u975e\u6839\u6cbb\u95ee\u9898\u7684\u201c\u624b\u672f\u5200\u201d\uff0c\u5176\u672a\u6765\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u6613\u7528\u6027\u4e0e\u80fd\u529b\u8fb9\u754c\u4e4b\u95f4\u627e\u5230\u66f4\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\">TuneKit<\/span>\n <\/div>\n<div class=\"comment-content\">Fine-tuning SLMs the way I wish it worked. I got tired of the fine-tuning setup nightmare, so I built TuneKit: upload your data, get a notebook, and train free on Colab. No GPUs to rent. No scripts to write. No cost. Just results. Try it out at https:\/\/tunekit.app\/ or check out the code on GitHub at https:\/\/github.com\/riyanshibohra\/TuneKit. Free and open source: let me know if it’s useful!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Got sick of spending hours on fine-tuning setup every single time.<\/p>\n<p>Which model? What learning rate? LoRA rank? Batch size? Then writing the training script…<\/p>\n<p>Built TuneKit to handle all of it:<\/p>\n<p>– Upload JSONL \u2192 analyzes your data<br \/>\n– Recommends best model for your task<br \/>\n– Optimizes all hyperparameters<br \/>\n– Generates ready-to-run Colab notebook<br \/>\n– Train on free T4 (~15 min)<br \/>\n– Export to GGUF\/HuggingFace\/LoRA<\/p>\n<p>Supports Llama 3.2, Phi-4, Mistral, Qwen, Gemma.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, we hit #19 trending today! Thanks for the support everyone \ud83d\ude4f <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the TuneKit launch. Making fine-tuning models fast and free without needing GPUs, scripts, or complex setup is incredibly thoughtful. This feels like a big help for anyone working with SLMs. Wishing you great momentum today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ngocphuc_1910\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ngocphuc_1910<\/a> Thank you so much Phuc!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/O6ZVZ54UTY25YS\" class=\"app-title\">Dollar Budget Club<\/a><\/p>\n<div class=\"one-liner\">Just Budget, Bruh<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">14<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3b\u6253\u6781\u7b80\u3001\u4f4e\u4ef7\u548c\u9690\u79c1\u5c0a\u91cd\u7684\u4e2a\u4eba\u9884\u7b97APP\uff0c\u901a\u8fc7\u76f4\u89c2\u8bbe\u8ba1\u5e2e\u52a9\u7528\u6237\u65e0\u538b\u529b\u638c\u63a7\u65e5\u5e38\u5f00\u652f\uff0c\u89e3\u51b3\u4f20\u7edf\u9884\u7b97\u5de5\u5177\u590d\u6742\u3001\u6602\u8d35\u4e14\u8017\u65f6\u7684\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1636d653-c9d5-411e-8d1e-596425ce155b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3437d716-493f-4411-8f84-0526960ef6a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cfff0f4a-cf69-42c0-8e74-a4733bbb6846.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16c6a0ea-e1a4-484a-b4f3-bbe0c4ddf9bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1eb83b38-0913-4ddc-91c7-f5e187667b57.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\">Money<\/span><br \/>\n <span class=\"tag\">Finance<\/span><br \/>\n <span class=\"tag\">Budgeting<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e2a\u4eba\u8d22\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u9884\u7b97\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u4e3b\u4e49<\/span><br \/>\n <span class=\"tag\">\u9ad8\u6027\u4ef7\u6bd4<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u5236<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u4e60\u60ef<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u5316<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u52a9\u624b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\uff08\u53ef\u80fd\u4e3a\u5b98\u65b9\u6216\u65e9\u671f\u7528\u6237\u8865\u5145\uff09\u5f3a\u8c03\u4ea7\u54c1\u521d\u8877\u662f\u8ba9\u7528\u6237\u4e00\u76ee\u4e86\u7136\u7406\u89e3\u6d88\u8d39\u3001\u8f7b\u677e\u57f9\u517b\u4e60\u60ef\u3001\u638c\u63a7\u8d22\u52a1\uff0c\u540c\u65f6\u514d\u4e8e\u7535\u5b50\u8868\u683c\u538b\u529b\u3001\u8ba2\u9605\u75b2\u52b3\uff0c\u5e76\u5c0a\u91cd\u7528\u6237\u65f6\u95f4\u3001\u9690\u79c1\u548c\u94b1\u5305\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 Dollar Budget Club \u4ee5\u201cJust Budget, Bruh\u201d\u7684\u6807\u8bed\u767b\u573a\uff0c\u5176\u6838\u5fc3\u53d9\u4e8b\u76f4\u6307\u5f53\u524d\u4e2a\u4eba\u8d22\u52a1\u7ba1\u7406\u5de5\u5177\u9886\u57df\u7684\u4e24\u5927\u75fc\u75be\uff1a\u529f\u80fd\u81c3\u80bf\u5e26\u6765\u7684\u8ba4\u77e5\u8d1f\u62c5\u4e0e\u9ad8\u6602\u5e74\u8d39\u5236\u9020\u7684\u5fc3\u7406\u95e8\u69db\u3002\u5b83\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u4e00\u4e2a\u53cd\u53db\u8005\uff1a\u7528\u6bcf\u5e749.99\u7f8e\u5143\u7684\u4ef7\u683c\u6311\u6218\u201c\u767e\u5143\u4ff1\u4e50\u90e8\u201d\uff0c\u7528\u201c\u4e0d\u8ffd\u8e2a\u3001\u4e0d\u5b58\u50a8\u3001\u4e0d\u51fa\u552e\u201d\u7684\u9690\u79c1\u627f\u8bfa\u5bf9\u6297\u6570\u636e\u8d44\u672c\u4e3b\u4e49\uff0c\u7528\u6781\u7b80\u4ea4\u4e92\u89e3\u6784\u9884\u7b97\u884c\u4e3a\u7684\u4eea\u5f0f\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e3b\u5f20\u53ef\u80fd\u5e76\u975e\u6280\u672f\u6216\u529f\u80fd\u521b\u65b0\uff0c\u800c\u662f\u4e00\u79cd**\u4f53\u9a8c\u4e0e\u4ef7\u503c\u89c2\u7684\u7cbe\u51c6\u964d\u7ea7**\u3002\u5b83\u5265\u79bb\u4e86\u6295\u8d44\u8ffd\u8e2a\u3001\u590d\u6742\u62a5\u8868\u3001\u591a\u8d26\u6237\u540c\u6b65\u7b49\u8fdb\u9636\u529f\u80fd\uff0c\u56de\u5f52\u5230\u9884\u7b97\u6700\u539f\u59cb\u7684\u63d0\u9192\u4e0e\u63a7\u5236\u529f\u80fd\u3002\u8fd9\u79cd\u201c\u964d\u7ea7\u201d\u7784\u51c6\u7684\u662f\u5bf9\u73b0\u6709\u5de5\u5177\u611f\u5230\u201c\u8ba2\u9605\u75b2\u52b3\u201d\u548c\u64cd\u4f5c\u538b\u529b\u7684\u201c\u6c89\u9ed8\u5927\u591a\u6570\u201d\u2014\u2014\u4ed6\u4eec\u9700\u8981\u7684\u4e0d\u662f\u4e00\u4efd\u8be6\u5c3d\u7684\u8d22\u52a1\u5ba1\u8ba1\u62a5\u544a\uff0c\u800c\u662f\u4e00\u4e2a\u80fd\u6e29\u548c\u63d0\u793a\u6d88\u8d39\u8fb9\u754c\u3001\u4e14\u4e0d\u6784\u6210\u989d\u5916\u8d22\u52a1\u4e0e\u5fc3\u7406\u8d1f\u62c5\u7684\u201c\u7535\u5b50\u4fe1\u5c01\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u98ce\u9669\u4e0e\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u6781\u7b80\u4e0e\u4f4e\u4ef7\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5728\u5438\u5f15\u8f7b\u5ea6\u7528\u6237\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u9677\u5165\u589e\u957f\u9677\u9631\uff1a\u7528\u6237\u8d22\u52a1\u80fd\u529b\u63d0\u5347\u540e\u6781\u6613\u6d41\u5411\u529f\u80fd\u66f4\u5168\u9762\u7684\u5e73\u53f0\uff0c\u7559\u5b58\u7387\u9762\u4e34\u8003\u9a8c\u3002\u5176\u6b21\uff0c\u201c\u4e0d\u5b58\u50a8\u6570\u636e\u201d\u7684\u9690\u79c1\u5356\u70b9\u867d\u597d\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u65e0\u6cd5\u63d0\u4f9b\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u7684\u6df1\u5ea6\u6d1e\u5bdf\uff0c\u4ef7\u503c\u5929\u82b1\u677f\u660e\u663e\u3002\u6700\u540e\uff0c\u5728\u8fd1\u4e4e\u514d\u8d39\u9884\u7b97\u6a21\u677f\u4e0e\u94f6\u884c\u81ea\u5e26\u5de5\u5177\u4e4b\u95f4\uff0c\u6bcf\u5e749.99\u7f8e\u5143\u7684\u5b9a\u4ef7\u4ecd\u9700\u66f4\u5f3a\u5927\u7684\u7528\u6237\u4e60\u60ef\u517b\u6210\u80fd\u529b\u6765\u652f\u6491\u5176\u8bf4\u670d\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cDollar Budget Club \u66f4\u50cf\u4e00\u4e2a\u9488\u5bf9\u7279\u5b9a\u5fc3\u667a\u7684\u201c\u751f\u6d3b\u65b9\u5f0f\u4ea7\u54c1\u201d\uff0c\u800c\u975e\u98a0\u8986\u6027\u7684\u91d1\u878d\u79d1\u6280\u5de5\u5177\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u8db3\u591f\u597d\u7528\u201d\u4e0e\u201c\u7edd\u5bf9\u7b80\u5355\u201d\u4e4b\u95f4\u627e\u5230\u9ec4\u91d1\u5e73\u8861\u70b9\uff0c\u5e76\u5c06\u201c\u5c0a\u91cd\u7528\u6237\u201d\u7684\u4ef7\u503c\u89c2\u8f6c\u5316\u4e3a\u53ef\u6301\u7eed\u7684\u590d\u8d2d\u4e0e\u53e3\u7891\u3002\u5728\u5f53\u524d\u5e02\u573a\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6709\u4ef7\u503c\u7684\u4f4e\u6210\u672c\u5207\u5165\u70b9\uff0c\u4f46\u957f\u671f\u6765\u770b\uff0c\u5176\u62a4\u57ce\u6cb3\u53ef\u80fd\u6bd4\u60f3\u8c61\u4e2d\u66f4\u6d45\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\">Dollar Budget Club<\/span>\n <\/div>\n<div class=\"comment-content\">We started with a simple idea \u2014 budgeting shouldn’t feel overwhelming, intimidating, or time-consuming. Most budgeting tools today are bloated and expensive. When competing apps are charging upwards of $100\/year, at $9.99\/year this is fantastic value for money. We don’t show ads, we don’t store your data, we don’t sell or rent your data. We treat you like how you should be treated, with respect. Give it a try!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Dollar Budget Club was created to help people understand their spending at a glance, build better habits with less effort, and finally feel in control of their money \u2014 without spreadsheets, stress, or subscription fatigue. It’s a tool that respects your time, your privacy, and your wallet.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) {\n e.preventDefault();\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u5173\u95ed\u6a21\u6001\u6846\n closeBtn.onclick = function() {\n modal.style.display = \"none\";\n \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"auto\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n closeBtn.addEventListener('touchstart', function(e) {\n e.preventDefault();\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }, { passive: false });\n }<\/p>\n<p> \/\/ \u70b9\u51fb\u6a21\u6001\u6846\u5916\u90e8\u5173\u95ed\n window.onclick = function(event) {\n if (event.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n 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commentsContainer.classList.contains('comments-container')) {\n commentsContainer.classList.toggle('open');\n }\n });\n });\n<\/script><\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-01-09 PH\u70ed\u699c | 2026-01-09 #1 Gmail […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"template-clean-canvas.php","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-98","post","type-post","status-publish","format-standard","hentry","category-producthunt"],"_links":{"self":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/98","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/comments?post=98"}],"version-history":[{"count":0,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/98\/revisions"}],"wp:attachment":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/media?parent=98"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/categories?post=98"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/tags?post=98"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":98,"date":"2026-01-10T10:31:07","date_gmt":"2026-01-10T02:31:07","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/01\/10\/2026-01-09\/"},"modified":"2026-01-10T10:31:07","modified_gmt":"2026-01-10T02:31:07","slug":"2026-01-09","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/01\/10\/2026-01-09\/","title":{"rendered":"PH\u70ed\u699c | 2026-01-09"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-01-09<\/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 | 2026-01-09<\/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\/EBFSEZB52K45UA\" class=\"app-title\">Gmail in the Gemini Era<\/a><\/p>\n<div class=\"one-liner\">Ask your inbox anything to get summaries, drafts, & more<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">293<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gmail\u96c6\u6210Gemini 3 AI\uff0c\u901a\u8fc7\u667a\u80fd\u6458\u8981\u3001\u60c5\u5883\u56de\u590d\u548cAI\u6536\u4ef6\u7bb1\u7b49\u529f\u80fd\uff0c\u5728\u4fe1\u606f\u8fc7\u8f7d\u7684\u90ae\u4ef6\u5904\u7406\u573a\u666f\u4e2d\uff0c\u5c06\u7528\u6237\u4ece\u88ab\u52a8\u7ba1\u7406\u8f6c\u5411\u4e3b\u52a8\u83b7\u53d6\u5173\u952e\u7b80\u62a5\uff0c\u51cf\u8f7b\u8ba4\u77e5\u8d1f\u62c5\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\/8e5c45ff-7cbd-47bc-9c4f-388590da5864.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6bed18c6-e797-4afb-bb36-704d81a1c26d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e64471cc-fc7d-4cb1-90aa-39e29e0bc99c.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\/8ae49b66-82c6-47e5-bea1-61fd537e4dc3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=QdnbNH3YMWc\"><source src=\"https:\/\/www.youtube.com\/watch?v=QdnbNH3YMWc\" 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\">Email<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u90ae\u7bb1\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u90ae\u4ef6\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u60c5\u5883\u611f\u77e5\u56de\u590d<\/span><br \/>\n <span class=\"tag\">\u6536\u4ef6\u7bb1\u4f18\u5148\u7ea7\u8fc7\u6ee4<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4cGemini<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4e3b\u52a8\u5f0f\u52a9\u7406<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/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\u53efAI\u91cd\u6784\u90ae\u4ef6\u4f53\u9a8c\u7684\u53d8\u9769\u6027\uff0c\u5c24\u5176\u8d5e\u8d4fAI\u6536\u4ef6\u7bb1\u5c06\u201c\u7ba1\u7406\u201d\u8f6c\u4e3a\u201c\u7b80\u62a5\u201d\u7684\u8303\u5f0f\u8f6c\u79fb\u3002\u4e3b\u8981\u62c5\u5fe7\u96c6\u4e2d\u4e8eAI\u8bef\u5224\u7d27\u6025\u90ae\u4ef6\u7684\u98ce\u9669\u3001\u9690\u79c1\u95ee\u9898\uff0c\u4ee5\u53ca\u5177\u4f53\u529f\u80fd\u5f00\u542f\u65b9\u5f0f\u548c\u4e0e\u73b0\u6709AI\u90ae\u4ef6\u4ee3\u7406\uff08\u5982Filo\uff09\u7684\u5dee\u5f02\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 \u8c37\u6b4c\u6b64\u6b21\u5c06Gemini\u6df1\u5ea6\u690d\u5165Gmail\uff0c\u7edd\u975e\u7b80\u5355\u7684\u529f\u80fd\u53e0\u52a0\uff0c\u800c\u662f\u4e00\u6b21\u5bf9\u90ae\u7bb1\u5e95\u5c42\u4ea4\u4e92\u903b\u8f91\u7684\u201c\u5916\u79d1\u624b\u672f\u5f0f\u201d\u91cd\u6784\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u591a\u4e86\u4e00\u4e2aAI\u6458\u8981\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u5c06\u90ae\u7bb1\u4ece\u4e00\u4e2a\u9700\u8981\u7528\u6237\u4e3b\u52a8\u68c0\u7d22\u3001\u5206\u7c7b\u3001\u5904\u7406\u7684\u201c\u6570\u636e\u5e93\u201d\uff0c\u8f6c\u53d8\u4e3a\u4e00\u4e2a\u80fd\u7406\u89e3\u4e0a\u4e0b\u6587\u3001\u9884\u5224\u610f\u56fe\u3001\u5e76\u4e3b\u52a8\u9012\u9001\u5173\u952e\u4fe1\u606f\u7684\u201c\u667a\u80fd\u4ee3\u7406\u201d\u3002AI\u6982\u89c8\u5c06\u641c\u7d22\u6846\u53d8\u4e3a\u201c\u63a8\u7406\u5f15\u64ce\u201d\uff0cAI\u6536\u4ef6\u7bb1\u5219\u65e8\u5728\u6210\u4e3a\u6bcf\u65e5\u7684\u4f18\u5148\u7ea7\u6307\u6325\u4e2d\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u9c9c\u4e4b\u4e0b\u6697\u85cf\u7384\u673a\u3002\u9996\u5148\uff0c**\u5e73\u53f0\u9738\u6743\u4e0e\u751f\u6001\u78be\u538b**\u7684\u9634\u5f71\u6325\u4e4b\u4e0d\u53bb\u3002\u5f53\u8c37\u6b4c\u8fd9\u4f4d\u201c\u5de8\u4eba\u201d\u4eb2\u81ea\u4e0b\u573a\uff0c\u5c06\u6700\u5148\u8fdb\u7684\u6a21\u578b\u539f\u751f\u96c6\u6210\u81f3\u6570\u5341\u4ebf\u7528\u6237\u7684\u57fa\u7840\u8bbe\u65bd\u4e2d\uff0c\u4f17\u591a\u5728Product Hunt\u4e0a\u521b\u65b0\u7684\u72ec\u7acbAI\u90ae\u4ef6\u4ee3\u7406\uff08\u5982\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684Filo\u3001Jido\uff09\u5c06\u9762\u4e34\u4e25\u5cfb\u7684\u751f\u5b58\u62f7\u95ee\uff1a\u662f\u8865\u8db3\u5de8\u5934\u672a\u8986\u76d6\u7684\u7f1d\u9699\u5e02\u573a\uff0c\u8fd8\u662f\u88ab\u5f7b\u5e95\u8fb9\u7f18\u5316\uff1f\u5176\u6b21\uff0c**\u4fe1\u4efb\u4e0e\u63a7\u5236\u7684\u6096\u8bba**\u6210\u4e3a\u6838\u5fc3\u6311\u6218\u3002\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u8bef\u5206\u7c7b\u540e\u679c\u201d\u548c\u201c\u9690\u79c1\u62c5\u5fe7\u201d\u76f4\u6307\u8981\u5bb3\u3002\u5c06\u90ae\u4ef6\u7684\u4f18\u5148\u7ea7\u5224\u65ad\u4e43\u81f3\u5185\u5bb9\u7406\u89e3\u5b8c\u5168\u6258\u4ed8\u7ed9AI\uff0c\u610f\u5473\u7740\u7528\u6237\u8ba9\u6e21\u4e86\u90e8\u5206\u63a7\u5236\u6743\u3002\u8c37\u6b4c\u5fc5\u987b\u6784\u5efa\u6781\u5176\u900f\u660e\u548c\u53ef\u9760\u7684\u4fdd\u969c\u673a\u5236\uff0c\u4efb\u4f55\u4e00\u6b21\u4e25\u91cd\u7684\u8bef\u5224\uff08\u5982\u5c06\u91cd\u8981\u5408\u540c\u90ae\u4ef6\u5f52\u5165\u201c\u4f4e\u4f18\u5148\u7ea7\u201d\uff09\u90fd\u5c06\u6467\u6bc1\u7528\u6237\u4fe1\u4efb\u3002\u6700\u540e\uff0c**\u4ece\u201c\u529f\u80fd\u60ca\u8273\u201d\u5230\u201c\u4e60\u60ef\u81ea\u7136\u201d\u7684\u9e3f\u6c9f**\u6709\u5f85\u8de8\u8d8a\u3002\u4ea7\u54c1\u80fd\u5426\u5728\u65b0\u9c9c\u611f\u6d88\u9000\u540e\uff0c\u6301\u7eed\u7a33\u5b9a\u5730\u964d\u4f4e\u7528\u6237\u7684\u201c\u5fc3\u667a\u8d1f\u8377\u201d\uff0c\u800c\u975e\u6210\u4e3a\u53e6\u4e00\u4e2a\u9700\u8981\u5b66\u4e60\u548c\u8c03\u6574\u7684\u590d\u6742\u529f\u80fd\uff0c\u5c06\u662f\u8861\u91cf\u5176\u6210\u529f\u4e0e\u5426\u7684\u7ec8\u6781\u6807\u51c6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u6807\u5fd7\u7740\u90ae\u7bb1\u9886\u57df\u4ece\u201c\u5de5\u5177\u667a\u80fd\u5316\u201d\u8fc8\u5165\u4e86\u201c\u73af\u5883\u667a\u80fd\u5316\u201d\u7684\u65b0\u9636\u6bb5\u3002\u5de8\u5934\u7684\u52a8\u4f5c\u65e2\u5c55\u793a\u4e86AI\u91cd\u5851\u6838\u5fc3\u5e94\u7528\u7684\u5de8\u5927\u6f5c\u529b\uff0c\u4e5f\u9884\u793a\u7740\u72ec\u7acb\u521b\u65b0\u8005\u9762\u4e34\u66f4\u6b8b\u9177\u7684\u7ade\u4e89\u683c\u5c40\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u8c37\u6b4c\u80fd\u5426\u5728\u63d0\u5347\u6548\u7387\u7684\u201c\u667a\u80fd\u201d\u4e0e\u4fdd\u969c\u7528\u6237\u81ea\u4e3b\u6743\u7684\u201c\u53ef\u9760\u201d\u4e4b\u95f4\uff0c\u627e\u5230\u90a3\u4e2a\u7cbe\u5999\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\">Gmail in the Gemini Era<\/span>\n <\/div>\n<div class=\"comment-content\">Powered by Gemini 3, Gmail becomes your proactive assistant. Features include AI Overviews for instant summaries and Q&A, context-aware Suggested Replies, and a new “AI Inbox” that filters noise to highlight what matters most.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>“Gmail is still Gmail.”<\/p>\n<p>Many AI features like auto-complete or summary have been there for a while, but the addition of the new “AI Inbox” sidebar makes it feel completely different this time.<\/p>\n<p>It seems Google is finally leveraging the raw power of Gemini 3 to reconstruct a native AI mail experience from the ground up.<\/p>\n<p><strong>AI Overviews<\/strong> turns the search bar into a reasoning engine, you don’t hunt for keywords anymore, just ask complex questions and get synthesized answers. And the <strong>AI Inbox<\/strong> shifts the paradigm from “managing” email to receiving a “briefing”. It acts like a proactive assistant that understands context and urgency, serving up what actually matters.<\/p>\n<p>I actually hesitated a bit to hunt this. There are many teams building AI email agents on PH, and they are doing great work. But when the platform owner makes a move this substantial, the impact on the world is just too big to ignore.<\/p>\n<p>The giant has moved. It just means we need to move faster and innovate even more.<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> <br \/>\u201cGmail is still Gmail.\u201d \u201cFinally.\u201d \u201cThe giant has moved.\u201d<\/p>\n<p>Anyway, I love Gemini, and Gmail too \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> thanks for hunting my long-time loving Gmail! I’m new here so my question could be naive. I have 2 questions, 1) do I need to manually turn on AI Overviews\/ AI Inbo somewhere in my Gmail, or I will be able to enjoy it directly? 2) I recently started to use Filo which can brief and highlight emails based on its understanding about the content and my preference. I wonder how do these 2 products compare from your perspective. Or it’s more a question for Blake <a href=\"https:\/\/www.producthunt.com\/@blakebarnes\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"blakebarnes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@blakebarnes<\/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>Like this one, but a slighlty concerned about privacy when it comes to content within emails. Anyway, one thing I also love about Gemini is that it started summing up calls and sending overviews. <\/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>The features look powerful, but if the AI misclassifies an urgent email, the consequences are far more serious than pushing a non-urgent one up. I\u2019m curious whether Google has built any safeguards or fallback mechanisms for 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very happy that finally I can search my mail based on context and not specific word, thanks gmail being gmail \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool! Would love to try it! We built something similar at Jido for small business but we go beyond summaries and can actually do action since we have a computer use agent that can interact with any UI to automate any workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Are there safeguards if the AI misclassifies something critical?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the idea of moving from constantly managing email to getting a clearer sense of what actually matters. If this really reduces the mental load of scanning inboxes all day, that alone would be a big shift. I\u2019m curious how it feels in daily use once the novelty wears off.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FZA2BKN7YCQLFO\" class=\"app-title\">SEORCE<\/a><\/p>\n<div class=\"one-liner\">See where your brand is discovered and fix what blocks it<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">291<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SEORCE\u662f\u4e00\u6b3eAI\u4f18\u5148\u7684\u54c1\u724c\u53d1\u73b0\u5206\u6790\u5e73\u53f0\uff0c\u901a\u8fc7\u6574\u5408\u641c\u7d22\u4e0eAI\u751f\u6210\u73af\u5883\uff08\u5982ChatGPT\u3001Perplexity\uff09\u4e2d\u7684\u53ef\u89c1\u6027\u6570\u636e\uff0c\u5e2e\u52a9\u8425\u9500\u56e2\u961f\u770b\u6e05\u54c1\u724c\u5728\u4f55\u5904\u88ab\u63d0\u53ca\u3001\u4e3a\u4f55\u88ab\u66ff\u4ee3\uff0c\u5e76\u4f18\u5148\u5904\u7406\u963b\u788d\u53d1\u73b0\u7684\u6839\u672c\u95ee\u9898\uff0c\u4ece\u800c\u5728\u788e\u7247\u5316\u7684\u6570\u5b57\u53d1\u73b0\u65f6\u4ee3\u7ec8\u7ed3\u76f2\u76ee\u731c\u6d4b\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\/f1b5a114-95f1-4081-9327-dd4f0c2171b9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8c943c41-ea37-4480-ba51-a7d195f1bbd8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/62991e80-feb4-42b1-8065-4667b00629a6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45e8efda-7839-4070-b8f0-afcddf66faab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/680dc9f6-978d-46ea-b01d-9b531f70f16f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e39a1fc-6449-4843-8083-747e601c0502.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\/df2f0b42-8150-4118-900a-17e650a6766f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/4K3V-wYTGtc\"><source src=\"https:\/\/youtu.be\/4K3V-wYTGtc\" 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\">Search<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u641c\u7d22\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u53d1\u73b0\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">GEO\uff08\u751f\u6210\u5f15\u64ce\u4f18\u5316\uff09<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u60c5\u62a5\u5206\u6790<\/span><br \/>\n <span class=\"tag\">SEO\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u53ef\u89c1\u6027\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u51b3\u7b56\u4f18\u5148\u7ea7<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7b56\u7565\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6280\u672fSEO\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u4eea\u8868\u677f<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u5728\u8ffd\u8e2aAI\u641c\u7d22\u53ef\u89c1\u6027\u65b9\u9762\u7684\u5b9e\u7528\u6027\u548c\u524d\u77bb\u6027\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86\u4f20\u7edfSEO\u5de5\u5177\u7684\u76f2\u533a\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u4e0eBrightEdge\/SEMrush\u7684\u5dee\u5f02\u5316\u3001\u6280\u672f\u5b9e\u73b0\u53ef\u9760\u6027\uff08\u5982\u6ce8\u518cbug\uff09\u4ee5\u53ca\u5b9a\u4ef7\u900f\u660e\u5ea6\u4e0a\u3002\u5efa\u8bae\u5305\u62ec\u589e\u52a0Cookie\u540c\u610f\u529f\u80fd\u548c\u66f4\u6e05\u6670\u7684\u64cd\u4f5c\u6307\u5f15\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 SEORCE\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3eSEO\u5de5\u5177\u7684\u8fed\u4ee3\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u4f20\u7edf\u641c\u7d22\u5f15\u64ce\u4f18\u5316\u903b\u8f91\u7684\u4e00\u6b21\u6e05\u9192\u201c\u80cc\u53db\u201d\u3002\u5b83\u654f\u9510\u5730\u523a\u4e2d\u4e86\u5f53\u4e0b\u54c1\u724c\u6700\u5927\u7684\u7126\u8651\uff1a\u5728\u751f\u6210\u5f0fAI\u91cd\u6784\u4fe1\u606f\u5206\u53d1\u6743\u7684\u65f6\u4ee3\uff0c\u4f20\u7edf\u7684\u6392\u540d\u76d1\u63a7\u5df2\u7136\u5931\u6548\uff0c\u54c1\u724c\u5728ChatGPT\u3001Perplexity\u7b49\u201c\u7b54\u6848\u5f15\u64ce\u201d\u4e2d\u7684\u5b58\u5728\u4e0e\u5426\uff0c\u6210\u4e86\u65b0\u7684\u3001\u5374\u4e0d\u53ef\u89c1\u7684\u6218\u573a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u5730\u805a\u5408\u6570\u636e\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u4e3a\u201c\u975e\u7ed3\u6784\u5316\u201d\u7684AI\u53d1\u73b0\u5efa\u7acb\u4e00\u5957\u53ef\u8861\u91cf\u3001\u53ef\u5f52\u56e0\u7684\u201c\u7ed3\u6784\u5316\u201d\u7406\u89e3\u6846\u67b6\u3002\u5b83\u653e\u5f03\u4e86\u5bf9\u56fa\u5b9a\u6392\u540d\u7684\u6267\u5ff5\uff0c\u8f6c\u800c\u8ffd\u8e2a\u201c\u53d1\u73b0\u6a21\u5f0f\u201d\uff0c\u901a\u8fc7\u6a21\u5f0f\u5316\u7684\u63d0\u793a\u8bcd\u6d4b\u8bd5\uff0c\u5c06\u6982\u7387\u6027\u7684AI\u56de\u7b54\u8f6c\u5316\u4e3a\u53ef\u5206\u6790\u7684\u7a33\u5b9a\u6027\u4fe1\u53f7\u3002\u8fd9\u662f\u4e00\u79cd\u4ece\u201c\u4f4d\u7f6e\u201d\u5230\u201c\u8bed\u5883\u201d\u7684\u8ba4\u77e5\u8dc3\u8fc1\u3002\u5176\u63d0\u51fa\u7684\u201c\u88ab\u8c01\u66ff\u4ee3\u201d\u4e0e\u201c\u4f18\u5148\u4fee\u590d\u4ec0\u4e48\u201d\uff0c\u76f4\u6307\u8425\u9500\u8d44\u6e90\u5206\u914d\u7684\u6838\u5fc3\u6548\u7387\u95ee\u9898\uff0c\u5c06\u5de5\u5177\u89d2\u8272\u4ece\u201c\u76d1\u6d4b\u4eea\u201d\u8f6c\u5411\u201c\u51b3\u7b56\u53c2\u8c0b\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u662f\u201c\u6d4b\u91cf\u672c\u8eab\u6539\u53d8\u7cfb\u7edf\u201d\u7684\u7ecf\u5178\u56f0\u5883\u3002\u5f53\u5927\u91cf\u7528\u6237\u4f9d\u636e\u5176\u63d0\u793a\u8bcd\u6a21\u677f\u8fdb\u884c\u4f18\u5316\u65f6\uff0cAI\u6a21\u578b\u7684\u8f93\u51fa\u6a21\u5f0f\u53ef\u80fd\u968f\u4e4b\u6f14\u53d8\uff0c\u4eca\u5929\u7684\u201c\u6700\u4f73\u5b9e\u8df5\u201d\u660e\u5929\u6216\u5373\u5931\u6548\u3002\u5176\u6b21\uff0c\u5176\u6570\u636e\u6743\u5a01\u6027\u4e0e\u4f20\u7edfSEO\u5de5\u5177\u76f8\u6bd4\u5c1a\u9700\u65f6\u95f4\u79ef\u7d2f\uff0c\u800cAI\u641c\u7d22\u751f\u6001\u672c\u8eab\u4ecd\u5904\u4e8e\u5267\u70c8\u52a8\u8361\u671f\uff0c\u8fd9\u5bf9\u5176\u7b97\u6cd5\u7684\u9002\u5e94\u901f\u5ea6\u63d0\u51fa\u4e86\u6781\u9ad8\u8981\u6c42\u3002\u6700\u540e\uff0c\u4ece\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u5b9a\u4ef7\u4e0d\u900f\u660e\u548c\u521d\u671f\u6280\u672fbug\u6765\u770b\uff0c\u4ea7\u54c1\u5728\u4f53\u9a8c\u6210\u719f\u5ea6\u4e0e\u5546\u4e1a\u5316\u6e05\u6670\u5ea6\u4e0a\u4ecd\u6709\u77ed\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cSEORCE\u662f\u4e00\u6b21\u52c7\u6562\u4e14\u5fc5\u8981\u7684\u5c1d\u8bd5\u3002\u5b83\u4e0d\u662f\u5728\u539f\u6709SEO\u5927\u53a6\u4e0a\u6dfb\u7816\u52a0\u74e6\uff0c\u800c\u662f\u5728\u5176\u65c1\u53e6\u7acb\u5730\u57fa\uff0c\u8bd5\u56fe\u5efa\u9020\u9002\u5e94AI\u65f6\u4ee3\u7684\u65b0\u53d1\u73b0\u89c2\u6d4b\u7ad9\u3002\u5b83\u7684\u6210\u8d25\uff0c\u5c06\u4e0d\u4ec5\u5173\u4e4e\u4e00\u4e2a\u4ea7\u54c1\u7684\u547d\u8fd0\uff0c\u66f4\u5c06\u6210\u4e3a\u8861\u91cf\u5e02\u573a\u662f\u5426\u771f\u6b63\u4e3a\u201c\u540e\u641c\u7d22\u65f6\u4ee3\u201d\u7684\u53ef\u89c1\u6027\u7ba1\u7406\u4ed8\u8d39\u7684\u5173\u952e\u8bd5\u91d1\u77f3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">SEORCE<\/span>\n <\/div>\n<div class=\"comment-content\">Your brand is being discovered in more places than search, but you cannot see where you are missing. Rankings, crawls, content, and links live in separate tools, leaving teams guessing what to fix first. SEORCE gives one clear view of discovery across search and AI, shows what is blocking visibility, who is winning instead, and what to fix first. One system to understand, prioritize, and act without scattered dashboards.