Product Hunt \u6bcf\u65e5\u70ed\u699c 2025-12-03<\/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 | 2025-12-03<\/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\/UWH47LV74VCLD7\" class=\"app-title\">Aha 2.0<\/a><\/p>\n<div class=\"one-liner\">AI employee that runs influencer marketing from start to end<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">532<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Aha 2.0\u662f\u4e00\u6b3e\u9762\u5411AI\u516c\u53f8\u7684\u201cAI\u5458\u5de5\u201d\uff0c\u5b83\u901a\u8fc7\u81ea\u52a8\u5316\u5339\u914d\u3001\u89e6\u8fbe\u3001\u8c08\u5224\u3001\u5408\u540c\u3001\u5185\u5bb9\u5ba1\u6838\u3001\u8ddf\u8fdb\u53ca\u6548\u679c\u8ffd\u8e2a\u5168\u6d41\u7a0b\uff0c\u89e3\u51b3\u4e86\u5f71\u54cd\u8005\u8425\u9500\u4e2d\u6267\u884c\u8fc7\u7a0b\u6df7\u4e71\u3001\u4f4e\u6548\u3001\u9ad8\u5ea6\u4f9d\u8d56\u4eba\u5de5\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\/2af0ca4b-6b85-45be-a0c9-326b8dcc4dd0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81472d55-597d-4d3e-9472-70bc2290747a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/612c10c0-3044-4de6-9528-9a1e795432ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23c999ea-9cd6-4e09-89f0-c1554c613336.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41cdfb12-ac76-4f29-8fd8-2b397c201601.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e16d0766-3945-418b-8472-4d314ad770b6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07471ddf-0b20-445c-b46b-5c273a558b66.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0938f924-80af-42ac-8d07-e9a896a1236b.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\/e2961bb3-8882-4592-9566-2655ccb8a63d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/_7qxwRAFqSI\"><source src=\"https:\/\/youtu.be\/_7qxwRAFqSI\" 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\">Branding<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Influencer marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5f71\u54cd\u8005\u8425\u9500<\/span><br \/>\n <span class=\"tag\">B2B SaaS<\/span><br \/>\n <span class=\"tag\">AI\u5458\u5de5<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u5168\u6d41\u7a0b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5168\u7403\u591a\u8bed\u8a00<\/span><br \/>\n <span class=\"tag\">\u7ee9\u6548\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u53cd\u6b3a\u8bc8\u8fc7\u6ee4<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u89e3\u51b3\u8425\u9500\u6267\u884c\u75db\u82e6\u7684\u6f5c\u529b\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u662f\u5426\u652f\u6301\u591a\u8bed\u8a00\/\u5168\u7403\u6d3b\u52a8\u3001\u5982\u4f55\u4fdd\u8bc1\u5f71\u54cd\u8005\u8d28\u91cf\u4e0e\u771f\u5b9e\u6027\u3001\u5339\u914d\u7b97\u6cd5\u903b\u8f91\u3001\u5b9a\u4ef7\u4e0e\u8bd5\u7528\u65b9\u5f0f\u3001\u4ee5\u53ca\u9488\u5bf9\u7279\u5b9a\u5e73\u53f0\uff08\u5982X\uff09\u7684\u652f\u6301\u60c5\u51b5\u3002\u56e2\u961f\u56de\u590d\u8be6\u7ec6\uff0c\u5c55\u73b0\u4e86\u4ea7\u54c1\u6210\u719f\u5ea6\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Aha 2.0\u7684\u53d9\u4e8b\u4ece\u201c\u5de5\u5177\u201d\u5347\u7ef4\u4e3a\u201cAI\u5458\u5de5\u201d\uff0c\u8fd9\u4e0d\u4ec5\u662f\u8425\u9500\u8bdd\u672f\uff0c\u66f4\u662f\u5bf9\u5176\u4ea7\u54c1\u5185\u6838\u7684\u7cbe\u51c6\u5b9a\u4e49\u3002\u5b83\u7784\u51c6\u7684\u5e76\u975e\u6cdb\u7528\u578b\u8425\u9500\u5e02\u573a\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u5165\u201cAI\u516c\u53f8\u201d\u8fd9\u4e00\u9ad8\u589e\u957f\u3001\u4e9f\u9700\u5efa\u7acb\u5e02\u573a\u8ba4\u77e5\u7684\u5782\u76f4\u8d5b\u9053\uff0c\u663e\u793a\u4e86\u6df1\u523b\u7684\u6218\u7565\u805a\u7126\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201c\u5168\u6d41\u7a0b\u81ea\u52a8\u5316\u201d\u662f\u6700\u5927\u5356\u70b9\uff0c\u4e5f\u662f\u6700\u5927\u6311\u6218\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u56e2\u961f\u901a\u8fc7\u771f\u5b9e\u6218\u5f79\uff08300+\u54c1\u724c\uff09\u79ef\u7d2f\u7684\u6570\u636e\u4e0e\u53cd\u6b3a\u8bc8\u591a\u5c42\u8fc7\u6ee4\u7cfb\u7edf\uff0c\u6784\u6210\u4e86\u5173\u952e\u58c1\u5792\u3002\u8fd9\u56de\u5e94\u4e86\u5f71\u54cd\u8005\u8425\u9500\u6700\u9690\u79d8\u7684\u75db\u5904\uff1a\u6570\u636e\u6c34\u5206\u4e0e\u4fe1\u4efb\u6210\u672c\u3002\u5c06CPM\u964d\u4f4e23%\u3001\u5f71\u54cd\u8005\u5e93\u6269\u81f3500\u4e07\u7b49\u91cf\u5316\u6307\u6807\uff0c\u662f\u5411\u5e02\u573a\u9012\u4ea4\u7684\u786c\u6838\u6210\u7ee9\u5355\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u6697\u542b\u95e8\u69db\u3002\u201c\u5148\u5145\u503c\u3001\u540e\u4ed8\u8d39\u3001\u4e0d\u4ea4\u4ed8\u53ef\u9000\u6b3e\u201d\u7684\u6a21\u5f0f\uff0c\u867d\u5f70\u663e\u4e86\u5bf9\u4ea4\u4ed8\u7ed3\u679c\u7684\u4fe1\u5fc3\uff0c\u4f46\u4e5f\u5c06\u5c0f\u578b\u6216\u8bd5\u9a8c\u6027\u5ba2\u6237\u6321\u5728\u95e8\u5916\uff0c\u4e0e\u201c\u4e3aAI\u516c\u53f8\u670d\u52a1\u201d\u7684\u5b9a\u4f4d\u4e2d\u53ef\u80fd\u5b58\u5728\u7684\u521d\u521b\u4f01\u4e1a\u4ea7\u751f\u4e86\u5fae\u5999\u77db\u76fe\u3002\u65e0\u4f20\u7edf\u514d\u8d39\u8bd5\u7528\uff0c\u4ec5\u63d0\u4f9b\u6f14\u793a\uff0c\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86\u5176\u670d\u52a1\u91cd\u4ea4\u4ed8\u3001\u9ad8\u5b9a\u5236\u3001\u53ef\u80fd\u9ad8\u5ba2\u5355\u4ef7\u7684B2B\u4f01\u4e1a\u7ea7\u670d\u52a1\u672c\u8d28\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u66ff\u4ee3\u4e86\u4eba\u7c7b\u7684\u201c\u6267\u884c\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u5c06\u4eba\u7c7b\u8425\u9500\u8005\u4ece\u7e41\u7410\u7684\u201c\u534f\u8c03\u201d\u4e0e\u201c\u7504\u522b\u201d\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u664b\u5347\u4e3a\u7eaf\u7cb9\u7684\u201c\u51b3\u7b56\u8005\u201d\u4e0e\u201c\u5ba1\u6279\u8005\u201d\u3002\u8fd9\u7b26\u5408AI\u5e94\u7528\u7684\u7ec8\u6781\u903b\u8f91\uff1a\u4e0d\u662f\u6a21\u62df\u4eba\u7c7b\uff0c\u800c\u662f\u91cd\u6784\u751f\u4ea7\u5173\u7cfb\u3002\u82e5\u5176\u7b97\u6cd5\u5339\u914d\u7684\u7cbe\u51c6\u5ea6\u4e0e\u8de8\u6587\u5316\u6c9f\u901a\u7684\u672c\u5730\u5316\u80fd\u529b\u7ecf\u5f97\u8d77\u5927\u89c4\u6a21\u9a8c\u8bc1\uff0c\u5b83\u6709\u671b\u6210\u4e3a\u5f71\u54cd\u8005\u8425\u9500\u9886\u57df\u7684\u201c\u57fa\u7840\u8bbe\u65bd\u7ea7\u201d\u667a\u80fd\u4ee3\u7406\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u6548\u7387\u8f6f\u4ef6\u3002\u4f46\u5176\u6210\u529f\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u751f\u6001\u7684\u6784\u5efa\u2014\u2014\u8db3\u591f\u591a\u4f18\u8d28\u54c1\u724c\u65b9\u4e0e\u5f71\u54cd\u8005\u7684\u53cc\u8fb9\u7f51\u7edc\u6548\u5e94\uff0c\u8fd9\u662f\u5176\u63a5\u4e0b\u6765\u9700\u8981\u8de8\u8d8a\u7684\u771f\u6b63\u9e3f\u6c9f\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\">Aha 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Built for AI companies. Aha handles matching, outreach, negotiation, contracts, content review, follow-ups, and performance tracking. All you do is review and approve, just like a boss. Shaped by real campaigns with 300+ global brands, Aha 2.0 delivers a safer, more reliable way to work with influencers.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Product Hunt \ud83d\ude80 I\u2019m Kay, founder of Aha.<\/strong><\/p>\n<p>I\u2019ve spent the past seven years deeply involved in influencer marketing, and I know just how painful it can be. For a long time, I watched teams struggle with the same challenges my own team faced. It took weeks just to find influencers, pricing was pure guesswork, follow-ups often went late into the night, and content still had to be reviewed manually across multiple tools.Everyone says influencer marketing works, but very few are willing to admit that the execution is chaotic, slow, repetitive, and completely dependent on people.<\/p>\n<p><strong>That reality is why we created Aha. Today, we\u2019re excited to introduce Aha 2.0.<\/strong><\/p>\n<p>It built for AI companies that want to gain exposure, and scale through influencer marketing without the usual chaos. It acts like your 24\/7 AI employee that runs influencer marketing from start to end: finding creators, outreach, negotiation, contracts, content reviews, follow-ups, and performance tracking.<\/p>\n<p>You decide. Aha executes.<\/p>\n<p>\ud83d\udcb0<strong>Pricing is simple<\/strong>: Top up first. Only pay after influencer delivered. Refunds available.<\/p>\n<p>Aha 2.0 means a lot to us. If you try it out or share feedback, we\u2019d truly appreciate it. Thank you for being here \ud83d\ude4f\u2728<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>37<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kaixin_feng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaixin_feng<\/a> <strong>Great focus on AI companies!<\/strong> Is there a specific niche\/size of creator the platform excels at finding?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>31<\/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\/@kaixin_feng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaixin_feng<\/a> Huge congrats on the launch of Aha 2.0, Kay! \ud83d\ude80 Having an AI handle the chaotic side of influencer marketing sounds like a game-changer for scaling teams. I’m curious, does the AI handle negotiations based on a set budget range, or do we need to approve each price point manually?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@kaixin_feng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaixin_feng<\/a> Love the concept. It\u2019s always tough for brands to measure influencer performance and real ROI. What metrics does this tool provide to show whether an influencer is actually an effective partner? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I haven\u2019t tried it yet, but looks very promising. I spent the last few weeks trying to find influencers to work with, and it\u2019s such a pain. Good luck guys!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alikimovich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alikimovich<\/a> Thank you! Hope you have a try . If Aha can take away the pain of finding influencers for you, that would honestly make us really happy. \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@luvian_yu\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"luvian_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luvian_yu<\/a> and team! Great hunt <a href=\"https:\/\/www.producthunt.com\/@zaczuo\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> !<\/p>\n<p>\u0421an Aha support multi-language campaigns or is it primarily English-focused for now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<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\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> . Yes, Aha fully supports multi-language, global campaigns. <\/p>\n<p>Aha works across 140+ countries and languages. When you create a campaign, you can simply choose the target country and language.<\/p>\n<p>The AI also handles localized communication, so outreach and negotiation can happen in each creator\u2019s native language, no manual translation needed.<\/p>\n<p>So whether you’re running campaigns in English, Spanish, Korean, Japanese, German, or across mixed regions, Aha can manage and execute it from start to end.<\/p>\n<p>Happy to share more if you\u2019re exploring global markets!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Lately I\u2019ve started to see some Reddit posts that are unobviously written by AI and are liked by AI accounts. They (very gently!) promote some of their stuff by giving some valuable information as well. The key point is that people notice that and despite AI agents itself upvote such posts as hell, real people hate it when notice that something is off and it looks promote-y and fishy.<\/p>\n<\/p>\n<p>How do you solve this problem in your product?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikitaeverywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikitaeverywhere<\/a> <\/p>\n<p>Great question \ud83d\udc4d <\/p>\n<p>Honestly, this is one of the biggest problems in the influencer space. There\u2019s a huge amount of noise out there: promo accounts, fake engagement rings, bought followers\u2026 all of it makes the data feel unreliable.<\/p>\n<\/p>\n<p>That\u2019s exactly why we built a multi-layer filtering pipeline inside Aha. Before a influencer even has the chance to be recommended, we\u2019ve already removed the obvious bad actors through blacklists and behavior checks. Then we filter out content with unnatural engagement patterns. And right before a influencer joins a campaign, we run one more real-time check to make sure their recent data still looks healthy.<\/p>\n<\/p>\n<p>Influencer who fail these checks either get down-ranked or removed completely, so what you see in Aha is the cleaner, more trustworthy side of the ecosystem. That\u2019s also why the recommendations tend to feel \u201creal\u201d instead of spammy or AI-generated.<\/p>\n<\/p>\n<p>For us, the entire goal is simple: only let brands work with influencers who are authentic, consistent, and actually deliver. Everything else we actively filter out !!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have landed two campaigns with Aha, and the number and quality of KOLs are very high, and the recommendations are also very accurate. Expect AHA 2.0<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@julie_su\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julie_su<\/a> Really appreciate you sharing this. Hope you\u2019ll love Aha 2.0 even more \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I need some tools to facilitate my kol marketing. Is there a free trial?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@charlenechen_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlenechen_123<\/a> <\/p>\n<p>Thanks for asking!<\/p>\n<p>Aha isn\u2019t a single-step tool. It helps you run influencer campaigns from start to end. Since a live campaign involves real creators and real collaboration costs, it\u2019s difficult for us to offer a traditional free trial.