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b<strong> Hey Product Hunt \u2014 Kulraj here, one of the makers of SEORCE.<\/strong><\/p>\n<p>We built SEORCE after sitting through too many conversations that sounded like this:<\/p>\n<p>\u201cWe\u2019re publishing content.<br \/>We\u2019re fixing issues.<br \/>We\u2019re building links.<br \/>But we still don\u2019t know <em>why<\/em> people aren\u2019t discovering us.\u201d<\/p>\n<p>Discovery has quietly changed.<\/p>\n<p>Brands aren\u2019t just found through rankings anymore \u2014 they\u2019re surfaced through answers, summaries, recommendations, and AI-driven systems. And most teams don\u2019t have a clear way to see where they\u2019re being discovered, where they\u2019re missing out, or what to fix first.<\/p>\n<p>What made it worse was fragmentation.<br \/>Analytics in one tool. Crawls in another. Content and backlinks somewhere else. You could <em>see<\/em> problems \u2014 but connecting them and acting on them took forever.<\/p>\n<p>So along with Kulraj and Anurag, we built <strong>SEORCE<\/strong> to answer three very practical questions:<\/p>\n<ol>\n<li>\n<p>Where is our brand actually being discovered?<\/p>\n<\/li>\n<li>\n<p>Where are we being replaced \u2014 and by whom?<\/p>\n<\/li>\n<li>\n<p>What should we fix first to change that?<\/p>\n<\/li>\n<\/ol>\n<p>SEORCE brings discovery into one system \u2014 from deep crawls and content workflows to authority signals and guided fixes \u2014 so teams can move from guessing to clarity, and from clarity to action.<\/p>\n<p>We\u2019re early, learning fast, and genuinely curious:<br \/><strong>what part of discovery feels most frustrating for you right now?<\/strong><\/p>\n<p>Happy to answer questions and share how we\u2019re thinking about this.<br \/>Thanks for checking us out \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kulraj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kulraj<\/a> Congratulations on the launch guys! An app that measures SEO and userlytics in the new internet age can be of great benefit to those who want to grow their outreach and audience. What are some of the metrics you’ve learned while creating this project?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>SEO has totally changed. Honestly, GEO is the new baseline now. SEORCE is probably the most practical tool i’ve seen for tracking AI visibility so far. no more flying blind-definitely a must-have if you’re chasing global growth.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>seeing how Claude or ChatGPT describes my services compared to the competition gives me a massive edge in positioning.<\/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\/@rahul_manjhi1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahul_manjhi1<\/a> Absolutely \ud83d\ude4c That comparative view is a game-changer for positioning. Seeing how Claude or ChatGPT talk about you versus competitors makes it much easier to spot gaps and refine your messaging. Really glad that stood out to you \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\u200bI\u2019ve been wondering how to optimize for Perplexity and Gemini specifically since they behave so differently from Google. This looks like a solid solution for monitoring those mentions.<\/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\/@shawn_idrees\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shawn_idrees<\/a> SEORCE is the best solution to solve your problems around Perplexity and Gemini. You can track how you are currently performing accross these platforms and then get suggestions around how to improve the ranking, making SEORCE a full fledged solutions to GEO.<\/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\/@shawn_idrees\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shawn_idrees<\/a> That\u2019s exactly the gap we\u2019re trying to solve \ud83d\ude4c<br \/>Perplexity and Gemini behave very differently from Google, and visibility there needs a new approach. Glad it resonates, and would love your feedback once you try it out \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does this compare to BrightEdge or SEMrush for AI search specifically? I’ve been looking for a tool that tracks visibility across all these LLM interfaces in one place.<\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@tomlygo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tomlygo<\/a> BrightEdge and SEMrush are still largely Google-first SEO tools \u2014 their \u201cAI\u201d features mostly extend traditional rankings and content workflows. SEORCE is built AI-first to track <strong>actual brand visibility inside LLM answers<\/strong> (like ChatGPT, Perplexity, Claude), including where you\u2019re mentioned, where you\u2019re replaced by competitors, and why. The goal is one place to see discovery across search <em>and<\/em> AI, not just keywords.<br \/>Along with this, then we show atleast 3x more data SEMRUSH for the organic keywords (more than anyone else in the market).<br \/>and then we also have all the required features to do the search engine optimisation alongside the GEO with everything driven by AI which include:<br \/>Content Writing Studio<br \/>Rank Tracking<br \/>Organic keywords traffic, impressions, positions.<br \/>Technical Audit<br \/>Web Analytics <br \/>and many more<\/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\/@tomlygo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tomlygo<\/a> <br \/>Great question \ud83d\udc4d<\/p>\n<p>Tools like BrightEdge and SEMrush are still mainly focused on <strong>traditional search<\/strong> (rankings, keywords, traffic from Google). They\u2019re strong there, but they don\u2019t really show <strong>how AI tools talk about you<\/strong>.<\/p>\n<p>SEORCE is built specifically for <strong>AI search and LLM visibility<\/strong>. Instead of just rankings, we track how brands appear inside tools like ChatGPT, Claude, Perplexity, and Gemini > mentions, context, comparisons with competitors, and why an AI might surface one brand over another.<\/p>\n<p>Think of it as <strong>complementary to SEO tools<\/strong>, but focused on the AI layer of discovery. Would love to hear what you\u2019d want to track most across LLMs \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>As AI summaries and answer engines evolve, how often do you expect discovery signals to change, and how does <a href=\"https:\/\/www.producthunt.com\/products\/seorce\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"seorce\" target=\"_blank\" rel=\"noopener\">@SEORCE<\/a> SEORCE adapt to that?<\/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\/@shreya_chaurasia19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreya_chaurasia19<\/a> <br \/>AI discovery signals do change more frequently than traditional SEO because models update, sources shift, and answers get reweighted. That\u2019s why SEORCE is built to <strong>monitor patterns over time<\/strong>, not just one-off snapshots.<\/p>\n<p>We regularly re-check how brands appear across LLMs, track changes in mentions, context, and citations, and surface trends so you can see <em>what changed and when<\/em>. As models evolve, we adapt our prompts, sources, and analysis layers to stay aligned with how these systems actually respond.<\/p>\n<p>In short: instead of guessing, SEORCE helps you stay aware as AI answers evolve \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>hi, signing up with google doesn’t work.<br \/>POST <a href=\"https:\/\/api3.seorce.com\/api\/v1\/auth\/onboard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/api3.seorce.com\/api\/v1\/auth\/onboard<\/a> 400 (Bad Request)<\/p>\n<p>it specifically fails on this url:<br \/><a href=\"https:\/\/app.seorce.com\/onboarding\/pantheon3d.contact@gmail.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/app.seorce.com\/onboarding\/<\/a><a href=\"mailto:emailadress@gmail.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">emailadress@gmail.com<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pantheon3d\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pantheon3d<\/a> this was a small bug which has been fixed.<br \/>We did comprehensive testing but somehow missed this one but has been fixed.<br \/>Thankyou for pointing it out.<br \/>you can now go and signup.<br \/>Let us know in case if you have any other queries.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It\u2019s so frustrating when you\u2019re doing everything right but still can\u2019t figure out why people aren\u2019t finding you. I really hope SEORCE makes things clear \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Totally hear you \ud83d\ude4f That frustration is exactly why we built SEORCE. Our goal is to make those blind spots clear and give you real answers on <em>why<\/em> you\u2019re not being discovered. Hope it helps bring that clarity \ud83d\ude0a<\/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>Finally a tool like Seorce can let me know how my brand is awared! any following suggestion for improvement after all these?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> <br \/>Thank you \ud83d\ude4c Really glad that clarity around brand awareness is coming through.<\/p>\n<p>A few simple suggestions we usually recommend after you start seeing the data:<\/p>\n<ul>\n<li>\n<p><strong>Compare yourself with competitors<\/strong> in AI responses to spot positioning gaps<\/p>\n<\/li>\n<li>\n<p><strong>Align your content<\/strong> with how AI already describes your category, then refine what\u2019s missing<\/p>\n<\/li>\n<li>\n<p><strong>Track changes over time<\/strong>, not just one snapshot, to see what actually improves visibility<\/p>\n<\/li>\n<li>\n<p>Use insights to <strong>tighten messaging<\/strong> across your site, blogs, and FAQs so AI picks it up more clearly<\/p>\n<\/li>\n<\/ul>\n<p>We\u2019re also actively improving SEORCE based on feedback like this, so if there\u2019s anything you feel could be clearer or more useful, we\u2019d love to hear it \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great work Seorce team. Looks like a great product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexmturnbull\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexmturnbull<\/a> Thank you so much \ud83d\ude4f Really appreciate the kind words! Excited to keep building and improving SEORCE with feedback like this \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\/@alexmturnbull\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexmturnbull<\/a> Thank you for the appreciation. Continue supporting SEORCE.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This app looks great. In today\u2019s AI-driven era, the way SEO works has changed significantly, and I believe a tool like yours is becoming essential for businesses to explore. One small suggestion: consider adding a cookie consent feature, as privacy is something users care deeply about.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@leotrim_lota\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leotrim_lota<\/a> thanks for the feedback. We will surely work on it in our upcoming updates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 Everyone \ud83d\udc4b<\/p>\n<p>Anurag here, co-founder of SEORCE alongside <a href=\"https:\/\/www.producthunt.com\/@kulraj\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kulraj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kulraj<\/a> and <a href=\"https:\/\/www.producthunt.com\/@sudhirr_vashist\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sudhirr_vashist\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sudhirr_vashist<\/a> <\/p>\n<p>I wanted to share why this problem became so personal for us.<\/p>\n<p>We kept hearing the same frustration from teams we worked with: “We’re doing everything right \u2014 optimizing content, building authority, fixing technical issues \u2014 but we have no idea if we’re actually being found.”<\/p>\n<p>The truth is, discovery doesn’t happen in one place anymore. Your brand might rank well on Google but be invisible in ChatGPT. You might appear in Perplexity but get replaced by competitors in Claude. And most tools weren’t built to show you that full picture.<\/p>\n<p>What pushed us to build SEORCE was realizing that visibility isn’t just about rankings anymore \u2014 it’s about presence across every surface where answers are being generated. And teams need a way to see that clearly, understand what’s working (or not), and take focused action.<\/p>\n<p>We built SEORCE to give teams that clarity \u2014 one place to track discovery across search and AI, understand why you’re showing up or being skipped, and know exactly what to prioritize next.<\/p>\n<p>We’re still early and learning every day. Would love to hear what you’re struggling with most when it comes to brand visibility and discovery.<\/p>\n<p>Happy to answer any questions \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Cant just have visable pricing without booking a call?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I like how SEORCE reframes discovery as something broader than rankings, especially with AI answers and recommendations changing the game quietly. How teams typically uncover their biggest \u201cblind spots\u201d with SEORCE first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How do you track and attribute placements in ChatGPT\/Perplexity\/AI Overviews in a way that\u2019s reliable and repeatable\u2014what does a typical \u2018you\u2019re missing here, fix this\u2019 alert look like?<\/div>\n<div class=\"comment-actions\">\n<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> <\/p>\n<p>Great question, and we\u2019re very intentional about <em>not<\/em> treating AI placements like traditional rankings.<\/p>\n<p>AI answers are probabilistic and contextual, so we track <strong>patterns of discovery<\/strong>, not one-off responses.<\/p>\n<p><strong>How we make it reliable and repeatable:<\/strong><\/p>\n<p><strong>1. We track discovery moments, not single prompts<\/strong><br \/><a href=\"https:\/\/seorce.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">SEORCE<\/a> runs structured prompt sets across intents (comparisons, recommendations, \u201cbest for X\u201d, alternatives) and observes coverage over time. That removes snapshot noise and gives us stable signals.<\/p>\n<p><strong>2. We measure consistency, not absolutes<\/strong><br \/>One answer can change. Patterns don\u2019t.<br \/>We look at inclusion\/exclusion frequency, competitor substitutions, sentiment, and citation behavior across similar contexts.<\/p>\n<p><strong>3. Gaps are always tied to a concrete reason<\/strong><br \/>A typical alert isn\u2019t \u201cyou\u2019re missing in ChatGPT.\u201d<br \/>It looks like:<\/p>\n<blockquote>\n<p><em>\u201cIn comparison-style prompts for category X, competitors appear in ~60% of discovery moments. You appear in ~10%. The main blockers are missing topical coverage around Y and weaker authority signals on Z.\u201d<\/em><\/p>\n<\/blockquote>\n<p><strong>4. Every alert points to an action<\/strong><br \/>Each gap links back to something fixable:<\/p>\n<ul>\n<li>\n<p>a specific content or topical gap<\/p>\n<\/li>\n<li>\n<p>a technical or crawl issue<\/p>\n<\/li>\n<li>\n<p>an authority\/backlink deficit<\/p>\n<\/li>\n<\/ul>\n<p>From there, users are taken directly to the relevant crawl findings, content suggestions, or guided fixes (including Autofix where applicable).<\/p>\n<p><strong>5. We\u2019re honest about what this is (and isn\u2019t)<\/strong><br \/>This isn\u2019t deterministic ranking. It\u2019s <strong>directional discovery intelligence<\/strong>; designed to help teams prioritize effort where it actually improves discovery over time.<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> <br \/>Great question > this is exactly the hard part of AI visibility, so we\u2019ve been very intentional about it.<\/p>\n<p><strong>How we track it (reliable + repeatable):<\/strong><br \/>We don\u2019t rely on one-off answers or manual spot checks. SEORCE runs <strong>consistent prompt sets<\/strong> across ChatGPT, Perplexity, and AI Overviews, on a fixed schedule, and compares results over time. That lets us see patterns, not noise > where a brand shows up, how it\u2019s described, what sources are cited, and how that changes week to week.<\/p>\n<p>We also normalize for variation by:<\/p>\n<ul>\n<li>\n<p>Using controlled prompt templates per use case<\/p>\n<\/li>\n<li>\n<p>Tracking <strong>frequency + context<\/strong>, not just \u201crank\u201d<\/p>\n<\/li>\n<li>\n<p>Comparing against the same competitor set each run<\/p>\n<\/li>\n<\/ul>\n<p><strong>What attribution looks like:<\/strong><br \/>Instead of \u201cyou ranked #3\u201d, attribution looks like:<\/p>\n<ul>\n<li>\n<p><em>Mentioned vs not mentioned<\/em><\/p>\n<\/li>\n<li>\n<p><em>Positive \/ neutral \/ missing context<\/em><\/p>\n<\/li>\n<li>\n<p><em>Which sources AI is pulling from<\/em><\/p>\n<\/li>\n<li>\n<p><em>Which competitors are being referenced instead<\/em><\/p>\n<\/li>\n<\/ul>\n<p><strong>What a \u2018you\u2019re missing this, fix this\u2019 alert looks like:<\/strong><br \/>A typical alert might say something like:<\/p>\n<ul>\n<li>\n<p>\u201cYour brand is not mentioned for <strong>[category query]<\/strong>, while 3 competitors are. AI is sourcing answers from <strong>blogs + comparison pages<\/strong> you\u2019re not present on.\u201d<\/p>\n<\/li>\n<li>\n<p>\u201cYou\u2019re mentioned, but only as a feature > not as a recommended solution.\u201d<\/p>\n<\/li>\n<li>\n<p>\u201cAI is using outdated content from your site; newer pages aren\u2019t being surfaced.\u201d<\/p>\n<\/li>\n<\/ul>\n<p>And alongside that, SEORCE suggests <strong>actionable fixes<\/strong>:<\/p>\n<ul>\n<li>\n<p>Create or update specific content types (FAQs, comparisons, explainer pages)<\/p>\n<\/li>\n<li>\n<p>Clarify positioning language AI is already using in your category<\/p>\n<\/li>\n<li>\n<p>Strengthen citations AI prefers for that query type<\/p>\n<\/li>\n<\/ul>\n<p>The goal isn\u2019t to chase every answer > it\u2019s to give you <strong>repeatable signals and clear actions<\/strong>, so you know <em>where<\/em> you\u2019re invisible and <em>why<\/em>.<\/p>\n<p>If you\u2019re curious, happy to walk through a real example on a quick call or demo.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KG2WHAKWCQ26PK\" class=\"app-title\">Chirpz Agent<\/a><\/p>\n<div class=\"one-liner\">Smartest way to discover unseen literature<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">277<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Chirpz Agent\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u5b66\u672f\u6587\u732e\u53d1\u73b0\u5de5\u5177\uff0c\u901a\u8fc7\u7406\u89e3\u7814\u7a76\u4e0a\u4e0b\u6587\u3001\u8de8\u5e93\u667a\u80fd\u68c0\u7d22\u548c\u5373\u65f6\u603b\u7ed3\uff0c\u89e3\u51b3\u4e86\u7814\u7a76\u4eba\u5458\u5728\u6d69\u5982\u70df\u6d77\u7684\u6587\u732e\u4e2d\u96be\u4ee5\u9ad8\u6548\u627e\u5230\u3001\u7b5b\u9009\u548c\u5f15\u7528\u76f8\u5173\u6838\u5fc3\u8bba\u6587\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\/678da3e0-72ef-4430-8a30-14121e41caa0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dcaf1c59-b6ee-49a5-bb00-eec95c5d5941.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df29d830-093c-4656-b32c-2bb5dd4d5166.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e7faa91-6110-47e1-a052-f3e4a838fb5b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d307cf9-1f27-421d-8343-a5a0e92a6d27.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\/5d2069fb-20d2-481a-9f07-fb46187c07d9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/pl2DkAamUyM\"><source src=\"https:\/\/youtu.be\/pl2DkAamUyM\" 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\">Education<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Search<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6587\u732e\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">\u5b66\u672f\u7814\u7a76\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u53c2\u8003\u6587\u732e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8bba\u6587\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u79d1\u7814\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u8de8\u6570\u636e\u5e93\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u5f15\u7528\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5b66\u751f\u79d1\u7814<\/span><br \/>\n <span class=\"tag\">\u6587\u732e\u7efc\u8ff0<\/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\u8282\u7701\u65f6\u95f4\u3001\u63d0\u5347\u6548\u7387\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u7279\u522b\u8d5e\u8d4f\u201cAI\u5feb\u7167\u201d\u548c\u51c6\u786e\u5f15\u7528\u529f\u80fd\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u6570\u636e\u9690\u79c1\uff08\u5c24\u5176\u9488\u5bf9\u672a\u53d1\u8868\u624b\u7a3f\uff09\u3001\u8de8\u9886\u57df\u4f18\u5316\u6548\u679c\u3001\u6570\u636e\u5e93\u66f4\u65b0\u9891\u7387\u3001\u4ee5\u53ca\u4e0eNotion\u7b49\u5de5\u5177\u7684\u96c6\u6210\u53ef\u80fd\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Chirpz Agent\u5207\u5165\u7684\u662f\u4e00\u4e2a\u7ecf\u5178\u4e14\u987d\u56fa\u7684\u75db\u70b9\uff1a\u4fe1\u606f\u8fc7\u8f7d\u4e0b\u7684\u7cbe\u51c6\u53d1\u73b0\u3002\u5b83\u5ba3\u79f0\u7684\u201c\u7406\u89e3\u4e0a\u4e0b\u6587\u201d\u800c\u975e\u4f9d\u8d56\u5173\u952e\u8bcd\uff0c\u662f\u8bd5\u56fe\u5c06\u6587\u732e\u68c0\u7d22\u4ece\u201c\u5339\u914d\u201d\u5347\u7ea7\u4e3a\u201c\u89e3\u8bfb\u201d\uff0c\u8fd9\u6784\u6210\u4e86\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u3002\u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u673a\u9047\u5e76\u5b58\u4e8e\u4ee5\u4e0b\u4e24\u70b9\uff1a\n <\/p>\n<p class=\"ai-content\">\n \u9996\u5148\uff0c\u5728\u201c\u68c0\u7d22\u201d\u5c42\u9762\uff0c\u805a\u5408280M+\u8bba\u6587\u5e76\u975e\u72ec\u5bb6\u58c1\u5792\uff0c\u771f\u6b63\u7684\u6280\u672f\u9510\u5ea6\u5728\u4e8e\u5176\u6392\u5e8f\u7b97\u6cd5\u2014\u2014\u201c\u6309\u610f\u4e49\u800c\u975e\u5173\u952e\u8bcd\u201d\u6392\u5e8f\u3002\u8fd9\u8981\u6c42\u5176AI\u6a21\u578b\u5177\u5907\u6df1\u5ea6\u7684\u5b66\u79d1\u8bed\u4e49\u7406\u89e3\u80fd\u529b\uff0c\u800c\u975e\u7b80\u5355\u7684\u4e3b\u9898\u805a\u7c7b\u3002\u4ece\u521b\u59cb\u4eba\u56de\u590d\u770b\uff0c\u5176\u80fd\u8bc6\u522b\u65b9\u6cd5\u8bba\u51b2\u7a81\uff0c\u8fd9\u6697\u793a\u4e86\u8d85\u8d8a\u8868\u9762\u76f8\u5173\u6027\u7684\u6f5c\u529b\uff0c\u4f46\u8be5\u80fd\u529b\u5728\u4e0d\u540c\u5782\u76f4\u5b66\u79d1\u7684\u666e\u9002\u6027\u4e0e\u6df1\u5ea6\uff0c\u5c06\u662f\u51b3\u5b9a\u5176\u662f\u201c\u597d\u7528\u5de5\u5177\u201d\u8fd8\u662f\u201c\u9886\u57df\u4e13\u5bb6\u201d\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u5728\u201c\u5de5\u4f5c\u6d41\u201d\u5c42\u9762\uff0c\u5b83\u8bd5\u56fe\u6574\u5408\u641c\u7d22\u3001\u9605\u8bfb\u3001\u5f15\u7528\u7ba1\u7406\uff0c\u751a\u81f3\u5185\u7f6e\u7f16\u8f91\u5668\uff0c\u6253\u9020\u95ed\u73af\u3002\u8fd9\u79cd\u6346\u7ed1\u7b56\u7565\u63d0\u9ad8\u4e86\u7528\u6237\u7c98\u6027\uff0c\u4f46\u4e5f\u9762\u4e34\u6311\u6218\uff1a\u4e13\u4e1a\u7814\u7a76\u4eba\u5458\u5df2\u6709\u56fa\u5316\u7684\u6587\u732e\u7ba1\u7406\uff08\u5982Zotero\uff09\u4e0e\u5199\u4f5c\uff08\u5982LaTeX\uff09\u6d41\u7a0b\uff0c\u4e00\u4e2a\u65b0\u5174\u5de5\u5177\u80fd\u5426\u63d0\u4f9b\u8db3\u591f\u5f3a\u5927\u7684\u5355\u70b9\u529f\u80fd\uff0c\u4ee5\u9a71\u52a8\u7528\u6237\u8fc1\u79fb\u6574\u4e2a\u5de5\u4f5c\u6d41\uff1f\u8bc4\u8bba\u4e2d\u5173\u4e8e\u96c6\u6210Notion\u7684\u8be2\u95ee\uff0c\u6070\u6070\u53cd\u6620\u4e86\u7528\u6237\u5e0c\u671b\u5176\u4f5c\u4e3a\u201c\u667a\u80fd\u6a21\u5757\u201d\u5d4c\u5165\u73b0\u6709\u751f\u6001\uff0c\u800c\u975e\u5b8c\u5168\u66ff\u4ee3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9690\u79c1\u95ee\u9898\u662f\u5176\u670d\u52a1\u4f01\u4e1a\u7ea7\u5ba2\u6237\uff08\u5982\u751f\u7269\u79d1\u6280\u56e2\u961f\uff09\u5fc5\u987b\u8de8\u8d8a\u7684\u4fe1\u4efb\u95e8\u69db\u3002\u5176\u201c\u6570\u636e\u4e0d\u7528\u4e8e\u8bad\u7ec3\u201d\u7684\u627f\u8bfa\u662f\u57fa\u7840\uff0c\u4f46\u9700\u8981\u66f4\u900f\u660e\u7684\u6280\u672f\u67b6\u6784\u4e0e\u5408\u89c4\u8ba4\u8bc1\u6765\u80cc\u4e66\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cChirpz Agent\u5c55\u73b0\u4e86\u7528AI\u91cd\u6784\u5b66\u672f\u4fe1\u606f\u6d88\u8d39\u6d41\u7a0b\u7684\u6e05\u6670\u601d\u8def\u3002\u5b83\u7684\u6210\u529f\u4e0d\u5728\u4e8e\u66ff\u4ee3\u8c37\u6b4c\u5b66\u672f\u6216\u6570\u636e\u5e93\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u67b6\u8bbe\u5728\u539f\u59cb\u6570\u636e\u4e0e\u7814\u7a76\u8005\u4e4b\u95f4\u7684\u667a\u80fd\u4e2d\u95f4\u5c42\uff0c\u5c06\u201c\u5bfb\u627e\u201d\u7684\u4f53\u529b\u52b3\u52a8\u8f6c\u5316\u4e3a\u201c\u53d1\u73b0\u201d\u7684\u667a\u529b\u8f85\u52a9\u3002\u5176\u6700\u7ec8\u8003\u9a8c\u5c06\u662f\uff1a\u5728\u907f\u514d\u6210\u4e3a\u53c8\u4e00\u4e2a\u201c\u6d45\u5c42\u6458\u8981\u5668\u201d\u7684\u540c\u65f6\uff0c\u80fd\u5426\u5efa\u7acb\u8d77\u8db3\u591f\u6df1\u7684\u3001\u53ef\u9a8c\u8bc1\u7684\u5b66\u672f\u6d1e\u5bdf\u529b\uff0c\u4ece\u800c\u8ba9\u7814\u7a76\u8005\u4ea7\u751f\u771f\u6b63\u7684\u667a\u529b\u4f9d\u8d56\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\">Chirpz Agent<\/span>\n <\/div>\n<div class=\"comment-content\">Chirpz agent is the smartest way to find, prioritize, read, and cite academic papers. It understands your context and searches 280M+ papers across major academic databases. It ranks the most relevant work, generates instant summaries, and provides trusted citations \u2014 all in one place.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt!<\/p>\n<\/p>\n<p>I\u2019m Sina, founder of Chirpz. I built <strong>Chirpz Agent<\/strong> because traditional keyword search isn\u2019t smart enough to surface the papers that actually matter.<\/p>\n<\/p>\n<p>You have the idea. The literature exists. But guessing keywords across Scholar, arXiv, and journals still makes you miss what you need \u2014 or what reviewers expect you to know.<\/p>\n<\/p>\n<p>That\u2019s why I set out to build a tool for researchers that understands context and intelligently searches across all sources at once. It cuts through the noise, and delivers only what truly matters \u2014 with <strong>zero hallucinated metadata<\/strong>.<\/p>\n<\/p>\n<p>Here\u2019s how Chirpz helps you discover the right literature smarter:<\/p>\n<p><strong>What you get<\/strong><\/p>\n<ul>\n<li>\n<p>\ud83d\udde3\ufe0f Ask or upload \u2014 describe your research or upload a draft for analysis.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udccc Citation gap detection \u2014 catch missing references before reviewers do.<\/p>\n<\/li>\n<li>\n<p>\ud83c\udff7\ufe0f Auto-scope topics \u2014 extract key themes and build smart searches.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd0d Search everything \u2014 scan 280M+ papers across journals, PubMed, and arXiv.<\/p>\n<\/li>\n<li>\n<p>\ud83e\udde0 Rank by relevance \u2014 papers ordered by meaning, not keywords.<\/p>\n<\/li>\n<li>\n<p>\u26a1 AI Snapshots \u2014 skim papers in seconds.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcda Cite with confidence \u2014 verified sources, accurate metadata, BibTeX, and PDFs.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it\u2019s for<\/strong><\/p>\n<ul>\n<li>\n<p>\ud83c\udf93 Academic labs \u2014 smarter literature search and pre-submission draft analysis.<\/p>\n<\/li>\n<li>\n<p>\ud83e\uddd1\u200d\ud83d\udcbb Technology labs \u2014 explore new ideas and validate approaches with deep coverage.<\/p>\n<\/li>\n<li>\n<p>\ud83e\uddea Biotech & pharma teams \u2014 track discovery and clinical research in one place.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcd6 Individual researchers \u2014 find relevant papers faster and manage citations easily.<\/p>\n<\/li>\n<li>\n<p>\ud83c\udf93 Graduate students \u2014 build strong thesis foundations with guided discovery.<\/p>\n<\/li>\n<\/ul>\n<p>\ud83d\ude80 Try it out here: <a href=\"https:\/\/chirpz.ai\/literature-discovery\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/chirpz.ai\/literature-discovery\/<\/a><\/p>\n<p>I\u2019ll be here all day answering questions and collecting feedback.<br \/>What kind of literature are you trying to discover \u2014 and what\u2019s slowing you down today?<\/p>\n<\/p>\n<p>Thanks for checking it out \ud83d\ude4f<br \/>\u2014 Sina<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sina_tayebati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sina_tayebati<\/a> The AI Snapshots feature is genius – saves so much time filtering research. Building an AI-powered education tool myself (DeadlineKeeper for college apps) and this approach to intelligent content discovery really resonates. Do you find students using this for admission essay research too, or mainly academic papers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\u200bAccurate citations are the most stressful part of my writing process and having them handled in one place is a huge win for my workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Totally hear you <a href=\"https:\/\/www.producthunt.com\/@simran_kumar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@simran_kumar<\/a> \u2014 that pain was a big motivation behind Chirpz Agent.<br \/>We focus on verified papers, accurate metadata, and export-ready BibTeX, unlike many AI tools that hallucinate citations and get you in trouble.<\/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>Great work from your team, this is something what is going to be very useful and helpful specially for students.<\/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\/@leotrim_lota\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leotrim_lota<\/a> Thank you! \ud83d\ude4c <\/p>\n<p>Students were definitely a big focus for us, so it\u2019s great to hear that it resonates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 instant summary feature saves me so much time because I can quickly filter out what doesn’t fit my thesis without reading every single page. \ud83d\udcda<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@new_user___3282025fa49521ad0ba0301\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___3282025fa49521ad0ba0301<\/a> Exactly. that\u2019s why I built <strong>AI Snapshots<\/strong>.<\/p>\n<p>They’re basically designed to help you quickly judge relevance, why the paper matches your work, and prioritize what\u2019s worth a deeper read, without wading through every page. Glad it\u2019s working for you \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve seen something like this recently, but can\u2019t remember exactly which tool \ud83d\ude00 Does Chirpz suggest ways to optimize time while searching for papers?<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Haha \u2014 maybe you\u2019ve already seen Chirpz \ud83d\ude01<\/p>\n<p>Yes! That\u2019s exactly what <strong>AI Snapshots<\/strong> are for. While the agent searches across more papers, it generates concise summaries so you can quickly skim, filter, and focus only on what\u2019s worth a deeper read.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Being able to upload a draft for analysis is a huge productivity booster. \ud83d\ude80 However, for unpublished research (especially in biotech), data privacy is critical. Can you confirm that the uploaded drafts are processed ephemerally and not used to train your models?<\/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\/@yoang_loo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yoang_loo<\/a> Great point \u2014 and totally agree, especially for unpublished work.<\/p>\n<p>Yes: <strong>your data stays your data<\/strong>. Uploaded drafts are processed securely and <strong>are not used for training<\/strong> any models. Privacy is something we take very seriously.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Wondering if Chirpz is optimised equally for all research fields or optimised better for certain domains?<\/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\/@mustassim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mustassim<\/a> Great question! Chirpz is designed to work equally well across research fields.<br \/>It searches across a broad mix of journals and databases and <strong>reads each paper in context<\/strong>, so results are ranked by true relevance to your work \u2014 not by domain or source.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 wish i could have used Chirpz in my university days… how frequently will you update the database though?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Haha, we hear that a lot \ud83d\ude04<br \/>The databases Chirpz connects to are live and continuously updated as new papers are published, so discovery stays current.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \ud83c\udf89<\/p>\n<\/p>\n<p>Does Chirpz integrate with Notion or any note-taking tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks<a href=\"https:\/\/www.producthunt.com\/@mikhail_prasolov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikhail_prasolov<\/a> \ud83d\ude4c<\/p>\n<p>Chirpz agent citation tool includes a built-in, Notion-like editor where you can write and draft while discovering literature at the same time. Just hit on <strong>@cite button<\/strong> to activate this tool and pull in relevant papers as you write.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing progress, Sina. Great job!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks<a href=\"https:\/\/www.producthunt.com\/@ardalan2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ardalan2<\/a>! Really appreciate it \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>Nice!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sneas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sneas<\/a> Thanks! Would love to hear from you once you try 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>Super useful tool. But I am wondering if it is possible to stretch the scope beyond academic papers to say fictional literature.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alfred_b\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alfred_b<\/a> Thanks! Great question \ud83d\ude0a<br \/>Short answer: not at the moment. Chirpz Agent is focused on academic papers, where verified sources and citations matter most.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super useful for students! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks<a href=\"https:\/\/www.producthunt.com\/@nikitaeverywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikitaeverywhere<\/a>. Students were definitely one of the core groups I built Chirpz Agent for \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>This is a really interesting \u201cresearch intelligence\u201d category. I\u2019m curious how deep the domain context goes – can it surface methodological conflicts or just related work?<\/p>\n<p>Congrats on shipping <a href=\"https:\/\/www.producthunt.com\/@sina_tayebati\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sina_tayebati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sina_tayebati<\/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>Thanks<a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> \u2014 <strong>yes<\/strong>, it goes beyond just finding related work.<\/p>\n<p>Chirpz reads papers in context and understands <em>how<\/em> they approach a problem, not just <em>what<\/em> keywords they share. That allows it to surface work with <strong>different methodologies, assumptions, or experimental setups<\/strong> \u2014 including cases where approaches conflict or take opposing directions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The platform looks very clean. I\u2019m wondering how often the 280M+ dataset is updated?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@cathy_cc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathy_cc<\/a> \u2014 great question!<br \/>Chirpz Agent connects to live academic databases that are continuously updated as new papers are published, so discovery reflects the latest work rather than a static snapshot.<\/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! Tackling literature discovery from a context-first angle instead of keyword guessing feels like a big win for anyone who\u2019s dealt with reviewer comments saying \u201cyou missed X.\u201d How Chirpz behaves when research spans multiple disciplines, does it surface cross-domain papers that researchers might not think to look for on their own?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pederzh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pederzh<\/a> Thanks Luigi! Appreciate your support \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>Integrating search, summarization, and citation management into one flow solves a major fragmentation problem in academic work. The ability to rank papers by relevance rather than just keywords helps surface the literature that actually matters, rather than just what matches a search query. It\u2019s a powerful way to ensure deep coverage of a topic without the usual manual overhead.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anubhav_gupta6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anubhav_gupta6<\/a> Appreciate that \u2014 that\u2019s exactly the problem we set out to solve \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>Interesting – on-device draft analysis + ranking by meaning is \ud83d\udd25How do you handle paywalled or restricted journal content?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@igorsorokinua\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igorsorokinua<\/a> Thanks! \ud83d\udd25<\/p>\n<p>For paywalled papers, Chirpz Agent reads the available metadata and abstracts, and in some cases the indexed full text when accessible (even if the PDF isn\u2019t). PDF previews are only available for open-access papers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/U5Z4VJSSRFDCCA\" class=\"app-title\">Repo Prompt<\/a><\/p>\n<div class=\"one-liner\">Automate assembling the perfect context for your project<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">214<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Repo Prompt\u662f\u4e00\u6b3e\u901a\u8fc7\u667a\u80fd\u5206\u6790\u4ee3\u7801\u5e93\u3001\u81ea\u52a8\u7b5b\u9009\u76f8\u5173\u6587\u4ef6\u4e0e\u51fd\u6570\u6765\u6784\u5efa\u7cbe\u51c6\u4e0a\u4e0b\u6587\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u501f\u52a9AI\u7f16\u7a0b\u52a9\u624b\u65f6\u56e0\u4e0a\u4e0b\u6587\u5197\u4f59\u6216\u4e0d\u8db3\u5bfc\u81f4\u7684\u6548\u7387\u4f4e\u4e0b\u4e0eToken\u6d6a\u8d39\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\/1beda631-9ab9-4c8e-9fc7-4e14a2607909.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26e1c84b-e035-4521-a627-8478d5481fd0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/740971d7-f413-41d8-bd82-66a0ba9efdbd.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\/fe81583b-b640-4b96-91f3-2cde19a9b421.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=qHl116OG2DM\"><source src=\"https:\/\/www.youtube.com\/watch?v=qHl116OG2DM\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Token\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4ee3\u7801\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/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\u4e3a\u8be5\u5de5\u5177\u5df2\u6210\u4e3aAI\u8f85\u52a9\u5f00\u53d1\u5de5\u4f5c\u6d41\u7684\u6838\u5fc3\u57fa\u7840\u8bbe\u65bd\uff0c\u5176CLI\/MCP\u670d\u52a1\u5668\u652f\u6301\u4e0e\u81ea\u52a8\u5316\u80fd\u529b\uff08\u5982\/rp-build\u547d\u4ee4\uff09\u5907\u53d7\u8d5e\u8a89\u3002\u4e3b\u8981\u4f18\u52bf\u5728\u4e8e\u63d0\u5347AI\u6a21\u578b\u7406\u89e3\u7cbe\u5ea6\u3001\u8282\u7701Token\u53ca\u65f6\u95f4\u3002\u6709\u7528\u6237\u8be2\u95ee\u5176\u4e0eCursor\u7b49\u5de5\u5177\u5185\u7f6e\u529f\u80fd\u7684\u5dee\u5f02\uff0c\u5f00\u53d1\u8005\u56de\u590d\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u89c4\u5212\u201d\u4e0e\u201c\u7814\u7a76\u201d\u5206\u79bb\uff0c\u63d0\u4f9b\u66f4\u65e9\u3001\u66f4\u5bc6\u96c6\u7684\u4e0a\u4e0b\u6587\u6784\u5efa\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Repo Prompt\u7684\u53d1\u5e03\uff0c\u8868\u9762\u4e0a\u662f\u4e00\u4e2a\u4e3aAI\u7f16\u7a0b\u52a9\u624b\u4f18\u5316\u4e0a\u4e0b\u6587\u7684\u6548\u7387\u5de5\u5177\uff0c\u4f46\u5176\u6df1\u5c42\u4ef7\u503c\u5728\u4e8e\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u201c\u4eba-AI-\u4ee3\u7801\u5e93\u201d\u7684\u4ea4\u4e92\u8303\u5f0f\u3002\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2aPrompt\u5305\u88c5\u5668\uff0c\u800c\u662f\u901a\u8fc7Context Builder\u548cMCP\u670d\u52a1\u5668\uff0c\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3aAI\u667a\u80fd\u4f53\u4e0e\u590d\u6742\u4ee3\u7801\u5e93\u4e4b\u95f4\u7684**\u8ba4\u77e5\u4e2d\u95f4\u4ef6**\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f**\u5c06\u201c\u5bfc\u822a\u201d\u4e0e\u201c\u89c4\u5212\u201d\u89e3\u8026**\u3002\u5f53\u524d\u4e3b\u6d41\u7684AI\u7f16\u7a0b\u5de5\u5177\uff08\u5982Cursor\u7684Plan\u6a21\u5f0f\uff09\u4ecd\u8981\u6c42\u6a21\u578b\u5728\u5355\u6b21\u4e0a\u4e0b\u6587\u4e2d\u540c\u65f6\u5b8c\u6210\u4ee3\u7801\u5e93\u63a2\u7d22\u548c\u4efb\u52a1\u89c4\u5212\uff0c\u8fd9\u5bfc\u81f4\u4e86\u63a8\u7406Token\u7684\u6d6a\u8d39\u548c\u6ce8\u610f\u529b\u7684\u5206\u6563\u3002Repo Prompt\u5219\u7387\u5148\u5c06\u8017\u65f6\u7684\u3001\u673a\u68b0\u7684\u4ee3\u7801\u5e93\u63a2\u7d22\u5de5\u4f5c\u81ea\u52a8\u5316\u3001\u524d\u7f6e\u5316\uff0c\u8ba9\u540e\u7eed\u63a5\u5165\u7684\u9876\u7ea7\u63a8\u7406\u6a21\u578b\uff08\u5982GPT-5.2\u3001Claude Opus\uff09\u80fd\u5c06\u5176\u5168\u90e8\u201c\u8111\u529b\u201d\u96c6\u4e2d\u4e8e\u9ad8\u5c42\u6b21\u7684\u67b6\u6784\u8bbe\u8ba1\u548c\u95ee\u9898\u89e3\u51b3\u4e0a\uff0c\u8fd9\u5b9e\u8d28\u4e0a\u662f\u4e3a\u4e0d\u540c\u80fd\u529b\u7684AI\u6a21\u578b\u8fdb\u884c\u4e86\u4e13\u4e1a\u5316\u5206\u5de5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e8c\u662f**\u81f4\u529b\u4e8e\u6210\u4e3a\u5de5\u4f5c\u6d41\u57fa\u7840\u8bbe\u65bd\u800c\u975e\u5b64\u7acb\u5e94\u7528**\u3002\u901a\u8fc7\u63d0\u4f9bCLI\u548cMCP\uff08Model Context Protocol\uff09\u670d\u52a1\u5668\u652f\u6301\uff0c\u5b83\u5c06\u81ea\u5df1\u4eceGUI\u5de5\u5177\u8f6c\u5316\u4e3a\u53ef\u7f16\u7a0b\u7684\u540e\u7aef\u670d\u52a1\u3002\u8fd9\u4f7f\u5f97\u5f00\u53d1\u8005\u53ef\u4ee5\u5c06\u5176\u5d4c\u5165\u5230\u81ea\u5b9a\u4e49\u7684\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf\u4e2d\uff0c\u5b9e\u73b0\u591a\u6a21\u578b\u8bc4\u5ba1\u5faa\u73af\u7b49\u590d\u6742\u5de5\u4f5c\u6d41\u3002\u8fd9\u6b65\u68cb\u4f7f\u5176\u4ece\u201c\u53ef\u7528\u7684\u5de5\u5177\u201d\u8dc3\u5347\u4e3a\u201c\u53ef\u6784\u5efa\u7684\u57fa\u77f3\u201d\uff0c\u62a4\u57ce\u6cb3\u7531\u6b64\u52a0\u6df1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u5176\u6838\u5fc3\u529f\u80fd\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5e95\u5c42AI\u6a21\u578b\uff08\u5982Claude Code\uff09\u7684\u4ee3\u7801\u7406\u89e3\u4e0e\u5bfc\u822a\u80fd\u529b\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u201c\u5143\u4f18\u5316\u201d\u3002\u5982\u679c\u672a\u6765\u4e3b\u6d41AI\u7f16\u7a0b\u52a9\u624b\u81ea\u8eab\u5927\u5e45\u63d0\u5347\u4e86\u4e0a\u4e0b\u6587\u6784\u5efa\u4e0e\u5bfc\u822a\u6548\u7387\uff0c\u5176\u9644\u52a0\u4ef7\u503c\u53ef\u80fd\u4f1a\u88ab\u524a\u5f31\u3002\u6b64\u5916\uff0c\u5176\u76ee\u524d\u7684\u4ef7\u503c\u5728\u8d85\u5927\u578b\u3001\u7ed3\u6784\u590d\u6742\u7684\u9879\u76ee\u4e2d\u6700\u4e3a\u51f8\u663e\uff0c\u5bf9\u4e8e\u8f7b\u91cf\u7ea7\u9879\u76ee\uff0c\u5176\u81ea\u52a8\u5316\u6d41\u7a0b\u5e26\u6765\u7684\u6536\u76ca\u662f\u5426\u5927\u4e8e\u8bbe\u7f6e\u6210\u672c\uff0c\u4ecd\u9700\u89c2\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cRepo Prompt\u654f\u9510\u5730\u6293\u4f4f\u4e86AI\u7f16\u7a0b\u8fdb\u5165\u6df1\u6c34\u533a\u540e\u7684\u65b0\u74f6\u9888\u2014\u2014\u4e0a\u4e0b\u6587\u8d28\u91cf\uff0c\u5e76\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6781\u5177\u5de5\u7a0b\u5316\u601d\u7ef4\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5b83\u4e0d\u518d\u56f4\u7ed5\u201c\u5982\u4f55\u95ee\u5f97\u66f4\u597d\u201d\u6253\u8f6c\uff0c\u800c\u662f\u7740\u624b\u89e3\u51b3\u201c\u8ba9AI\u770b\u4ec0\u4e48\u66f4\u6709\u6548\u201d\u8fd9\u4e00\u66f4\u6839\u672c\u7684\u95ee\u9898\uff0c\u8fd9\u6807\u5fd7\u7740AI\u8f85\u52a9\u5f00\u53d1\u5de5\u5177\u6b63\u4ece\u201c\u5bf9\u8bdd\u4ea4\u4e92\u5c42\u201d\u5411\u201c\u7cfb\u7edf\u67b6\u6784\u5c42\u201d\u6f14\u8fdb\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\">Repo Prompt<\/span>\n <\/div>\n<div class=\"comment-content\">Repo Prompt helps AI models understand your codebase without wasting tokens on irrelevant code. Context Builder analyzes your project and selects the files and functions needed for your task, building dense context that fits in model limits. It works with your existing AI subscriptions (Claude MAX, ChatGPT Plus, Gemini) \u2014 no extra API costs. The MCP server turns Repo Prompt into a backend for Claude Code, Cursor, and Codex, giving them context analysis and discovery they can’t do on their own.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Repo Prompt is like a superskeleton for creating better prompts within specific repos or projects. <\/p>\n<\/p>\n<p>It’ll help you produce refined prompts so that when you hand off to your coding agent of choice, it’ll get the done more efficiently and intentionally.<\/p>\n<\/p>\n<p>Enjoy!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Repo Prompt lets you build precise context from your codebase so reasoning models actually understand what you\u2019re working on.<\/p>\n<\/p>\n<p>I\u2019ve been building it for over a year now. With MCP and CLI support, it fits into any agent workflow \u2014 Claude Code, Codex, Cursor, whatever you use.<\/p>\n<\/p>\n<p>The \/rp-build command automates the whole loop: it researches your codebase, builds a plan, and hands off to your agent with the right context already loaded.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I rarely comment here but this one’s worth it.<\/p>\n<\/p>\n<p>I usually have 5-10 RepoPrompt windows open at any given time; one per project I’m context-switching between. It’s become essential to how I work with AI coding tools.<\/p>\n<\/p>\n<p>The CLI\/MCP Server is the killer feature for me. I’ve built autonomous multi-model review loops and context export workflows on top of it. The CLI lets agents coordinate reviews without me babysitting.<\/p>\n<p>If you’re building AI coding workflows, these features turn RepoPrompt from a great GUI into actual infrastructure you can automate against. Congrats on the launch Eric!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been actively using Repo Prompt for almost a year now, and it\u2019s made it much easier to give LLMs the right context from a codebase without overloading them. Being able to select only the files that matter and generate a clean prompt saves time and tokens. It fits nicely into an ai assisted coding workflow and feels practical rather than gimmicky.<\/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\">If I’m already using Cursor or Claude Code with their built\u2011in repo search, what\u2019s the concrete advantage of your Context Builder\u2014fewer tokens, better accuracy, or faster completion\u2014and by how much in typical tasks? What concrete advantages are there over Claude Code plan mode?<\/div>\n<div class=\"comment-actions\">\n<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> Hey! So the big difference with plan mode in existing tools, is that Repo Prompt’s context builder operates earlier in the flow. It splits up planning and research into separate tasks. <\/p>\n<p>Context builder’s job is to navigate your repo using an agent like claude code or codex directly (the app handles orchestration using cli headless modes), and it will then isolate the relevant files, and carve out the most relevant sections of those files. The discovery agent also writes you an optimized prompt that includes your task, and information about the codebase architecture, and class relationships.<\/p>\n<\/p>\n<p>The result is a dense context prompt that can be used for planning. If you’ve ever tried to use reasoning models like GPT 5.2, one of the challenges is getting them to spend as many reasoning tokens as possible on analysis, instead of navigation. This gets you the best possible way to prompt those models to really pull the frontier of intelligent architectural planning forward.<\/p>\n<p>I invite you to read how some of the other commenters here actually use the app. It’s highly automated and with the cli or mcp, it can fit into your existing cursor or claude code workflows, and enhance their built in planning and navigation.<\/p>\n<p>The process I described above, is automated with a convenient slash command now. You can simply type \/rp-build, and Repo Prompt will return with codebase analysis and the plan from that dense context prompt, for your agent to get to work with.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using Repo Prompt for over a year now, and it’s become an essential part of my daily development workflow.<\/p>\n<\/p>\n<p>As a founder building multiple B2B SaaS products, the ability to quickly assemble the right context for AI assistance has been a game-changer. Whether I’m working on backend Rails projects or integrating AI features, Repo Prompt saves me countless hours every week.<\/p>\n<p>Here’s a kept secret: pairing Repo Prompt with GPT-5 Pro (with full context) is incredibly powerful for architectural planning. The combination of precise context selection and advanced reasoning lets you think through complex system designs before writing a single line of code.<\/p>\n<p>Highly recommended for any serious developer working with AI tools. This isn’t just a productivity boost\u2014it’s become foundational to how I build software.<\/p>\n<\/p>\n<p>This is my workflow<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e5eced1-0de8-436f-8757-b56bf2875334.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>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>One of the best additions to my dev workflow. It is a great tool to rapidly improve the precision of your development with coding agents – saving you time and money. One of the best features of this app is the rapid development lifecycle and how close Eric is to the community of users, and he’s both opinionated and openminded… Join the discord, and help guide the tool’s development. <\/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>I’ve been using Repo Prompt for about a year now and it’s become my go-to tool for AI-assisted development.<\/p>\n<\/p>\n<p>My setup: I use Claude Code with Opus 4.5 as my main coding agent, but I also bring in GPT-5.2, especially during architecture and planning. Repo Prompt is the context layer that lets these models collaborate – I can curate exactly what each one sees and keep everything in sync. Instead of being stuck with one model’s strengths, I get the best of both.<\/p>\n<\/p>\n<p>Just shipped my latest iOS app using this workflow exclusively.<\/p>\n<\/p>\n<p>Beyond the tool itself, the community is incredibly valuable. The Discord is active, Eric is constantly listening to feedback, and he ships high-quality updates at a speed I haven’t seen from other dev tools. Can’t recommend this enough.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Graphical user interfaces are a magical way to interact with coding agents and Repo Prompt is a great example of the larger trend. Cool app and great team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I like how Repo Prompt focuses on context quality instead of just prompt wording, that\u2019s usually where things break with coding agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>WOW<\/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<\/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\/FMX4XX72ANBBQJ\" class=\"app-title\">stillmail.<\/a><\/p>\n<div class=\"one-liner\">minimalist email app for friends to send digital letters<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">130<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u6a21\u62df\u5b9e\u4f53\u4fe1\u7eb8\u3001\u58a8\u6c34\u3001\u4fe1\u5c01\u7684\u4e66\u5199\u4e0e\u5bc4\u9001\u52a8\u753b\uff0c\u4e3a\u670b\u53cb\u95f4\u63d0\u4f9b\u6162\u8282\u594f\u3001\u6709\u4eea\u5f0f\u611f\u7684\u6570\u5b57\u4e66\u4fe1\u4f53\u9a8c\u7684\u6781\u7b80\u90ae\u7bb1\u5e94\u7528\uff0c\u5728\u788e\u7247\u5316\u5373\u65f6\u901a\u8baf\u65f6\u4ee3\u89e3\u51b3\u4e86\u7528\u6237\u6e34\u671b\u6df1\u5ea6\u60c5\u611f\u8fde\u63a5\u4e0e\u590d\u53e4\u6c9f\u901a\u65b9\u5f0f\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\/3b04b275-41f9-4c9d-850b-571ead33d43f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8016d0b-8ab8-458c-bbb8-fcedc62424c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ce499d0-e273-4e33-ace2-f42f64d9c65d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/901dd596-044b-42a6-86fd-5cbf2d6ae126.svg?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\/b8ad5d60-1733-48ea-af85-31bbfc5516c4.