<\/p>\n<p>If you\u2019d like to get a clear sense of how it works, welcome to book a demo on our website. Our team would be happy to show you everything step by step.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>28<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Extremely painful to source, outreach and arrange influencers for my content marketing – Aha saves me! Will you display reviews and leaderboard of those influencers in future?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> <\/p>\n<p>Thanks! <\/p>\n<p>Totally feel you. Doing influencer marketing the traditional way is truly painful. That\u2019s exactly why we built Aha \u2014 to let AI take care of the dirty work so people can focus on real decision-making and the things that actually matter.<\/p>\n<\/p>\n<p>Right now we already have an influencer scoring system based on past delivery performance. We also show best-price benchmarks, audience insights, and estimated CPC\/CPM. All of this makes it much easier for brands to choose the influencers they ultimately want to work with.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting! How does Aha choose which influencers match a brand or campaign is it based on niche, engagement, or location?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@getsiful\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@getsiful<\/a> <strong>Great question!<\/strong><\/p>\n<p>Matching on Aha happens in two steps. The first step is setting up your campaign. You need to define your product\u2019s core value, your target audience, and the markets you want to reach. Then ,Aha has a clear brief of what your campaign requires.<\/p>\n<p>The second step is powered by Aha\u2019s LLM based matching system. It does not rely on tags or historical clicks. Instead, it allows AI to work like a marketing expert by analyzing a influencer\u2019s content, audience profile, niche, region, and many other factors. Through multiple rounds of recall, coarse ranking and fine ranking, Aha identifies the influencers who are the best fit for your brand and campaign.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Aha is an excellent product. I’ve been using it for a long time, and our company’s external KOL collaborations are almost entirely through Aha. It’s very reliable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mingji\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mingji<\/a> Thanks soooooo much\u2764\ufe0f It means a lot to us. We\u2019ll keep making it better, and hope you\u2019ll enjoy Aha 2.0!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>i have personally singed from my two accounts but never got any deals \ud83e\udd72 pls let me know where i am wrong ( btw i signed from X accounts)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>28<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> Thanks so much for joining us! <\/p>\n<p>Just a quick note: the X\/Twitter creator channel is temporarily offline on Aha. We\u2019ve seen too much fake and low-quality data coming through that platform, so we paused it to protect collaboration quality for every brands.<\/p>\n<\/p>\n<p>We\u2019re upgrading our anti-fraud and data checks right now. Once the channel is solid, we\u2019ll bring it back \u2014 and real deal opportunities will follow.<\/p>\n<\/p>\n<p>Appreciate your patience, and thanks again for joining Aha<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice launch\u2014love the concept of an AI-powered influencer marketing \u201cteam\u201d working 24\/7.<\/p>\n<p>From a clarity & conversion lens: when a brand manager opens Aha for the first time, what\u2019s the single belief you want them to hold in the first 10-15 seconds?<br \/>Is it:<br \/>\u2022 \u201cI can launch an influencer campaign faster than ever before.\u201d<br \/>Or:<br \/>\u2022 \u201cI no longer need to manage dozens of creator relationships manually.\u201d<br \/>Because in growth tools like this, the biggest barrier often isn\u2019t feature count\u2014it\u2019s belief.<br \/>Curious how you\u2019re framing that for first-time users.<\/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\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> <\/p>\n<p>Great question \ud83c\udf89 and I\u2019m really glad to reply!!<\/p>\n<p>The core belief we want users to form in the first few seconds is: \u201cAha is your 24\/7 influencer-marketing employee that runs the entire process from start to end.\u201d<\/p>\n<\/p>\n<p>Once you see it as an employee, everything becomes clear. It means you no longer need to be stuck doing all the painful, repetitive work yourself.<\/p>\n<p>No more spending days finding the right influencers.<\/p>\n<p>No more manually emailing people one by one.<\/p>\n<p>No more endless back-and-forth.<\/p>\n<p>No more chasing influencer contracts and approvals.<\/p>\n<\/p>\n<p><strong>Scaling quickly is more of a result. When efficiency improves, you naturally end up working with more influencers in less time.<\/strong><\/p>\n<\/p>\n<p>What stays in your control are the key checkpoints: setting up a campaign, confirming the ready-to-collaborate list, and reviewing content. You only spend time on the decisions that truly matter, and Aha takes care of everything else.<\/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><strong>Hi! I\u2019m Francis, CPO of Aha.<\/strong><\/p>\n<p>Aha 2.0 comes with several upgrades shaped by working with more than 300 global brands. We focused on making the entire experience smoother and more reliable. <\/p>\n<p><strong>Algorithm & data upgrades<\/strong><\/p>\n<ul>\n<li>\n<p>Across 300 real brand campaigns, CPM dropped 23% vs March.<\/p>\n<\/li>\n<li>\n<p>Vetted, high-quality influencers increased from 2M to 5M<\/p>\n<\/li>\n<\/ul>\n<p><strong>Outreach efficiency<\/strong><\/p>\n<ul>\n<li>\n<p>2\u00d7 higher acceptance rate at larger outreach volume<\/p>\n<\/li>\n<li>\n<p>AI-generated personalized messages and automatic reply classification<\/p>\n<\/li>\n<li>\n<p>Multilingual localization for efficient global collaboration<\/p>\n<\/li>\n<\/ul>\n<p><strong>Trust & delivery<\/strong><\/p>\n<ul>\n<li>\n<p>Creator credit system & delivery scoring for long-term quality assurance<\/p>\n<\/li>\n<li>\n<p>100% refund protection for non-delivery, fake data, or low-quality content<\/p>\n<\/li>\n<li>\n<p>Enhanced verification for outreach domain authenticity<\/p>\n<\/li>\n<li>\n<p>Multi-layer anti-fraud system ensuring data integrity and reliable delivery<\/p>\n<\/li>\n<\/ul>\n<p><strong>And there\u2019s much more in this release, all built toward one goal\uff1amaking influencer collaboration faster, safer, and more reliable. <\/strong><\/p>\n<p>Would love for you to give it a try and share any feedback \u2728<\/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>As someone who runs lots of small campaigns, I really appreciate tools that simplify the chaos. It doing matching, outreach, contracts and tracking for me feels like next-level support. I’d love to try this and see how much work it really saves.<\/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\/@sukumar_sukumar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sukumar_sukumar1<\/a> Thanks for the love! Welcome to sign up on our website and try it out. If you have any questions, you can also book a demo. Our team is always here to help.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels like something I personally needed months ago. Managing influencers manually drains so much time and the back-and-forth always slows me down. An AI that handles everything while I just review like a boss sounds unbelievably helpful. I’m genuinely curious to test this.<\/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\/@thomas_jack4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thomas_jack4<\/a> Thanks so much for sharing this! We\u2019ve been through that same pain ourselves, and that\u2019s exactly why we built Aha to handle all the back-and-forth and manual coordination. If you\u2019re curious to see how different the flow feels, you can book a demo on our website and we\u2019ll walk you through it step by step \ud83c\udf7b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m honestly impressed by how it handles influencer campaigns fromstart to finish. As someone who usually juggles outreach and negotiations myself, having an AI employee take over the messy parts feels like a dream. I’d love to try this flow and see the difference.<\/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\/@robert_smith52\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robert_smith52<\/a> Wow, thank you soooo much! That means a lot to us. If you\u2019d like to give it a try, you can book a demo on our website. Our team will walk you through everything step by step \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really liked the idea! I\u2019ve noted your project, and we\u2019ll get in touch after launching our startup (we\u2019re finishing the development now). Meanwhile, I have a question: do you have famous travelers in your database? We specifically need travel bloggers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Ditching tags for LLM vibe-matching is the right move. Keywords never really capture the audience’s feel. Nice work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on the launch\u2014been following closely! The \u201capprove first\u201d step is smart; I can\u2019t stand tools that ping creators without my okay. Super intriguing product, and I\u2019m especially curious how you handle influencer matching and outreach\u2014it sounds like a big, well-orchestrated operation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Ok interested! Though too lazy to fill in form to get demo \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Automating the messy parts of influencer marketing from discovery to follow-ups feels like a massive relief for teams that are stretched thin. What part of the workflow did you find the hardest to automate?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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><a href=\"https:\/\/www.producthunt.com\/products\/aha-3\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"aha-3\" target=\"_blank\" rel=\"noopener\">@Aha<\/a> Congrats on the launch! AI for end to end influencer marketing is ambitious. Running everything from discovery to campaign management in one place saves teams huge amounts of time. <\/p>\n<p>How does Aha handle influencer vetting and authenticity checks? Are brands able to customize their outreach templates while maintaining the AI efficiency?<\/p>\n<p>Curious about how the ROI tracking works across different platforms.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<pre><code>This looks incredibly promising! As a founder navigating the complexities of getting our AI product seen, influencer marketing is definitely on our radar, but the manual effort always felt daunting. The idea of an AI employee handling everything from outreach to performance tracking is a game-changer. I'm especially interested in how Aha 2.0 streamlines the negotiation and content review process. Can't wait to give this a try!<\/code><\/pre>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! \ud83c\udf89 Love the “approve first” feature \u2014 no one wants spam. Really curious about how the influencer matching works!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 this looks interesting! I’ve found it quite challenging to explore influencer marketing for B2B AI products through agencies but more often than not, their database of influencers lean more towards e-commerce \/ FMCG \/ B2C. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">\ud83e\udd0c<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>A great tool to manage your influencer campaign! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pasha_tseluyko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_tseluyko<\/a> Thanks soooo much, hope you enjoy it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Aha identify and rank influencers for a campaign?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> <\/p>\n<p>Happy to explain!<\/p>\n<p>Matching on Aha starts with your campaign setup. You define your product\u2019s selling points, your target audience, the markets you want to reach, the platforms you want influencers from, your budget, and so on. Once everything is set, Aha can begin the matching process.<\/p>\n<\/p>\n<p>The matching doesn\u2019t rely on surface tags like \u201cAI\u201d or \u201ctools\u201d . Instead, AI works more like a marketing expert that understands both your product and the influencers.<\/p>\n<ul>\n<li>\n<p>In the recall stage, it looks at your product category and target audience and pulls a broad group of influencers who align with that profile.<\/p>\n<\/li>\n<li>\n<p>In the coarse-ranking stage, it filters that group based on influencer activity, your target regions, content performance, and whether their behavior looks healthy and trustworthy. This helps ensure the influencers are real, active, and suitable for collaboration.<\/p>\n<\/li>\n<li>\n<p>In the fine-ranking stage, it checks deeper promotional fit, such as audience overlap and content-theme alignment with your product.<\/p>\n<\/li>\n<\/ul>\n<p>The final output is a high-confidence list with matching scores, giving you influencers who truly fit your brand and campaign.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this! Managing influencers from end to end is no small thing.<\/p>\n<p>One question though,<br \/>what happens when a situation gets emotional or requires human judgment?<\/p>\n<p>Does Aha have a way to handle those cases differently?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hee323\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hee323<\/a> <\/p>\n<p>Hah, great question!<br \/>In the influencer outreach step, Aha uses intent detection and automated replies. Based on the influencer\u2019s wording and tone, Aha takes different actions. For example:<\/p>\n<ul>\n<li>\n<p>If an influencer agrees to collaborate, Aha guides them into the platform to complete the acceptance and content delivery process.