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/PGaD7RKV2GE\"><source src=\"https:\/\/youtu.be\/PGaD7RKV2GE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Art<\/span><br \/>\n <span class=\"tag\">Writing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u5b57\u4e66\u4fe1<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u90ae\u7bb1<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u5316\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u590d\u53e4\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u6162\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u7aef\u5230\u7aef\u52a0\u5bc6<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u52a8\u753b<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u5b9a\u5236<\/span><br \/>\n <span class=\"tag\">\u4fa7\u8fb9\u9879\u76ee<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u8fde\u63a5<\/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\u79f0\u8d5e\u5176\u4ea4\u4e92\u52a8\u753b\u6d41\u7545\u6cbb\u6108\u3001UI\u7b80\u6d01\u7f8e\u89c2\u3001\u8272\u5f69\u642d\u914d\u8212\u9002\uff0c\u6210\u529f\u8425\u9020\u4e86\u6000\u65e7\u4e0e\u6e29\u99a8\u611f\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u66f4\u591a\u5b57\u4f53\u9009\u62e9\u3001\u63d0\u4f9b\u66f4\u591a\u90ae\u7968\u8bbe\u8ba1\u4e0e\u81ea\u5b9a\u4e49\u9009\u9879\u3001\u671f\u5f85\u66f4\u591a\u4e2a\u6027\u5316\u5b9a\u5236\u529f\u80fd\u3002\u5f00\u53d1\u8005\u4e92\u52a8\u79ef\u6781\uff0c\u900f\u9732\u5df2\u652f\u6301\u81ea\u5b9a\u4e49\u56fe\u7247\u4f5c\u4e3a\u90ae\u7968\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 stillmail \u8868\u9762\u4e0a\u662f\u4e00\u6b3e\u529f\u80fd\u6781\u7b80\u7684\u90ae\u7bb1\u5e94\u7528\uff0c\u4f46\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u201c\u901a\u4fe1\u201d\uff0c\u800c\u5728\u4e8e\u201c\u4eea\u5f0f\u611f\u4fee\u590d\u201d\u3002\u5728\u5373\u65f6\u901a\u8baf\u5de5\u5177\u5c06\u6c9f\u901a\u65e0\u9650\u538b\u7f29\u4e3a\u6548\u7387\u5de5\u5177\u7684\u5f53\u4e0b\uff0c\u5b83\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u4e00\u90e8\u5206\u7528\u6237\u5bf9\u201c\u6d88\u5931\u7684\u95f4\u9694\u201d\u7684\u6000\u5ff5\u2014\u2014\u90a3\u79cd\u63d0\u7b14\u659f\u914c\u3001\u7cbe\u5fc3\u88c5\u9970\u3001\u6298\u53e0\u4fe1\u7eb8\u5e76\u6295\u9012\u51fa\u53bb\u7684\u60c5\u611f\u6c89\u6dc0\u8fc7\u7a0b\u3002\u4ea7\u54c1\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u8272\u5f69\u3001\u7eb8\u5f20\u8d28\u611f\u3001\u58a8\u6c34\u6d41\u52a8\u52a8\u753b\u4ee5\u53ca\u201c\u6298\u53e0\u201d\u3001\u201c\u5bc4\u51fa\u201d\u7684\u4ea4\u4e92\uff0c\u6570\u5b57\u5316\u5730\u91cd\u6784\u4e86\u8fd9\u79cd\u5ef6\u8fdf\u6ee1\u8db3\u7684\u6d6a\u6f2b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u7528\u6700\u524d\u6cbf\u7684\u4ea4\u4e92\u6280\u672f\uff08\u7ec6\u817b\u7684\u52a8\u6548\uff09\u548c\u9690\u79c1\u4fdd\u969c\uff08\u7aef\u5230\u7aef\u52a0\u5bc6\uff09\u6765\u5305\u88c5\u4e00\u4e2a\u6700\u590d\u53e4\u7684\u5185\u6838\uff0c\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u201c\u60c5\u6000\u8d29\u5356\u201d\u3002\u5b83\u8bd5\u56fe\u56de\u7b54\u4e00\u4e2a\u5173\u952e\u95ee\u9898\uff1a\u5728\u5f02\u6b65\u6c9f\u901a\u5df2\u6210\u5e38\u6001\uff08\u5982\u6d88\u606f\u3001\u90ae\u4ef6\uff09\u7684\u4eca\u5929\uff0c\u4e3a\u4f55\u6211\u4eec\u4ecd\u611f\u5230\u758f\u79bb\uff1f\u7b54\u6848\u6216\u8bb8\u662f\uff0c\u6211\u4eec\u7f3a\u5c11\u7684\u662f\u201c\u610f\u56fe\u7684\u89c6\u89c9\u5316\u201d\u3002stillmail \u5c06\u6bcf\u4e00\u6b21\u6c9f\u901a\u90fd\u8f6c\u5316\u4e3a\u4e00\u6b21\u6709\u660e\u786e\u8d77\u627f\u8f6c\u5408\u7684\u53ef\u89c6\u5316\u64cd\u4f5c\uff0c\u8ba9\u53d1\u9001\u884c\u4e3a\u672c\u8eab\u627f\u8f7d\u4e86\u8fdc\u8d85\u6587\u672c\u5185\u5bb9\u7684\u60c5\u611f\u91cd\u91cf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u4e2d\u201c\u5bfb\u627e\u670b\u53cb\u5bc4\u4fe1\u201d\u7684\u666e\u904d\u53cd\u9988\u6765\u770b\uff0c\u5176\u6700\u5927\u6311\u6218\u5e76\u975e\u4ea7\u54c1\u4f53\u9a8c\uff0c\u800c\u662f\u793e\u4ea4\u5173\u7cfb\u7684\u91cd\u5851\u3002\u5b83\u8981\u6c42\u53cc\u65b9\u5171\u540c\u8fdb\u5165\u8fd9\u4e2a\u6162\u8282\u594f\u7684\u5951\u7ea6\uff0c\u8fd9\u5728\u9ad8\u6d41\u52a8\u6027\u7684\u6570\u5b57\u793e\u4ea4\u4e2d\u662f\u4e00\u79cd\u5962\u4f88\u3002\u5f00\u53d1\u8005\u4e3b\u52a8\u63d0\u51fa\u6210\u4e3a\u7528\u6237\u7684\u201c\u7b14\u53cb\u201d\uff0c\u6070\u6070\u66b4\u9732\u4e86\u8be5\u4ea7\u54c1\u4f5c\u4e3a\u201c\u6c9f\u901a\u5e73\u53f0\u201d\u7684\u5929\u7136\u77ed\u677f\u2014\u2014\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u7f8e\u7684\u60c5\u611f\u73a9\u5177\u6216\u7279\u5b9a\u5173\u7cfb\u95f4\u7684\u79c1\u5bc6\u82b1\u56ed\uff0c\u800c\u975e\u666e\u9002\u6027\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u672a\u6765\u4ef7\u503c\u53ef\u80fd\u4e0d\u5728\u4e8e\u53d6\u4ee3\u90ae\u4ef6\uff0c\u800c\u5728\u4e8e\u5f00\u8f9f\u4e00\u4e2a\u201c\u9ad8\u60c5\u611f\u9644\u52a0\u503c\u5fae\u578b\u901a\u4fe1\u201d\u7684\u65b0\u54c1\u7c7b\uff0c\u9002\u7528\u4e8e\u60c5\u4fa3\u3001\u631a\u53cb\u6216\u81ea\u6211\u5bf9\u8bdd\u7b49\u7279\u5b9a\u573a\u666f\u3002\u82e5\u4e0d\u80fd\u6784\u5efa\u8d77\u54ea\u6015\u662f\u5c0f\u8303\u56f4\u7684\u534f\u540c\u4f7f\u7528\u751f\u6001\uff0c\u6216\u5f15\u5165\u66f4\u4f4e\u7684\u5355\u4eba\u4f7f\u7528\u95e8\u69db\uff08\u5982\u5bc4\u7ed9\u672a\u6765\u7684\u81ea\u5df1\uff09\uff0c\u5b83\u6050\u5c06\u505c\u7559\u5728\u201c\u53eb\u597d\u4e0d\u53eb\u5ea7\u201d\u7684\u7cbe\u81f4\u5b9e\u9a8c\u9879\u76ee\u5c42\u9762\u3002\u8fd9\u662f\u4e00\u6b21\u5bf9\u6570\u5b57\u65f6\u4ee3\u6c9f\u901a\u5f02\u5316\u7684\u8bd7\u610f\u53cd\u6297\uff0c\u4f46\u53cd\u6297\u7684\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u627e\u5230\u8db3\u591f\u591a\u613f\u610f\u4e00\u540c\u201c\u6162\u4e0b\u6765\u201d\u7684\u4eba\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\">stillmail.<\/span>\n <\/div>\n<div class=\"comment-content\">A nostalgic letter-writing experience. Compose heartfelt letters with custom ink, paper, and envelope colors. Slow down and reconnect through the art of correspondence.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone, honestly didn\u2019t expect this to take off like this. Thanks a lot for the support.<\/p>\n<\/p>\n<p>stillmail started as a small side project. I enjoy sending postcards and letters when I travel, and I wanted to recreate a bit of that feeling digitally, writing something down, folding it, sending it with intention, instead of another fast, corporate-looking mail app.<\/p>\n<\/p>\n<p>It was also a chance for me to experiment with animations and small interactions and keep the whole thing simple and personal. <\/p>\n<\/p>\n<p>If you try it out and send a letter, all content is end-to-end encrypted. If you don’t have a friend to send, I can be your letter friend lol. just send a letter to <a href=\"mailto:mustafaiste@outlook.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">mustafaiste@outlook.com<\/a>. <\/p>\n<\/p>\n<p>Appreciate everyone checking it out.<\/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>The transitions are sooooo satisfying. I also dig the color palette and the clean feel. Reminds me of the cute letters I used to receive from Santa (my mom)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I had 0 expectations here but the little animation after confirming email was so nice and really set the tone for the rest of the experience. Now I need to find friends to send letters too. Well done <a href=\"https:\/\/www.producthunt.com\/@mustafabulut\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mustafabulut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mustafabulut<\/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\/@gabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabe<\/a> Thank you! Really happy you liked it, had a lot of fun creating those animations. Well, why don’t you send me a letter and we can be friends \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>Utterly delightful! Really love the simplicity and the animations. Bravo!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 love the idea! Thank you Mustafa. I hope more customization will come!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Mustafa! Loved the UI but even more how you’re recreating old-way to do it without losing the essence of the current technology. It looks super cool!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the little animations and how clean the whole experience is! More stamp designs or customisable stamps would also be really 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mustassim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mustassim<\/a> Hey Syed, glad to hear you are enjoying the app! You can actually chose your own custom stamp by uploading an image yourself. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>pretty cool! can i have some more fonts please?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ameerhamzzza\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ameerhamzzza<\/a> Hey, thanks! Not a bad idea absolutely.. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/BEEZAG6CQWPSVT\" class=\"app-title\">Owl Browser<\/a><\/p>\n<div class=\"one-liner\">Undetectable browser automation that behaves like a user<\/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>Owl Browser\u662f\u4e00\u6b3e\u4f01\u4e1a\u7ea7\u9690\u5f62\u81ea\u52a8\u5316\u6d4f\u89c8\u5668\uff0c\u901a\u8fc7\u5728\u4e91\u7aef\u6216\u79c1\u6709\u90e8\u7f72\u4e2d\u6a21\u62df\u771f\u5b9e\u7528\u6237\u884c\u4e3a\uff0c\u89e3\u51b3\u7f51\u7edc\u722c\u866b\u548c\u6570\u636e\u81ea\u52a8\u5316\u5de5\u5177\u5728\u9762\u4e34Cloudflare\u7b49\u9ad8\u7ea7\u53cd\u722c\u7cfb\u7edf\u65f6\u88ab\u9891\u7e41\u963b\u65ad\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\/4e5bd943-5b37-4496-9deb-fa434e6e2411.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aa42481a-0575-4846-9d53-b4c0e67057a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f73d2a68-f106-42ec-82bb-c8ae43e50fae.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\/9bd95270-ef55-440d-8d03-4c58383ef3f3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=NCrSsXAZVwU&t=467s\"><source src=\"https:\/\/www.youtube.com\/watch?v=NCrSsXAZVwU&t=467s\" 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\">Anonymous<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d4f\u89c8\u5668\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u9690\u5f62\u722c\u866b<\/span><br \/>\n <span class=\"tag\">\u53cd\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u91c7\u96c6<\/span><br \/>\n <span class=\"tag\">\u4ef7\u683c\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">SOC2\u5408\u89c4<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u4e86\u5b9e\u9645\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u957f\u5468\u671f\u4f1a\u8bdd\u7684\u7a33\u5b9a\u6027\u7ba1\u7406\u3001\u5b9a\u4ef7\u7b56\u7565\u7f3a\u4e4f\u8bd5\u7528\u9009\u9879\u53ef\u80fd\u963b\u788d\u4e2d\u5c0f\u7528\u6237\u3001\u4ee5\u53ca\u4e0e\u73b0\u6709\u751f\u6001\uff08\u5982Playwright API\u3001\u6d4f\u89c8\u5668\u6269\u5c55\uff09\u7684\u96c6\u6210\u53ef\u80fd\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Owl Browser\u7684\u5ba3\u79f0\u76f4\u6307\u5f53\u524d\u81ea\u52a8\u5316\u9886\u57df\u7684\u201c\u963f\u5580\u7409\u65af\u4e4b\u8e35\u201d\uff1a\u68c0\u6d4b\u4e0e\u53cd\u68c0\u6d4b\u7684\u519b\u5907\u7ade\u8d5b\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff08\u5982104\u79cd\u5de5\u5177\uff09\uff0c\u800c\u5728\u4e8e\u5ba3\u79f0\u7684\u201c100%\u901a\u8fc7\u7387\u201d\u8fd9\u4e00\u6027\u80fd\u6307\u6807\u3002\u8fd9\u80cc\u540e\u53ef\u80fd\u610f\u5473\u7740\u5bf9\u6d4f\u89c8\u5668\u6307\u7eb9\u3001\u884c\u4e3a\u6a21\u5f0f\u3001\u751a\u81f3TLS\u6307\u7eb9\u7b49\u6df1\u5c42\u7279\u5f81\u7684\u6781\u81f4\u6a21\u62df\u4e0e\u63a7\u5236\uff0c\u5176\u201c\u539f\u751fTor\u96c6\u6210\u201d\u548c\u201c\u6bcf\u4e0a\u4e0b\u6587\u72ec\u7acbIP\u201d\u7684\u8bbe\u8ba1\uff0c\u8fdb\u4e00\u6b65\u5c06\u9690\u79c1\u67b6\u6784\u4e0e\u53cd\u68c0\u6d4b\u80fd\u529b\u6df1\u5ea6\u7ed1\u5b9a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u9ad8\u5ba3\u79f0\u6027\u80fd\u5fc5\u7136\u4f34\u968f\u9ad8\u95e8\u69db\u3002\u5176\u5b9a\u4f4d\u4e0e\u5b9a\u4ef7\u7b56\u7565\u6e05\u6670\u5730\u7784\u51c6\u4e86\u4f01\u4e1a\u7ea7\u5e02\u573a\uff0c\u5c24\u5176\u662f\u90a3\u4e9b\u56e0\u6570\u636e\u963b\u65ad\u800c\u76f4\u63a5\u5f71\u54cd\u8425\u6536\uff08\u5982\u4ef7\u683c\u76d1\u63a7\u3001\u6f5c\u5728\u5ba2\u6237\u751f\u6210\uff09\u7684\u573a\u666f\u3002\u8fd9\u4e00\u5b9a\u4f4d\u4f7f\u5176\u4e0e\u5f00\u6e90\u7684Puppeteer\/Playwright\u5e76\u975e\u76f4\u63a5\u7ade\u4e89\uff0c\u800c\u662f\u4f5c\u4e3a\u540e\u8005\u7684\u201c\u751f\u4ea7\u73af\u5883\u5f3a\u5316\u89e3\u51b3\u65b9\u6848\u201d\u3002\u7528\u6237\u5173\u4e8e\u201c\u8bd5\u7528\u201d\u548c\u201c\u96c6\u6210\u201d\u7684\u7591\u95ee\u6070\u6070\u66b4\u9732\u4e86\u5176\u6f5c\u5728\u6311\u6218\uff1a\u5982\u4f55\u964d\u4f4e\u9ad8\u51c0\u503c\u5ba2\u6237\u7684\u9a8c\u8bc1\u6210\u672c\uff0c\u4ee5\u53ca\u5982\u4f55\u878d\u5165\u73b0\u6709\u7684\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u800c\u975e\u5b8c\u5168\u53d6\u4ee3\u3002\u5982\u679c\u5176\u6280\u672f\u5ba3\u79f0\u7ecf\u5f97\u8d77\u5927\u89c4\u6a21\u3001\u957f\u5468\u671f\u5b9e\u6218\u68c0\u9a8c\uff0c\u5b83\u5c06\u4e0d\u518d\u662f\u5de5\u5177\uff0c\u800c\u4f1a\u6210\u4e3a\u5173\u952e\u4e1a\u52a1\u57fa\u7840\u8bbe\u65bd\u7684\u4e00\u90e8\u5206\u3002\u53cd\u4e4b\uff0c\u82e5\u65e0\u6cd5\u6301\u7eed\u5e94\u5bf9\u5feb\u901f\u6f14\u53d8\u7684\u68c0\u6d4b\u6280\u672f\uff0c\u5b83\u4e5f\u53ef\u80fd\u53ea\u662f\u6619\u82b1\u4e00\u73b0\u7684\u201c\u94f6\u5f39\u201d\u3002\u5176\u771f\u6b63\u7684\u8bd5\u91d1\u77f3\uff0c\u5728\u4e8e\u590d\u6742\u52a8\u6001\u76ee\u6807\u7f51\u7ad9\u4e0a\u968f\u65f6\u95f4\u63a8\u79fb\u7684\u7a33\u5b9a\u5b58\u6d3b\u7387\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\">Owl Browser<\/span>\n <\/div>\n<div class=\"comment-content\">Owl Browser: Enterprise stealth automation that actually works. While Puppeteer fails 56% of bot detection tests, Owl Browser passes 100%\u2014all 16 categories. Includes 104 automation tools, AI-powered natural language commands, per-context Tor IP isolation, automatic CAPTCHA solving, and sub-second startup. Scale to thousands of parallel sessions without detection. Used for lead generation, data collection, price monitoring, and workflow automation. SOC2 compliant with private cloud options.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Fakrul from Olib AI, and I’m excited to share Owl Browser with you today.<\/p>\n<p>Why we built this:<\/p>\n<p>We were tired of watching our automation scripts get blocked. Puppeteer and Playwright work great in development, but the moment you hit a real website with Cloudflare or bot detection? Instant blocks. We’d spend weeks building scrapers, only to have them fail in production.<\/p>\n<p>Traditional stealth solutions pass maybe 44% of detection tests. Owl Browser passes 100% \u2014 all 16 major bot detection categories.<\/p>\n<p>What makes it different:<\/p>\n<p>\ud83c\udfaf Actually undetectable \u2014 passes Cloudflare, PerimeterX, DataDome, Akamai<br \/>\n\ud83e\udd16 AI-powered automation \u2014 use natural language instead of fragile CSS selectors<br \/>\n\ud83e\uddc5 Native Tor integration \u2014 unique IP per browser context automatically<br \/>\n\u26a1 Instant startup \u2014 sub-second launch, unlimited parallel sessions<br \/>\n\ud83d\udee0\ufe0f 104 tools included \u2014 CAPTCHA solving, video recording, everything you need<\/p>\n<p>We’re using it in production for lead generation, price monitoring, and workflow automation at massive scale (27+ logins\/second proven).<\/p>\n<p>We’d love your feedback:<\/p>\n<p>What automation challenges are you facing?<br \/>\nWhat features would make this more valuable for your use case?<br \/>\nQuestions about implementation or integration?<br \/>\nThanks for checking us out! Happy to answer any questions. \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@fhsethen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fhsethen<\/a> Hey \ud83d\udc4b Congrats on the launch! Owl Browser looks seriously impressive.<\/p>\n<\/p>\n<p>A couple of questions out of curiosity:<\/p>\n<ul>\n<li>\n<p>How does Owl Browser handle long-running sessions (e.g. logged-in accounts over days\/weeks)?<\/p>\n<\/li>\n<li>\n<p>For teams doing lead gen or price monitoring at scale, how do you recommend managing session\/state persistence?<\/p>\n<\/li>\n<li>\n<p>Any plans for deeper integrations (e.g. with Playwright \/ Puppeteer-style APIs, or webhook-based workflows)?<\/p>\n<\/li>\n<\/ul>\n<p>Love seeing a tool that clearly comes from real-world pain. Upvoted \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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fhsethen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fhsethen<\/a> Hello! Congratulations on the launch. I browsed quickly your homepage and I couldn\u2019t see any trial or free plan, the self-hosted seems to be even more expensive than the starting cloud subscription. Who is your target with this product and do you plan a way to try it without committing large sums?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 privacy-first approach! Does Owl support Chrome\/Firefox extensions, or do you have your own extension ecosystem? That’s usually my biggest concern when switching browsers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/U4ZEVZRBZE2ZZK\" class=\"app-title\">Promptsy<\/a><\/p>\n<div class=\"one-liner\">Create, save, and share prompts<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">117<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Promptsy\u662f\u4e00\u6b3e\u4e2a\u4ebaAI\u63d0\u793a\u8bcd\u7ba1\u7406\u5de5\u5177\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u9891\u7e41\u4f7f\u7528AI\u5bf9\u8bdd\u65f6\uff0c\u89e3\u51b3\u4f18\u8d28\u63d0\u793a\u8bcd\u96be\u4ee5\u4fdd\u5b58\u3001\u7ec4\u7ec7\u548c\u590d\u7528\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\/d153bb53-ba83-431b-b08c-ad16d0da6330.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c731f70c-eba4-48e7-94b8-57bf33f3a381.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a32beba2-b34d-46ea-93dd-97e16713d873.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aacd18ad-d671-44e3-b0dc-ca046d5c0878.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce133a6a-e775-49af-8028-bbb6ee4239d3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/696ee9b6-69dd-44b4-a23f-80c5a02f6dd4.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\">Chrome Extensions<\/span><br \/>\n <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\u63d0\u793a\u8bcd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Prompt\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u7ec4\u7ec7\u4e0e\u5206\u4eab<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u77e5\u8bc6\u5e93<\/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\u81ea\u8ff0\u5f00\u53d1\u6e90\u4e8e\u81ea\u8eab\u5bfb\u627e\u6709\u6548\u63d0\u793a\u8bcd\u7684\u75db\u70b9\u3002\u7528\u6237\u53cd\u9988\u5f3a\u70c8\u5171\u9e23\uff0c\u8ba4\u4e3a\u4f18\u8d28\u63d0\u793a\u8bcd\u662f\u201c\u9700\u8981\u4fdd\u5b58\u7684\u5b9d\u77f3\u201d\uff0c\u5e76\u80af\u5b9a\u5176\u7ec4\u7ec7\u4e0e\u590d\u7528\u6d41\u7a0b\u3002\u6709\u7528\u6237\u4e3b\u52a8\u63d0\u4f9b\u53ef\u89c6\u5316\u6539\u8fdb\u601d\u8def\uff0c\u4f46\u672a\u63d0\u51fa\u5177\u4f53\u529f\u80fd\u7f3a\u9677\u6216\u6279\u8bc4\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Promptsy\u5207\u5165\u4e86\u4e00\u4e2a\u5fae\u5c0f\u4f46\u771f\u5b9e\u7684\u9700\u6c42\u7f1d\u9699\uff1aAI\u63d0\u793a\u8bcd\u7684\u201c\u8d44\u4ea7\u7ba1\u7406\u201d\u56f0\u5883\u3002\u968f\u7740\u6df1\u5ea6\u4f7f\u7528ChatGPT\u7b49\u5de5\u5177\uff0c\u7528\u6237\u79ef\u6512\u7684\u4f18\u8d28\u63d0\u793a\u8bcd\u6563\u843d\u5728\u5404\u5904\u804a\u5929\u8bb0\u5f55\u4e2d\uff0c\u5f62\u6210\u65b0\u7684\u4fe1\u606f\u5b64\u5c9b\u3002\u4ea7\u54c1\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5bf9\u65b0\u5174\u5de5\u4f5c\u6d41\u7684\u654f\u9510\u6355\u6349\u4e0e\u6807\u51c6\u5316\u5c01\u88c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u53d1\u5c55\u9762\u4e34\u53cc\u91cd\u62f7\u95ee\u3002\u4e00\u662f\u5e02\u573a\u5929\u82b1\u677f\uff1a\u5b83\u670d\u52a1\u4e8e\u201c\u6df1\u5ea6AI\u7528\u6237\u201d\u8fd9\u4e00\u7ec6\u5206\u7fa4\u4f53\uff0c\u4e14\u529f\u80fd\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u5e26\u7248\u672c\u7ba1\u7406\u7684\u4e13\u7528\u6536\u85cf\u5939\u201d\uff0c\u58c1\u5792\u4e0d\u9ad8\uff0c\u6781\u6613\u88ab\u7b14\u8bb0\u8f6f\u4ef6\u6216AI\u5e73\u53f0\u81ea\u8eab\u4ee5\u529f\u80fd\u6a21\u5757\u5f62\u5f0f\u8986\u76d6\u3002\u4e8c\u662f\u4ef7\u503c\u7eb5\u6df1\u6709\u9650\uff1a\u76ee\u524d\u4ec5\u89e3\u51b3\u201c\u5b58\u3001\u627e\u3001\u590d\u7528\u201d\uff0c\u4f46\u63d0\u793a\u8bcd\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u8fed\u4ee3\u4f18\u5316\u4e0e\u573a\u666f\u5316\u9002\u914d\u3002\u4ea7\u54c1\u82e5\u505c\u7559\u5728\u201c\u4fdd\u9669\u67dc\u201d\u9636\u6bb5\uff0c\u5219\u5de5\u5177\u5c5e\u6027\u5355\u8584\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u673a\u4f1a\u5728\u4e8e\uff0c\u4ece\u201c\u7ba1\u7406\u201d\u8d70\u5411\u201c\u8d4b\u80fd\u201d\u3002\u901a\u8fc7\u5206\u6790\u7528\u6237\u4fdd\u5b58\u7684\u63d0\u793a\u8bcd\u6570\u636e\uff0c\u80fd\u5426\u63ed\u793a\u66f4\u4f18\u7684\u63d0\u793a\u6a21\u5f0f\uff1f\u80fd\u5426\u6784\u5efa\u63d0\u793a\u8bcd\u4e0e\u751f\u6210\u7ed3\u679c\u3001\u5e94\u7528\u573a\u666f\u7684\u5173\u8054\u7f51\u7edc\uff1f\u751a\u81f3\u5f62\u6210\u53ef\u5206\u4eab\u3001\u53ef\u9a8c\u8bc1\u7684\u63d0\u793a\u8bcd\u6709\u6548\u6027\u6307\u6807\uff1f\u5c06\u201c\u4e2a\u4eba\u4fdd\u9669\u67dc\u201d\u5347\u7ea7\u4e3a\u201c\u63d0\u793a\u8bcd\u4f18\u5316\u5f15\u64ce\u201d\uff0c\u4ece\u8bb0\u5f55\u5386\u53f2\u8f6c\u5411\u63d0\u5347\u672a\u6765\u4ea4\u4e92\u8d28\u91cf\uff0c\u6216\u8bb8\u662f\u7a81\u7834\u5176\u5de5\u5177\u5c40\u9650\u3001\u6784\u5efa\u62a4\u57ce\u6cb3\u7684\u5173\u952e\u3002\u5f53\u524d\u7248\u672c\u662f\u4e00\u4e2a\u6709\u7528\u7684\u8d77\u70b9\uff0c\u4f46\u8fdc\u975e\u7ec8\u5c40\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\">Promptsy<\/span>\n <\/div>\n<div class=\"comment-content\">Promptsy – Your Personal Prompt Vault. Save, organize, version, and share AI prompts.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I was tired of having to search through my notes and previous conversations with ChatGPT to find the prompts that worked for me the best. So I created a system just for me to save my own prompts, then I thought maybe others would want it to and it just grew from there.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fiveohhwon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fiveohhwon<\/a> Hey Levi, congrats on launching Promptsy<\/p>\n<p>I’ve definitely been there when it comes to losing good prompts.<\/p>\n<p>I\u2019m a 2D\/3D animator and had a simple visual idea.<\/p>\n<p>that could show the \u201csave \u2192 reuse \u2192 stay organized\u201d flow in just a few seconds.<\/p>\n<p>The screenshots on the page already give a great guide.<\/p>\n<p>No pitch, just wanted to say hi and share the thought.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@fiveohhwon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fiveohhwon<\/a> This really is helpful \ud83d\ude42 Our prompts Are gems need to be saved!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/X5YCWDVIT4IULY\" class=\"app-title\">Kuulto<\/a><\/p>\n<div class=\"one-liner\">Use \/ai to organize files, convert image formats, and more<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">109<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Kuulto\u662f\u4e00\u6b3e\u878d\u5408AI\u80fd\u529b\u7684\u73b0\u4ee3\u7ec8\u7aef\uff0c\u901a\u8fc7\u5728\u547d\u4ee4\u884c\u4e2d\u76f4\u63a5\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u5904\u7406\u6587\u4ef6\u683c\u5f0f\u8f6c\u6362\u3001\u6587\u6863\u7ffb\u8bd1\u7b49\u4efb\u52a1\uff0c\u5e76\u5185\u7f6e\u53ef\u89c6\u5316Git\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u548c\u521b\u610f\u5de5\u4f5c\u8005\u5728\u4f20\u7edfCLI\u4e0e\u56fe\u5f62\u754c\u9762\u95f4\u9891\u7e41\u5207\u6362\u3001\u8bb0\u5fc6\u590d\u6742\u547d\u4ee4\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\/d083bc3a-084c-4d2a-87d6-1bf590723cba.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/05496963-887d-4613-9b6a-7a6056e77148.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b7975388-43e5-4df4-9a86-d832a2e6408d.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b590051-dfe2-4dbc-9bbb-30e2046891d0.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/20eae728-e3de-4e5a-b596-725b9bc33d69.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1665332a-2283-40a0-a11f-e69fba5d4aee.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u73b0\u4ee3\u7ec8\u7aef<\/span><br \/>\n <span class=\"tag\">AI\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u683c\u5f0f\u8f6c\u6362<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316Git<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u591a\u4efb\u52a1\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u76ee\u524d\u6709\u6548\u8bc4\u8bba\u4e3b\u8981\u4e3a\u4ea7\u54c1\u521b\u9020\u8005\u7684\u81ea\u8ff0\uff0c\u8be6\u7ec6\u9610\u8ff0\u4e86\u5f00\u53d1\u52a8\u673a\u4e0e\u6838\u5fc3\u529f\u80fd\u4eae\u70b9\uff0c\u5c1a\u65e0\u771f\u5b9e\u7528\u6237\u7684\u95ee\u9898\u4e0e\u5efa\u8bae\u53cd\u9988\u3002\u8bc4\u8bba\u533a\u4ec5\u6709\u4e00\u6761\u795d\u8d3a\u7559\u8a00\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 Kuulto\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u66ff\u4ee3\u4f20\u7edf\u7ec8\u7aef\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u5f25\u5408\u201c\u539f\u59cb\u547d\u4ee4\u884c\u6548\u7387\u201d\u4e0e\u201c\u73b0\u4ee3\u4ea4\u4e92\u76f4\u89c9\u201d\u4e4b\u95f4\u90a3\u9053\u987d\u56fa\u7684\u9e3f\u6c9f\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u951a\u70b9\uff0c\u5e76\u975e\u7b80\u5355\u7684\u201c\u7ec8\u7aef\u91cc\u770b\u56fe\u7247\u201d\uff0c\u800c\u662f\u63d0\u51fa\u4e86\u4e00\u4e2a\u6838\u5fc3\u547d\u9898\uff1a\u5728AI\u65f6\u4ee3\uff0c\u547d\u4ee4\u884c\u7684\u4ea4\u4e92\u8303\u5f0f\u662f\u5426\u5e94\u8be5\u4ece\u201c\u4eba\u9002\u5e94\u673a\u5668\u8bed\u6cd5\u201d\u8f6c\u5411\u201c\u673a\u5668\u7406\u89e3\u4eba\u610f\u56fe\u201d\uff1f\u201c\/ai\u201d\u524d\u7f00\u7684\u81ea\u7136\u8bed\u8a00\u64cd\u4f5c\uff0c\u672c\u8d28\u4e0a\u662f\u5c06LLM\u4f5c\u4e3a\u9ad8\u7ea7\u6307\u4ee4\u89e3\u6790\u5668\u4e0e\u81ea\u52a8\u5316\u811a\u672c\u751f\u6210\u5668\uff0c\u8fd9\u6bd4\u5355\u7eaf\u7684\u547d\u4ee4\u522b\u540d\u6216GUI\u5305\u88c5\u66f4\u8fdb\u4e86\u4e00\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u4e13\u4e1a\u5f00\u53d1\u8005\u5bf9\u7ec8\u7aef\u7684\u4fe1\u8d56\u6e90\u4e8e\u7cbe\u786e\u63a7\u5236\u548c\u53ef\u9884\u6d4b\u6027\uff0cAI\u7684\u201c\u9ed1\u7bb1\u201d\u4e0e\u4e0d\u786e\u5b9a\u6027\u662f\u5426\u4f1a\u5f15\u5165\u65b0\u7684\u98ce\u9669\uff1f\u5176\u6b21\uff0c\u4ea7\u54c1\u8bd5\u56fe\u5305\u63fd\u592a\u591a\uff08\u5a92\u4f53\u9884\u89c8\u3001Git\u53ef\u89c6\u5316\u3001\u5f55\u5c4f\u3001\u52a0\u5bc6\uff09\uff0c\u8fd9\u56fa\u7136\u5c55\u73b0\u4e86\u5176\u201c\u4e00\u4f53\u5316\u5de5\u4f5c\u7a7a\u95f4\u201d\u7684\u613f\u666f\uff0c\u4f46\u4e5f\u53ef\u80fd\u4f7f\u5176\u9677\u5165\u5b9a\u4f4d\u6a21\u7cca\u7684\u7a98\u5883\u2014\u2014\u662f\u4e13\u6ce8\u4e8eAI\u547d\u4ee4\u589e\u5f3a\uff0c\u8fd8\u662f\u6210\u4e3a\u4e00\u4e2a\u7ec8\u7aef\u5f62\u6001\u7684\u201c\u745e\u58eb\u519b\u5200\u201d\uff1f\u540e\u8005\u5c06\u76f4\u63a5\u4e0e\u4f17\u591a\u9ad8\u5ea6\u4f18\u5316\u7684\u4e13\u4e1a\u5de5\u5177\u7ade\u4e89\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4eceProduct Hunt\u521d\u671f\u70ed\u5ea6\u6765\u770b\uff0c\u6982\u5ff5\u5438\u5f15\u4e86\u5173\u6ce8\uff0c\u4f46\u7f3a\u4e4f\u771f\u5b9e\u7528\u6237\u53cd\u9988\u7684\u201c\u5f00\u53d1\u8005\u81ea\u8ff0\u201d\u8bc4\u8bba\u533a\uff0c\u8868\u660e\u5176\u4ecd\u5904\u4e8e\u975e\u5e38\u65e9\u671f\u7684\u9a8c\u8bc1\u9636\u6bb5\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u4e24\u4e2a\u5173\u952e\uff1a\u5176\u4e00\uff0c\u201c\/ai\u201d\u5728\u5b9e\u9645\u590d\u6742\u5de5\u4f5c\u6d41\u4e2d\u7684\u51c6\u786e\u6027\u4e0e\u53ef\u9760\u6027\uff0c\u80fd\u5426\u5efa\u7acb\u8d77\u8db3\u591f\u6df1\u7684\u4fe1\u4efb\uff1b\u5176\u4e8c\uff0c\u5176\u589e\u5f3a\u7684\u672c\u5730\u529f\u80fd\uff08\u5982Git\u53ef\u89c6\u5316\uff09\u662f\u5426\u8db3\u591f\u5f3a\u5927\u5230\u8ba9\u7528\u6237\u613f\u610f\u6539\u53d8\u4e60\u60ef\u3002\u5b83\u6253\u5f00\u4e86\u4e00\u6247\u95e8\uff0c\u4f46\u95e8\u540e\u7684\u8def\uff0c\u4ecd\u9700\u7528\u6781\u9ad8\u7684\u5b8c\u6210\u5ea6\u6765\u94fa\u8bbe\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Kuulto<\/span>\n <\/div>\n<div class=\"comment-content\">A modern terminal that bridges classic CLI power with an intuitive interface. Use \/ai to organize files, convert image formats, translate documents, and more. Built-in Git integration and enhanced commands like ls and grep for a smoother experience.