<\/p>\n<\/li>\n<li>\n<p>If an influencer has questions, Aha pulls from our continuously updated knowledge base of common questions and responds automatically.<\/p>\n<\/li>\n<li>\n<p>When a situation becomes complex or unclear, such as emotional conversations or anything that requires human judgment as you mentioned, Aha flags it and turns it over to our operations team for manual handling.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/36BKFQXLMVGUJF\" class=\"app-title\">Pylar<\/a><\/p>\n<div class=\"one-liner\">Securely connect your entire data stack to any agent<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">423<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Pylar\u662f\u4e00\u4e2a\u5b89\u5168\u7684AI\u667a\u80fd\u4f53\u6570\u636e\u8bbf\u95ee\u63a7\u5236\u5c42\uff0c\u5b83\u5728\u4f01\u4e1a\u5c06AI\u4ee3\u7406\u8fde\u63a5\u5230\u5185\u90e8\u7ed3\u6784\u5316\u6570\u636e\uff08\u5982\u6570\u636e\u4ed3\u5e93\u3001CRM\uff09\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u56e0\u6743\u9650\u5931\u63a7\u5bfc\u81f4\u7684\u6570\u636e\u6cc4\u9732\u548c\u6210\u672c\u6fc0\u589e\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\/337146af-bd04-4f10-9348-b9ae679c789e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b0ac25db-1925-4cde-9fda-5a06b632b3e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c9c78f9-6279-4e5d-835c-4c838ecbd387.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6de2e4d5-3cbd-485e-8e65-f796e358a7c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0be2f1f2-ef78-4288-bed3-c01b54019dc0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b9d02c2b-2211-4f4a-968b-85e08a764780.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17c91e37-d364-438c-8908-23b58d7b5620.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e5e1f2c-1f4a-4c0a-852f-d0fd44d96ab0.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\/8803e131-4036-4e08-990f-b192107e9b32.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/w8DPxS5RP2Y\"><source src=\"https:\/\/youtu.be\/w8DPxS5RP2Y\" 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\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u8bbf\u95ee\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">MCP\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u5b89\u5168\u5c42<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6c99\u7bb1<\/span><br \/>\n <span class=\"tag\">\u5ba1\u8ba1\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u7ba1\u63a7<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4ee3\u7406\u4e71\u67e5\u8be2\u548c\u6570\u636e\u6cc4\u9732\u75db\u70b9\u7684\u4ef7\u503c\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u5177\u4f53\u5982\u4f55\u9650\u5236\u67e5\u8be2\u5f00\u9500\u548c\u901f\u7387\uff1b\u6743\u9650\u7b56\u7565\u80fd\u5426\u968f\u4e1a\u52a1\u7075\u6d3b\u8c03\u6574\uff1b\u4ee5\u53ca\u5982\u4f55\u7edf\u4e00\u76d1\u63a7\u8de8\u5e73\u53f0\u4ee3\u7406\u884c\u4e3a\u3002\u521b\u59cb\u4eba\u8be6\u7ec6\u56de\u5e94\u4e86\u6280\u672f\u7ec6\u8282\uff0c\u5e76\u5f15\u7528\u771f\u5b9e\u5b89\u5168\u4e8b\u4ef6\u4f50\u8bc1\u4ea7\u54c1\u7d27\u8feb\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 Pylar\u5207\u5165\u7684\u5e76\u975e\u4e00\u4e2a\u75d2\u70b9\uff0c\u800c\u662f\u4f01\u4e1aAI\u5e94\u7528\u8d70\u5411\u6df1\u6c34\u533a\u65f6\u5fc5\u987b\u9762\u5bf9\u7684\u201c\u786c\u6838\u201d\u95ee\u9898\uff1a\u5982\u4f55\u5728\u8d4b\u4e88\u667a\u80fd\u4f53\u884c\u52a8\u80fd\u529b\u7684\u540c\u65f6\uff0c\u907f\u514d\u5176\u6210\u4e3a\u7cfb\u7edf\u7684\u201c\u7279\u6743\u6f0f\u6d1e\u201d\u3002\u5176\u4ea7\u54c1\u903b\u8f91\u6e05\u6670\u4e14\u81f4\u547d\u2014\u2014\u7528\u201c\u6c99\u76d2\u89c6\u56fe\u201d\u53d6\u4ee3\u539f\u59cb\u6570\u636e\u5e93\u8bbf\u95ee\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u6570\u636e\u5c42\u4e0e\u4ee3\u7406\u5c42\u4e4b\u95f4\u63d2\u5165\u4e86\u4e00\u4e2a\u7b56\u7565\u6267\u884c\u4e0e\u5ba1\u8ba1\u4e2d\u95f4\u4ef6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u591a\u4e48\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u5c06\u4f20\u7edf\u6570\u636e\u6cbb\u7406\u7406\u5ff5\uff08\u5982\u6700\u5c0f\u6743\u9650\u539f\u5219\u3001\u8bbf\u95ee\u63a7\u5236\uff09\u8fdb\u884c\u4e86\u201cAI\u539f\u751f\u201d\u7684\u91cd\u6784\u3002\u4f20\u7edf\u6570\u636e\u5e93ACL\u9488\u5bf9\u7684\u662f\u7528\u6237\u548c\u5e94\u7528\u7a0b\u5e8f\uff0c\u5176\u4ea4\u4e92\u6a21\u5f0f\u76f8\u5bf9\u53ef\u9884\u6d4b\uff1b\u800cAI\u4ee3\u7406\u662f\u81ea\u4e3b\u3001\u4e0d\u53ef\u9884\u6d4b\u7684\u201c\u9ed1\u76d2\u201d\uff0c\u53ef\u80fd\u56e0\u63d0\u793a\u8bcd\u6ce8\u5165\u6216\u81ea\u8eab\u63a8\u7406\u9519\u8bef\u800c\u89e6\u53d1\u5f02\u5e38\u884c\u4e3a\u3002Pylar\u901a\u8fc7\u9884\u5b9a\u4e49\u7684\u3001\u6c99\u76d2\u5316\u7684SQL\u89c6\u56fe\uff0c\u4e3a\u6bcf\u4e2a\u4ee3\u7406\u6784\u5efa\u4e86\u4e00\u4e2a\u7edd\u5bf9\u5b89\u5168\u7684\u6570\u636e\u64cd\u4f5c\u7a7a\u95f4\uff0c\u540c\u65f6\u5c06\u7b56\u7565\u63a7\u5236\uff08\u884c\u6570\u3001\u9891\u7387\u3001\u6a21\u5f0f\uff09\u548c\u5168\u5c40\u5ba1\u8ba1\u4ece\u201c\u4e8b\u540e\u8865\u6551\u201d\u63d0\u5347\u4e3a\u201c\u4e8b\u4e2d\u963b\u65ad\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5b83\u4f9d\u8d56\u4e8e\u4f01\u4e1a\u5df2\u5177\u5907\u6e05\u6670\u7684\u6570\u636e\u89c6\u56fe\u5b9a\u4e49\u80fd\u529b\uff0c\u8fd9\u672c\u8eab\u662f\u4e00\u4e2a\u9ad8\u95e8\u69db\u7684\u6570\u636e\u5de5\u7a0b\u5de5\u4f5c\u3002\u5176\u6b21\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u662f\u201c\u4e3a\u98ce\u9669\u4ed8\u8d39\u201d\uff0c\u5728AI\u4ee3\u7406\u5f15\u53d1\u91cd\u5927\u5b89\u5168\u4e8b\u6545\u6210\u4e3a\u666e\u904d\u5934\u6761\u4e4b\u524d\uff0c\u8bf4\u670d\u4f01\u4e1a\u4e3a\u6b64\u6295\u5165\u53ef\u80fd\u9700\u8981\u5f3a\u5927\u7684\u5e02\u573a\u6559\u80b2\u3002\u6700\u540e\uff0c\u4e0e\u5404\u5927Agent Builder\u7684\u96c6\u6210\u6df1\u5ea6\u548c\u7a33\u5b9a\u6027\uff0c\u5c06\u76f4\u63a5\u51b3\u5b9a\u5176\u201c\u63a7\u5236\u5e73\u9762\u201d\u7684\u5b9e\u9645\u6548\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cPylar\u662f\u4e00\u6b3e\u6781\u5177\u524d\u77bb\u6027\u7684\u57fa\u7840\u8bbe\u65bd\u4ea7\u54c1\u3002\u5b83\u4e0d\u76f4\u63a5\u751f\u4ea7AI\u80fd\u529b\uff0c\u800c\u662f\u7acb\u5fd7\u6210\u4e3aAI\u65f6\u4ee3\u7684\u201c\u6570\u636e\u9632\u706b\u5899\u201d\u548c\u201c\u6210\u672c\u9600\u95e8\u201d\u3002\u5982\u679c\u5b83\u80fd\u6210\u529f\u5efa\u7acb\u751f\u6001\uff0c\u5176\u89d2\u8272\u5c06\u4e0d\u53ef\u6216\u7f3a\uff1b\u82e5\u5de8\u5934\u5e73\u53f0\u5c06\u7c7b\u4f3c\u529f\u80fd\u5185\u7f6e\uff0c\u5b83\u5219\u9762\u4e34\u88ab\u8fb9\u7f18\u5316\u7684\u98ce\u9669\u3002\u8fd9\u662f\u4e00\u573a\u5173\u4e8eAI\u65f6\u4ee3\u57fa\u7840\u8bbe\u65bd\u5b9a\u4e49\u6743\u7684\u5361\u4f4d\u6218\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\">Pylar<\/span>\n <\/div>\n<div class=\"comment-content\">Pylar connects agents to your data stack, safely. Connect to any datasource, define exactly what an agent can see, turn those views into custom MCP tools, and publish them to any agent builder – with full observability across every AI deployment.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b <strong>Hey everyone, I’m Hoshang, Co-founder of Pylar.<\/strong><\/p>\n<p>Super excited to finally share what we\u2019ve been building.<\/p>\n<p>Agents today are great at reading docs, invoices, websites, transcripts –<br \/>but the moment you want them touching structured systems where sensitive customer data is stored e.g Snowflake, Postgres, CRMs\u2026 things get tricky.<\/p>\n<p>We kept hearing the same two blockers over and over:<\/p>\n<ul>\n<li>\n<p>Agents may <strong>over-query<\/strong> and silently spike warehouse bills<\/p>\n<\/li>\n<li>\n<p>Agents are at a risk of <strong>leaking sensitive data<\/strong> (PII, financials, customer history) because access isn\u2019t properly scoped<\/p>\n<\/li>\n<\/ul>\n<p>And right now, teams have two options:<\/p>\n<p>– Off-the-shelf MCP servers : 18,000 exist, ~10% are malicious, and most are exploitable or too generic for production.<br \/>– Custom API wrappers : months of engineering bandwidth used up in building endpoints, policies, and governance\u2026 all brittle, fragmented, and hard to audit.<\/p>\n<p>This forces companies into a painful choice: lock agents down so much they become useless, or open things up and risk a security incident.<\/p>\n<p>Traditional database ACLs weren\u2019t designed for autonomous systems. Custom APIs are hard to build, govern and control for agent level interactions.<\/p>\n<p><strong>Pylar exists to fix this. It\u2019s a governed access layer between your agents and your entire data stack.<\/strong><\/p>\n<p>You connect your datasources \u2192 define sandboxed SQL views \u2192 turn them into MCP tools \u2192 ship them to any agent builder\u2026 all from one control plane, with full observability.<\/p>\n<\/p>\n<p>What you get out of the box:<\/p>\n<ul>\n<li>\n<p>Agent-specific sandboxed views (never raw DB access)<\/p>\n<\/li>\n<li>\n<p>Enforced permissions & guardrails<\/p>\n<\/li>\n<li>\n<p>Automatic breach containment + audit logs<\/p>\n<\/li>\n<li>\n<p>Publish to any agent builder (n8n, Cursor, Claude, LangGraph, etc.) via a single secure link<\/p>\n<\/li>\n<\/ul>\n<p>We\u2019re already working with some fantastic data, platform, and security teams – everything from internal analytics copilots to customer-facing AI features wired directly into production data.<\/p>\n<p>If you\u2019re exploring structured-data access for agents, I\u2019d love to hear your thoughts, help you build your use case or just share best practices on what we’ve been seeing with our customers. You can <a href=\"https:\/\/calendly.com\/pylar\/30min\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">book a call<\/a> with me here if you’d like. <\/p>\n<p>Thanks for checking us out \u2014 means a lot. \ud83d\ude80<\/p>\n<p>– Hoshang<br \/>Co-founder, Pylar<\/p>\n<\/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\/@hoshang_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hoshang_m<\/a> Love that you\u2019re tackling agent over\u2011querying, feels like a pain everyone\u2019s quietly dealing with right now.<\/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\/@hoshang_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hoshang_m<\/a> <em>Congrats on the launch! The UI looks super clean. I’m launching my own app today too, so I know how much work goes into this.<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@hoshang_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hoshang_m<\/a> and team! Seems like you’re threading the needle between agentic adoption and security risk. Great work \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Hoshang, congrats on the launch! That stat about 10% of MCP servers being malicious is wild. I\u2019m curious was there a specific moment that made this feel urgent for you? Like did you witness (or hear about) an agent accidentally exposing customer data, or maybe a team get hit with a surprise warehouse bill they didn\u2019t see coming?<\/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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> Thanks for the question, Van! Instances of agents leaking sensitive data is on the rise, recently Salesforce had a security incident where their ai agents accidentally leaked sensitive crm data through through their agentforce powered web-to-lead form. attackers injected a malicious prompt on website forms to make the AI share internal data with outside domains.<\/p>\n<p>basically, hiding malicious instructions inside normal text. the ai read it\u2026 and pulled private data it had permission to see. I did a deep dive here, you might find this interesting – <a href=\"https:\/\/www.pylar.ai\/blog\/forcedleak-salesforce-agentforce-vulnerability-deep-dive\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.pylar.ai\/blog\/forcedleak-salesforce-agentforce-vulnerability-deep-dive<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, someone tackling the agent-to-DB mess. I\u2019ve nursed a painful Snowflake bill from a runaway agent. Sandboxed views + audit logs feels sane. How do you cap query spend per agent? Might wire this into Cursor first, then LangGraph if it holds up.<\/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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Thanks Alex! Right now, we cap spend in two ways:<\/p>\n<p><strong>1. Every agent only sees a <em>sandboxed view<\/em>, never your raw warehouse.<\/strong><br \/>So even if it tries something wild, it can\u2019t fan out into expensive tables or join half your schema.<\/p>\n<p><strong>2. Query-level guardrails on the tool itself.<\/strong><br \/>We let you set limits on row counts, frequency, and even block certain patterns (e.g. unscoped scans) via policies. If an agent tries to exceed it, Pylar shuts it down and logs the attempt.<\/p>\n<p>On top of that, you get full audit logs + costs per tool call so you can see exactly which agent is expensive <em>before<\/em> the bill shows up.<\/p>\n<p>Looking forward to having you try us out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 !!<\/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\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vishalbajaj\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vishalbajaj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishalbajaj<\/a> Great product! All the best for your launch \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@zethleezd Thank for the support \ud83d\ude4c\ud83c\udffc\ud83d\ude4c\ud83c\udffc<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does Pylar throttle or rate-limit agent queries in any way? Congrats on the launch. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Great question and thanks for the support. Rate limiting queries is going to be live on the product next week, but for now you can set additional guardrails like row limits and scoped filters with policies between your data and the mcp tools so an agent can\u2019t over-query or wander outside the slice of data you\u2019ve exposed. And every attempt gets logged so you can see if an agent is starting to push its boundaries.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@hoshang_m\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hoshang_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hoshang_m<\/a> this solves a serious gap for teams working with sensitive, structured data. I\u2019m curious how Pylar handles evolving permission needs over time. If schema or data-access policies change, can sandboxes and guardrails adapt without teams rebuilding the entire setup?<\/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\/@harkirat_singh3777\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harkirat_singh3777<\/a> Thanks for your support! The sandboxed view is the \u201csource of truth.\u201d If your schema changes or your data-access rules shift, you just update the view in Pylar – the agents automatically start using the new version. No redeploying, no rebuilding tools, no touching the agent builder again.<\/p>\n<p>We basically treat it like a control plane: you tweak the view or the policy once, and every connected agent adapts instantly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I could see how integrating Pylar\u2019s AI-driven workflow automation could streamline content and data processes inside our tool, and I\u2019ll go check it out to explore the possibilities.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@jamesjacksonleachatx that\u2019s awesome! Please let me know if you need help ironing out your use cases.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s an amazing idea. So can the agent run analytical queries in the DB as well?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> agents <em>can<\/em> run analytical queries, but only within the sandboxed view you expose to them.<\/p>\n<p>So if you include things like aggregates, joins, or computed fields in that view, the agent can use them freely. What it <strong>can\u2019t<\/strong> do is hit your raw warehouse or run heavy, unscoped analytics outside the boundaries you\u2019ve set.<\/p>\n<p>Think of it like giving the agent a curated data view purpose built for the agent to do its task well. <\/p>\n<p>Here’s more on this- <a href=\"https:\/\/docs.pylar.ai\/learn\/creating-data-views\/overview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.pylar.ai\/learn\/creating-data-views\/overview<\/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>congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marek_nalikowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marek_nalikowski<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>amazing product guys well done !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@othmane_khadri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othmane_khadri<\/a> Thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations @hoshang_m<\/div>\n<div class=\"comment-actions\">\n<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\/@neelptl2602\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neelptl2602<\/a> Thanks Neel!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hoshang_m\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hoshang_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hoshang_m<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thank you! \ud83d\ude4c\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> thank you for your support Huisong!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Hoshang! Pylar seems like a huge step forward for safely connecting agents to structured data.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thanks for the support, Abdul!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you monitor agent behavior across different builders (Cursor, LangGraph, n8n, etc.) from one place?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a> Our evals layer helps you measure how different agents across platforms like Cursor, LangGraph etc are interacting with your internal data. <\/p>\n<p>Because of that, you get a single place where you can see:<\/p>\n<ul>\n<li>\n<p>what each agent is querying<\/p>\n<\/li>\n<li>\n<p>how often it\u2019s hitting your data<\/p>\n<\/li>\n<li>\n<p>what was allowed vs blocked<\/p>\n<\/li>\n<li>\n<p>and any odd behavior you should know about<\/p>\n<\/li>\n<\/ul>\n<p>So even if one agent is in Cursor and another is in LangGraph or n8n, all their activity shows up in one dashboard.<br \/>Also, if you update a data view, a rule or add more mcp tools in Pylar – every agent using it automatically follows the new version.<\/p>\n<p>More on this here – <a href=\"https:\/\/docs.pylar.ai\/learn\/evals\/evals-dashboard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.pylar.ai\/learn\/evals\/evals-dashboard<\/a><\/p>\n<p>Does this help?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Custom APIs are a nightmare and MCP servers are a minefield. This feels like the first real governed layer built for agents. Good work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> Thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Pretty amazing @hoshang_m. Congratulations on the launch. I will surely give it a shot<\/div>\n<div class=\"comment-actions\">\n<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\/@thepmfguy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thepmfguy<\/a> Amazing! Thanks Gaurav. Do let me know if you need anything!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Don’t fully understand what this is. What’s the top 3 use cases for this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch. Do you have any list of data sources currently supports?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Congratz on the launch team! With agentic AI this will be a must.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mertbaser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mertbaser<\/a> Thanks for the support, Mert! Would love to have you try Pylar out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/EVCMHTUHOIK63O\" class=\"app-title\">Mistral 3<\/a><\/p>\n<div class=\"one-liner\">A family of frontier open-source multimodal models<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">396<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mistral 3\u53d1\u5e03\u4e86\u4e00\u7cfb\u5217\u524d\u6cbf\u5f00\u6e90\u591a\u6a21\u6001\u6a21\u578b\uff0c\u901a\u8fc7\u63d0\u4f9b\u4ece\u8f7b\u91cf\u5230\u9876\u7ea7\u7684\u591a\u79cd\u89c4\u683c\u9009\u62e9\uff0c\u8ba9\u5f00\u53d1\u8005\u548c\u4f01\u4e1a\u80fd\u591f\u4ee5\u66f4\u4f4e\u7684\u6210\u672c\u548c\u66f4\u9ad8\u7684\u7075\u6d3b\u6027\u90e8\u7f72\u9ad8\u6027\u80fdAI\u6a21\u578b\uff0c\u89e3\u51b3\u4e86\u5728\u63a7\u5236\u6210\u672c\u4e0e\u57fa\u7840\u8bbe\u65bd\u7684\u540c\u65f6\u83b7\u53d6\u9876\u5c16\u6a21\u578b\u80fd\u529b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5eb67b80-9a60-4278-853a-8c5129f8bd90.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef38635a-d464-4daf-a961-92339c6b0f66.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9283c704-2ef6-4ab2-a6b0-3a9d5ea78506.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d7f72c0-84cc-461a-885d-b73a5cba97b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/70f6924c-501c-4b75-8d5a-f2b835927df6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90AI\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u6df7\u5408\u4e13\u5bb6\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u9ad8\u6027\u80fd\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">Apache 2.0\u8bb8\u53ef<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u6548\u76ca\u6bd4<\/span><br \/>\n <span class=\"tag\">\u524d\u6cbf\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u90e8\u7f72<\/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\u8f7b\u91cf\u9ad8\u6548\u3001\u5f00\u6e90\u53ef\u63a7\u53ca\u591a\u8bed\u8a00\u4f18\u52bf\uff0c\u5e76\u4e0eGPT OSS\u3001DeepSeek\u7b49\u6a21\u578b\u5bf9\u6bd4\u3002\u6838\u5fc3\u53cd\u9988\u5305\u62ec\uff1a\u671f\u5f85\u660e\u786e\u4ea7\u54c1\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u4e0e\u201c\u987f\u609f\u65f6\u523b\u201d\uff1b\u6307\u51fa\u5927\u578b\u6a21\u578b\u5728\u903b\u8f91\u3001\u4ee3\u7801\u548c\u6570\u5b66\u4efb\u52a1\u4e0a\u4ecd\u6709\u63d0\u5347\u7a7a\u95f4\uff1b\u5e76\u591a\u6b21\u8be2\u95ee\u76ee\u6807\u5e02\u573a\u4e0e\u6700\u53d7\u76ca\u884c\u4e1a\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 Mistral 3\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u6280\u672f\u98de\u8dc3\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u573a\u7cbe\u5fc3\u7b56\u5212\u7684\u751f\u6001\u5361\u4f4d\u6218\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u53c2\u6570\u89c4\u6a21\u7684\u7b80\u5355\u5806\u780c\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u201c14B\/8B\/3B\u8f7b\u91cf\u6a21\u578b+Mistral Large 3\u9876\u7ea7\u6a21\u578b\u201d\u7684\u4ea7\u54c1\u77e9\u9635\uff0c\u6784\u5efa\u4e86\u4e00\u4e2a\u8986\u76d6\u4ece\u8fb9\u7f18\u8ba1\u7b97\u5230\u4e91\u7aef\u90e8\u7f72\u7684\u5168\u573a\u666f\u5f00\u6e90\u89e3\u51b3\u65b9\u6848\u3002Apache 2.0\u8bb8\u53ef\u8bc1\u662f\u5176\u6700\u950b\u5229\u7684\u6b66\u5668\uff0c\u65e8\u5728\u6700\u5927\u9650\u5ea6\u964d\u4f4e\u5546\u4e1a\u5e94\u7528\u95e8\u69db\uff0c\u4e89\u593a\u5f00\u53d1\u8005\u751f\u6001\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201c\u6700\u4f73\u6027\u80fd\u6210\u672c\u6bd4\u201d\u7684\u5ba3\u79f0\u4e0e\u8bc4\u8bba\u4e2d\u201c\u5728\u903b\u8f91\u3001\u4ee3\u7801\u65b9\u9762\u4ecd\u843d\u540e\u4e8eDeepSeek\u201d\u7684\u53cd\u9988\u5f62\u6210\u4e86\u5fae\u5999\u5f20\u529b\u3002\u8fd9\u63ed\u793a\u4e86\u5f53\u524d\u5f00\u6e90\u6a21\u578b\u7ade\u8d5b\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5728\u8ffd\u6c42\u53c2\u6570\u6548\u7387\u3001\u591a\u6a21\u6001\u548c\u4f4e\u6210\u672c\u90e8\u7f72\u7684\u540c\u65f6\uff0c\u6a21\u578b\u7684\u6838\u5fc3\u63a8\u7406\u80fd\u529b\u662f\u5426\u505a\u51fa\u4e86\u59a5\u534f\uff1fMistral\u4f3c\u4e4e\u5728\u7528\u201c\u8f7b\u91cf\u6a21\u578b\u8d70\u91cf\uff0c\u9876\u7ea7\u6a21\u578b\u7acb\u6807\u6746\u201d\u7684\u7b56\u7565\uff0c\u8bd5\u56fe\u517c\u987e\u5e02\u573a\u5e7f\u5ea6\u4e0e\u6280\u672f\u9ad8\u5ea6\u3002\u7528\u6237\u53cd\u590d\u8ffd\u95ee\u201c\u76ee\u6807\u5e02\u573a\u201d\u548c\u201c\u987f\u609f\u65f6\u523b\u201d\uff0c\u6070\u6070\u66b4\u9732\u51fa\u5176\u5e02\u573a\u5b9a\u4f4d\u4e0e\u4ef7\u503c\u4f20\u8fbe\u4ecd\u663e\u6a21\u7cca\u2014\u2014\u5b83\u60f3\u6210\u4e3a\u6240\u6709\u4eba\u7684\u9009\u62e9\uff0c\u4f46\u5c1a\u672a\u8ba9\u4efb\u4f55\u4eba\u77ac\u95f4\u786e\u4fe1\u201c\u975e\u5b83\u4e0d\u53ef\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5728GPT\u7b49\u95ed\u6e90\u6a21\u578b\u4e3b\u5bfc\u5e94\u7528\u5c42\u3001DeepSeek\u7b49\u4ee5\u6781\u81f4\u6027\u4ef7\u6bd4\u7a81\u88ad\u7684\u5939\u51fb\u4e0b\uff0cMistral 3\u7684\u201c\u5168\u5bb6\u6876\u201d\u7b56\u7565\u662f\u660e\u667a\u7684\u5206\u6563\u98ce\u9669\u4e4b\u4e3e\u3002\u4f46\u5176\u957f\u671f\u6210\u529f\uff0c\u5c06\u53d6\u51b3\u4e8eMistral Large 3\u80fd\u5426\u771f\u6b63\u8dfb\u8eab\u201c\u524d\u6cbf\u6a21\u578b\u201d\u7b2c\u4e00\u68af\u961f\uff0c\u4ee5\u53ca\u5176\u8f7b\u91cf\u6a21\u578b\u80fd\u5426\u5728\u5177\u4f53\u5782\u76f4\u573a\u666f\u4e2d\u5efa\u7acb\u4e0d\u53ef\u66ff\u4ee3\u7684\u90e8\u7f72\u4f18\u52bf\u3002\u5f00\u6e90\u662f\u5165\u573a\u5238\uff0c\u800c\u975e\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Mistral 3<\/span>\n <\/div>\n<div class=\"comment-content\">Mistral 3 includes three state-of-the-art small, dense models (14B, 8B, and 3B) and Mistral Large 3 \u2013 our most capable model to date \u2013 a sparse mixture-of-experts trained with 41B active and 675B total parameters. All models are released under the Apache 2.0 license. The Ministral models represent the best performance-to-cost ratio in their category. At the same time, Mistral Large 3 joins the ranks of frontier instruction-fine-tuned open-source models.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Impressive launch\u2014especially how Mistral 7B pushes the boundaries of open models while remaining lightweight and efficient.<\/p>\n<p>From a clarity & onboarding lens: when a dev or product team opens Mistral 7B for the first time, <strong>what\u2019s the single belief you want them to adopt in the first 10-15 seconds<\/strong>?<br \/>\u2022 \u201cI can deploy a best-in-class model without massive compute or bespoke infrastructure.\u201d<br \/>Or:<br \/>\u2022 \u201cThis open model gives me enterprise-grade performance with full control.\u201d<br \/>Because with foundational models, the biggest barrier isn\u2019t parameters\u2014it\u2019s belief.<br \/>Curious how you\u2019re framing that for first-time users and what the \u201caha moment\u201d looks like in your product journey.<\/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>Im really impressed with GPT OSS 120B in Antigravity. Its suppose to be level with gpt5 etc. And its possible to run on mac studio, with the highest specs etc. So future look good for local Agentic LLM’s. would love to compare this to the GPT OSS model. A local cursor IDE would be huge. Its kind of sad that coding is pay to play at the moment. I spend 100$ a day in coding. It’s wild.<\/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>I personally tried Mistral 3 Large when it came out yesterday and think it’s a good model in terms of multilanguage and multimodality (as even the smaller models with less params can run purely in browser and confidently detect objects correctly – so kudos for that). But the Mistral 3 Large itself still seems to need a bit more power as in my own evaluations it still lags a bit behind the new deepseek 3.2 in logical thinking, coding and math tasks. But yeah, for users in european countries needing a multilingual assistant it’s still the best in that scenario<\/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\">Wow it sounds amazing! Congrats on the launch. Just for curiosity, who is your target market?