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I\u2019m the maker behind Kuulto, and I\u2019m excited to share a new kind of terminal experience with you.<\/p>\n<p>As a developer (and a photographer), I live in the terminal. But I always felt disconnected. Why do I need to leave my CLI just to preview a PDF or check an image? Why do I have to memorize complex ffmpeg flags just to convert a photo?<\/p>\n<p>That’s why I built Kuulto Terminal. It bridges the raw power of the classic CLI with the intuition of a modern Swift interface.<\/p>\n<p>Here is how it transforms your workflow:<\/p>\n<p>\ud83e\udde0 AI-Powered: Forget memorizing flags. Just type \/ai convert these HEIF images to JPG and it happens. (As a photographer, this is my personal lifesaver!)<\/p>\n<p>\ud83d\udc40 Beyond Text: Standard commands like ls and cat are reinvented. View PDFs, images, and rich media directly within your terminal flow.<\/p>\n<p>\ud83d\udd00 Split Screen Focus: Run your server on one side, manage Git on the other. No more Alt-Tab chaos.<\/p>\n<p>\ud83c\udfa8 Visual Git: graphical git status and git diff previews make code reviews actually enjoyable. Plus, AI-generated commit messages are built-in.<\/p>\n<p>\ud83d\udd12 Native Tools: Need to record your screen for a bug report? \/record. Need to encrypt a folder? \/crypto. It\u2019s all built-in.<\/p>\n<p>We support zsh, bash, and fish out of the box.<\/p>\n<p>Kuulto is my attempt to make the terminal not just a tool, but a workspace you actually enjoy using. I\u2019m eager to hear your thoughts and feedback!<\/p>\n<p>Happy coding! \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/GWRLMR2BSLFQNN\" class=\"app-title\">P402.io<\/a><\/p>\n<div class=\"one-liner\">Route, verify, and settle paid API calls with clear traces<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">99<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>P402\u662f\u4e00\u4e2aAI\u6210\u672c\u4f18\u5316\u4e0e\u5fae\u652f\u4ed8\u57fa\u7840\u8bbe\u65bd\u5e73\u53f0\uff0c\u901a\u8fc7\u6a21\u578b\u6bd4\u4ef7\u4e0e\u6210\u672c\u6a21\u62df\u5de5\u5177\uff08P402.shop\uff09\u548c\u4f4e\u8d39\u7387\u652f\u4ed8\u5c42\uff08P402.io\uff09\uff0c\u89e3\u51b3AI\u5e94\u7528\u5728\u89c4\u6a21\u5316\u65f6\u56e0\u6a21\u578b\u9009\u62e9\u4e0d\u5f53\u548c\u4f20\u7edf\u652f\u4ed8\u7f51\u5173\u8d39\u7528\u8fc7\u9ad8\u800c\u5bfc\u81f4\u7684\u4e25\u91cd\u6210\u672c\u6d6a\u8d39\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ad9c45f-fdde-484a-9969-dff6cb579345.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/858fe71a-247b-4041-b2d1-150cc225b22f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/acbe10aa-b662-4c41-9e1a-652e25e1c3bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ad4cb8d-262b-4d3e-a55d-3ea0af54248e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cfe447ff-4fc6-4ab4-98f0-25e3fe45c73e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0bb74d0f-bd89-4bc2-88e6-5e768338b466.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7584b838-460f-4f27-965e-ab3a40146c80.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eabbc817-4d72-4422-8d51-393010b301aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dd644f13-f16e-4e0a-976d-f6730c697c7b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02036d0f-faee-4981-86b7-43632624b7f6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a6e2b3cc-7742-461c-87a6-602beb93ade1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1e4eb41e-d377-4780-a69f-8ed824694568.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f7436f7e-04f1-43a8-a7e5-cae0789a3c3e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb3c6037-0e31-46c0-a2ed-89085827979d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a3f25bf2-cf84-496b-b953-8b0d27d3c095.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Payments<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5fae\u652f\u4ed8\u89e3\u51b3\u65b9\u6848<\/span><br \/>\n <span class=\"tag\">API\u8def\u7531<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u6bd4\u8f83<\/span><br \/>\n <span class=\"tag\">\u652f\u4ed8\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u7ecf\u6d4e\u5b66<\/span><br \/>\n <span class=\"tag\">HTTP 402\u6807\u51c6<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u4ef7\u503c\uff0c\u7279\u522b\u662f\u5fae\u652f\u4ed8\u65b9\u6848\u548c\u6210\u672c\u6a21\u62df\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u5305\u62ec\uff1a\u5e0c\u671b\u589e\u52a0\u6cd5\u5e01\u652f\u4ed8\u9009\u9879\u800c\u975e\u4ec5\u9650\u52a0\u5bc6\u8d27\u5e01\uff1b\u8be2\u95ee\u4e0eOpenRouter\u7b49\u7ade\u54c1\u7684\u5177\u4f53\u5dee\u5f02\uff1b\u5173\u6ce8\u5e73\u53f0\u662f\u5426\u5904\u7406\u901f\u7387\u9650\u5236\u7b49\u8fd0\u8425\u95ee\u9898\uff1b\u671f\u5f85HTTP\u652f\u4ed8\u6807\u51c6\u7684\u771f\u6b63\u843d\u5730\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 P402\u8bd5\u56fe\u540c\u65f6\u5207\u5165\u4e24\u4e2a\u6df1\u6c34\u533a\uff1aAI API\u7684\u6210\u672c\u6df7\u6c8c\u4e0e\u5fae\u652f\u4ed8\u7684\u53ef\u884c\u6027\u56f0\u5883\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u6bd4\u4ef7\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u89c4\u6a21\u6210\u672c\u9884\u6d4b\u201d\u548c\u201c\u652f\u4ed8\u6469\u64e6\u201d\u8fd9\u4e24\u4e2a\u5f00\u53d1\u8005\u901a\u5e38\u5728\u4e8b\u540e\u624d\u649e\u4e0a\u7684\u51b0\u5c71\u53ef\u89c6\u5316\u3002P402.shop\u7684\u672c\u8d28\u662f\u4e00\u4e2a\u201c\u8d22\u52a1\u538b\u529b\u6d4b\u8bd5\u201d\u5de5\u5177\uff0c\u5176\u6740\u4f24\u529b\u5728\u4e8e\u7528\u6570\u636e\u63ed\u793a\uff1a\u5728100\u4e07\u7528\u6237\u91cf\u7ea7\uff0c\u8349\u7387\u7684\u6a21\u578b\u9009\u62e9\u5c06\u4e0d\u662f\u201c\u4f18\u5316\u201d\uff0c\u800c\u662f\u201c\u7834\u4ea7\u201d\u3002\u800cP402.io\u62bc\u6ce8\u7684\u662f\u4e00\u4e2a\u53e4\u8001\u4f46\u4ece\u672a\u666e\u53ca\u7684HTTP 402\u6807\u51c6\uff0c\u51761%\u7684\u56fa\u5b9a\u8d39\u7387\u662f\u5bf9Stripe\u7b49\u201c\u56fa\u5b9a\u8d39\u7528+\u767e\u5206\u6bd4\u201d\u6a21\u5f0f\u5728\u5fae\u652f\u4ed8\u573a\u666f\u4e0b\u7684\u7cbe\u51c6\u72d9\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5546\u4e1a\u6a21\u5f0f\u5b58\u5728\u6f5c\u5728\u51b2\u7a81\uff1a\u4f5c\u4e3a\u201c\u4e2d\u7acb\u201d\u7684\u6210\u672c\u4f18\u5316\u987e\u95ee\uff0c\u672a\u6765\u82e5\u6df1\u5165\u8def\u7531\u5c42\uff0c\u5982\u4f55\u5e73\u8861\u4e0e\u4e0a\u6e38API\u63d0\u4f9b\u5546\u7684\u5173\u7cfb\uff1f\u5176\u6b21\uff0c\u5fae\u652f\u4ed8\u65b9\u6848\u4e25\u91cd\u4f9d\u8d56\u52a0\u5bc6\u8d27\u5e01\uff08USDC\uff09\uff0c\u8fd9\u4e3a\u5927\u591a\u6570\u4e3b\u6d41\u5f00\u53d1\u8005\u8bbe\u7f6e\u4e86\u6781\u9ad8\u7684\u8ba4\u77e5\u548c\u5408\u89c4\u95e8\u69db\uff0c\u8bc4\u8bba\u4e2d\u5bf9\u6cd5\u5e01\u7684\u5f3a\u70c8\u9700\u6c42\u5df2\u5370\u8bc1\u6b64\u70b9\u3002\u6700\u540e\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u2014\u2014\u201c\u9884\u89c1\u5e76\u9632\u6b62\u89c4\u6a21\u5316\u5d29\u6e83\u201d\u2014\u2014\u7684\u76ee\u6807\u7528\u6237\u662f\u90a3\u4e9b\u6709\u8fdc\u89c1\u3001\u5c1a\u672a\u6fd2\u4e34\u5d29\u6e83\u7684\u56e2\u961f\uff0c\u4f46\u8fd9\u90e8\u5206\u4eba\u5f80\u5f80\u4f18\u5148\u8003\u8651\u529f\u80fd\u5b9e\u73b0\u800c\u975e\u6210\u672c\u4f18\u5316\uff0c\u5e02\u573a\u6559\u80b2\u6210\u672c\u9ad8\u6602\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cP402\u4e0d\u662f\u4e00\u4e2a\u5de5\u5177\uff0c\u800c\u662f\u4e00\u5957\u201c\u89c4\u6a21\u5316\u7ecf\u6d4e\u5b66\u201d\u7684\u542f\u8499\u65b9\u6848\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8e\u529f\u80fd\u591a\u5be1\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u8ba9\u201c\u6210\u672c\u611f\u77e5\u201d\u6210\u4e3aAI\u5e94\u7528\u5f00\u53d1\u7684\u6838\u5fc3\u7eaa\u5f8b\uff0c\u5e76\u4ece\u201c\u53ef\u9009\u5efa\u8bae\u201d\u53d8\u4e3a\u201c\u5fc5\u9009\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u8fd9\u6761\u8def\u5f88\u957f\uff0c\u4f46\u65b9\u5411\u6b63\u786e\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\">P402.io<\/span>\n <\/div>\n<div class=\"comment-content\">Most AI apps waste 70% of their budget. Wrong models. No caching. Payment fees that destroy micropayments. P402.shop: Compare 50+ AI APIs (GPT-5.2, Claude Opus 4.5, Gemini 3, more). Find the right model for your use case. See costs explode from 100 to 1M users. Free. P402.io: Accept micropayments without Stripe’s $0.30 killing you. 1% flat fee. Built on x402\u2014HTTP’s payment standard, finally working. Vibe-coded apps break at scale. Optimized ones don’t.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Zeshan. I built P402 because I kept seeing the same pattern:<\/p>\n<p>**AI apps work at 50 users. They break at 500.**<br \/>\nNot because AI is too expensive. Because of two things nobody talks about:<\/p>\n<p>**1. Wrong model selection**<br \/>\nMost developers pick GPT-5.2 or Claude Opus and use it for everything. But for 80% of tasks\u2014summarization, classification, simple queries\u2014Haiku 4.5 at $5\/M works just as well as models costing $14-25\/M.<br \/>\nThat’s 70% waste hiding in plain sight.<\/p>\n<p>**2. Payment fees on micropayments**<br \/>\nIf you charge $0.05 per API call, Stripe takes $0.30. You lose money on every transaction. This is why nobody offers true pay-per-use pricing.<\/p>\n<p>**So I built two tools:**<\/p>\n<p>**P402.shop** = See exactly where you’re overpaying<br \/>\n– Compare 50+ AI APIs (all the 2026 models: GPT-5.2, Opus 4.5, Gemini 3, etc.)<br \/>\n– Watch your costs explode from 100 to 1M users<br \/>\n– Spot the hidden waste<\/p>\n<p>**P402.io** = Payment infrastructure that actually works for micropayments<br \/>\n– 1% flat fee (vs Stripe’s $0.30 minimum)<br \/>\n– Built on x402\u2014HTTP 402 “Payment Required” has been reserved since 1997, we finally made it work<br \/>\n– Users pay once, use for an hour (no popup per request)<\/p>\n<p>The “aha moment” is when someone enters their use case into P402.shop and watches their costs explode at scale. That’s when optimization stops being theoretical.<\/p>\n<p>**What I’d love feedback on:**<br \/>\n– Is the value clear?<br \/>\n– What models\/providers should we add?<br \/>\n– What would stop you from trying this?<\/p>\n<p>P402.shop is free forever. P402.io has a generous free tier.<\/p>\n<p>Let’s fix the AI cost crisis. \ud83d\ude80<\/p>\n<p>Zeshan<\/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\/@z3p0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@z3p0<\/a> <a href=\"https:\/\/www.producthunt.com\/products\/p402-io\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"p402-io\" target=\"_blank\" rel=\"noopener\">@P402.io<\/a> congratulations on the launch \ud83d\udc4f! really loved how p402 is trying to solve the micropayments issue. But is there a real-money (fiat money) option instead of just USDC or crypto? it would make a lot more sense and would be useful to a lot more developers.<\/p>\n<\/p>\n<p>also Using p402 can I build a not BYOK but still user-pays ai agent android app which routes t9 openrouter for AI CALLING? Who has to provide the openrouter api key over here? is it me (mostly, right?) ? and also can the user use fiat instead of crypto? and will i as the developer incur any upfront costs in this regard?<\/p>\n<\/p>\n<p>thanks \ud83d\ude0a!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/662243cd-4a04-424a-b070-daf59f7969a6.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>your landing page is really nice! i actually posted internally in slack about how nice it is! <\/p>\n<\/p>\n<p>i did notice this unit which is a. very impressive but b. likely a bit off in terms of contrast!<\/p>\n<\/p>\n<p>congrats on launching!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@catt_marroll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@catt_marroll<\/a> thank you for the shoutout on your slack and the heads up. I am pushing a fix for this now, always iterate, really appreciate the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For model cost optimization, how does P402.io’s recommendations compare to just using OpenAI\u2019s or Anthropic\u2019s built\u2011in cost\/perf guidance or tools like OpenRouter\u2019s benchmarks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question <\/p>\n<p><strong>OpenAI\/Anthropic’s built-in guidance:<\/strong> Inherently limited to their own ecosystem. Anthropic will never tell you “actually, DeepSeek R1 handles this task at 4% of the cost.” Their guidance optimizes within their models, not across the market. Same with OpenAI, they’ll recommend GPT-5.2 vs GPT-4o, but won’t surface that Gemini 2.5 Flash might be 10x cheaper for your specific use case.<\/p>\n<p><strong>OpenRouter:<\/strong> Genuinely good. Their benchmarks are useful for capability comparison. But OpenRouter is a routing\/aggregation layer their incentive is throughput, not helping you minimize spend. They show you prices, but don’t model what happens to YOUR economics at 100K users vs 1M users. They also don’t factor in the payment layer (which is where <a href=\"http:\/\/P402.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">P402.io<\/a> comes in).<\/p>\n<p><strong>Where <\/strong><a href=\"http:\/\/P402.shop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>P402.shop<\/strong><\/a><strong> is different:<\/strong><\/p>\n<ol>\n<li>\n<p><strong>Vendor-agnostic<\/strong>: We have no incentive to push you toward any provider<\/p>\n<\/li>\n<li>\n<p><strong>Scale modeling<\/strong>: Not just “price per token” but “your actual bill at your actual volume”<\/p>\n<\/li>\n<li>\n<p><strong>Task-matching<\/strong>: Recommendations based on use case, not just benchmarks (summarization \u2260 reasoning \u2260 code gen)<\/p>\n<\/li>\n<li>\n<p><strong>Full-stack view<\/strong>: Model costs are only part of the picture. If you’re charging micropayments, Stripe’s $0.30 might be bigger than your AI costs<\/p>\n<\/li>\n<\/ol>\n<p>Honestly, use all of them. OpenRouter for capability benchmarks, provider docs for specific features, <a href=\"http:\/\/P402.shop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">P402.shop<\/a> for the cross-provider economics and scale modeling.<\/p>\n<p>We’re not trying to replace benchmarks, we’re solving the “I’m bleeding money and don’t know where” problem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Honest answer: OpenAI and Anthropic’s guidance is useful but it’s inherently limited to their own models. Anthropic will never tell you “actually DeepSeek R1 does this at 4% of the cost.” They optimize within their ecosystem, not across the market.<\/p>\n<p>OpenRouter is genuinely good for capability benchmarks. But they’re a routing layer, their incentive is throughput. They show you prices but don’t model what happens to your specific economics at 100K vs 1M users. Price per token and “your actual bill at your actual scale” are different problems.<\/p>\n<p><a href=\"http:\/\/P402.shop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">P402.shop<\/a> is vendor-agnostic, we have no reason to push you toward any provider. The scale modeling is the thing most people miss until they’re already bleeding money. And we factor in the full stack, not just model costs. If you’re doing micropayments, your Stripe fees might dwarf your AI spend and nobody else is showing you that.<\/p>\n<p>Honestly, use all of them. OpenRouter for benchmarks, provider docs for features, <a href=\"http:\/\/P402.shop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">P402.shop<\/a> for cross-provider economics and the “where am I actually bleeding money” question.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\u200bI\u2019ve been waiting for a real implementation of HTTP payment standards that actually works for modern webs apps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nitesh_kumar98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nitesh_kumar98<\/a> thanks Nitesh, its true the reason I built this is I saw a major issue using stripe for API calls. Would love to hear your feedback!<\/p>\n<p>-Zeshan<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Comparing 50+ models in one place is helpful. Does the platform handle rate limiting or do you need to manage that on your side?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jacky0729\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacky0729<\/a> Thanks for the question! Right now <a href=\"http:\/\/P402.shop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">P402.shop<\/a> is focused on the comparison and cost modeling side, helping you figure out which model fits your use case and what it’ll actually cost at scale.<\/p>\n<p>For rate limiting, that’s still on you to manage per provider. But it’s something we’re thinking about as we build out the router layer. The vision is that P402 handles not just payment but the operational stuff too, rate limits, failover, automatic switching when a provider is down or throttling you. Define your constraints once, let the router figure out the rest.<\/p>\n<p>Not there yet, but that’s where we’re headed. What’s your current setup, are you running into rate limit issues across multiple providers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PCMS5AR2EZLGET\" class=\"app-title\">Shipper Visual Edit<\/a><\/p>\n<div class=\"one-liner\">Edit apps visually in 1 click without having to prompt fixes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5141\u8bb8\u5f00\u53d1\u8005\u901a\u8fc7\u70b9\u51fb\u3001\u81ea\u7136\u8bed\u8a00\u6216\u4ee3\u7801\u76f4\u63a5\u53ef\u89c6\u5316\u7f16\u8f91\u5e94\u7528\u754c\u9762\u7684\u5de5\u5177\uff0c\u5728\u5e94\u7528\u5f00\u53d1\u4e0e\u8fed\u4ee3\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u65b9\u5f0f\u4e2d\u53cd\u590d\u6c9f\u901a\u3001\u63cf\u8ff0\u4e0d\u51c6\u786e\u548c\u4fee\u6539\u6548\u7387\u4f4e\u4e0b\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\/a610b8ea-5cc4-4c21-a65d-fd02b62045b6.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\/a239a78b-5248-46d4-af89-572f08e6dd51.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\/6bbd01b4-7eb6-414a-b8d9-69c22e6af673.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\/aab4d5ef-411d-45df-8db0-ccf686568e1c.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\/4c4faba1-f02d-459d-b7dc-d9dc3354c8a1.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\/b05dc276-d3c4-43e7-9f13-d188275f03cf.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=_AoWAu2EN9I\"><source src=\"https:\/\/www.youtube.com\/watch?v=_AoWAu2EN9I\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Website Builder<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4f4e\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u8fed\u4ee3<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">UI\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u8bbe\u8ba1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4ebaDavid\u4ecb\u7ecd\u4e86\u4ea7\u54c1\u6e90\u4e8e\u793e\u533a\u53cd\u9988\uff0c\u65e8\u5728\u63d0\u4f9b\u66f4\u76f4\u89c2\u7684\u7f16\u8f91\u65b9\u5f0f\u3002\u7528\u6237\u8bc4\u8bba\u8ba4\u4e3a\u8be5\u529f\u80fd\u53ef\u51cf\u5c11\u8bd5\u9519\uff0c\u5e76\u8be2\u95ee\u65b0\u7528\u6237\u5982\u4f55\u5feb\u901f\u4e0a\u624b\uff0c\u4f53\u73b0\u4e86\u5bf9\u6613\u7528\u6027\u548c\u5b66\u4e60\u6210\u672c\u7684\u5173\u6ce8\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Shipper Visual Edit \u5c06\u201c\u6240\u89c1\u5373\u6240\u5f97\u201d\u7684\u53e4\u8001\u7406\u60f3\u6ce8\u5165\u4e86AI\u65f6\u4ee3\u7684\u4ea4\u4e92\u8303\u5f0f\u3002\u5176\u5ba3\u79f0\u7684\u201c\u65e0\u9700\u901a\u8fc7\u63d0\u793a\u8bcd\u63cf\u8ff0\u4fee\u590d\u201d\u76f4\u6307\u5f53\u524dAI\u8f85\u52a9\u5f00\u53d1\u7684\u6838\u5fc3\u69fd\u70b9\uff1a\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u7684\u6a21\u7cca\u6027\u4e0e\u5f00\u53d1\u7cbe\u786e\u6027\u8981\u6c42\u4e4b\u95f4\u7684\u6839\u672c\u77db\u76fe\u3002\u4ea7\u54c1\u63d0\u4f9b\u7684\u201c\u70b9\u51fb\u7f16\u8f91\u201d\u3001\u201c\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u201d\u548c\u201c\u4ee3\u7801\u8c03\u6574\u201d\u4e09\u91cd\u8def\u5f84\uff0c\u770b\u4f3c\u8d4b\u4e88\u7528\u6237\u81ea\u7531\uff0c\u5b9e\u5219\u66b4\u9732\u4e86\u5176\u8bd5\u56fe\u5f25\u5408\u4ece\u4ea7\u54c1\u7ecf\u7406\u5230\u5f00\u53d1\u8005\u4e0d\u540c\u89d2\u8272\u4e0e\u6280\u672f\u6808\u4e4b\u95f4\u9e3f\u6c9f\u7684\u91ce\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u53ef\u80fd\u4e0d\u5728\u4e8e\u4efb\u4f55\u5355\u4e00\u6a21\u5f0f\u7684\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5c06\u4e09\u79cd\u6a21\u5f0f\u65e0\u7f1d\u8854\u63a5\u7684\u201c\u4e0a\u4e0b\u6587\u5e73\u6ed1\u8fc7\u6e21\u201d\u80fd\u529b\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u6784\u5efa\u4e00\u4e2a\u52a8\u6001\u7684\u3001\u53ef\u9006\u7684\u62bd\u8c61\u5c42\u3002\u7528\u6237\u4ece\u53ef\u89c6\u5316\u70b9\u51fb\u5f00\u59cb\u4fee\u6539\uff0c\u7cfb\u7edf\u80fd\u5c06\u5176\u610f\u56fe\u540c\u6b65\u8f6c\u5316\u4e3a\u53ef\u89e3\u91ca\u7684\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u6216\u5177\u4f53\u7684\u4ee3\u7801\u7247\u6bb5\uff0c\u53cd\u4e4b\u4ea6\u7136\u3002\u8fd9\u4e3a\u56e2\u961f\u534f\u4f5c\u548c\u77e5\u8bc6\u7559\u5b58\u63d0\u4f9b\u4e86\u7ed3\u6784\u5316\u8f7d\u4f53\uff0c\u53ef\u80fd\u6bd4\u5355\u7eaf\u7684\u6548\u7387\u63d0\u5347\u66f4\u5177\u98a0\u8986\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u6f5c\u5728\u98ce\u9669\u540c\u6837\u663e\u8457\u3002\u9996\u5148\uff0c\u201c\u53ef\u89c6\u5316\u201d\u7684\u6df1\u5ea6\u51b3\u5b9a\u4e86\u4ea7\u54c1\u7684\u5929\u82b1\u677f\u3002\u82e5\u4ec5\u80fd\u8c03\u6574\u6837\u5f0f\u548c\u7b80\u5355\u5e03\u5c40\uff0c\u5219\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u524d\u7aef\u7f8e\u5316\u5de5\u5177\uff1b\u82e5\u60f3\u6df1\u5165\u903b\u8f91\u5c42\uff0c\u5219\u5fc5\u7136\u9762\u4e34\u53ef\u89c6\u5316\u4ea4\u4e92\u590d\u6742\u5ea6\u7684\u6307\u6570\u7ea7\u4e0a\u5347\uff0c\u53ef\u80fd\u91cd\u8e48\u4f20\u7edfIDE\u53ef\u89c6\u5316\u8bbe\u8ba1\u5668\u8986\u8f99\u3002\u5176\u6b21\uff0c\u4e09\u91cd\u6a21\u5f0f\u53ef\u80fd\u9020\u6210\u7528\u6237\u5fc3\u667a\u8d1f\u62c5\u548c\u529f\u80fd\u5197\u4f59\uff0c\u65b0\u624b\u4f9d\u8d56\u70b9\u51fb\uff0c\u9ad8\u624b\u504f\u7231\u4ee3\u7801\uff0c\u4e2d\u95f4\u6a21\u7cca\u7684\u81ea\u7136\u8bed\u8a00\u573a\u666f\u662f\u5426\u8db3\u591f\u521a\u9700\u3001\u5176\u7406\u89e3\u51c6\u786e\u5ea6\u80fd\u5426\u5ab2\u7f8e\u4e13\u4e1a\u63d0\u793a\u5de5\u7a0b\uff0c\u4ecd\u9700\u9a8c\u8bc1\u3002\u521b\u59cb\u4eba\u79f0\u5176\u4e3a\u201c\u65e9\u671f\u4e00\u6b65\u201d\u662f\u6e05\u9192\u7684\uff0c\u8be5\u4ea7\u54c1\u7684\u672a\u6765\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u201c\u7075\u6d3b\u201d\u4e0e\u201c\u5f3a\u5927\u201d\u3001\u201c\u76f4\u89c2\u201d\u4e0e\u201c\u53ef\u63a7\u201d\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\u70b9\uff0c\u800c\u975e\u6b62\u6b65\u4e8e\u4e00\u4e2a\u53cb\u597d\u7684\u8868\u9762\u5305\u88c5\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\">Shipper Visual Edit<\/span>\n <\/div>\n<div class=\"comment-content\">Visual Edit lets you change your app in whatever way feels easiest. You can click and edit things directly, describe changes in normal language, or use code to adjust things more deeply if you want.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<br \/>\nDavid here, co-founder at Shipper.<\/p>\n<p>We’ve listened to the Shipper community’s feedback, and we’ve added all of your to-dos to the top of our priority list. That’s how “Visual Edit” came to life.<\/p>\n<p>It\u2019s a simpler way to change your app by working with what you actually see. You can click into text or components and adjust them right there, without having to explain everything in a prompt. Of course, you can still use natural language or code when that makes more sense.<\/p>\n<p>Visual Edit is about giving you options. You can stay high level, or get more hands-on, depending on what you\u2019re trying to do in the moment.<\/p>\n<p>This is an early step, and there\u2019s a lot we want to improve and expand. We\u2019d genuinely love to hear how this feels for you and what would make it better.<\/p>\n<p>Thanks for building with us \ud83d\ude4f<br \/>\nDavid<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels like it would reduce a lot of trial and error.<br \/>What\u2019s the easiest way for a new user to start using Visual Edit?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DGXPXCZWOASQ3I\" class=\"app-title\">Sloggo<\/a><\/p>\n<div class=\"one-liner\">Minimal syslog collector and viewer based on DuckDB<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">90<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Sloggo\u662f\u4e00\u6b3e\u57fa\u4e8eDuckDB\u7684\u6781\u7b80\u7cfb\u7edf\u65e5\u5fd7\u6536\u96c6\u4e0e\u67e5\u770b\u5de5\u5177\uff0c\u4ee5\u5355\u4e00\u8f7b\u91cf\u8fdb\u7a0b\u8fd0\u884c\uff0c\u4e3a\u4e2d\u5c0f\u89c4\u6a21\u9879\u76ee\u63d0\u4f9b\u4e86\u5feb\u901f\u3001\u4f4e\u6210\u672c\u7684\u65e5\u5fd7\u7ba1\u7406\u89e3\u51b3\u65b9\u6848\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16ba629a-0fa2-4b6c-a39b-b78b364ee637.