<\/div>\n<div class=\"comment-actions\">\n<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>Which industries or applications do you think will benefit most from these open models?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Which industries or types of work do you think will get the most help from these open models?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NLGL56CEOVSVHV\" class=\"app-title\">TrueFoundry AI Gateway<\/a><\/p>\n<div class=\"one-liner\">Connect, observe & control LLMs, MCPs, Guardrails & Prompts<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">314<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TrueFoundry AI Gateway \u662f\u4e00\u4e2a\u9762\u5411\u751f\u4ea7\u73af\u5883\u7684AI\u63a7\u5236\u5e73\u9762\uff0c\u901a\u8fc7\u7edf\u4e00\u63a5\u5165\u3001\u6df1\u5ea6\u53ef\u89c2\u6d4b\u6027\u548c\u6cbb\u7406\u89c4\u5219\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u5728\u89c4\u6a21\u5316\u90e8\u7f72AI\u4ee3\u7406\uff08Agents\uff09\u548c\u6a21\u578b\u65f6\u9762\u4e34\u7684\u8fd0\u7ef4\u6df7\u4e71\u3001\u5408\u89c4\u98ce\u9669\u4e0e\u6210\u672c\u5931\u63a7\u7b49\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\/e9575236-cbfc-4d7c-9ce6-a0a0199c0060.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/52450d98-ed2c-422e-ac3a-49aa932380dc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a52ce65-6cbe-42d5-8271-ddbd10dc2184.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3807d89f-b611-4a95-aef1-69e1d418564a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b53185e9-0769-427f-a89a-5e790119c58c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/876bc5b8-e53c-4e7c-be9e-43111713cd45.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\/2951fc07-81af-45d0-8fe5-f818311afb6a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/8FsHo7xoTr4\"><source src=\"https:\/\/youtu.be\/8FsHo7xoTr4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f51\u5173<\/span><br \/>\n <span class=\"tag\">\u5927\u8bed\u8a00\u6a21\u578b\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI\u7ba1\u63a7<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">MCP\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u5c31\u7eea<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u4e0e\u5b89\u5168<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u751f\u4ea7\u73af\u5883\u590d\u6742\u6027\u7684\u4ef7\u503c\uff0c\u91cd\u70b9\u5173\u6ce8\u4e0e\u73b0\u6709\u5de5\u4f5c\u6d41\u7684\u96c6\u6210\u96be\u5ea6\u3001\u6545\u969c\u8f6c\u79fb\u673a\u5236\u3001\u76f8\u6bd4\u5f00\u6e90\u65b9\u6848\u7684\u4f18\u52bf\u3001\u6570\u636e\u5730\u57df\u5408\u89c4\u5b9e\u73b0\u3001\u4ee5\u53ca\u591a\u7ec4\u4ef6\u94fe\u8def\u7684\u5168\u94fe\u8def\u8ffd\u8e2a\u80fd\u529b\u3002\u56e2\u961f\u56de\u590d\u8be6\u7ec6\uff0c\u4f53\u73b0\u4e86\u4ea7\u54c1\u6df1\u5ea6\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n TrueFoundry AI Gateway \u7684\u53d1\u5e03\uff0c\u6807\u5fd7\u7740\u4e00\u573a\u4ece\u201c\u6a21\u578b\u8def\u7531\u201d\u5230\u201cAI\u63a7\u5236\u5e73\u9762\u201d\u7684\u7406\u5ff5\u5347\u7ea7\u3002\u5b83\u771f\u6b63\u7684\u950b\u8292\u5e76\u975e\u7b80\u5355\u7684API\u805a\u5408\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u5165\u4f01\u4e1a\u5c06AI\u5b9e\u9a8c\u54c1\u63a8\u5411\u6838\u5fc3\u751f\u4ea7\u7cfb\u7edf\u65f6\u5fc5\u7136\u906d\u9047\u7684\u201c\u6697\u7901\u201d\uff1a\u8eab\u4efd\u4e0e\u8ba4\u8bc1\u7684\u788e\u7247\u5316\u3001\u8de8\u56fd\u6570\u636e\u6d41\u52a8\u7684\u5408\u89c4\u67b7\u9501\u3001\u591a\u6a21\u578b\u591a\u7ec4\u4ef6\u8c03\u7528\u94fe\u7684\u89c2\u6d4b\u9ed1\u76d2\uff0c\u4ee5\u53ca\u6210\u672c\u4e0e\u5b89\u5168\u7684\u5931\u63a7\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201c\u80f6\u6c34\u5c42\u201d\uff0c\u5b9e\u5219\u662f\u6784\u5efa\u4e86\u4e00\u4e2a\u4e0d\u53ef\u7ed5\u8fc7\u7684\u57fa\u7840\u8bbe\u65bd\u5c42\u3002\u5b83\u901a\u8fc7\u63a5\u7ba1\u8ba4\u8bc1\u3001\u5ba1\u8ba1\u3001\u8def\u7531\u3001\u5b88\u95e8\uff08Guardrails\uff09\u7b49\u975e\u6838\u5fc3\u4f46\u81f3\u5173\u91cd\u8981\u7684\u810f\u6d3b\u7d2f\u6d3b\uff0c\u8ba9\u4e1a\u52a1\u56e2\u961f\u80fd\u4e13\u6ce8\u4e8e\u63d0\u793a\u8bcd\u4e0e\u4ee3\u7406\u903b\u8f91\u672c\u8eab\u3002\u5176\u5ba3\u79f0\u88ab\u591a\u5bb6\u8d22\u5bcc500\u5f3a\u7528\u4e8e\u6570\u5343\u4e2a\u4ee3\u7406\uff0c\u6070\u6070\u9a8c\u8bc1\u4e86\u4f01\u4e1a\u7ea7\u5e02\u573a\u5bf9\u201c\u6807\u51c6\u5316\u7ba1\u63a7\u201d\u7684\u9965\u6e34\u2014\u2014\u4f01\u4e1a\u9700\u8981\u7684\u4e0d\u662f\u53e6\u4e00\u4e2a\u6a21\u578b\u7aef\u70b9\uff0c\u800c\u662f\u4e00\u4e2a\u80fd\u8ba9AI\u5e94\u7528\u5728\u5408\u89c4\u3001\u5b89\u5168\u3001\u53ef\u63a7\u524d\u63d0\u4e0b\u89c4\u6a21\u5316\u8fd0\u884c\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u4e0eLiteLLM\u7b49\u5f00\u6e90\u65b9\u6848\u7684\u5bf9\u6bd4\u70b9\u660e\u4e86\u5173\u952e\u5dee\u5f02\uff1a\u5f00\u6e90\u5de5\u5177\u64c5\u957f\u7834\u51b0\u4e0e\u5b9e\u9a8c\uff0c\u800cTrueFoundry\u8d4c\u7684\u662f\u4f01\u4e1a\u89c4\u6a21\u5316\u540e\u7684\u8fd0\u7ef4\u8d1f\u62c5\u4e0e\u5408\u89c4\u6210\u672c\u5c06\u8fdc\u8d85\u6388\u6743\u8d39\u7528\u3002\u5176\u4ef7\u503c\u4e3b\u5f20\u5728\u4e8e\u63d0\u4f9b\u7ecf\u8fc7\u5927\u5ba2\u6237\u9a8c\u8bc1\u7684\u3001\u5e26\u4f01\u4e1a\u7ea7\u652f\u6301\u4e0eSLA\u7684\u201c\u5168\u5bb6\u6876\u201d\u89e3\u51b3\u65b9\u6848\u3002\u98ce\u9669\u5728\u4e8e\uff0c\u8fd9\u4e2a\u5e02\u573a\u6b63\u5feb\u901f\u6f14\u8fdb\uff0c\u5de8\u5934\u4e91\u5382\u5546\u7684\u540c\u7c7b\u6258\u7ba1\u670d\u52a1\u53ef\u80fd\u968f\u65f6\u5165\u573a\u6324\u538b\u7a7a\u95f4\u3002TrueFoundry\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u5176\u66f4\u65e9\u3001\u66f4\u6df1\u5730\u5d4c\u5165\u5230\u590d\u6742\u4f01\u4e1a\u5de5\u4f5c\u6d41\u4e2d\u5f62\u6210\u7684\u573a\u666f\u5316Know-How\uff0c\u5c24\u5176\u662f\u5bf9\u65b0\u5174\u7684MCP\u6807\u51c6\u7684\u6df1\u5ea6\u96c6\u6210\u4e0e\u589e\u5f3a\uff0c\u8fd9\u53ef\u80fd\u662f\u5176\u5728\u672a\u6765\u6df7\u6218\u4e2d\u4fdd\u6301\u72ec\u7279\u6027\u7684\u5173\u952e\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\">TrueFoundry AI Gateway<\/span>\n <\/div>\n<div class=\"comment-content\">TrueFoundry\u2019s AI Gateway is the production-ready, control plane to experiment with, monitor and govern your agents. Experiment with connecting all agent components together (Models, MCP, Guardrails, Prompts & Agents) in the playground. Maintain complete visibility over responses with traces and health metrics. Govern by setting up rules\/limits on request volumes, cost, response content (Guardrails) and more. Being used in production for 1000s of agents by multiple F100 companies!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, Anuraag here, co-founder at TrueFoundry \ud83d\udc4b<\/p>\n<p>When we first thought about a \u201cgateway\u201d, we imagined a simple <strong>LLM routing layer<\/strong> in front of models. Pick a model, send traffic, switch if needed. Easy\u2026 or so we thought.<\/p>\n<p>Once teams started putting agents and MCPs into production, we realised the hard stuff wasn\u2019t just about routing. It is:<\/p>\n<ul>\n<li>\n<p>Different <strong>MCP auth<\/strong> flows for every internal system.<\/p>\n<\/li>\n<li>\n<p><strong>Traces & logs<\/strong> that break once you chain models, tools, and agents<\/p>\n<\/li>\n<li>\n<p><strong>Data residency<\/strong> and \u201cthis data must stay in this region\u201d rules,<\/p>\n<\/li>\n<li>\n<p><strong>Security<\/strong> asking \u201cwho called what, when, with which payload?\u201d,<\/p>\n<\/li>\n<li>\n<p>Product teams need to <strong>swap models<\/strong> without rewriting everything.<\/p>\n<\/li>\n<\/ul>\n<p>So the \u201crouter\u201d slowly turned into a proper <strong>control plane<\/strong> that sits between your apps, LLMs, and MCPs – making sure traffic is reliable, auditable, compliant, and still fast for developers to ship on.<\/p>\n<p>Today, <strong>TrueFoundry\u2019s AI Gateway sits at the center of production traffic across 10+ Fortune 500s<\/strong>, powering their internal copilots and agents while platform teams use it to keep costs, safety, and observability under control – rather than maintaining a pile of custom glue code.<\/p>\n<\/p>\n<p>\ud83d\udd17 <strong>Sign Up Link:<\/strong> <a href=\"https:\/\/www.truefoundry.com\/ai-gateway\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Please try and give us feedback!<\/a> \ud83d\ude4f<br \/>\ud83c\udf81 <strong>Launch perk:<\/strong> 3\u2011month free trial for the PH community<\/p>\n<p>If you\u2019re wrestling with MCP auth, logging, or data policies, drop your setup in the comments – curious to see how you are wiring your stack today!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>140<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@agutgutia<br \/>\nSuper insightful breakdown. It\u2019s wild how a \u2018simple router\u2019 turns into a full-blown control plane once you hit real prod complexity. Excited to try this out!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@agutgutia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agutgutia<\/a> Love it. Identity is the new control plane for agentic AI. this gateway is glueing all components in a seamless way for enterprise use. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@aamir_siddiqui2 hope you are doing great progress on the test automation tooling as well.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great work on the launch!<\/p>\n<p>Curious\u2026how seamless is it to integrate existing internal copilots or agents without modifying their current workflows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@_muzammil_kt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_muzammil_kt<\/a> integrates seamlessly with any copilot or agent – anything built on OpenAI compatible endpoints – without requiring changes to your existing workflows.<\/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>Really cool! Quick question \u2014 how does fallback actually work under the hood? Does the gateway retry with a secondary model automatically?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>26<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bhavesh_patel1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhavesh_patel1<\/a> You need to enable routing config for enabling fallback. If a model fails with a non-retriable error (401, 403, 5xx) – we fallback to the fallback models. If there is a spike in errors in the model, we mark that model unhealthy and it is sent to “cooldown” mode for 5 minutes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@bhavesh_patel1 nice<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have used OpenRouter, LiteLLM, Vercel AI Gateway, how is it better than those? Just trying to understand, specifically from a developer perspective.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>24<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@iamshnik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamshnik<\/a> OpenRouter allows you to talk to different models without signing up on different providers. Vercel AI gateway works similarily for models.<br \/>Truefoundry and LiteLLM are AI gateways where user brings their own keys and this can be self-hosted within the enterprise. We also provide complete observability by default, load-balancing, rate-limiting configs that can automatically switch your application when a model provider is down. It also adds a prompt management layer where in the gateway itself can substitute the prompt for you, making your client side code very small. It also enables you to talk to multiple MCP servers with a single token – so that as a developer you don’t need to worry about implementing token management<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>24<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, this looks really well thought out!<\/p>\n<p>I\u2019m curious about your approach to regional data rules – can customers control where data at rest is stored so it complies with local regulations (EU, US-only, etc.)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dhruv_bhardwaj1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhruv_bhardwaj1<\/a> Totally! You can attach your own storage bucket in that particular region to ensure your data compliance needs are met.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@dhruv_bhardwaj1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhruv_bhardwaj1<\/a> Yes, you can configure the destination where you data at rest is stored. You could also have our Gateway run on-prem where even your data-at-motion can be within your VPC and fully in control on which region you want to spin up your Gateway in. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, an AI Gateway that brings order to the LLM chaos! Love the unified API access and critical cost controls like semantic caching. Congrats <a href=\"https:\/\/www.producthunt.com\/@agutgutia\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"agutgutia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agutgutia<\/a> and TrueFoundry team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitijdixit9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitijdixit9<\/a> Really appreciate it! A lot of teams are using the Gateway for <strong>cost visibility, deep observability and monitoring, and consolidated billing<\/strong> – all the things that get painful once you scale LLM usage. Glad the value resonates!<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks solid. What could be the inherent advantage though against setting up something like LiteLLM which I believe is open source?<\/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\/@vysakh_t\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vysakh_t<\/a> Great question! LiteLLM is awesome for getting started, but teams quickly outgrow it as they scale.<\/p>\n<p>What we focus on is everything needed for <strong>production-grade, enterprise AI<\/strong>:<\/p>\n<ul>\n<li>\n<p><strong>Multi-region + low-latency routing<\/strong> and <strong>data residency guarantees<\/strong><\/p>\n<\/li>\n<li>\n<p><strong>Deep observability<\/strong> \u2014 per-tool\/per-model traces, guardrail logs, cost metrics, MCP-level telemetry<\/p>\n<\/li>\n<li>\n<p><strong>Enterprise-grade auth<\/strong> (OAuth2, DCR, , RBAC) and <strong>secure MCP server management<\/strong><\/p>\n<\/li>\n<li>\n<p><strong>Reliability features<\/strong> like automatic failover, fallback routing, and rate-limiting by model\/team\/user<\/p>\n<\/li>\n<li>\n<p><strong>Support + SLAs<\/strong> that large enterprises require when AI becomes mission-critical<\/p>\n<\/li>\n<\/ul>\n<p>LiteLLM is great for experimentation \u2014 TrueFoundry is built for <strong>operating AI at scale<\/strong> across many teams, regions, tools, and compliance environments.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Product Hunt Community, Nikunj – cofounder & CEO. <\/p>\n<\/p>\n<p>Today’s launch is super close to my heart, not just as a product but as a package of learnings we have been fortunate to accumulate working with Enterprises. Those who have been building at cutting edge, and have shown the courage to reverse decision they previously believed to be correct. Best illustrated through an example of a real customer conversation with timelines. <\/p>\n<\/p>\n<p>June 2024: Customer (building a scaled use case): “We will never use Gateway. It lies on the critical path of the request and is such a thin layer that we will own this part ourselves. Model inferencing, GPU management is a different story”. <\/p>\n<\/p>\n<p>Sep 2024: Customer (As Sonnet, o1 were getting launched): “These APIs keep changing, models keep getting outdated – Gateway is becoming a pain to maintain”<\/p>\n<\/p>\n<p>Nov 2024: Customer (As other teams started to ask for inferencing): “Its one thing to support one use case through the Gateway but as we are becoming a platform, now we need a lot more visibility and control layer”. <\/p>\n<\/p>\n<p>Feb 2025: Customer (As the gateway went down and they started losing $6k \/ second): ! <\/p>\n<\/p>\n<p>May 2025: Customer (As MCPs started becoming popular): “Its becoming impossible to catch up with the market, scale the Gateway reliably, and add the right controls for satisfying varying requirements from different teams. <a href=\"https:\/\/www.producthunt.com\/@nikunj_bajaj\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nikunj_bajaj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikunj_bajaj<\/a> are you all continuing to build the Gateway?” <\/p>\n<\/p>\n<p>May 2025: Nikunj: yes, we are. <\/p>\n<\/p>\n<p>June 2025: Customer: Started migrating prod traffic to TrueFoundry AI Gateway. <\/p>\n<p>July 2025: Customer: Observability, governance controls became a critical part of their workflow. <\/p>\n<p>Oct 2025: Customer: First MCP driven application launched to prod. <\/p>\n<\/p>\n<p>Nov 2025: Customer (over a dinner): I remember having a conversation with you about 1.5 years back thinking we will run our own Gateway. Glad we shifted \ud83d\ude42 <\/p>\n<\/p>\n<p>We have learnt so much in terms of how to build the right design on our AI Gateway, access controls, authentication \/ authorization and making it compatible with existing Enterprise stacks on MCP Gateway, very difficult data residency requirements, how certain guardrails don’t “just work” etc. etc. <\/p>\n<\/p>\n<p>And this launch marks the joint success of our collaboration with many other early adopters of TrueFoundry who have helped us build and shape our AI Gateway. Cheers to our customers. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. Having a unified OpenAI compatible endpoint across all LLM providers is a game changer for devs!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dheerajmundhra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dheerajmundhra<\/a> Thanks for the support! Do try it out here <a href=\"https:\/\/www.truefoundry.com\/ai-gateway\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.truefoundry.com\/ai-gateway<\/a> and share feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really cool work! Excited to see its growth!! What is the most common Guardrail rule F100 companies use to prevent unexpected agent recursion or tool-call looping?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@swecha_sanjay07\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@swecha_sanjay07<\/a> thanks! The most common pattern we see to prevent recursion or tool-call loops is simply setting limits on how many times an agent is allowed to invoke tools within a single run.<\/p>\n<p>Most teams start with straightforward guardrails like:<\/p>\n<ul>\n<li>\n<p>max tool-call depth (e.g., don\u2019t allow a tool to trigger another tool more than N levels deep)<\/p>\n<\/li>\n<li>\n<p>max tool-call count per request (stop execution once a threshold is hit)<\/p>\n<\/li>\n<\/ul>\n<p>These guardrails catch almost all accidental loops without needing anything more complex.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Interesting solution, especially the prompt management system! that’s something hard to find and that works properly<\/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\">@seantiffonnet Thanks Sean! Yes we have seen it to significantly add to the usability and speed of delivery of GenAI applications. Do try it out and give us some feedback!<\/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>This is one of the strongest interpretations of the MCP standard I\u2019ve seen yet.<\/p>\n<p>While most implementations simply expose tools, you\u2019ve built a managed layer that agents can reliably operate through. With secure tool access, permissioning, and consistent interfaces, this has the potential to become a solid backbone for enterprise-scale agent ecosystems. Really looking forward to seeing where the roadmap goes from here!<\/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\/@nitesh_shakya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nitesh_shakya<\/a> <\/p>\n<p>You\u2019ve captured exactly what we\u2019re aiming for. Most MCP integrations today stop at exposing tools, but real enterprise agent systems need <strong>a governed, reliable, and observable execution layer<\/strong>. That\u2019s why we\u2019re investing heavily in:<\/p>\n<ul>\n<li>\n<p><strong>Secure tool access + permissioning<\/strong>, so agents only invoke the capabilities they\u2019re allowed to.<\/p>\n<\/li>\n<li>\n<p><strong>Enforcing guardrails, logs, metrics, and auditability by default<\/strong>, which becomes critical once multiple agents start chaining actions.<\/p>\n<\/li>\n<li>\n<p><strong>A shared backbone for agent-to-agent communication (A2A)<\/strong> – something we\u2019re excited to expand on in the roadmap.<\/p>\n<\/li>\n<\/ul>\n<p>As teams move toward production-grade agent ecosystems, having this stable foundation becomes the difference between a cool demo and a system you can actually trust in operations.<\/p>\n<p>We\u2019re thrilled to keep pushing the roadmap forward – especially around agent registry, A2A protocol, semantic caching, and guardrails for MCP servers. Really appreciate the thoughtful note \ud83d\ude4f Sharing our public roadmap here as well – <a href=\"https:\/\/www.truefoundry.com\/roadmap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.truefoundry.com\/roadmap<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congratulations on the launch Anuraag! <\/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\/@fatima_rizwan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fatima_rizwan<\/a> Thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch, <a href=\"https:\/\/www.producthunt.com\/@agutgutia\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"agutgutia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agutgutia<\/a> and the <a href=\"https:\/\/www.producthunt.com\/products\/truefoundry-ai-gateway\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"truefoundry-ai-gateway\" target=\"_blank\" rel=\"noopener\">@TrueFoundry AI Gateway<\/a> team! I am looking forward to trying this out. It is very timely. Does it include a RAG repository or any integrations with vector databases?<\/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\/@tim_ep1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tim_ep1<\/a> Yes – we do support RAG out of the box. However, this is not included in AI Gateway offering.The product includes RAG templates and integrates with any vector database, so you can plug in retrieval workflows without changing your existing setup.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This solves a real problem. Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@agutgutia\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"agutgutia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agutgutia<\/a> <a href=\"https:\/\/www.producthunt.com\/@nikunj_bajaj\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nikunj_bajaj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikunj_bajaj<\/a> <a href=\"https:\/\/www.producthunt.com\/@deeptishukla\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"deeptishukla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deeptishukla<\/a> I\u2019m curious how TrueFoundry\u2019s AI Gateway manages policy enforcement and observability when multiple agents and models are chained together, does it maintain full traceability through the entire workflow?<\/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\/@nikunj_bajaj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikunj_bajaj<\/a> <a href=\"https:\/\/www.producthunt.com\/@deeptishukla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deeptishukla<\/a> <a href=\"https:\/\/www.producthunt.com\/@harkirat_singh3777\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harkirat_singh3777<\/a> Thanks so much! Yes – the Gateway maintains full end-to-end traceability, even when multiple agents, tools, and models are chained together.On the observability side, each step is captured as a unified trace, so you can drill into prompts, responses, tool outputs, and fallbacks across the entire workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So you can create an agent and connect it in your app and change models dynamically? <\/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\/@pasha_tseluyko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_tseluyko<\/a> Yeah, models can be connected and agents can be developed through the Gateway. Currently, we don’t change models dynamically but that feature is in the works. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 developer experience look really clean! One API key, one endpoint, and access to multiply models with consistent logging is exactly the simplicity terms need. I’m curious about latency – what kind of over head should teams expect when routing through the gateway with guardrails enabled? Excited to check this our!.<\/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>Do you plan to expand support for regional LLM providers to cater to teams with data residency requirements? Also, will the platform include pre-built guardrail templates (e.g., for PII redaction, content moderation) to accelerate compliance setup?<\/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\/@movieflow_nann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@movieflow_nann<\/a> We already support regional LLM providers, and teams can choose region-specific storage accounts to meet data-residency requirements. We also integrate with pre-built guardrails (PII redaction, moderation, etc.), and you can plug in your own policies as well \u2014 so compliance setups are usually fast to configure.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product. This is bound to accelerate development in the agentic AI sector. Do you think your differentiation factor will remain monetizable as the market saturates and there is greater polarization towards a few key providers, diminishing the need for a complex monitoring system?<\/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\/@anubiifox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anubiifox<\/a> Thank you! Our view is that even with consolidation among a few major providers, teams are increasingly using multiple models \u2014 smaller open-source ones for cost-efficient tasks, larger ones for reasoning, and specialized models for image, audio, or structured extraction. That fragmentation actually <em>increases<\/em> the need for a unified gateway + tracing layer.<\/p>\n<p>On top of that, features like end-to-end tracing, fallback orchestration, and safety\/guardrails tend to become more valuable as systems grow more complex, not less. So we see differentiation coming from helping teams manage that multi-model reality rather than just monitoring a single provider.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good launch. Congrats!<\/p>\n<p>One question: how do you see the Gateway influencing collaboration between ML and platform teams? Does it reduce friction around deployment and oversight, or does it introduce a new coordination layer they need to align on?<\/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\/@aakanksha_saini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aakanksha_saini<\/a> Thanks for this question!<\/p>\n<p>We have seen the gateway significantly reduce the friction between the DevOps and development teams. <\/p>\n<p><strong>The DevOps and Admin teams<\/strong> add Models and MCPs and set rules around rate limits, costs, response quality, fallbacks, etc. In production, they can easily monitor performance and usage.<\/p>\n<p><strong>The Developers<\/strong> can then see all approved models and MCPs in the Gateway registries, invoke them through a unified API, experiment with them in the playground, and view traces to track performance and debug their applications.