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Database<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e5\u5fd7\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u65e5\u5fd7\u6536\u96c6<\/span><br \/>\n <span class=\"tag\">\u65e5\u5fd7\u67e5\u770b\u5668<\/span><br \/>\n <span class=\"tag\">DuckDB<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8fd0\u7ef4\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/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\u5176\u6027\u80fd\u8fb9\u754c\u4e0e\u9002\u7528\u89c4\u6a21\u3002\u5f00\u53d1\u8005\u786e\u8ba4\u5176\u9002\u7528\u4e8e\u767e\u4e07\u7ea7\u6761\u76ee\uff0c\u5728TB\u7ea7\u6d77\u91cf\u65e5\u5fd7\u6216\u9700\u8981\u590d\u6742\u5168\u6587\u641c\u7d22\u7684\u573a\u666f\u4e0b\uff0c\u5efa\u8bae\u9009\u62e9\u66f4\u4e13\u4e1a\u7684\u65b9\u6848\u3002\u4ea7\u54c1\u5b9a\u4f4d\u660e\u786e\u4e3a\u7b80\u5355\u3001\u4f4e\u6210\u672c\u7684\u5c0f\u89c4\u6a21\u9700\u6c42\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 Sloggo\u7684\u201c\u6781\u7b80\u201d\u5b9a\u4f4d\u662f\u4e00\u628a\u6e05\u6670\u7684\u53cc\u5203\u5251\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u4e0a\u7684\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u5bf9\u7ec6\u5206\u573a\u666f\u7684\u7cbe\u51c6\u5207\u5272\u548c\u9700\u6c42\u964d\u7ea7\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u5728\u6027\u80fd\u4e0a\u6311\u6218Elasticsearch\u6216Loki\uff0c\u800c\u662f\u806a\u660e\u5730\u5229\u7528\u4e86DuckDB\u7684\u6613\u5d4c\u5165\u6027\u548c\u5217\u5b58\u5206\u6790\u4f18\u52bf\uff0c\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201c\u65e5\u5fd7\u7ba1\u7406\u7684SQLite\u201d\u3002\u8fd9\u4e3a\u521d\u521b\u56e2\u961f\u3001\u8fb9\u7f18\u4fa7\u5e94\u7528\u6216\u77ed\u671f\u5b9e\u9a8c\u6027\u9879\u76ee\u63d0\u4f9b\u4e86\u4e00\u4e2a\u8fd1\u4e4e\u96f6\u8fd0\u7ef4\u6210\u672c\u7684\u65e5\u5fd7\u201c\u5feb\u5145\u201d\u65b9\u6848\u2014\u2014\u65e0\u9700\u590d\u6742\u96c6\u7fa4\uff0c\u4e00\u4e2a\u5bb9\u5668\u5373\u88c5\u5373\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u5b9a\u4f4d\u4e5f\u51b3\u5b9a\u4e86\u5176\u5929\u82b1\u677f\u6781\u4f4e\u3002\u8bc4\u8bba\u4e2d\u7684\u8d28\u8be2\u5207\u4e2d\u8981\u5bb3\uff1aDuckDB\u5e76\u975e\u4e3a\u5168\u6587\u68c0\u7d22\u800c\u751f\uff0c\u5176\u539f\u751fFTS\u80fd\u529b\u6709\u9650\u3002\u5728\u201c\u4f4e\u767e\u4e07\u7ea7\u201d\u6570\u636e\u91cf\u4ee5\u4e0b\uff0c\u5b83\u53ef\u4ee5\u51ed\u501fDuckDB\u7684\u805a\u5408\u67e5\u8be2\u901f\u5ea6\u63d0\u4f9b\u4e0d\u9519\u7684\u4f53\u9a8c\uff1b\u4f46\u4e00\u65e6\u89e6\u53ca\u89c4\u6a21\u6216\u590d\u6742\u641c\u7d22\u7684\u8fb9\u754c\uff0c\u5b83\u4fbf\u7acb\u5373\u4ece\u89e3\u51b3\u65b9\u6848\u53d8\u4e3a\u9700\u8981\u88ab\u8fc1\u79fb\u7684\u201c\u6280\u672f\u503a\u201d\u3002\u5f00\u53d1\u8005\u7684\u56de\u590d\u4e5f\u5766\u627f\u4e86\u8fd9\u4e00\u70b9\uff0c\u8fd9\u53cd\u800c\u662f\u4e00\u79cd\u52a1\u5b9e\u7684\u8bda\u5b9e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cSloggo\u662f\u201c\u4ee5\u9000\u4e3a\u8fdb\u201d\u7b56\u7565\u7684\u4ea7\u7269\u3002\u5b83\u4e0d\u8ffd\u6c42\u5927\u800c\u5168\uff0c\u800c\u662f\u7528\u529f\u80fd\u8fb9\u754c\u7684\u660e\u786e\u9000\u7f29\uff0c\u6362\u6765\u4e86\u90e8\u7f72\u590d\u6742\u5ea6\u7684\u6307\u6570\u7ea7\u964d\u4f4e\u548c\u8d44\u6e90\u6d88\u8017\u7684\u6781\u5ea6\u53cb\u597d\u3002\u5b83\u5728\u84ec\u52c3\u53d1\u5c55\u7684\u53ef\u89c2\u6d4b\u6027\u5e02\u573a\u4e2d\uff0c\u4e3a\u81ea\u5df1\u5f00\u8f9f\u4e86\u4e00\u4e2a\u201c\u4e34\u65f6\u65e5\u5fd7\u53f0\u201d\u6216\u201c\u8f7b\u91cf\u76d1\u63a7\u8231\u201d\u7684\u72ec\u7279\u751f\u6001\u4f4d\u3002\u5bf9\u4e8e\u76ee\u6807\u7528\u6237\uff0c\u5b83\u662f\u4f18\u96c5\u7684\u8d77\u70b9\uff1b\u4f46\u5bf9\u4e8e\u9700\u8981\u957f\u671f\u3001\u89c4\u6a21\u5316\u8fd0\u7ef4\u7684\u7cfb\u7edf\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u8fc7\u6e21\u6027\u5de5\u5177\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u5f00\u53d1\u8005\u80fd\u5426\u6301\u7eed\u5f3a\u5316\u5176\u201c\u7b80\u5355\u5230\u6781\u81f4\u201d\u7684\u6838\u5fc3\u4f53\u9a8c\uff0c\u5e76\u5efa\u7acb\u66f4\u5e73\u6ed1\u7684\u6570\u636e\u8fc1\u79fb\u8def\u5f84\uff0c\u8ba9\u7528\u6237\u80fd\u5728\u6210\u957f\u540e\u8f7b\u677e\u544a\u522b\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\">Sloggo<\/span>\n <\/div>\n<div class=\"comment-content\">Sloggo is a minimal RFC 5424 syslog collector and viewer based on DuckDB. Runs as a single, resource-friendly process.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello ProductHunt \ud83d\udc4b<\/p>\n<p>Today, I’m sharing with you Sloggo, an open source syslog collector and viewer that is based on DuckDB. It’s a lightweight container that work wonderfully for small scale projects, while still providing unparallel speed.<\/p>\n<p>Let me know what you think!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>Using DuckDB for log storage is clever\u2014does it stay performant with millions of log entries, or is there a recommended scale limit?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jacky0729\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacky0729<\/a> low millions is fine, but if you’re looking to log billions there’s more robust alternative <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Since DuckDB is a columnar store optimized for aggregations, not an inverted-index search engine (like Lucene), how does Sloggo handle full-text search over TB-scale logs? Do you rely on DuckDB’s native FTS extension, or is it brute-force scanning?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@openaigpt5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@openaigpt5<\/a> Sloggo is meant to be a simple tool, quick to set up, inexpensive to host and optimized for small scale needs. It works great in a serverless container when you are just starting to test things. <\/p>\n<p>Search is basic but works well on a few millions rows, If you need TB-scale there are plenty of better suited solutions \u270c\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/YLFJPGXHKU5OYU\" class=\"app-title\">Dabble me<\/a><\/p>\n<div class=\"one-liner\">Email prompts where replies become your journal entries<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">89<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8e\u90ae\u4ef6\u7684\u79c1\u5bc6\u65e5\u8bb0\u5de5\u5177\uff0c\u901a\u8fc7\u53d1\u9001\u90ae\u4ef6\u63d0\u793a\u5e76\u63a5\u6536\u56de\u590d\u6765\u8bb0\u5f55\u65e5\u8bb0\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u5fd9\u788c\u751f\u6d3b\u4e2d\u96be\u4ee5\u575a\u6301\u4f20\u7edf\u65e5\u8bb0\u4e60\u60ef\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\/ae9e21f0-c1aa-4464-8ebe-4626176eae98.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/062e1878-0bf0-4775-a400-80849ad7c897.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f8fd185b-b6d9-46ff-967c-781a9eedd45e.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\">Writing<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Health<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7535\u5b50\u90ae\u4ef6\u65e5\u8bb0<\/span><br \/>\n <span class=\"tag\">\u5fae\u65e5\u8bb0<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u4e3b\u4e49<\/span><br \/>\n <span class=\"tag\">\u65e0\u7b97\u6cd5<\/span><br \/>\n <span class=\"tag\">\u8bb0\u5fc6\u5faa\u73af<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u590d\u53e4\u79d1\u6280<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u5176\u201c\u65e0AI\u201d\u7406\u5ff5\u548c\u6781\u7b80\u90ae\u7bb1\u4ea4\u4e92\uff0c\u8ba4\u4e3a\u964d\u4f4e\u4e86\u65e5\u8bb0\u5fc3\u7406\u95e8\u69db\u3002\u521b\u59cb\u4eba\u900f\u9732\u4ea7\u54c1\u5df2\u7a33\u5b9a\u8fd0\u884c\u5341\u4f59\u5e74\uff0c\u672c\u6b21\u4e3a\u754c\u9762\u9769\u65b0\u3002\u6838\u5fc3\u95ee\u9898\u56f4\u7ed5\u201c\u8bb0\u5fc6\u5faa\u73af\u201d\u529f\u80fd\u7684\u5177\u4f53\u903b\u8f91\uff0c\u5f00\u53d1\u8005\u89e3\u91ca\u5176\u4f18\u5148\u5c55\u793a\u5468\u5e74\u6761\u76ee\uff0c\u5e76\u5141\u8bb8\u7528\u6237\u5c4f\u853d\u654f\u611f\u5185\u5bb9\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 Dabble Me \u8868\u9762\u662f\u201c\u53cd\u79d1\u6280\u201d\u7684\u590d\u53e4\u4ea7\u54c1\uff0c\u5b9e\u5219\u662f\u6df1\u8c19\u884c\u4e3a\u8bbe\u8ba1\u5b66\u7684\u7cbe\u5de7\u9677\u9631\u3002\u5b83\u6452\u5f03\u4e86\u6240\u6709\u65f6\u9ae6\u5143\u7d20\u2014\u2014\u65e0AI\u3001\u65e0\u793e\u4ea4\u3001\u65e0\u7b97\u6cd5\uff0c\u6070\u6070\u7cbe\u51c6\u523a\u4e2d\u4e86\u6570\u5b57\u65f6\u4ee3\u7684\u4e24\u5927\u7126\u8651\uff1a\u4e00\u662f\u201c\u5e94\u7528\u75b2\u52b3\u201d\uff0c\u7528\u6237\u538c\u5026\u4e86\u4e3a\u6bcf\u4e2a\u4e60\u60ef\u5355\u72ec\u4e0b\u8f7d\u5e76\u5b66\u4e60\u65b0\u754c\u9762\uff1b\u4e8c\u662f\u201c\u8868\u6f14\u6027\u81ea\u5f8b\u201d\uff0c\u5b83\u7528\u90ae\u7bb1\u8fd9\u4e00\u6700\u9ad8\u9891\u3001\u6700\u4e2d\u6027\u7684\u573a\u666f\uff0c\u5c06\u65e5\u8bb0\u884c\u4e3a\u4f2a\u88c5\u6210\u5f85\u529e\u90ae\u4ef6\u56de\u590d\uff0c\u5de7\u5999\u907f\u5f00\u4e86\u201c\u575a\u6301\u201d\u5e26\u6765\u7684\u9053\u5fb7\u538b\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5e76\u975e\u6280\u672f\uff0c\u800c\u662f\u5bf9\u201c\u4e60\u60ef\u9644\u7740\u70b9\u201d\u7684\u7cbe\u51c6\u9009\u62e9\u3002\u90ae\u7bb1\u4f5c\u4e3a\u6570\u5b57\u751f\u6d3b\u7684\u67a2\u7ebd\uff0c\u517c\u5177\u4eea\u5f0f\u611f\u4e0e\u968f\u610f\u6027\uff0c\u7528\u6237\u65e2\u53ef\u7528\u957f\u7bc7\u56de\u590d\u8fdb\u884c\u6df1\u5ea6\u53cd\u601d\uff0c\u4e5f\u80fd\u7528\u624b\u673a\u8bed\u97f3\u8f93\u5165\u5306\u5306\u8bb0\u5f55\u4e09\u884c\u3002\u6240\u8c13\u7684\u201c\u8bb0\u5fc6\u5faa\u73af\u201d\u529f\u80fd\uff0c\u672c\u8d28\u662f\u6784\u5efa\u4e00\u4e2a\u4f4e\u6210\u672c\u7684\u79ef\u6781\u53cd\u9988\u7cfb\u7edf\uff0c\u901a\u8fc7\u5076\u7136\u7684\u8fc7\u5f80\u5185\u5bb9\u95ea\u73b0\uff0c\u5236\u9020\u201c\u4e0e\u8fc7\u53bb\u81ea\u5df1\u5bf9\u8bdd\u201d\u7684\u60ca\u559c\u611f\uff0c\u800c\u975e\u523b\u610f\u8bbe\u8ba1\u7684\u56de\u987e\u4efb\u52a1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u65e0AI\u201d\u7684\u9c9c\u660e\u7acb\u573a\u65e2\u662f\u5229\u5251\u4e5f\u662f\u67b7\u9501\u3002\u5728\u4e2a\u6027\u5316\u56de\u987e\u3001\u6a21\u5f0f\u8bc6\u522b\u7b49\u65b9\u9762\uff0c\u5b83\u4e3b\u52a8\u653e\u5f03\u4e86\u6570\u636e\u6df1\u6316\u7684\u53ef\u80fd\u6027\uff0c\u5c06\u589e\u503c\u7a7a\u95f4\u8ba9\u4f4d\u4e8e\u7b2c\u4e09\u65b9\u5de5\u5177\u3002\u8fd9\u4e00\u5b9a\u4f4d\u4f7f\u5176\u96be\u4ee5\u5f62\u6210\u9ad8\u6ea2\u4ef7\uff0c\u66f4\u50cf\u4e00\u4e2a\u7a33\u56fa\u7684\u201c\u6570\u5b57\u57fa\u5ea7\u201d\u3002\u957f\u8fdc\u770b\uff0c\u5b83\u53ef\u80fd\u9762\u4e34\u4e24\u7c7b\u6311\u6218\uff1a\u4e00\u662f\u90ae\u7bb1\u751f\u6001\u7684\u4e0d\u53ef\u63a7\u98ce\u9669\uff08\u5982\u88ab\u5f52\u4e3a\u5783\u573e\u90ae\u4ef6\uff09\uff1b\u4e8c\u662f\u5f53\u7528\u6237\u8bb0\u5f55\u6570\u636e\u5f62\u6210\u89c4\u6a21\u540e\uff0c\u5bf9\u667a\u80fd\u6574\u7406\u7684\u5185\u5728\u9700\u6c42\u4f1a\u81ea\u7136\u6ecb\u751f\uff0c\u5c4a\u65f6\u5176\u54f2\u5b66\u7eaf\u6d01\u6027\u4e0e\u7528\u6237\u5b9e\u7528\u4e3b\u4e49\u4e4b\u95f4\u6216\u5c06\u4ea7\u751f\u88c2\u75d5\u3002\u5b83\u8bc1\u660e\u4e86\u201c\u51cf\u6cd5\u201d\u7684\u529b\u91cf\uff0c\u4f46\u6700\u7ec8\u8981\u56de\u7b54\uff1a\u4e00\u4e2a\u5b8c\u5168\u62d2\u7edd\u8fdb\u5316\u7684\u5de5\u5177\uff0c\u80fd\u5426\u5728\u5feb\u901f\u8fed\u4ee3\u7684\u751f\u6001\u4e2d\u6301\u7eed\u4fdd\u6709\u9b45\u529b\uff1f\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\">Dabble me<\/span>\n <\/div>\n<div class=\"comment-content\">Dabble Me is a private, email-based journal designed to help people actually stick with journaling. Instead of another app, it sends simple prompts you reply to by email. Past entries resurface automatically, turning journaling into a memory loop, not a chore. No social features, no AI, no algorithms. Free to start, with optional upgrades for photos, search, and organization. Built for real life, not streaks.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I built Dabble Me because I kept quitting every journal I tried. Not because I didn\u2019t care, but because life got busy and the habit never stuck. I wanted something that met me where I already was: my inbox.<\/p>\n<\/p>\n<p>It\u2019s been quietly working for over a decade, helping thousands of people keep a journal they actually return to. This launch is a much-needed polish and a fresh look on a proven product, not a brand-new experiment. Same simple idea. Same results. Just finally dressed like it deserves to be.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@parterburn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@parterburn<\/a> Congrats on the (re)launch! The UI looks really slick and it’s super simple to use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@parterburn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@parterburn<\/a> Super cool Paul! Very smart approach.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Refreshing to see a tool that proudly says ‘No AI’ in 2026. \ud83d\udc4f Journaling should be about raw human thoughts, not auto-generated summaries. Regarding the ‘memory loop’ feature: does it resurface entries from exactly one year ago, or does it randomly pick meaningful past entries to surprise us?<\/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\/@yoang_loo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yoang_loo<\/a> thanks! I’ve been testing some ai plays with it on my personal account (e.g. ai analyzes my entry to encourage further writing and sentiment analysis over time)…but rarely use it, and don’t think the users would want it, either. The best use of ai in journaling is the reflecting of your <em>own<\/em> thoughts at the end of the month\/year…that’s been pretty powerful, but not something I need to build in given all the options out there. I do wish more apps would make it easier to use my own ai tooling for the data they collect.<\/p>\n<p>Regarding the memory loop – the exact code is <a href=\"https:\/\/github.com\/parterburn\/dabble.me\/blob\/14a6e95af4e144b5229d26a6e1ef674e9217eadb\/app\/models\/user.rb#L72-L94\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">here<\/a>. It’s got some logic that tries to determine the best one to show: if an entry from exactly a year ago matches, it shows that, 5yrs ago, 1 week ago, etc. And then purely random is the fallback. But knowing where you were a year(s) ago seems to make those throwbacks feel more valuable for myself. You can also prevent it from sending you back certain entries (keyword or time-based), so that you don’t have to be reminded all the time of potentially triggering entries. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 always intimidated by journaling apps with heavy UIs but getting a prompt in email feels familiar and welcoming.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eugenie_thompson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eugenie_thompson<\/a> thanks! I’m the same…I’ve tried a bunch, but it’s too easy to ignore the iOS notifications. I try to stay Inbox Zero, so the habit is already built-in for me to respond to the email that gets delivered. And with email-as-the-interface, it brings a bunch of other features built-in depending on your email client (voice to text, ai writing, grammar, light formatting, searchable history\/backup of what you wrote, etc.).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/33ZIDUVDFM2SHK\" class=\"app-title\">AI SmartTalk<\/a><\/p>\n<div class=\"one-liner\">No-code AI agents for any channel in minutes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">86<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AI SmartTalk\u662f\u4e00\u6b3e\u65e0\u9700\u4ee3\u7801\u7684AI\u667a\u80fd\u4f53\u521b\u5efa\u5e73\u53f0\uff0c\u53ef\u5feb\u901f\u90e8\u7f72\u81f3\u4e3b\u6d41\u901a\u8baf\u4e0e\u7535\u5546\u6e20\u9053\uff0c\u5e76\u81ea\u52a8\u540c\u6b65\u77e5\u8bc6\u5e93\uff0c\u4e3a\u7535\u5546\u3001\u673a\u6784\u548c\u5185\u5bb9\u521b\u4f5c\u8005\u89e3\u51b3\u4e86\u642d\u5efa\u4e0e\u7ef4\u62a424\/7\u667a\u80fd\u5ba2\u670d\u6210\u672c\u9ad8\u3001\u6280\u672f\u95e8\u69db\u9ad8\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\/34ec0e3e-d28e-443e-8a73-baaf9fdc0a2c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e3c32617-f4fc-4212-9ce9-07cc5a3bcbcc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/666058a6-4ef3-413b-851c-0bb021edc57d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47a03d99-dfb5-4b4e-bb53-09e8454f8f52.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/93537876-23d5-491e-ae5f-abc638e3418f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04431389-f380-464d-8f25-95c600691013.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/748ca018-a819-45f2-b640-5a834174827f.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\/01086926-693d-4ac6-b01b-4929e01ef843.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=O63bvqlyu5k\"><source src=\"https:\/\/www.youtube.com\/watch?v=O63bvqlyu5k\" 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\">E-Commerce<\/span><br \/>\n <span class=\"tag\">Bots<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u4ee3\u7801AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u5168\u6e20\u9053\u804a\u5929\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93\u81ea\u52a8\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u7535\u5546\u5ba2\u670d\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">GDPR\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6cd5\u56fd\u79d1\u6280<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u964d\u4f4e\u4f7f\u7528\u6210\u672c\u3001\u8bbe\u7f6e\u7b80\u4fbf\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5173\u6ce8\u54cd\u5e94\u5ef6\u8fdf\u3001\u591a\u8bed\u8a00\u652f\u6301\u7b49\u5b9e\u9645\u6027\u80fd\u3002\u521b\u59cb\u4eba\u79ef\u6781\u56de\u5e94\uff0c\u5f3a\u8c03\u54cd\u5e94\u901f\u5ea6\uff082\u79d2\u5185\uff09\u4e0e\u652f\u630137\u79cd\u8bed\u8a00\u3002\u53e6\u6709\u7528\u6237\u8be2\u95ee\u667a\u80fd\u4f53\u884c\u4e3a\u8bad\u7ec3\u65b9\u5f0f\uff0c\u4f53\u73b0\u5bf9\u4ea7\u54c1\u6df1\u5ea6\u5e94\u7528\u7684\u5174\u8da3\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n AI SmartTalk\u7684\u53d9\u4e8b\u5de7\u5999\u5730\u907f\u5f00\u4e86\u529f\u80fd\u5806\u780c\u7684\u201c\u519b\u5907\u7ade\u8d5b\u201d\uff0c\u8f6c\u800c\u805a\u7126\u4e8e\u201c\u90e8\u7f72\u6469\u64e6\u201d\u8fd9\u4e00\u771f\u5b9e\u4e14\u672a\u88ab\u5145\u5206\u89e3\u51b3\u7684\u5546\u4e1a\u75db\u70b9\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u5176AI\u667a\u80fd\u4f53\u672c\u8eab\u6709\u591a\u524d\u6cbf\uff0c\u800c\u5728\u4e8e\u5b83\u5145\u5f53\u4e86\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u7ba1\u9053\u5de5\u201d\uff1a\u5c06\u4f01\u4e1a\u6563\u843d\u5404\u5904\u7684\u77e5\u8bc6\u8d44\u4ea7\uff08\u7f51\u7ad9\u3001\u4e91\u76d8\u3001\u9879\u76ee\u7ba1\u7406\u5de5\u5177\uff09\u5feb\u901f\u8f6c\u5316\u4e3a\u8de8\u6e20\u9053\uff08\u793e\u4ea4\u3001\u901a\u8baf\u3001\u90ae\u4ef6\uff09\u7684\u5373\u65f6\u670d\u52a1\u80fd\u529b\u3002\u4ea7\u54c1\u5c06\u201c\u8fde\u63a5\u201d\u4e0e\u201c\u540c\u6b65\u201d\u81ea\u52a8\u5316\uff0c\u5b9e\u8d28\u662f\u964d\u4f4e\u4e86\u4f01\u4e1a\u201c\u6570\u636e\u8d44\u672c\u201d\u7684\u8fd0\u8425\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u65e0\u4ee3\u7801\u201d\u4e0e\u201c\u9ad8\u5ea6\u5b9a\u5236\u5316\u201d\u4e4b\u95f4\u5b58\u5728\u56fa\u6709\u5f20\u529b\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4f9d\u8d56\u73b0\u6709\u5185\u5bb9\u8fd8\u662f\u8bbe\u8ba1\u5bf9\u8bdd\u6d41\u7a0b\u201d\u7684\u63d0\u95ee\uff0c\u6b63\u6233\u4e2d\u4e86\u6b64\u75db\u70b9\u2014\u2014\u4ea7\u54c1\u82e5\u8fc7\u4e8e\u4f9d\u8d56\u9759\u6001\u77e5\u8bc6\u5e93\uff0c\u5219\u667a\u80fd\u4f53\u53ef\u80fd\u50f5\u786c\uff1b\u82e5\u9f13\u52b1\u81ea\u5b9a\u4e49\u6d41\u7a0b\uff0c\u5219\u201c\u65e0\u4ee3\u7801\u201d\u7684\u7b80\u6613\u6027\u53ef\u80fd\u53d7\u635f\u3002\u5176\u6b21\uff0c\u5176\u5ba3\u79f0\u7684\u201c2\u79d2\u5185\u54cd\u5e94\u201d\u5728\u590d\u6742\u67e5\u8be2\u6216\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b\u80fd\u5426\u6301\u7eed\uff0c\u5c06\u662f\u5f71\u54cd\u5ba2\u6237\u7559\u5b58\u7684\u5173\u952e\u3002\u6700\u540e\uff0c\u5728\u5de8\u5934\u73af\u4f3a\u7684\u804a\u5929\u673a\u5668\u4eba\u5e02\u573a\uff0c\u5176\u4f5c\u4e3a\u72ec\u7acb\u5e73\u53f0\u7684\u751f\u5b58\u7a7a\u95f4\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u7279\u5b9a\u5782\u76f4\u9886\u57df\uff08\u5982\u5f3a\u8c03GDPR\u5408\u89c4\u7684\u6b27\u6d32\u7535\u5546\uff09\u6784\u5efa\u8d77\u6bd4\u901a\u7528\u65b9\u6848\u66f4\u7cbe\u7ec6\u3001\u66f4\u5408\u89c4\u7684\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u52a1\u5b9e\u3001\u5207\u53e3\u7cbe\u51c6\u7684\u5de5\u5177\u3002\u5b83\u4e0d\u8bd5\u56fe\u91cd\u5851AI\uff0c\u800c\u662f\u81f4\u529b\u4e8e\u8ba9\u73b0\u6709\u7684AI\u6280\u672f\u66f4\u201c\u597d\u7528\u201d\u5730\u6d41\u5165\u5546\u4e1a\u6bdb\u7ec6\u8840\u7ba1\u3002\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u6613\u7528\u6027\u3001\u6027\u80fd\u4e0e\u6df1\u5ea6\u5b9a\u5236\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\uff0c\u5e76\u6301\u7eed\u6df1\u5316\u5176\u201c\u5373\u63d2\u5373\u7528\u201d\u7684\u96c6\u6210\u751f\u6001\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">AI SmartTalk<\/span>\n <\/div>\n<div class=\"comment-content\">AI SmartTalk lets you create tailored AI Agents without coding. Connect your website (WordPress, PrestaShop, Joomla, Webflow) and deploy on WhatsApp, Messenger, Instagram, Discord, Slack & Gmail. Auto-sync your knowledge base with Google Drive, JIRA, ClickUp. Includes SmartFlow for no-code automation, SmartForm & SmartCalendar. Built in France \ud83c\uddeb\ud83c\uddf7, GDPR compliant. Perfect for e-commerce stores, agencies & content creators who want 24\/7 AI support.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b I’m Odran, co-founder of AI SmartTalk. We built this because setting up a smart chatbot shouldn’t require a dev team. Just connect your site, train the AI on your content, and deploy everywhere. We’d love your feedback; what integrations would you like to see next? \ud83d\ude80<\/div>\n<div class=\"comment-actions\">\n<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>For a small operation like ours, a 24\/7 solution that trains on our own docs is much more cost-effective than hiring a call center. really cool. the latency is the make -or-break factor here-if it stays close to human response times, the ROI will be huge. seems easy enough to setup , might give it a trail run on our next project.<\/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\/@joeyzhang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joeyzhang<\/a> Thanks! Latency is definitely a priority for us, responses typically start under 2 seconds. Let us know how the trial goes, happy to help with the setup if needed \ud83d\ude4f<\/p>\n<p>Feel free to reach out: <a href=\"mailto:contact@aism.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">contact@aismarttalk.tech<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Auto-syncing knowledge from your site is smart. Does the AI agent handle multilingual conversations, or is it English-only?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jacky0729\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacky0729<\/a> Thanks for asking! We support 37 languages, the AI automatically detects and responds in the user\u2019s language. Works great for international businesses \ud83c\udf0d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 like how AI SmartTalk focuses on removing setup friction rather than adding more chatbot features people never use. How teams usually start shaping their agents\u2019 behavior, do they rely more on existing content from their site, or do they actively design conversation flows from scratch?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/GSBYETPPZD66QN\" class=\"app-title\">Autonomous<\/a><\/p>\n<div class=\"one-liner\">Superintelligent financial advisor at 0% advisory fees<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">64<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96f6\u54a8\u8be2\u8d39\u7684AI\u539f\u751f\u8d22\u5bcc\u7ba1\u7406\u5e94\u7528\uff0c\u901a\u8fc7\u8fde\u63a5\u7528\u6237\u8d26\u6237\u3001\u63d0\u4f9b\u4e2a\u6027\u5316\u76f4\u63a5\u6307\u6570\u6295\u8d44\u7b56\u7565\uff0c\u89e3\u51b3\u4e86\u4e2a\u4eba\u6295\u8d44\u8005\u5728\u81ea\u4e3b\u7406\u8d22\u6df7\u4e71\u4e0e\u652f\u4ed8\u9ad8\u989d\u987e\u95ee\u8d39\u4e4b\u95f4\u4e24\u96be\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba3775a5-0248-4a04-b307-b940e573f066.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/608fc10a-4e2b-4a13-8a15-cde5efd02b0f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b82636be-f2c8-4885-be40-f47968aa311f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Fintech<\/span><br \/>\n <span class=\"tag\">Investing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8d22\u5bcc\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u96f6\u54a8\u8be2\u8d39<\/span><br \/>\n <span class=\"tag\">\u76f4\u63a5\u6307\u6570\u6295\u8d44<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6295\u8d44<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6295\u987e<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u6295\u8d44\u7ec4\u5408<\/span><br \/>\n <span class=\"tag\">\u7a0e\u52a1\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u66ff\u4ee3\u4f20\u7edf\u987e\u95ee<\/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\u96f6\u8d39\u7387\u6a21\u5f0f\u4e0e\u89e3\u51b3\u201cDIY\u6df7\u4e71\u201d\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u6838\u5fc3\u5173\u5207\u96c6\u4e2d\u4e8e\u5546\u4e1a\u6a21\u5f0f\uff08\u5982\u4f55\u76c8\u5229\uff09\u3001AI\u5efa\u8bae\u7684\u72ec\u7acb\u6027\u4e0e\u53ef\u9760\u6027\u3001\u6570\u636e\u9690\u79c1\u4e0e\u4fe1\u4efb\uff0c\u4ee5\u53ca\u5f53\u524d\u4ec5\u9650\u7f8e\u56fd\u5e02\u573a\u7684\u76d1\u7ba1\u9650\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Autonomous\u7684\u53d9\u4e8b\u6781\u5177\u51b2\u51fb\u529b\uff0c\u5b83\u7cbe\u51c6\u5730\u6495\u5f00\u4e86\u4f20\u7edf\u8d22\u5bcc\u7ba1\u7406\u201c1-2%\u8d39\u7387\u201d\u7684\u9648\u65e7\u4f24\u75a4\uff0c\u5e76\u8bd5\u56fe\u7528AI\u8fd9\u628a\u624b\u672f\u5200\u8fdb\u884c\u4e00\u573a\u96f6\u8d39\u7387\u9769\u547d\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e3b\u5f20\u5e76\u975e\u7b80\u5355\u7684\u201cAI\u804a\u5929+\u6295\u8d44\u201d\uff0c\u800c\u5728\u4e8e\u201c\u4e2a\u6027\u5316\u76f4\u63a5\u6307\u6570\u201d\u8fd9\u4e00\u6838\u5fc3\u8f7d\u4f53\u3002\u8fd9\u6807\u5fd7\u7740\u667a\u80fd\u6295\u987e\u4ece\u201c\u673a\u5668\u4eba\u7ec4\u5408\u201d\u76841.0\u65f6\u4ee3\uff0c\u8fc8\u5411\u4e86\u5229\u7528AI\u8fdb\u884c\u8d85\u9897\u7c92\u5ea6\u3001\u5b9e\u65f6\u7a0e\u635f\u6536\u5272\u4e0e\u4f18\u5316\u76842.0\u65f6\u4ee3\uff0c\u7406\u8bba\u4e0a\u786e\u5b9e\u80fd\u5c06\u4ee5\u5f80\u4ec5\u9762\u5411\u8d85\u9ad8\u51c0\u503c\u5ba2\u6237\u7684\u7b56\u7565\u5e73\u6c11\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u73af\u4e4b\u4e0b\u6697\u7901\u904d\u5e03\u3002\u9996\u5148\uff0c\u201c0%\u54a8\u8be2\u8d39\u201d\u7684\u5546\u4e1a\u6a21\u5f0f\u5b58\u5728\u53d9\u8ff0\u65ad\u5c42\u3002\u5b98\u65b9\u56de\u590d\u6697\u793a\u5176\u6536\u5165\u53ef\u80fd\u6765\u81ea\u66ff\u4ee3ETF\u7684\u7ba1\u7406\u8d39\uff0c\u8fd9\u4f7f\u5176\u76c8\u5229\u4e0e\u201c\u76f4\u63a5\u6307\u6570\u201d\u8fd9\u4e00\u590d\u6742\u4ea7\u54c1\u7684\u8868\u73b0\u548c\u6210\u672c\u63a7\u5236\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u5546\u4e1a\u6a21\u5f0f\u672a\u7ecf\u5468\u671f\u8003\u9a8c\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u7684\u4fe1\u4efb\u57fa\u77f3\u6781\u5ea6\u8106\u5f31\uff1a\u7528\u6237\u9700\u6388\u4e88\u5176\u5168\u9762\u7684\u8d22\u52a1\u6570\u636e\u8bbf\u95ee\u6743\u9650\uff0c\u4f46\u5bf9\u5176AI\u7684\u201c\u8d85\u7ea7\u667a\u80fd\u201d\u5982\u4f55\u62b5\u6297\u5e02\u573a\u6d41\u884c\u53d9\u4e8b\u6ce1\u6cab\u3001\u907f\u514d\u201c\u8fce\u5408\u7528\u6237\u201d\u7684\u503e\u5411\uff0c\u56e2\u961f\u5e76\u672a\u7ed9\u51fa\u4ee4\u4eba\u4fe1\u670d\u7684\u6280\u672f\u6216\u65b9\u6cd5\u8bba\u89e3\u91ca\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u7528\u4e00\u4e2a\u6280\u672f\u9ed1\u7bb1\u66ff\u4ee3\u4e86\u6536\u8d39\u7684\u4eba\u7c7b\u987e\u95ee\uff0c\u800c\u4fe1\u4efb\u8f6c\u79fb\u7684\u6210\u672c\u6781\u9ad8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u540e\uff0c\u5176\u9762\u4e34\u7684\u76d1\u7ba1\u9ad8\u5899\u6bd4\u60f3\u8c61\u4e2d\u66f4\u539a\u3002\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u6b27\u7f8e\u76d1\u7ba1\u5dee\u5f02\u53ea\u662f\u51b0\u5c71\u4e00\u89d2\uff0c\u4f5c\u4e3a\u63d0\u4f9b\u5177\u4f53\u6295\u8d44\u5efa\u8bae\u548c\u53ef\u80fd\u8fdb\u884c\u8d44\u4ea7\u7ba1\u7406\u7684\u5b9e\u4f53\uff0c\u5176\u5728\u5408\u89c4\u3001\u6295\u8d44\u8005\u9002\u5f53\u6027\u7ba1\u7406\u3001\u8d23\u4efb\u754c\u5b9a\u4e0a\u5c06\u906d\u9047\u4f20\u7edf\u91d1\u878d\u7684\u5168\u65b9\u4f4d\u62f7\u95ee\u3002Autonomous\u63cf\u7ed8\u7684\u613f\u666f\u662f\u98a0\u8986\u6027\u7684\uff0c\u4f46\u5176\u8def\u5f84\u66f4\u50cf\u662f\u5728\u5200\u5c16\u4e0a\u8df3\u821e\u2014\u2014\u9700\u8981\u5728\u6280\u672f\u53ef\u9760\u6027\u3001\u5546\u4e1a\u53ef\u6301\u7eed\u6027\u4e0e\u91d1\u878d\u76d1\u7ba1\u7684\u4e09\u89d2\u8ff7\u5bab\u4e2d\uff0c\u627e\u5230\u4e00\u6761\u5207\u5b9e\u53ef\u884c\u7684\u7a84\u8def\u3002\u6210\u529f\uff0c\u5219\u53ef\u80fd\u6210\u4e3aRobinhood\u5f0f\u7684\u884c\u4e1a\u7834\u5c40\u8005\uff1b\u82e5\u6709\u95ea\u5931\uff0c\u5219\u53ef\u80fd\u52a0\u5267\u516c\u4f17\u5bf9AI\u8d4b\u80fd\u91d1\u878d\u7684\u4fe1\u4efb\u5371\u673a\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\">Autonomous<\/span>\n <\/div>\n<div class=\"comment-content\">Invest like the ultra-wealthy with an AI-native wealth strategist. To manage their money, most are faced with two bad options: DIY chaos (accounts everywhere, broken spreadsheets, a pile of individual bets and no strategy) or pay a 1\u20132% advisor fee and hand over a massive portion of your net worth to fees. Autonomous: Connect your accounts, ask any money question, and get a personalized direct index that continuously optimizes taxes, risk, and cash. No 1\u20132% advisor fee.