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Sounds interesting product, Congrats on launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@robbins23\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robbins23<\/a> Thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We have been using TrueFoundry for 2 years and a half. I think their managed kubernetes (with the right level of abstraction for a ML team) was already a great product.<\/p>\n<\/p>\n<p>This AI gateway has further increased the value of TF for us. We use models from both OpenAI (through Azure) and Gemini (GCP). But TrueFoundry provides us with better observability than either native interfaces. Thanks to the gateway we have:<\/p>\n<ul>\n<li>\n<p>Detected that the P99 latency of some models was much higher than anticipated, and added backup-models to mitigate this issue.<\/p>\n<\/li>\n<li>\n<p>Tracked why our spend was ~twice higher than expected (and corrected the faulty app).<\/p>\n<\/li>\n<\/ul>\n<p>We’re not using much the guardrails and rate limit yet. However, I believe they will prove useful to manage complexity as our team grows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@matthieu_perrinel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matthieu_perrinel<\/a> Thanks a lot for the support for us! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is the kind of product that would benefit a lot of teams 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@quentin_fournier_martin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@quentin_fournier_martin<\/a> Thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product, all the best!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@felixleezd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@felixleezd<\/a> Thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@felixleezd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@felixleezd<\/a> Thanks for the support Felix! Do try it out and please share your feedback. <a href=\"https:\/\/www.truefoundry.com\/ai-gateway\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.truefoundry.com\/ai-gateway<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very nice, with Openrouter & co you’d not be able to bring your own key<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jim_engine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_engine<\/a> Thanks Jim. This becomes one of the key considerations in enterprise setup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch! \ud83d\udc4f<\/div>\n<div class=\"comment-actions\">\n<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\/@joyal_a_johney\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joyal_a_johney<\/a> Thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great! Excited to try it out <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vaibhav_dubey3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vaibhav_dubey3<\/a> Thanks! We have a launch offer also for this community. Do use that to sign up!<\/p>\n<p><a href=\"https:\/\/www.truefoundry.com\/ai-gateway\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.truefoundry.com\/ai-gateway<\/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>Looks super interesting! Good luck team \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sufiyan_sait\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sufiyan_sait<\/a> Thank you Sufiyan for your support. Do check out the 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is impressive. What stood out to me is how you\u2019ve taken all the messy parts of running agents in production\u2014MCP auth headaches, scattered logs, model swaps, guardrails\u2014and pulled them into one place. The trace visibility alone feels like a huge win for anyone trying to move beyond demos.<\/p>\n<p>I\u2019m curious to see how this scales as more teams start chaining complex workflows. Great work and congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@priyanshu_de1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyanshu_de1<\/a> Thank you so much – you articulated the exact problem space we kept hearing from teams building real agent systems.<\/p>\n<p>Once you move beyond demos, everything becomes messy very quickly:<br \/>\u2022 MCP auth + permissioning scattered across tools<br \/>\u2022 Logs and traces split across providers<br \/>\u2022 Model swaps breaking workflows<br \/>\u2022 Guardrails implemented differently in every service<br \/>\u2022 Zero visibility into how agents reason across steps<\/p>\n<p>The goal with the Gateway was to <em>compress all of that operational complexity into one coherent layer<\/em> \u2014 so teams get:<\/p>\n<ul>\n<li>\n<p>Unified authentication + access control for every model, tool, and agent<\/p>\n<\/li>\n<li>\n<p>Consistent logs + traces across all providers, making debugging actually possible<\/p>\n<\/li>\n<li>\n<p>Model routing + swaps without code changes<\/p>\n<\/li>\n<li>\n<p>Guardrails that run uniformly across all requests<\/p>\n<\/li>\n<li>\n<p>A managed backbone that agents can trust as they start chaining tools and calling each other<\/p>\n<\/li>\n<\/ul>\n<p>Your question on scaling complex workflows is spot on \u2014 that\u2019s where we\u2019re heading next with:<\/p>\n<ul>\n<li>\n<p>Agent-to-Agent (A2A) protocol,<\/p>\n<\/li>\n<li>\n<p>Agent registry + discovery,<\/p>\n<\/li>\n<li>\n<p>Semantic caching, and<\/p>\n<\/li>\n<li>\n<p>Runtime-level safety + observability for multi-step agent chains.<\/p>\n<\/li>\n<\/ul>\n<p>Super grateful for your thoughtful feedback – it\u2019s exactly the direction we\u2019re building toward. Thanks again for the support! \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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! This is definitely useful from a security and compliance standpoint<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/XHUEXI67NVAXFM\" class=\"app-title\">Fellow 5.0<\/a><\/p>\n<div class=\"one-liner\">Botless AI meeting notes with MCP and Zapier workflows<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">288<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fellow 5.0\u662f\u4e00\u6b3eAI\u4f1a\u8bae\u7b14\u8bb0\u5de5\u5177\uff0c\u901a\u8fc7\u63d0\u4f9b\u65e0\u673a\u5668\u4eba\uff08botless\uff09\u5f55\u5236\u3001\u81ea\u5b9a\u4e49AI\u603b\u7ed3\u6a21\u677f\u4ee5\u53ca\u4e0eMCP\u3001Zapier\u7684\u6df1\u5ea6\u96c6\u6210\uff0c\u5728\u6ce8\u91cd\u9690\u79c1\u548c\u6d41\u7a0b\u81ea\u52a8\u5316\u7684\u56e2\u961f\u4f1a\u8bae\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u56e0\u4f20\u7edf\u4f1a\u8bae\u673a\u5668\u4eba\u4fb5\u6270\u3001\u6570\u636e\u5b89\u5168\u987e\u8651\u53ca\u4f1a\u540e\u624b\u52a8\u6574\u7406\u6548\u7387\u4f4e\u4e0b\u800c\u4ea7\u751f\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\/37be89f1-2b03-4e19-bd0a-be504a561cbd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f12287fe-6659-4ca7-94e7-74a03d8ed394.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb752f54-9cc0-43ab-977b-b2c134790fc7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/25a3b5c8-9959-4de4-b3a0-c036501df3e5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3694ba71-6692-4459-a4a7-ce6ac9d21db7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b68bcc4-d782-458c-bc0c-40f2fbce09d7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/334b5c51-881e-412b-931b-c4cb1e77447d.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\">Notes<\/span><br \/>\n <span class=\"tag\">Meetings<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4f1a\u8bae\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u673a\u5668\u4eba\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9690\u79c1\u4e0e\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">Zapier\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49AI\u6a21\u677f<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u6d1e\u5bdf<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8bc4\u4ef7\u65e0\u673a\u5668\u4eba\u5f55\u5236\u529f\u80fd\uff0c\u8ba4\u4e3a\u5176\u63d0\u5347\u4e86\u4f53\u9a8c\u5e76\u89e3\u51b3\u4e86\u9690\u79c1\u987e\u8651\uff1b\u5bf9\u66f4\u7b80\u6d01\u7684\u754c\u9762\u3001\u5f3a\u5927\u7684\u81ea\u52a8\u5316\u96c6\u6210\uff08Zapier\/MCP\uff09\u8868\u793a\u8ba4\u53ef\u3002\u4e3b\u8981\u5efa\u8bae\/\u95ee\u9898\u5305\u62ec\uff1a\u5982\u4f55\u5851\u9020\u7528\u6237\u9996\u6b21\u4f7f\u7528\u7684\u6838\u5fc3\u4fe1\u5ff5\u4ee5\u4fc3\u8fdb\u91c7\u7eb3\uff1b\u5e0c\u671b\u652f\u6301\u57fa\u4e8e\u4f1a\u8bae\u4e3b\u9898\uff08\u5982\u9500\u552e\u3001\u6cd5\u52a1\uff09\u7684\u5b9a\u5236\u5316\u5206\u6790\u62a5\u544a\uff1b\u8be2\u95ee\u662f\u5426\u652f\u6301\u8de8\u4f1a\u8bae\u4e0a\u4e0b\u6587\u7406\u89e3\u53caDiscord\u8bed\u97f3\u9891\u9053\u5904\u7406\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Fellow 5.0\u7684\u8fed\u4ee3\uff0c\u8868\u9762\u4e0a\u662f\u529f\u80fd\u5806\u780c\u2014\u2014\u65e0\u673a\u5668\u4eba\u5f55\u5236\u3001\u754c\u9762\u4f18\u5316\u3001\u6a21\u677f\u4e0e\u96c6\u6210\uff0c\u5b9e\u5219\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u5b9a\u4f4d\u624b\u672f\uff1a\u5b83\u4e0d\u518d\u5c06\u81ea\u5df1\u5b9a\u4e49\u4e3a\u5355\u7eaf\u7684\u201c\u7b14\u8bb0\u5de5\u5177\u201d\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u4f01\u4e1a\u4f1a\u8bae\u6570\u636e\u6d41\u7684\u201c\u5b89\u5168\u67a2\u7ebd\u201d\u4e0e\u201c\u667a\u80fd\u8c03\u5ea6\u4e2d\u5fc3\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u4e09\u91cd\u89e3\u8026\uff1a\u9996\u5148\uff0c\u5c06\u201c\u5f55\u97f3\/\u8f6c\u5f55\u201d\u4e0e\u201c\u663e\u6027\u7684\u673a\u5668\u4eba\u5b9e\u4f53\u201d\u89e3\u8026\uff0c\u7528\u201cbotless\u201d\u6982\u5ff5\u76f4\u51fb\u4f01\u4e1a\u7528\u6237\u5bf9\u4f1a\u8bae\u4fb5\u5165\u611f\u4e0e\u9690\u79c1\u5408\u89c4\u7684\u6df1\u5c42\u7126\u8651\uff0c\u8fd9\u4e0d\u4ec5\u662fUX\u4f18\u5316\uff0c\u66f4\u662f\u4ea7\u54c1\u54f2\u5b66\u7684\u5173\u952e\u8f6c\u53d8\u3002\u5176\u6b21\uff0c\u5c06\u201cAI\u603b\u7ed3\u80fd\u529b\u201d\u4e0e\u201c\u56fa\u5b9a\u683c\u5f0f\u201d\u89e3\u8026\uff0c\u901a\u8fc7\u81ea\u5b9a\u4e49\u6a21\u677f\u5c06AI\u6807\u51c6\u5316\u8f93\u51fa\u6743\u4ea4\u7ed9\u4e0d\u540c\u804c\u80fd\u56e2\u961f\uff0c\u8bd5\u56fe\u89e3\u51b3\u901a\u7528AI\u5de5\u5177\u4e0e\u5782\u76f4\u573a\u666f\u8131\u8282\u7684\u75fc\u75be\u3002\u6700\u540e\uff0c\u4e5f\u662f\u6700\u5177\u91ce\u5fc3\u7684\u4e00\u70b9\uff0c\u662f\u5c06\u201c\u4f1a\u8bae\u6570\u636e\u201d\u4e0e\u201c\u5355\u4e00\u5e94\u7528\u201d\u89e3\u8026\uff0c\u901a\u8fc7MCP\u670d\u52a1\u5668\u548c\u589e\u5f3aAPI\uff0c\u5c06\u4f1a\u8bae\u5185\u5bb9\u8f6c\u5316\u4e3a\u53ef\u4f9b\u5916\u90e8AI\u6a21\u578b\uff08\u5982ChatGPT\u3001Claude\uff09\u548c\u5b89\u5168\u96c6\u6210\u7684\u7ed3\u6784\u5316\u6570\u636e\u6d41\uff0c\u8fd9\u4f7f\u5176\u5177\u5907\u4e86\u6210\u4e3a\u4f01\u4e1a\u667a\u80fd\u5de5\u4f5c\u6d41\u5e95\u5c42\u670d\u52a1\u7684\u6f5c\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u7528\u6237\u9996\u6b21\u4f7f\u7528\u4fe1\u5ff5\u201d\u7684\u63d0\u95ee\u4e00\u9488\u89c1\u8840\uff1a\u5728\u62e5\u6324\u7684\u751f\u4ea7\u529b\u5de5\u5177\u5e02\u573a\uff0c\u529f\u80fd\u4f18\u52bf\u4e0d\u7b49\u4e8e adoption\u3002Fellow \u5fc5\u987b\u8ba9\u7528\u6237\u8fc5\u901f\u611f\u77e5\u5230\u4ece\u201c\u4fe1\u606f\u8bb0\u5f55\u201d\u5230\u201c\u884c\u52a8\u751f\u6210\u201d\u7684\u8d28\u53d8\u3002\u6b64\u5916\uff0c\u5176\u201c\u8fde\u63a5\u667a\u80fd\u201d\u7684\u53d9\u4e8b\u867d\u5b8f\u5927\uff0c\u4f46\u590d\u6742\u6027\u4e5f\u968f\u4e4b\u63d0\u5347\u3002\u5982\u4f55\u8ba9\u975e\u6280\u672f\u56e2\u961f\u8f7b\u677e\u9a7e\u9a6dZapier\u5de5\u4f5c\u6d41\u548cMCP\u96c6\u6210\uff0c\u800c\u975e\u589e\u52a0\u8ba4\u77e5\u8d1f\u62c5\uff0c\u662f\u843d\u5730\u5173\u952e\u3002\u5b83\u6b63\u4ece\u89e3\u51b3\u201c\u8bb0\u4e0b\u6765\u201d\u7684\u95ee\u9898\uff0c\u8f6c\u5411\u89e3\u51b3\u201c\u7528\u8d77\u6765\u201d\u548c\u201c\u6d41\u51fa\u53bb\u201d\u7684\u66f4\u9ad8\u9636\u95ee\u9898\uff0c\u8fd9\u6761\u8def\u66f4\u5177\u60f3\u8c61\u529b\uff0c\u4f46\u4e5f\u66f4\u8003\u9a8c\u4ea7\u54c1\u5bf9\u7528\u6237\u5fc3\u667a\u4e0e\u5de5\u4f5c\u6d41\u7684\u6df1\u5ea6\u7406\u89e3\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\">Fellow 5.0<\/span>\n <\/div>\n<div class=\"comment-content\">Fellow 5.0 gives you the flexibility, privacy, and control over how you capture and leverage your meetings. It offers the flexibility of bot and botless recording, the control of custom AI recaps, and the connected intelligence of the MCP Server, all under the same secure and compliant framework.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<blockquote>\n<p>Hey Product Hunt community! Excited to share what we have been building at Fellow.<\/p>\n<\/p>\n<p>Fellow 5.0 redefines how you capture and leverage meeting data. It\u2019s built for teams that care about security, accuracy, flexibility, and control over how their information flows.<\/p>\n<\/p>\n<p>What\u2019s new:<\/p>\n<\/p>\n<p>\u2022 <strong>Botless recording: <\/strong>capture conversations without a bot, while maintaining your organization\u2019s governance standards <\/p>\n<\/p>\n<p>\u2022 <strong>A cleaner, faster interface<\/strong> that makes it easier and faster to gather meeting insights <\/p>\n<\/p>\n<p>\u2022 <strong>Custom AI note templates<\/strong> so every team can standardize how their meeting recaps look, from interviews to sales calls <\/p>\n<\/p>\n<p>\u2022 <strong>Connect your AI tools:<\/strong> now ChatGPT, Claude, Cursor, and others can securely reference your meeting data <\/p>\n<\/p>\n<p>\u2022 <strong>Smarter Zapier workflows<\/strong> so your recaps can trigger downstream automation instantly <\/p>\n<\/p>\n<p>\u2022<strong> Richer API acces<\/strong>s with transcripts, recaps, metadata, and AI notes available for custom integrations<\/p>\n<\/p>\n<p>Join us live to see everything in action today: <a href=\"https:\/\/fellow.ai\/live\/fellow-5-0-launchHope\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/fellow.ai\/live\/fellow-5-0-launch <\/a><\/p>\n<\/p>\n<p>Hope to see you at the launch event – we\u2019ll be answering all your questions live!