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello! My cofounder and I previously built and exited Paperspace, one of the first GPU clouds. After selling Paperspace, we did the \u201cresponsible\u201d thing and tried to get our own finances dialed in.<\/p>\n<p>That means one of two bad options:<\/p>\n<p>– DIY: Accounts scattered everywhere. Spreadsheets are always wrong. Expensive mistakes because this wasn\u2019t my full-time job.<br \/>– Hire an advisor: 1-2% of assets annually. I ran that math over multiple decades and realized I was handing over a massive portion of my net worth to fees.<\/p>\n<p>Neither can deliver the strategies the ultra-wealthy use to compound wealth. These strategies aren’t secret \u2013 they’re just economically impossible to deliver at scale through traditional human advisors.<\/p>\n<p>Robo advisors tried to automate it, but without real intelligence they hit a wall. In practice: cookie-cutter portfolios and little else. <\/p>\n<p>That’s when it hit me: people everywhere are already turning to AI to answer financial questions… but there’s no Cursor-style “apply” button. It’s not connected to your money.<\/p>\n<p>Meanwhile, wealth management generates ~$250B\/year with human intermediaries charging massive fees. Entrenched, expensive, structurally misaligned.<\/p>\n<p>It started to look a lot like brokerages right before Robinhood.<\/p>\n<p>So we decided to build the missing layer. <\/p>\n<p>Autonomous (becomeautonomous.com) is a superintelligent wealth manager with 0% advisory fees.<\/p>\n<p>We\u2019re doing for financial advising what Robinhood did for brokerages. Think of it as a full-stack, AI-native wealth strategist that brings billionaire-style playbooks to ordinary investors.<\/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>Super cool. I’m from EU and trying to build something in a similar space but completely different market. Would love to be a beta tester! <\/p>\n<p>Btw just one question: how do you make money? it will be subscription? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally! A way to manage wealth without selling a kidney to pay for fees \ud83d\ude00 just kidding \ud83d\ude42 Autonomous is here to save me from myself and my terrible financial decisions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool concept, could be a total game changer if nailed. A question if you don’t mind – when using Chat GPT \/ Claude to kick the tires in this space, I’ve found the AI to parrot whatever the most popular articles \/ newspieces \/ analysts it can find on a given investing subject or stock and extrapolate from there. I really have to challenge the thinking process to overcome this, and even then I worry it’s just saying “what I want to hear”. Are you adding any layers \/ customization in your AI prompting to avoid this tendency?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \ud83d\ude4c.\u201cDIY chaos\u201d is painfully accurate spreadsheets everywhere, zero strategy, lots of stress. The zero advisory fee angle is a big plus, especially for people who want guidance without giving up 1\u20132% forever.The trust moment when connecting accounts feels like the make-or-break step here. If that clicks, this could be really compelling.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Are you available in Europe? <br \/>Curious to know how you handle regulatory requirements such as Mifid 2. <br \/>Btw, totally agree with you on the two bad options (DIY, advisor) but unfortunately, in many cases, people don’t really have a real alternatives because of regulatory constraints. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ddu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ddu<\/a> unfortunately US only for now \ud83d\ude41 Regulatory constraints are the reason like you said but we\u2019ll be there eventually hopefully. It\u2019s not a blocker just a big hurdle. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 idea of zero-fee autonomous investing is compelling. That said, as a user it naturally raises the question: if advisory fees are truly 0%, where does Autonomous generate revenue?<\/p>\n<p>I\u2019m particularly curious how user data factors into the business model. Is monetization driven by premium features or partnerships, or does it involve using or sharing user financial data in any way? Transparency on this would go a long way toward building long-term trust.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@carlesonielfa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlesonielfa<\/a> you can get free advice (portfolio analysis\/construction, answers to any financial question, etc) and implement our recommendations yourself. Or optionally we can manage it for you. By doing so, we create a hyper personalized direct index which essentially replaces the ETF fees you already pay for. Direct indexing has many benefits over ETFs such as granular tax loss harvesting. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/IWN2VGS5SWQUXX\" class=\"app-title\">FeatureMessage<\/a><\/p>\n<div class=\"one-liner\">Write a message your future self will never forget<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">52<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FeatureMessage\u662f\u4e00\u6b3e\u5141\u8bb8\u7528\u6237\u7ed9\u672a\u6765\u7684\u81ea\u5df1\u5199\u4fe1\u6216\u5f55\u5236\u89c6\u9891\uff0c\u5e76\u5728\u6307\u5b9a\u65e5\u671f\u901a\u8fc7\u90ae\u4ef6\u9001\u8fbe\u7684\u5de5\u5177\uff0c\u5728\u4e2a\u4eba\u60c5\u611f\u8bb0\u5f55\u4e0e\u81ea\u6211\u5bf9\u8bdd\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u73cd\u8d35\u601d\u7eea\u548c\u8bb0\u5fc6\u56e0\u65f6\u95f4\u6d41\u901d\u6216\u5b58\u50a8\u6df7\u4e71\u800c\u4e22\u5931\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\/b0ffa368-4c4e-45de-ba67-7696ccb10753.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8b6a129-5fa7-4a29-b508-39146b4ab9d9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8a7d03c-49ba-4095-b70e-3dabedf1a9bd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e5b5b6c4-64dd-4279-8dfe-deabe42009c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8a01cd7d-ece6-4ee5-a77b-6fc40b3f49a8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d8997cb9-c7bb-4b1d-a7fb-1b223445cea2.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\">Email<\/span><br \/>\n <span class=\"tag\">Messaging<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672a\u6765\u4fe1<\/span><br \/>\n <span class=\"tag\">\u81ea\u6211\u5bf9\u8bdd<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u65f6\u95f4\u80f6\u56ca<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u63d0\u9192<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u6210\u957f<\/span><br \/>\n <span class=\"tag\">\u8bb0\u5fc6\u5b58\u6863<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u4eea\u5f0f\u611f<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u4ea7\u54c1\u521b\u610f\u4e0e\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u5176\u521b\u9020\u4e86\u60c5\u611f\u65f6\u523b\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u63a2\u8ba8\u4ea7\u54c1\u957f\u671f\u5b9a\u4f4d\uff08\u662f\u8eab\u4efd\u6863\u6848\u8fd8\u662f\u81ea\u6211\u5f15\u5bfc\u5de5\u5177\uff09\uff0c\u4e8c\u662f\u8be2\u95ee\u6280\u672f\u7ec6\u8282\uff08\u5982\u90ae\u4ef6\u9001\u8fbe\u540e\u7684\u53ef\u89c1\u6027\u7ba1\u7406\uff09\u3002\u521b\u59cb\u4eba\u5206\u4eab\u4e86\u4e2a\u4eba\u75db\u70b9\u9a71\u52a8\u7684\u5f00\u53d1\u6545\u4e8b\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 FeatureMessage\u62ab\u7740\u201c\u65f6\u95f4\u80f6\u56ca\u201d\u7684\u6d6a\u6f2b\u5916\u8863\uff0c\u5176\u672c\u8d28\u662f\u4e00\u4e2a\u5bf9\u6297\u6570\u5b57\u65f6\u4ee3\u8bb0\u5fc6\u71b5\u589e\u4e0e\u81ea\u6211\u8fde\u7eed\u6027\u65ad\u88c2\u7684\u8f7b\u91cf\u7ea7\u5de5\u5177\u3002\u5b83\u806a\u660e\u5730\u907f\u5f00\u4e86\u793e\u4ea4\u4e0e\u5373\u65f6\u901a\u8baf\u7684\u7ea2\u6d77\uff0c\u8f6c\u800c\u6355\u6349\u201c\u4e0e\u81ea\u6211\u5bf9\u8bdd\u201d\u8fd9\u4e00\u88ab\u4e25\u91cd\u4f4e\u4f30\u7684\u9700\u6c42\u3002\u4ea7\u54c1\u7684\u771f\u6b63\u950b\u8292\u4e0d\u5728\u4e8e\u6280\u672f\u590d\u6742\u5ea6\uff08\u5b9a\u65f6\u53d1\u9001\u90ae\u4ef6\u582a\u79f0\u53e4\u5178\uff09\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u5730\u547d\u4e2d\u4e86\u73b0\u4ee3\u4eba\u7684\u4e00\u79cd\u5b58\u5728\u6027\u7126\u8651\uff1a\u6211\u4eec\u5fd9\u4e8e\u8bb0\u5f55\u751f\u6d3b\u4ee5\u4f9b\u4ed6\u4eba\u89c2\u8d4f\uff0c\u5374\u758f\u4e8e\u4e3a\u672a\u6765\u7684\u81ea\u5df1\u7559\u5b58\u771f\u8bda\u7684\u5185\u5fc3\u72ec\u767d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u957f\u671f\u4ef7\u503c\u9762\u4e34\u53cc\u91cd\u62f7\u95ee\u3002\u5176\u4e00\uff0c\u662f\u5de5\u5177\u5c5e\u6027\u4e0e\u60c5\u611f\u4ef7\u503c\u7684\u5e73\u8861\u3002\u5f53\u7528\u6237\u6536\u5230\u4e00\u5c01\u6765\u81ea\u8fc7\u53bb\u7684\u90ae\u4ef6\uff0c\u6700\u521d\u7684\u60ca\u559c\u8fc7\u540e\uff0c\u82e5\u5185\u5bb9\u7f3a\u4e4f\u6df1\u5ea6\u6216\u8bed\u5883\u4e22\u5931\uff0c\u6781\u6613\u6ca6\u4e3a\u4e00\u6b21\u6027\u7684\u60c5\u611f\u5feb\u6d88\u54c1\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4e2a\u4eba\u6863\u6848\u201d\u4e0e\u201c\u81ea\u6211\u5f15\u5bfc\u201d\u7684\u63d0\u95ee\uff0c\u6b63\u6233\u4e2d\u4e86\u5176\u6838\u5fc3\u5b9a\u4f4d\u7684\u6a21\u7cca\u6027\u2014\u2014\u5b83\u7a76\u7adf\u662f\u60f3\u6210\u4e3a\u4e00\u5ea7\u5806\u6ee1\u788e\u7247\u7684\u6570\u5b57\u4ed3\u5e93\uff0c\u8fd8\u662f\u4e00\u4e2a\u80fd\u63d0\u4f9b\u8fde\u7eed\u6027\u6d1e\u5bdf\u7684\u6210\u957f\u5730\u56fe\uff1f\u5176\u4e8c\uff0c\u662f\u53ef\u6301\u7eed\u6027\u6311\u6218\u3002\u4f5c\u4e3a\u6781\u7b80\u5de5\u5177\uff0c\u5176\u7528\u6237\u7c98\u6027\u4e0e\u4ed8\u8d39\u8f6c\u5316\u8def\u5f84\u5e76\u4e0d\u6e05\u6670\u3002\u5f53\u624b\u673a\u539f\u751f\u5907\u5fd8\u5f55\u3001\u65e5\u5386\u63d0\u9192\u751a\u81f3\u793e\u4ea4\u5a92\u4f53\u7684\u201c\u90a3\u5e74\u4eca\u65e5\u201d\u529f\u80fd\u90fd\u80fd\u5b9e\u73b0\u7c7b\u4f3c\u6548\u679c\u65f6\uff0c\u5176\u72ec\u7acb\u7684\u5fc5\u8981\u6027\u5fc5\u987b\u5efa\u7acb\u5728\u65e0\u53ef\u66ff\u4ee3\u7684\u4f53\u9a8c\u4e0a\uff0c\u4f8b\u5982\u66f4\u79c1\u5bc6\u7684\u5b89\u5168\u611f\u3001\u66f4\u7cbe\u7f8e\u7684\u5c01\u88c5\u5f62\u5f0f\u6216\u5f15\u5bfc\u7528\u6237\u8fdb\u884c\u7ed3\u6784\u5316\u81ea\u6211\u5bf9\u8bdd\u7684\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u201c\u4e3a\u81ea\u5df1\u89e3\u51b3\u95ee\u9898\u201d\u7684\u6545\u4e8b\u662f\u52a8\u4eba\u7684\u8d77\u70b9\uff0c\u4f46\u8981\u4ece\u4e00\u4e2a\u89e3\u51b3\u4e2a\u4eba\u75db\u70b9\u7684\u4f18\u96c5\u65b9\u6848\uff0c\u8715\u53d8\u4e3a\u5177\u6709\u6301\u4e45\u751f\u547d\u529b\u7684\u4ea7\u54c1\uff0c\u5b83\u9700\u8981\u5728\u201c\u89e6\u53d1\u968f\u673a\u60c5\u611f\u6ce2\u52a8\u201d\u4e4b\u4e0a\uff0c\u6784\u5efa\u66f4\u6df1\u5c42\u7684\u3001\u4fc3\u4f7f\u4eba\u4eec\u5468\u671f\u6027\u56de\u5f52\u7684\u201c\u81ea\u6211\u53d9\u4e8b\u201d\u6846\u67b6\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u6570\u5b57\u82b1\u56ed\u91cc\u53c8\u4e00\u682a\u8fc5\u901f\u7efd\u653e\u53c8\u8fc5\u901f\u88ab\u9057\u5fd8\u7684\u6619\u82b1\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\">FeatureMessage<\/span>\n <\/div>\n<div class=\"comment-content\">FeatureMessage lets you send a message to your future self. Write a short letter or record a video. Pick a date in the future. We\u2019ll deliver it to your email when the time comes. No complicated setup. Just three simple steps: 1. Write a message or record a video 2. Choose when it should be delivered (months or years from now) 3. Receive it at the perfect moment People use FeatureMessage for birthdays, life goals, reminders, or quiet thoughts they don\u2019t want to forget.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey, I\u2019m Andi \ud83d\udc4b\u2028<\/p>\n<p>For a long time, I\u2019ve been recording little videos on my phone for my future self.\u2028Random thoughts. Feelings. Moments I didn\u2019t want to forget.\u2028<\/p>\n<p>But somehow, I always lost them.\u2028<br \/>\nBuried in my camera roll. Old folders. Gone forever.\u2028<\/p>\n<p>So I decided to build something for my own problem.<\/p>\n<p>With FeatureMessage, you can write a short letter or re\u2028cord a video to your future self.\u2028<br \/>\nYou pick a date.\u2028<br \/>\nAnd when the time comes, you\u2019ll get an email with your message.\u2028<\/p>\n<p>It creates really emotional and unexpected moments.\u2028<br \/>\nThe kind that make you pause for a second.\u2028<\/p>\n<p>One day, you\u2019ll be glad that you took 5 quiet minutes today to send something to your future self.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch Andi! Love the design of the website<\/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>Sent myself one! I already can’t remember what I said in it and that’s what is going to make it feel special! (I also can’t remember when it’s scheduled for and that’s even better \ud83d\ude02)<\/p>\n<\/p>\n<p>Good job Andi!!<\/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>really cool idea Andi !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! There\u2019s something quietly powerful about designing for memory and self-connection instead of speed or growth. How you think about the long-term emotional impact, do you see FeatureMessage as more of a personal archive of identity over time, or as a tool for intentional self-guidance and closure?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 this idea! One question: how does FeatureMessage handle users who’ve already seen an announcement? Does it automatically hide it, or do we need to manually manage visibility rules?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Thats such a cool concept!<\/p>\n<\/p>\n<p>I used to record videos of myself to look at in the future but receiving them via email on a certain date is a great idea \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Such a lovely idea and clean design. Congrats on the launch Andi!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>It’s time to document my current self. <\/p>\n<p>If this is done regularly, or even as a group event or something, it’s educational and entertaining.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OGCEZDIAF3TUCE\" class=\"app-title\">Alpie<\/a><\/p>\n<div class=\"one-liner\">An AI workspace for deep work and real collaboration<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">38<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Alpie\u662f\u4e00\u6b3eAI\u5de5\u4f5c\u7a7a\u95f4\uff0c\u652f\u6301\u6df1\u5ea6\u5de5\u4f5c\u548c\u5b9e\u65f6\u534f\u4f5c\uff0c\u901a\u8fc7\u6574\u5408\u957f\u5bf9\u8bdd\u3001\u6587\u4ef6\u4e0e\u56e2\u961f\u534f\u4f5c\u5de5\u5177\uff0c\u89e3\u51b3\u56e2\u961f\u5728\u5904\u7406\u590d\u6742\u9879\u76ee\u65f6\u4fe1\u606f\u5206\u6563\u3001\u51b3\u7b56\u6548\u7387\u4f4e\u4e0b\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\/cd25b414-c334-4a83-b9bd-6fad06d5dcb9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c8d081b-b0b9-4764-8980-d85293680eb4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df66324f-bce2-4197-b899-c3e326792f36.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\/523994f2-e132-49e3-b6ca-53b5f80d3f5c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/isn9exfMm6g\"><source src=\"https:\/\/youtu.be\/isn9exfMm6g\" 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\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u6df1\u5ea6\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u804a\u5929<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u51b3\u7b56<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u4e3b\u52a8\u4ecb\u7ecd\u4ea7\u54c1\u5b9a\u4f4d\u4e3a\u6df1\u5ea6\u5de5\u4f5c\u7a7a\u95f4\uff0c\u5f3a\u8c03\u957f\u4e0a\u4e0b\u6587\u3001\u5b9e\u65f6\u534f\u4f5c\u4e0e\u6587\u4ef6\u6574\u5408\u529f\u80fd\uff0c\u5e76\u516c\u5f00\u5f81\u96c6\u7528\u6237\u5de5\u4f5c\u6d41\u9700\u6c42\u4e0e\u529f\u80fd\u4f18\u5148\u7ea7\u53cd\u9988\uff0c\u76ee\u524d\u65e0\u5916\u90e8\u7528\u6237\u95ee\u9898\u6216\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Alpie\u7784\u51c6\u7684\u5e76\u975e\u901a\u7528\u804a\u5929\u673a\u5668\u4eba\u5e02\u573a\uff0c\u800c\u662f\u8bd5\u56fe\u5207\u5165\u201c\u6df1\u5ea6\u5de5\u4f5c\u6d41\u534f\u4f5c\u201d\u8fd9\u4e00\u7ec6\u5206\u573a\u666f\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u5728\u4e8e\u201c\u6301\u7eed\u4e0a\u4e0b\u6587\u201d\u4e0e\u201c\u56e2\u961f\u5171\u601d\u201d\uff0c\u8fd9\u76f4\u51fb\u5f53\u524dAI\u5de5\u5177\u7684\u4e24\u5927\u77ed\u677f\uff1a\u4e00\u662f\u591a\u6570AI\u4ea4\u4e92\u4ecd\u4e3a\u77ed\u5e73\u5feb\u7684\u95ee\u7b54\u6a21\u5f0f\uff0c\u96be\u4ee5\u652f\u6491\u957f\u5468\u671f\u590d\u6742\u9879\u76ee\uff1b\u4e8c\u662fAI\u534f\u4f5c\u591a\u4e3a\u4e2a\u4f53\u5355\u5411\u4f7f\u7528\uff0c\u7f3a\u4e4f\u56e2\u961f\u5171\u4eab\u7684\u77e5\u8bc6\u6f14\u8fdb\u7a7a\u95f4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06PDF\u3001\u4ee3\u7801\u3001\u94fe\u63a5\u7b49\u591a\u683c\u5f0f\u6587\u4ef6\u6574\u5408\u8fdb\u5bf9\u8bdd\u7ebf\u7a0b\uff0c\u5e76\u52a0\u5165\u6279\u6ce8\u3001\u63d0\u53ca\u3001\u89d2\u8272\u5206\u914d\u7b49\u534f\u4f5c\u529f\u80fd\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u6784\u5efa\u4e00\u4e2a\u4ee5AI\u4e3a\u4e2d\u67a2\u7684\u56e2\u961f\u77e5\u8bc6\u5e93\u3002\u5176\u771f\u6b63\u6311\u6218\u4e0d\u5728\u4e8e\u6280\u672f\u5b9e\u73b0\uff0c\u800c\u5728\u4e8e\u5de5\u4f5c\u6d41\u8fc1\u79fb\u6210\u672c\u2014\u2014\u56e2\u961f\u9700\u8981\u6539\u53d8\u73b0\u6709\u5206\u6563\u7684\u534f\u4f5c\u4e60\u60ef\uff08\u5982\u6587\u6863\u3001\u804a\u5929\u3001\u4f1a\u8bae\u5206\u79bb\u7684\u72b6\u6001\uff09\uff0c\u5c06\u6838\u5fc3\u51b3\u7b56\u8fc7\u7a0b\u6c89\u6dc0\u5230\u4e00\u4e2a\u5e73\u53f0\u4e0a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5f00\u53d1\u8005\u8bc4\u8bba\u53ef\u89c1\uff0c\u4ea7\u54c1\u4ecd\u5904\u4e8e\u201c\u5f00\u653e\u5f0f\u6784\u5efa\u201d\u9636\u6bb5\uff0c\u6295\u7968\u6570\u4e0d\u9ad8\u4e14\u7f3a\u4e4f\u771f\u5b9e\u7528\u6237\u53cd\u9988\uff0c\u8fd9\u53cd\u6620\u51fa\u5e02\u573a\u9a8c\u8bc1\u5c1a\u6d45\u3002\u5176\u6210\u529f\u5173\u952e\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u7cbe\u51c6\u7ed1\u5b9a\u7279\u5b9a\u884c\u4e1a\u5de5\u4f5c\u6d41\uff08\u5982\u7814\u7a76\u3001\u6218\u7565\u5206\u6790\u3001\u6280\u672f\u65b9\u6848\u8bc4\u5ba1\uff09\uff0c\u5e76\u8bc1\u660eAI\u9a71\u52a8\u7684\u534f\u4f5c\u80fd\u4ea7\u751f\u6bd4\u4f20\u7edf\u5de5\u5177\u66f4\u4f18\u8d28\u7684\u51b3\u7b56\u8f93\u51fa\u3002\u82e5\u4ec5\u505c\u7559\u5728\u201c\u66f4\u597d\u7684\u6587\u4ef6\u804a\u5929\u673a\u5668\u4eba\u201d\u5c42\u9762\uff0c\u5219\u6781\u6613\u88ab\u73b0\u6709\u5e73\u53f0\u7684\u529f\u80fd\u8fed\u4ee3\u6240\u8986\u76d6\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\">Alpie<\/span>\n <\/div>\n<div class=\"comment-content\">Alpie is an AI workspace for deep work and real collaboration. Drop in PDFs, images, code, or links, ask deep questions, and work with your team in real time. Pin important insights, keep chats and files organised in one dashboard, and move through complex problems together. Built for long workflows and shared thinking, Alpie helps teams turn scattered information into clear, lasting decisions, and not just answers.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello explorers<\/p>\n<p>We are excited to launch Alpie, an AI workspace built for deep work, not just quick prompts.<\/p>\n<p>Alpie brings together long-form chats, files, research, and real-time collaboration in one place. You can run fast or deep research, work with PDFs and files across chats, pin important insights, and collaborate with your team using roles, comments, mentions, and shared workspaces, all without losing context.<\/p>\n<p>We are continuously improving Alpie\u2019s contextual understanding across longer workflows, so it gets better at following ongoing work over time as you use it.<\/p>\n<p>We are building Alpie in the open and improving it every day. We would truly appreciate your feedback on which workflows you would like to use Alpie for, and what features we should prioritise next.<\/p>\n<p>Thank you for checking it out! We are happy to answer any questions you may have.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/VPVYRS3DQNAR2U\" class=\"app-title\">Blogs for Vercel<\/a><\/p>\n<div class=\"one-liner\">A simple, semi-headless CMS for Vercel-hosted Nextjs blogs.<\/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>\u4e00\u6b3e\u4e3aVercel\u6258\u7ba1\u7684Next.js\u535a\u5ba2\u6253\u9020\u7684\u534a\u65e0\u5934CMS\uff0c\u901a\u8fc7\u5728\u9879\u76ee\u4e2d\u76f4\u63a5\u5b89\u88c5npm\u5305\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5feb\u901f\u642d\u5efa\u548c\u7ba1\u7406\u535a\u5ba2\u5185\u5bb9\u3001\u907f\u514d\u590d\u6742\u540e\u7aef\u67b6\u6784\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\/7f571040-e3c2-4747-b7e8-d32da7d9ba8a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9cc10be0-fdde-44de-b6b7-463fdc6d030e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88d85b7c-cda4-4a7f-8fc8-a9aa51e3ea1b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14cdd01a-3730-4819-855f-7c489fb62975.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0febed75-4cbf-46fc-8da2-5e91e1a9c25a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Writing<\/span><br \/>\n <span class=\"tag\">SEO<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u534a\u65e0\u5934CMS<\/span><br \/>\n <span class=\"tag\">Next.js<\/span><br \/>\n <span class=\"tag\">Vercel<\/span><br \/>\n <span class=\"tag\">\u535a\u5ba2\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7ba1\u7406\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">API\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">AI\u5c31\u7eea<\/span><br \/>\n <span class=\"tag\">npm\u5305<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\u4e3b\u8981\u4e3a\u5f00\u53d1\u8005\u81ea\u8ff0\uff0c\u9610\u8ff0\u4e86\u5f00\u53d1\u6b64\u4ea7\u54c1\u7684\u521d\u8877\uff1a\u5e02\u573a\u4e0a\u7f3a\u4e4f\u5728Vercel\u4e0a\u7b80\u5355\u3001\u975e\u5b8c\u5168\u65e0\u5934\u7684\u535a\u5ba2\u5185\u5bb9\u7ba1\u7406\u5de5\u5177\uff0c\u73b0\u6709\u65b9\u6848\u901a\u5e38\u9700\u8981\u590d\u6742\u6570\u636e\u5e93\u548c\u8ba4\u8bc1\u3002\u672c\u4ea7\u54c1\u65e8\u5728\u4e3a\u5ba2\u6237\u63d0\u4f9b\u66f4\u7b80\u6613\u3001\u5feb\u901f\u7684\u535a\u5ba2\u7ba1\u7406\u4f53\u9a8c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u5728\u201c\u65e0\u5934CMS\u201d\u5df2\u6210\u7ea2\u6d77\u7684\u4eca\u5929\uff0c\u201cBlogs for Vercel\u201d\u806a\u660e\u5730\u9009\u62e9\u4e86\u201c\u534a\u65e0\u5934\u201d\u8fd9\u4e00\u7ec6\u5206\u5b9a\u4f4d\uff0c\u672c\u8d28\u662f\u7784\u51c6\u4e86Next.js + Vercel\u8fd9\u4e00\u65e5\u76ca\u4e3b\u6d41\u7684\u6280\u672f\u6808\u7684\u914d\u5957\u7f3a\u53e3\u3002\u5176\u5ba3\u79f0\u7684\u201c\u7b80\u5355\u201d\u76f4\u51fb\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u8bb8\u591a\u5f00\u53d1\u8005\u6216\u5c0f\u56e2\u961f\u786e\u5b9e\u9700\u8981\u4e00\u4e2a\u5185\u5bb9\u540e\u53f0\uff0c\u4f46\u53c8\u4e0d\u613f\u6216\u65e0\u529b\u7ef4\u62a4\u4e00\u5957\u5b8c\u6574\u7684\u3001\u72ec\u7acb\u7684\u540e\u7aef\u670d\u52a1\u548c\u6570\u636e\u5e93\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06Auth\u3001\u591a\u7528\u6237\u7ec4\u7ec7\u3001API\u5c42\u6253\u5305\u6210\u4e00\u4e2a\u53ef\u76f4\u63a5\u201cnpm install\u201d\u7684\u6a21\u5757\uff0c\u8fd9\u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u72ec\u7acb\u4ea7\u54c1\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u4e2a\u201c\u53ef\u5d4c\u5165\u7684\u540e\u7aef\u529f\u80fd\u5957\u4ef6\u201d\u3002\u5b83\u8bd5\u56fe\u5c06\u590d\u6742\u7684\u540e\u7aef\u5de5\u7a0b\u7b80\u5316\u4e3a\u4e00\u4e2a\u4f9d\u8d56\u9879\uff0c\u8ba9\u5f00\u53d1\u8005\u80fd\u5feb\u901f\u83b7\u5f97\u4e00\u4e2a\u53ef\u7528\u7684\u7ba1\u7406\u540e\u53f0\uff0c\u540c\u65f6\u901a\u8fc7API\u4fdd\u6301\u524d\u7aef\u5c55\u793a\u7684\u7075\u6d3b\u6027\u3002\u8fd9\u786e\u5b9e\u80fd\u5438\u5f15\u90a3\u4e9b\u5e0c\u671b\u4fdd\u6301\u6280\u672f\u6808\u7edf\u4e00\uff08Vercel\/Next.js\uff09\u3001\u8ffd\u6c42\u90e8\u7f72\u7b80\u4fbf\u6027\uff0c\u4e14\u5bf9\u5185\u5bb9\u7ba1\u7406\u5b9a\u5236\u5316\u8981\u6c42\u4e0d\u9ad8\u7684\u5f00\u53d1\u8005\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u4ef7\u503c\u4e0e\u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u4f18\u52bf\u5728\u4e8e\u6781\u4f4e\u7684\u96c6\u6210\u6210\u672c\u548c\u6e05\u6670\u7684\u573a\u666f\u805a\u7126\uff0c\u5b8c\u7f8e\u5951\u5408Vercel\u7684Serverless\u8303\u5f0f\u3002\u4f46\u52a3\u52bf\u4e5f\u5728\u4e8e\u6b64\uff1a\u6df1\u5ea6\u7ed1\u5b9a\u7279\u5b9a\u5e73\u53f0\u548c\u6280\u672f\u6808\uff0c\u5e02\u573a\u5929\u82b1\u677f\u663e\u800c\u6613\u89c1\uff1b\u4f5c\u4e3a\u201c\u534a\u65e0\u5934\u201d\u65b9\u6848\uff0c\u5b83\u5728\u5185\u5bb9\u5efa\u6a21\u7684\u7075\u6d3b\u6027\u548c\u529f\u80fd\u6269\u5c55\u6027\u4e0a\uff0c\u53ef\u80fd\u96be\u4ee5\u5339\u654c\u6210\u719f\u7684\u5934\u90e8\u6216\u65e0\u5934CMS\uff1b\u5176\u201c\u7b80\u5355\u201d\u7684\u7279\u6027\uff0c\u4e5f\u53ef\u80fd\u968f\u7740\u5ba2\u6237\u9700\u6c42\u589e\u957f\u800c\u9762\u4e34\u6311\u6218\uff0c\u6700\u7ec8\u9677\u5165\u201c\u6bd4\u4e0a\u4e0d\u8db3\uff0c\u6bd4\u4e0b\u4e0d\u7cbe\u201d\u7684\u5c34\u5c2c\u5883\u5730\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u5178\u578b\u7684\u201c\u573a\u666f\u9a71\u52a8\u578b\u201d\u5de5\u5177\uff0c\u7cbe\u51c6\u670d\u52a1\u4e8e\u7279\u5b9a\u6280\u672f\u793e\u7fa4\u7684\u5373\u65f6\u9700\u6c42\uff0c\u662f\u6548\u7387\u81f3\u4e0a\u7684\u52a1\u5b9e\u9009\u62e9\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u4e00\u4e2a\u201c\u4fbf\u6377\u5de5\u5177\u201d\u6210\u957f\u4e3a\u5177\u6709\u6301\u4e45\u751f\u547d\u529b\u7684\u201c\u4ea7\u54c1\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u4fdd\u6301\u8f7b\u91cf\u7684\u540c\u65f6\uff0c\u6784\u5efa\u51fa\u8db3\u591f\u6df1\u7684\u62a4\u57ce\u6cb3\uff0c\u6216\u6210\u529f\u62d3\u5c55\u5176\u5b9a\u4e49\u7684\u6280\u672f\u6808\u8fb9\u754c\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u662f\u4e00\u4e2a\u4f18\u79c0\u7684\u201c\u8865\u4e01\u201d\uff0c\u4f46\u5c1a\u672a\u770b\u5230\u98a0\u8986\u6027\u7684\u9769\u65b0\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\">Blogs for Vercel<\/span>\n <\/div>\n<div class=\"comment-content\">A simple semi-headless CMS for your Vercel-hosted Next.js blog. Manage your content with ease, fetch it via secure API endpoints. Includes: – Auth – Multi-user Organizations – Blog Post Editor – Blog Post Management – API for publishing or querying Blog Posts – AI Starter Pack – npm install package – Swagger file Vibe coding your landing page? Blogs for Vercel makes the blogging experience for clients dead simple.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s not easy to find a simple, straightforward tool to host your blogging content on Vercel that isn\u2019t 100% headless. It almost always requires a full blown DB and authentication.<\/p>\n<p>I wanted something simpler and faster that would allow my clients to manage their blogs easier.<\/p>\n<p>So, I created Blogs for Vercel!<\/p>\n<p>Built from the ground up with AI in mind, install the npm package directly into your project for easy setup or download the swagger file or AI Starter-Pack to quickly implement Blogs for Vercel into your NEXTjs project. <\/p>\n<p>Make and publish your blog posts using the GUI or via APIs and instantly display them on your webpage.<\/p>\n<p>Excited to hear what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KG2VAOXQ7F472J\" class=\"app-title\">Evolvoom.io<\/a><\/p>\n<div class=\"one-liner\">AI sales rep that brings customers back over email & SMS <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">27<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411\u7535\u5546\u54c1\u724c\u7684AI\u5ba2\u6237\u7559\u5b58\u5e73\u53f0\uff0c\u901a\u8fc7\u5206\u6790\u7528\u6237\u65c5\u7a0b\uff0c\u81ea\u52a8\u53d1\u9001\u4e2a\u6027\u5316\u7684\u7535\u5b50\u90ae\u4ef6\u548cSMS\u6d88\u606f\uff0c\u5728\u5ba2\u6237\u6d41\u5931\u3001\u590d\u8d2d\u7b49\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e2d\u5c0f\u7535\u5546\u56e0\u4eba\u529b\u65f6\u95f4\u4e0d\u8db3\u800c\u65e0\u6cd5\u6709\u6548\u8fdb\u884c\u5ba2\u6237\u5173\u6000\u4e0e\u518d\u8425\u9500\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\/48b4790c-4e8a-4f15-b6b4-36a76d2fc070.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/MZ5VZlNp2qo\"><source src=\"https:\/\/youtu.be\/MZ5VZlNp2qo\" 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\/994a8265-d4a2-435c-9dce-d737fc0e4a3f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dde99e35-8ff7-4bb8-b588-5c32236f545a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/682c5fd1-9e22-4d91-9a18-8d2bdd9a393e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78597bca-3caa-47e1-bed7-e871bcad5eec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0470f29e-4567-4da1-ab9b-ca365decff25.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/65e1c15c-6ede-4296-abdf-b4593b3910c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/80764c8b-7624-4d68-81fc-b59791ff536f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0361027c-be25-4df7-a844-87d2169ef21e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/285fc66a-21de-466c-8ab9-01fda410cd53.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">E-Commerce<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5ba2\u6237\u7559\u5b58<\/span><br \/>\n <span class=\"tag\">\u7535\u5546\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u6c9f\u901a<\/span><br \/>\n <span class=\"tag\">SMS\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u590d\u8d2d<\/span><br \/>\n <span class=\"tag\">\u5f03\u5355\u633d\u56de<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u5fe0\u8bda\u5ea6<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u96f6\u552e\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u5f0f\u5546\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba Pavel \u9610\u8ff0\u4e86\u4ea7\u54c1\u8bde\u751f\u7684\u80cc\u666f\uff08\u83b7\u5ba2\u6210\u672c\u9ad8\u3001\u4e2d\u5c0f\u5356\u5bb6\u65e0\u6687\u6df1\u8015\u7559\u5b58\uff09\uff0c\u5e76\u91cd\u70b9\u4ecb\u7ecd\u4e86\u6838\u5fc3\u529f\u80fd\u4e0e\u65b0\u589e\u7684SMS\u53cc\u5411\u5bf9\u8bdd\u80fd\u529b\u3002\u53e6\u4e00\u6761\u8bc4\u8bba\u5219\u80af\u5b9a\u4e86\u5176\u5c06\u6570\u636e\u8f6c\u5316\u4e3a\u53ef\u64cd\u4f5c\u6d1e\u5bdf\u7684\u201c\u6df1\u601d\u719f\u8651\u201d\u7684\u5de5\u5177\u4ef7\u503c\u3002\u76ee\u524d\u8bc4\u8bba\u4ee5\u4ea7\u54c1\u4ecb\u7ecd\u548c\u795d\u8d3a\u4e3a\u4e3b\uff0c\u6682\u672a\u770b\u5230\u5177\u4f53\u7684\u7528\u6237\u8d28\u7591\u6216\u529f\u80fd\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Evolvoom.io \u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u62e5\u6324\u4f46\u5b9e\u5219\u75db\u70b9\u6df1\u5207\u7684\u8d5b\u9053\u2014\u2014\u7535\u5546\u5ba2\u6237\u7559\u5b58\u3002\u5176\u5ba3\u79f0\u7684\u6838\u5fc3\u4ef7\u503c\u201c\u8ba9\u5ba2\u6237\u611f\u5230\u88ab\u771f\u6b63\u8bb0\u4f4f\u548c\u5173\u6000\u201d\uff0c\u76f4\u6307\u5f53\u524d\u89c4\u6a21\u5316\u8425\u9500\u7684\u8f6f\u808b\uff1a\u7f3a\u4e4f\u4eba\u6027\u5316\u7684\u6e29\u5ea6\u3002\u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff0c\u5373\u5229\u7528AI\u6d88\u5316\u5ba2\u6237\u6570\u636e\uff0c\u751f\u6210\u5e76\u6267\u884c\u201c\u4e00\u5bf9\u4e00\u201d\u7684\u6c9f\u901a\u7b56\u7565\uff0c\u4ece\u7535\u5b50\u90ae\u4ef6\u6269\u5c55\u5230\u66f4\u5177\u4fb5\u5165\u6027\u4f46\u4e5f\u66f4\u76f4\u63a5\u7684SMS\u5bf9\u8bdd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u6df1\u5ea6\u5728\u4e8e\u51e0\u4e2a\u5173\u952e\u5c42\u9762\u3002\u9996\u5148\uff0c\u201c\u4e2a\u6027\u5316\u201d\u7684\u95e8\u69db\u5df2\u88ab\u5e02\u573a\u62d4\u9ad8\uff0c\u4ec5\u57fa\u4e8e\u8ba2\u5355\u5386\u53f2\u548c\u884c\u4e3a\u7684\u6d88\u606f\uff0c\u662f\u5426\u8db3\u4ee5\u6784\u5efa\u201c\u670b\u53cb\u822c\u201d\u7684\u5bf9\u8bdd\u4f53\u9a8c\uff0c\u800c\u975e\u66f4\u9ad8\u7ea7\u7684\u6a21\u677f\u5316\uff0c\u8fd9\u9700\u8981\u6781\u5f3a\u7684\u6570\u636e\u89e3\u8bfb\u4e0e\u81ea\u7136\u8bed\u8a00\u751f\u6210\u80fd\u529b\u3002\u5176\u6b21\uff0c\u5c06AI\u7528\u4e8eSMS\u53cc\u5411\u5bf9\u8bdd\u662f\u4e00\u6b65\u9669\u68cb\uff0cSMS\u7684\u6253\u5f00\u7387\u9ad8\uff0c\u4f46\u7528\u6237\u5bf9\u9a9a\u6270\u7684\u5bb9\u5fcd\u5ea6\u6781\u4f4e\u3002\u6240\u8c13\u201c\u6e29\u6696\u3001\u4eba\u6027\u5316\u201d\u7684\u5c3a\u5ea6\u82e5\u62ff\u634f\u4e0d\u5f53\uff0c\u6781\u6613\u5f15\u53d1\u8d1f\u9762\u53cd\u9988\uff0c\u8fd9\u5bf9AI\u7684\u60c5\u5546\u548c\u54c1\u724c\u65b9\u7684\u98ce\u9669\u63a7\u5236\u90fd\u662f\u5de8\u5927\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u5b9a\u4f4d\u770b\uff0c\u5b83\u660e\u667a\u5730\u7784\u51c6\u4e86\u8d44\u6e90\u6709\u9650\u7684\u4e2d\u5c0f\u7535\u5546\uff0c\u4f46\u5176\u4ef7\u503c\u4e3b\u5f20\u5374\u4f9d\u8d56\u4e8e\u4e00\u4e2a\u6096\u8bba\uff1a\u6700\u9700\u8981\u201c\u4eba\u6027\u5316\u5173\u6000\u201d\u6765\u63d0\u5347\u5fe0\u8bda\u5ea6\u7684\u54c1\u724c\uff0c\u5f80\u5f80\u5176\u5ba2\u6237\u6570\u636e\u7ef4\u5ea6\u548c\u6df1\u5ea6\u6709\u9650\uff0cAI\u80fd\u5426\u57fa\u4e8e\u6709\u9650\u6570\u636e\u505a\u51fa\u201c\u7cbe\u51c6\u5173\u6000\u201d\uff0c\u5b58\u7591\u3002\u4ea7\u54c1\u7684\u957f\u8fdc\u4ef7\u503c\u4e0d\u5728\u4e8e\u540c\u65f6\u7ba1\u7406\u591a\u5c11\u4e2a\u6e20\u9053\uff0c\u800c\u5728\u4e8e\u5176AI\u6a21\u578b\u5bf9\u590d\u6742\u5ba2\u6237\u610f\u56fe\u7684\u8bc6\u522b\u7cbe\u5ea6\uff0c\u4ee5\u53ca\u5c06\u7a00\u758f\u4e92\u52a8\u8f6c\u5316\u4e3a\u4fe1\u4efb\u548c\u9500\u552e\u7684\u5b9e\u9645\u8f6c\u5316\u7387\u3002\u5b83\u4e0d\u5e94\u4ec5\u4ec5\u662f\u53e6\u4e00\u4e2a\u81ea\u52a8\u5316\u89e6\u8fbe\u5de5\u5177\uff0c\u800c\u5fc5\u987b\u6210\u4e3a\u4e00\u4e2a\u771f\u6b63\u80fd\u63d0\u5347\u5ba2\u6237\u7ec8\u8eab\u4ef7\u503c\u7684\u201c\u667a\u80fd\u5ba2\u6237\u5173\u7cfb\u7ecf\u7406\u201d\u3002\u76ee\u524d\u4ece\u62ab\u9732\u4fe1\u606f\u770b\uff0c\u5176\u201c\u7406\u89e3\u201d\u548c\u201c\u5bf9\u8bdd\u201d\u80fd\u529b\u7684\u5177\u4f53\u6280\u672f\u5b9e\u73b0\u4e0e\u6548\u679c\u8861\u91cf\u6807\u51c6\u4ecd\u662f\u9ed1\u7bb1\uff0c\u8fd9\u5c06\u662f\u5176\u4ece\u201c\u6709\u8da3\u6982\u5ff5\u201d\u8fc8\u5411\u201c\u5fc5\u5907\u5de5\u5177\u201d\u5fc5\u987b\u89e3\u7b54\u7684\u95ee\u9898\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Evolvoom.io<\/span>\n <\/div>\n<div class=\"comment-content\">Evolvoom is an AI customer retention platform for ecommerce brands that want their customers to feel genuinely remembered and cared for. It connects to your store, understands each customer\u2019s journey, and sends messages that feel like they were written just for them – not broadcast to a list. Beyond email, Evolvoom AI now can reach out and have conversations via SMS too, recommending products, bringing people back to their carts, and answering questions in a warm, human way.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt community!<\/p>\n<p>I\u2019m Pavel – one of the founders of Evolvoom.io. As acquisition keeps getting more expensive, so many small ecommerce and dropshipping store owners told us the same thing: \u201cWe know retention matters, but we don\u2019t have the time or people to do it well.\u201d<br \/>\n\u200b<br \/>\nThat\u2019s why we built Evolvoom as an AI-powered retention partner, not \u201cjust another marketing tool.\u201d It connects to your store, learns from order history and behavior, and then:<\/p>\n<p>– Writes and sends truly personalized 1:1 messages<br \/>\n– Runs winback, post\u2011purchase, and re\u2011engagement flows<br \/>\n– Tracks every conversation and recovery in one place<br \/>\n\u200b<br \/>\nToday, we\u2019re especially excited about a new piece: our AI can now hold natural, two\u2011way conversations over SMS, not only email. Customers can reply like they would to a friend, and the AI answers questions, nudges them back to their carts, and helps build long\u2011term loyalty without feeling spammy.<\/p>\n<p>If you\u2019re running a store and feel like your customer data is underused, Evolvoom is our attempt to turn it into gentle, human\u2011like outreach that actually respects your customers\u2019 time. <\/p>\n<p>We\u2019d love your feedback, questions, or tough critiques in the comments.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Evolvoom IO Customer Retention AI feels like a very thoughtful tool for helping businesses keep customers engaged by turning data into actionable insights that can make retention strategies more effective and intuitive. Congratulations to the founders on launching this and wishing you lots of support and traction 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<\/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\/LI75JWOHHSMFZB\" class=\"app-title\">TuneKit<\/a><\/p>\n<div class=\"one-liner\">Fine-tune SLMs 2x faster, for free<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">23<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TuneKit\u901a\u8fc7\u81ea\u52a8\u5206\u6790\u6570\u636e\u3001\u63a8\u8350\u6a21\u578b\u3001\u4f18\u5316\u8d85\u53c2\u6570\u5e76\u751f\u6210\u53ef\u8fd0\u884c\u7684Colab\u7b14\u8bb0\u672c\uff0c\u8ba9\u7528\u6237\u514d\u8d39\u3001\u5feb\u901f\u5730\u5728Colab\u4e0a\u5fae\u8c03\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u53cd\u590d\u9762\u4e34\u7684\u73af\u5883\u914d\u7f6e\u590d\u6742\u3001\u8d44\u6e90\u6602\u8d35\u548c\u811a\u672c\u7f16\u5199\u7e41\u7410\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\/6e88ec01-788d-4308-8ba9-aa3189aaafb4.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\/26cdacc2-24b7-4c72-b57f-78e7f4ed0102.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/5zIAY3JAEK8\"><source src=\"https:\/\/youtu.be\/5zIAY3JAEK8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\u5fae\u8c03<\/span><br \/>\n <span class=\"tag\">AI\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u673a\u5668\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u9879\u76ee<\/span><br \/>\n <span class=\"tag\">Colab\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8d85\u53c2\u6570\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801AI<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u8bad\u7ec3\u7b80\u5316<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39AI\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\u4e3b\u8981\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86\u5fae\u8c03\u8bbe\u7f6e\u8017\u65f6\u3001\u590d\u6742\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8d5e\u8d4f\u5176\u514d\u8d39\u3001\u514dGPU\u3001\u514d\u811a\u672c\u7684\u7279\u6027\uff0c\u8ba4\u4e3a\u5bf9SLM\u5de5\u4f5c\u8005\u662f\u5de8\u5927\u5e2e\u52a9\u3002\u5f00\u53d1\u8005\u8865\u5145\u4e86\u5176\u652f\u6301\u7684\u5177\u4f53\u6a21\u578b\u548c\u5de5\u4f5c\u6d41\u7a0b\u7ec6\u8282\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 TuneKit\u7684\u201c\u771f\u6b63\u4ef7\u503c\u201d\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u201c\u4f53\u9a8c\u91cd\u6784\u201d\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u57fa\u4e8e\u73b0\u6709\u5f00\u6e90\u751f\u6001\uff08Hugging Face, Colab\uff09\u7684\u80f6\u6c34\u5c42\u548c\u81ea\u52a8\u5316\u811a\u672c\u751f\u6210\u5668\uff0c\u5176\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u76f4\u51fb\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u4e91\u670d\u52a1\u548c\u5927\u6a21\u578b\u5e73\u53f0\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u9884\u7b97\u6709\u9650\u3001\u8ffd\u6c42\u6548\u7387\u7684\u72ec\u7acb\u5f00\u53d1\u8005\u6216\u5c0f\u578b\u56e2\u961f\u5bf9\u8f7b\u91cf\u7ea7\u6a21\u578b\u8fdb\u884c\u5b9a\u5236\u5316\u7684\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u5fae\u8c03\u670d\u52a1\u4e24\u6781\u5206\u5316\uff1a\u4e00\u7aef\u662fOpenAI\u3001Anthropic\u7b49\u63d0\u4f9b\u7684\u9ed1\u7bb1API\uff0c\u7075\u6d3b\u5ea6\u4f4e\u4e14\u6210\u672c\u4e0d\u83f2\uff1b\u53e6\u4e00\u7aef\u662f\u76f4\u63a5\u4f7f\u7528Hugging Face\u7b49\u5e93\uff0c\u81ea\u7531\u5ea6\u867d\u9ad8\u4f46\u95e8\u69db\u9661\u5ced\u3002TuneKit\u806a\u660e\u5730\u5361\u5728\u4e2d\u95f4\uff0c\u5c06\u540e\u8005\u7e41\u7410\u7684\u5de5\u7a0b\u73af\u8282\uff08\u73af\u5883\u914d\u7f6e\u3001\u53c2\u6570\u8c03\u8bd5\u3001\u8d44\u6e90\u7f16\u6392\uff09\u6253\u5305\u6210\u201c\u4e0a\u4f20\u6570\u636e-\u83b7\u53d6\u7b14\u8bb0\u672c\u201d\u7684\u4e00\u7ad9\u5f0f\u4f53\u9a8c\uff0c\u5e76\u5de7\u5999\u5229\u7528Google Colab\u7684\u514d\u8d39\u7b97\u529b\u4f5c\u4e3a\u8f7d\u4f53\uff0c\u5b9e\u73b0\u4e86\u7528\u6237\u7aef\u7684\u201c\u96f6\u6210\u672c\u201d\u548c\u201c\u96f6\u90e8\u7f72\u201d\u3002\u5176\u63a8\u8350\u7684\u201c\u6700\u4f73\u6a21\u578b\u201d\u548c\u201c\u4f18\u5316\u8d85\u53c2\u6570\u201d\u529f\u80fd\uff0c\u5b9e\u5219\u662f\u5c06\u793e\u533a\u7ecf\u9a8c\u4ea7\u54c1\u5316\uff0c\u964d\u4f4e\u4e86\u4e13\u4e1a\u51b3\u7b56\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\u3002\u514d\u8d39Colab\u7684\u7b97\u529b\uff08T4\uff09\u548c\u65f6\u957f\u9650\u5236\uff0c\u6ce8\u5b9a\u5b83\u53ea\u9002\u7528\u4e8e\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\uff08SLMs\uff09\u7684\u8f7b\u91cf\u5fae\u8c03\uff0c\u65e0\u6cd5\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u6216\u5927\u6a21\u578b\u3002\u5176\u5546\u4e1a\u6a21\u5f0f\u7f3a\u5931\uff0c\u5b8c\u5168\u4f9d\u8d56\u5f00\u6e90\u548c\u514d\u8d39\u751f\u6001\uff0c\u957f\u671f\u7ef4\u62a4\u548c\u6269\u5c55\u6027\u5b58\u7591\u3002\u6b64\u5916\uff0c\u81ea\u52a8\u5316\u5fc5\u7136\u4f34\u968f\u7075\u6d3b\u6027\u7684\u727a\u7272\uff0c\u9ad8\u7ea7\u7528\u6237\u53ef\u80fd\u89c9\u5f97\u675f\u624b\u675f\u811a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cTuneKit\u662f\u4e00\u6b3e\u4f18\u79c0\u7684\u201c\u6c11\u4e3b\u5316\u201d\u5de5\u5177\uff0c\u5b83\u901a\u8fc7\u6781\u81f4\u7684\u7b80\u5316\uff0c\u5c06\u6a21\u578b\u5fae\u8c03\u4ece\u4e00\u9879\u5de5\u7a0b\u4efb\u52a1\u8f6c\u53d8\u4e3a\u8fd1\u4e4e\u70b9\u51fb\u64cd\u4f5c\uff0c\u6709\u6548\u6fc0\u6d3b\u4e86\u957f\u5c3e\u7684\u3001\u5b9e\u9a8c\u6027\u7684\u7528\u6237\u9700\u6c42\u3002\u4f46\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5de7\u7684\u201c\u521b\u53ef\u8d34\u201d\uff0c\u800c\u975e\u6839\u6cbb\u95ee\u9898\u7684\u201c\u624b\u672f\u5200\u201d\uff0c\u5176\u672a\u6765\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u6613\u7528\u6027\u4e0e\u80fd\u529b\u8fb9\u754c\u4e4b\u95f4\u627e\u5230\u66f4\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\">TuneKit<\/span>\n <\/div>\n<div class=\"comment-content\">Fine-tuning SLMs the way I wish it worked. I got tired of the fine-tuning setup nightmare, so I built TuneKit: upload your data, get a notebook, and train free on Colab. No GPUs to rent. No scripts to write. No cost. Just results. Try it out at https:\/\/tunekit.app\/ or check out the code on GitHub at https:\/\/github.com\/riyanshibohra\/TuneKit. Free and open source: let me know if it’s useful!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Got sick of spending hours on fine-tuning setup every single time.<\/p>\n<p>Which model? What learning rate? LoRA rank? Batch size? Then writing the training script…<\/p>\n<p>Built TuneKit to handle all of it:<\/p>\n<p>– Upload JSONL \u2192 analyzes your data<br \/>\n– Recommends best model for your task<br \/>\n– Optimizes all hyperparameters<br \/>\n– Generates ready-to-run Colab notebook<br \/>\n– Train on free T4 (~15 min)<br \/>\n– Export to GGUF\/HuggingFace\/LoRA<\/p>\n<p>Supports Llama 3.2, Phi-4, Mistral, Qwen, Gemma.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, we hit #19 trending today! Thanks for the support everyone \ud83d\ude4f <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the TuneKit launch. Making fine-tuning models fast and free without needing GPUs, scripts, or complex setup is incredibly thoughtful. This feels like a big help for anyone working with SLMs. Wishing you great momentum today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ngocphuc_1910\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ngocphuc_1910<\/a> Thank you so much Phuc!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/O6ZVZ54UTY25YS\" class=\"app-title\">Dollar Budget Club<\/a><\/p>\n<div class=\"one-liner\">Just Budget, Bruh<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">14<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3b\u6253\u6781\u7b80\u3001\u4f4e\u4ef7\u548c\u9690\u79c1\u5c0a\u91cd\u7684\u4e2a\u4eba\u9884\u7b97APP\uff0c\u901a\u8fc7\u76f4\u89c2\u8bbe\u8ba1\u5e2e\u52a9\u7528\u6237\u65e0\u538b\u529b\u638c\u63a7\u65e5\u5e38\u5f00\u652f\uff0c\u89e3\u51b3\u4f20\u7edf\u9884\u7b97\u5de5\u5177\u590d\u6742\u3001\u6602\u8d35\u4e14\u8017\u65f6\u7684\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1636d653-c9d5-411e-8d1e-596425ce155b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3437d716-493f-4411-8f84-0526960ef6a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cfff0f4a-cf69-42c0-8e74-a4733bbb6846.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16c6a0ea-e1a4-484a-b4f3-bbe0c4ddf9bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1eb83b38-0913-4ddc-91c7-f5e187667b57.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\">Money<\/span><br \/>\n <span class=\"tag\">Finance<\/span><br \/>\n <span class=\"tag\">Budgeting<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e2a\u4eba\u8d22\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u9884\u7b97\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u4e3b\u4e49<\/span><br \/>\n <span class=\"tag\">\u9ad8\u6027\u4ef7\u6bd4<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u5236<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u4e60\u60ef<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u5316<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u52a9\u624b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\uff08\u53ef\u80fd\u4e3a\u5b98\u65b9\u6216\u65e9\u671f\u7528\u6237\u8865\u5145\uff09\u5f3a\u8c03\u4ea7\u54c1\u521d\u8877\u662f\u8ba9\u7528\u6237\u4e00\u76ee\u4e86\u7136\u7406\u89e3\u6d88\u8d39\u3001\u8f7b\u677e\u57f9\u517b\u4e60\u60ef\u3001\u638c\u63a7\u8d22\u52a1\uff0c\u540c\u65f6\u514d\u4e8e\u7535\u5b50\u8868\u683c\u538b\u529b\u3001\u8ba2\u9605\u75b2\u52b3\uff0c\u5e76\u5c0a\u91cd\u7528\u6237\u65f6\u95f4\u3001\u9690\u79c1\u548c\u94b1\u5305\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 Dollar Budget Club \u4ee5\u201cJust Budget, Bruh\u201d\u7684\u6807\u8bed\u767b\u573a\uff0c\u5176\u6838\u5fc3\u53d9\u4e8b\u76f4\u6307\u5f53\u524d\u4e2a\u4eba\u8d22\u52a1\u7ba1\u7406\u5de5\u5177\u9886\u57df\u7684\u4e24\u5927\u75fc\u75be\uff1a\u529f\u80fd\u81c3\u80bf\u5e26\u6765\u7684\u8ba4\u77e5\u8d1f\u62c5\u4e0e\u9ad8\u6602\u5e74\u8d39\u5236\u9020\u7684\u5fc3\u7406\u95e8\u69db\u3002\u5b83\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u4e00\u4e2a\u53cd\u53db\u8005\uff1a\u7528\u6bcf\u5e749.99\u7f8e\u5143\u7684\u4ef7\u683c\u6311\u6218\u201c\u767e\u5143\u4ff1\u4e50\u90e8\u201d\uff0c\u7528\u201c\u4e0d\u8ffd\u8e2a\u3001\u4e0d\u5b58\u50a8\u3001\u4e0d\u51fa\u552e\u201d\u7684\u9690\u79c1\u627f\u8bfa\u5bf9\u6297\u6570\u636e\u8d44\u672c\u4e3b\u4e49\uff0c\u7528\u6781\u7b80\u4ea4\u4e92\u89e3\u6784\u9884\u7b97\u884c\u4e3a\u7684\u4eea\u5f0f\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e3b\u5f20\u53ef\u80fd\u5e76\u975e\u6280\u672f\u6216\u529f\u80fd\u521b\u65b0\uff0c\u800c\u662f\u4e00\u79cd**\u4f53\u9a8c\u4e0e\u4ef7\u503c\u89c2\u7684\u7cbe\u51c6\u964d\u7ea7**\u3002\u5b83\u5265\u79bb\u4e86\u6295\u8d44\u8ffd\u8e2a\u3001\u590d\u6742\u62a5\u8868\u3001\u591a\u8d26\u6237\u540c\u6b65\u7b49\u8fdb\u9636\u529f\u80fd\uff0c\u56de\u5f52\u5230\u9884\u7b97\u6700\u539f\u59cb\u7684\u63d0\u9192\u4e0e\u63a7\u5236\u529f\u80fd\u3002\u8fd9\u79cd\u201c\u964d\u7ea7\u201d\u7784\u51c6\u7684\u662f\u5bf9\u73b0\u6709\u5de5\u5177\u611f\u5230\u201c\u8ba2\u9605\u75b2\u52b3\u201d\u548c\u64cd\u4f5c\u538b\u529b\u7684\u201c\u6c89\u9ed8\u5927\u591a\u6570\u201d\u2014\u2014\u4ed6\u4eec\u9700\u8981\u7684\u4e0d\u662f\u4e00\u4efd\u8be6\u5c3d\u7684\u8d22\u52a1\u5ba1\u8ba1\u62a5\u544a\uff0c\u800c\u662f\u4e00\u4e2a\u80fd\u6e29\u548c\u63d0\u793a\u6d88\u8d39\u8fb9\u754c\u3001\u4e14\u4e0d\u6784\u6210\u989d\u5916\u8d22\u52a1\u4e0e\u5fc3\u7406\u8d1f\u62c5\u7684\u201c\u7535\u5b50\u4fe1\u5c01\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u98ce\u9669\u4e0e\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u6781\u7b80\u4e0e\u4f4e\u4ef7\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5728\u5438\u5f15\u8f7b\u5ea6\u7528\u6237\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u9677\u5165\u589e\u957f\u9677\u9631\uff1a\u7528\u6237\u8d22\u52a1\u80fd\u529b\u63d0\u5347\u540e\u6781\u6613\u6d41\u5411\u529f\u80fd\u66f4\u5168\u9762\u7684\u5e73\u53f0\uff0c\u7559\u5b58\u7387\u9762\u4e34\u8003\u9a8c\u3002\u5176\u6b21\uff0c\u201c\u4e0d\u5b58\u50a8\u6570\u636e\u201d\u7684\u9690\u79c1\u5356\u70b9\u867d\u597d\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u65e0\u6cd5\u63d0\u4f9b\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u7684\u6df1\u5ea6\u6d1e\u5bdf\uff0c\u4ef7\u503c\u5929\u82b1\u677f\u660e\u663e\u3002\u6700\u540e\uff0c\u5728\u8fd1\u4e4e\u514d\u8d39\u9884\u7b97\u6a21\u677f\u4e0e\u94f6\u884c\u81ea\u5e26\u5de5\u5177\u4e4b\u95f4\uff0c\u6bcf\u5e749.99\u7f8e\u5143\u7684\u5b9a\u4ef7\u4ecd\u9700\u66f4\u5f3a\u5927\u7684\u7528\u6237\u4e60\u60ef\u517b\u6210\u80fd\u529b\u6765\u652f\u6491\u5176\u8bf4\u670d\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cDollar Budget Club \u66f4\u50cf\u4e00\u4e2a\u9488\u5bf9\u7279\u5b9a\u5fc3\u667a\u7684\u201c\u751f\u6d3b\u65b9\u5f0f\u4ea7\u54c1\u201d\uff0c\u800c\u975e\u98a0\u8986\u6027\u7684\u91d1\u878d\u79d1\u6280\u5de5\u5177\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u8db3\u591f\u597d\u7528\u201d\u4e0e\u201c\u7edd\u5bf9\u7b80\u5355\u201d\u4e4b\u95f4\u627e\u5230\u9ec4\u91d1\u5e73\u8861\u70b9\uff0c\u5e76\u5c06\u201c\u5c0a\u91cd\u7528\u6237\u201d\u7684\u4ef7\u503c\u89c2\u8f6c\u5316\u4e3a\u53ef\u6301\u7eed\u7684\u590d\u8d2d\u4e0e\u53e3\u7891\u3002\u5728\u5f53\u524d\u5e02\u573a\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6709\u4ef7\u503c\u7684\u4f4e\u6210\u672c\u5207\u5165\u70b9\uff0c\u4f46\u957f\u671f\u6765\u770b\uff0c\u5176\u62a4\u57ce\u6cb3\u53ef\u80fd\u6bd4\u60f3\u8c61\u4e2d\u66f4\u6d45\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\">Dollar Budget Club<\/span>\n <\/div>\n<div class=\"comment-content\">We started with a simple idea \u2014 budgeting shouldn’t feel overwhelming, intimidating, or time-consuming. Most budgeting tools today are bloated and expensive. When competing apps are charging upwards of $100\/year, at $9.99\/year this is fantastic value for money. We don’t show ads, we don’t store your data, we don’t sell or rent your data. We treat you like how you should be treated, with respect. Give it a try!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Dollar Budget Club was created to help people understand their spending at a glance, build better habits with less effort, and finally feel in control of their money \u2014 without spreadsheets, stress, or subscription fatigue. It’s a tool that respects your time, your privacy, and your wallet.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) {\n e.preventDefault();\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u5173\u95ed\u6a21\u6001\u6846\n closeBtn.onclick = function() {\n modal.style.display = \"none\";\n \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"auto\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n closeBtn.addEventListener('touchstart', function(e) {\n e.preventDefault();\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }, { passive: false });\n }<\/p>\n<p> \/\/ \u70b9\u51fb\u6a21\u6001\u6846\u5916\u90e8\u5173\u95ed\n window.onclick = function(event) {\n if (event.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n modal.addEventListener('touchstart', function(e) {\n if (e.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }, { passive: true });\n }<\/p>\n<p> \/\/ \u6309ESC\u952e\u5173\u95ed\u6a21\u6001\u6846\n document.addEventListener('keydown', function(event) {\n if (event.key === 'Escape' && modal.style.display === 'block') {\n modal.style.display = 'none';\n document.body.style.overflow = \"auto\";\n }\n });<\/p>\n<p> \/\/ \u68c0\u67e5\u6bcf\u4e2a\u5a92\u4f53\u753b\u5eca\u4e2d\u662f\u5426\u53ea\u6709\u4e00\u4e2a\u9879\u76ee\uff0c\u5982\u679c\u662f\uff0c\u6dfb\u52a0single-item\u7c7b\n document.querySelectorAll('.media-gallery').forEach(gallery => {\n if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n gallery.classList.add('single-item');\n }\n });<\/p>\n<p> \/\/ 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