<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<pre><code>Congrats on the 5.0 launch! \ud83c\udf89 As an analyst, privacy is usually the biggest blocker for us adopting AI meeting tools. The 'botless' recording option is a huge UX win\u2014it always feels a bit awkward having bots clutter up the participant list. Good luck today!<\/code><\/pre>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks so neat, really solid!<\/p>\n<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Fantastic launch, Fellow\u2014love how you\u2019re making meetings more than just \u201canother calendar slot.\u201d<\/p>\n<p>From a clarity & conversion lens: when a manager or team member opens Fellow for the first time, what\u2019s the <em>single belief<\/em> you want them to leave with in their first 10\u201315 seconds?<br \/>Is it:<br \/>\u2022 \u201cMy meetings will finally lead to clear actions.\u201d<br \/>Or:<br \/>\u2022 \u201cOur team will spend less time recovering from meetings and more time doing meaningful work.\u201d<br \/>Because in team productivity tools, the biggest adoption barrier often isn\u2019t missing features\u2014it\u2019s whether users believe the tool will change <em>how they feel about work<\/em>.<br \/>Curious how you\u2019re shaping that first emotional win.<\/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>What I enjoy most about it is how it respects my workflow. I don’t always want a meeting bot showing up, so the botless option feels refreshing. Pairing it with Zapier helps me keep every follow-up automated while staying in control of the whole process.<\/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 wanting a cleaner way to manage meeting notes and it finally feels like something that matches the way I work. Botless recording is perfect for me and the Zapier automation keeps everything organized without needing extra tools or complicated setups.<\/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>As someone who cares about privacy, the botless recording in it fits perfectly into how I run meetings. I like feeling in charge of what gets captured. The AI recaps and Zapier workflows also make follow-ups easier for me without adding extra steps.<\/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>Bam! Congrats team Fellow, making my every day meetings so much more valuable and organized<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you for all your support<a href=\"https:\/\/www.producthunt.com\/@chris_arsenault\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chris_arsenault<\/a> ! We hope you enjoy this new version of Fellow and all the new features \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>pretty dope release. the botless recording is a nice addition to an already premium platform. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jameshicks\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jameshicks<\/a> Thanks James!! Supporting Fellow since day 1 !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big congrats on this launch! The cleaner interface alone sounds like it\u2019ll save so much time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> ! We’re excited to hear how you like it once you’ve tried it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the updates! I have an idea for you: create modes for analyzing such calls based on a predefined topic. For example, if it\u2019s a sales call, it could be analyzed from the perspective of best sales practices. If it\u2019s a contract discussion, it could be analyzed from the perspective of best legal practices, etc. After the call, selected participants would receive a report with recommendations.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We tested Fellow across Zoom, Meet, and Teams, and the biggest win for us was the privacy model \u2014 no data training, no weird permissions, and full control over who can access what. That alone made our security team happy.<\/p>\n<p>Transcriptions are accurate, summaries feel human, and the Salesforce\/Slack integrations saved us a ton of manual updating.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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<p>Really like the clean look and feel. And even more the possible integrations with MCP and Zapier – the possibilities are unlimited here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aydin_mirzaee\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aydin_mirzaee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aydin_mirzaee<\/a> Botless meeting notes are refreshing! The MCP and Zapier integration makes this way more flexible than traditional tools. How does Fellow handle context across multiple meetings?<\/p>\n<p>Are teams able to customize the AI summary format for different meeting types? <\/p>\n<p>The workflow automation piece could be huge for reducing manual work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product! It would be even better if it supported recording, transcription, and summarization for Discord voice channels as well. Do you happen to have any plans for this<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Opening up transcripts, metadata, and AI notes through the API gives teams so much more flexibility. Are you planning any additional automations or workflows next?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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><a href=\"https:\/\/www.producthunt.com\/@aydin_mirzaee\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aydin_mirzaee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aydin_mirzaee<\/a> congrats on the launch! Looks great and love the focus on better triggering for downstream workflows. We’re actually launching tomorrow with a Slack agent that automatically extracts feature requests from customer calls and lets you review and file them to Jira right from Slack. Could be an interesting integration or use case for that downstream 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>I really like the privacy and control settings of fellow. Just curious – whats the difference in functions compared to other meeting assistant build in those meeting apps like Zoom 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey<a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a>, glad to hear you appreciate the privacy and control settings in Fellow. A benefit of Fellow is that with our flexible recording options (bot & botless), you can record your meetings no matter where they happen, whether that’s on a conferencing platform, an ad-hoc meeting in a huddle, or an in-person meeting. This means not only is all of your meeting data in one place to be able to extract insights, action items, and decisions, but it also means that in a single platform, you can set up your workspace controls across all meetings. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it recognize to Zoom meetings? Is it a desktop app and a Chrome extension? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@pasha_tseluyko\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"pasha_tseluyko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_tseluyko<\/a> , for desktop botless recording, we detect when your mic is being used for a meeting, and then Fellow pops up a notification giving you the option to record. <\/p>\n<p>For Zoom Native Capture, you’ll need to connect our Zoom integration. Once you’ve set that up you’ll see the option in Fellow to record with Zoom. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If you\u2019ve been watching us build Fellow over the years, you know we don\u2019t do things halfway. But looking back at where we started and where we are today with Fellow 5.0? I\u2019m honestly blown away.<\/p>\n<\/p>\n<p>We\u2019ve come so far, and I am excited to show you what the team has been working on. <\/p>\n<\/p>\n<p>Join us for a live product launch event today and get a front-row seat to how we’re redefining meetings: <a href=\"https:\/\/fellow.ai\/live\/fellow-5-0-launch?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/fellow.ai\/live\/fellow-5-0-launch?ref=producthunt<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RLLJFS7U5UYUE3\" class=\"app-title\">Compass<\/a><\/p>\n<div class=\"one-liner\">Ask Slack about your data and get answers instantly in chat<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">286<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Compass\u662f\u4e00\u6b3e\u96c6\u6210\u5728Slack\u4e2d\u7684AI\u6570\u636e\u5206\u6790\u52a9\u624b\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\uff0c\u8ba9\u975e\u6280\u672f\u56e2\u961f\u6210\u5458\u80fd\u76f4\u63a5\u4ece\u6570\u636e\u4ed3\u5e93\u4e2d\u5373\u65f6\u83b7\u53d6\u4e1a\u52a1\u6d1e\u5bdf\uff0c\u89e3\u51b3\u4e86\u6570\u636e\u8bbf\u95ee\u95e8\u69db\u9ad8\u3001\u5206\u6790\u5468\u671f\u957f\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\/1cb5c5f3-6317-4d5c-94a2-3fa973501c28.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e39ee1b0-d6ed-4096-a820-d3468c524809.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c5d55d37-09d4-48f7-bdbd-7fa66150bdb9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ae0d793-ebe2-4518-aa0b-ae2ff711650e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9884ecd0-edb8-4652-add8-3c0d9ac35618.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\/80a03068-deab-4ead-9e87-53ec4243b091.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ZDgefJykV34\"><source src=\"https:\/\/youtu.be\/ZDgefJykV34\" 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\">Slack<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u4ed3\u5e93<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">GitOps<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u4e0e\u8425\u9500\u5206\u6790<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u804a\u5929\u5373\u5206\u6790\u201d\u7684\u4fbf\u6377\u7406\u5ff5\uff0c\u8ba4\u4e3a\u80fd\u6781\u5927\u89e3\u653e\u6570\u636e\u56e2\u961f\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u5177\u4f53\u5e94\u7528\u573a\u666f\u3001\u6a21\u7cca\u67e5\u8be2\u5904\u7406\u3001\u591a\u5229\u76ca\u65b9\u89e3\u91ca\u51b2\u7a81\u7684\u89e3\u51b3\u673a\u5236\uff0c\u4ee5\u53caGitOps\u4e0a\u4e0b\u6587\u7ba1\u7406\u7684\u5b9e\u9645\u5de5\u4f5c\u6d41\u7a0b\u4e0a\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Compass\u7684\u91ce\u5fc3\u5e76\u975e\u505a\u4e00\u4e2a\u901a\u7528\u7684AI\u6570\u636e\u5206\u6790\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u5d4c\u5165\u4f01\u4e1a\u65e5\u5e38\u6c9f\u901a\u6d41\u4e2d\u7684\u201c\u6570\u636e\u51b3\u7b56\u4e2d\u67a2\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u201c\u573a\u666f\u5316\u201d\u548c\u201c\u53ef\u63a7\u6027\u201d\u4e24\u4e2a\u7ef4\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9996\u5148\uff0c\u5b83\u654f\u9510\u5730\u6293\u4f4f\u4e86\u73b0\u4ee3\u4f01\u4e1a\u6570\u636e\u4f7f\u7528\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u6570\u636e\u56e2\u961f\u6df1\u9677\u4e8e\u91cd\u590d\u3001\u4e34\u65f6\u7684\u201c\u53d6\u6570\u201d\u9700\u6c42\uff0c\u800c\u4e1a\u52a1\u56e2\u961f\u5219\u56f0\u5728\u201c\u77e5\u5176\u7136\u4e0d\u77e5\u5176\u6240\u4ee5\u7136\u201d\u7684\u4eea\u8868\u677f\u524d\u3002\u5c06\u4ea4\u4e92\u573a\u666f\u76f4\u63a5\u7f6e\u4e8eSlack\uff0c\u4e0d\u4ec5\u662f\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\uff0c\u66f4\u662f\u5c06\u6570\u636e\u5206\u6790\u4ece\u4e00\u9879\u72ec\u7acb\u4efb\u52a1\u91cd\u6784\u4e3a\u4f34\u968f\u4e1a\u52a1\u5bf9\u8bdd\u7684\u81ea\u7136\u5ef6\u4f38\u3002\u8fd9\u79cd\u201c\u539f\u4f4d\u5206\u6790\u201d\u80fd\u529b\uff0c\u53ef\u80fd\u6bd4\u5206\u6790\u80fd\u529b\u672c\u8eab\u66f4\u5177\u98a0\u8986\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u5176\u5ba3\u79f0\u7684\u201cGitOps\u5de5\u4f5c\u6d41\u201d\u548c\u201c\u591a\u4eba\u534f\u4f5c\u201d\u673a\u5236\uff0c\u662f\u5e94\u5bf9\u5f53\u524dAI\u5e94\u7528\u5728\u4f01\u4e1a\u7ba1\u7406\u4e2d\u6700\u5927\u62c5\u5fe7\u2014\u2014\u5931\u63a7\u7684\u201c\u9ed1\u76d2\u201d\u4e0e\u6df7\u4e71\u7684\u201c\u5e7b\u89c9\u201d\u2014\u2014\u7684\u4e00\u6b21\u91cd\u8981\u5b9e\u8df5\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u8ba9AI\u5168\u77e5\u5168\u80fd\uff0c\u800c\u662f\u5b9a\u4f4d\u4e3a\u4e00\u4e2a\u53d7\u63a7\u7684\u534f\u4f5c\u8005\uff1a\u6570\u636e\u56e2\u961f\u901a\u8fc7\u4ee3\u7801\u5316\u3001\u53ef\u8bc4\u5ba1\u7684\u65b9\u5f0f\u7ba1\u7406\u4e1a\u52a1\u4e0a\u4e0b\u6587\uff08Context\uff09\uff0c\u800c\u4e1a\u52a1\u56e2\u961f\u4e0eAI\u5728\u5bf9\u8bdd\u4e2d\u5171\u540c\u8fed\u4ee3\u7b54\u6848\u3002\u8fd9\u5b9e\u9645\u4e0a\u662f\u5728\u6784\u5efa\u4e00\u5957\u201c\u4eba\u673a\u534f\u540c\u201d\u7684\u6570\u636e\u5206\u6790\u793e\u4f1a\u89c4\u8303\uff0c\u5c06AI\u7684\u7075\u6d3b\u6027\u4e0e\u4eba\u7c7b\u7684\u9886\u57df\u77e5\u8bc6\u3001\u7ba1\u63a7\u8d23\u4efb\u76f8\u7ed3\u5408\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002Slack\u7684\u788e\u7247\u5316\u573a\u666f\u662f\u5426\u771f\u80fd\u627f\u8f7d\u590d\u6742\u7684\u5206\u6790\u601d\u7ef4\u94fe\uff1f\u5f53\u201c\u4e0a\u4e0b\u6587\u201d\u9700\u8981\u6301\u7eed\u7ef4\u62a4\u65f6\uff0c\u662f\u5426\u4f1a\u7ed9\u6570\u636e\u56e2\u961f\u5e26\u6765\u65b0\u7684\u9690\u6027\u8d1f\u62c5\uff1f\u6b64\u5916\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4f9d\u8d56\u4e8e\u4f01\u4e1a\u5df2\u5177\u5907\u5b8c\u5584\u7684\u6570\u636e\u4ed3\u5e93\uff0c\u8fd9\u5c06\u5176\u5e02\u573a\u5b9a\u4f4d\u5728\u4e86\u6570\u5b57\u5316\u7a0b\u5ea6\u8f83\u9ad8\u7684\u5ba2\u6237\u7fa4\u4f53\u3002\u80fd\u5426\u8de8\u8d8a\u65e9\u671f\u5c1d\u9c9c\u8005\uff0c\u8fdb\u5165\u66f4\u5e7f\u9614\u7684\u4e3b\u6d41\u5e02\u573a\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5c06\u8fd9\u5957\u201c\u89c4\u8303\u201d\u53d8\u5f97\u8db3\u591f\u8f7b\u91cf\u4e14\u81ea\u9002\u5e94\u3002\u603b\u7684\u6765\u8bf4\uff0cCompass\u4e0d\u662f\u53c8\u4e00\u4e2aAI\u67e5\u8be2\u5de5\u5177\uff0c\u5b83\u662f\u4e00\u6b21\u5173\u4e8e\u5982\u4f55\u201c\u7ec4\u7ec7\u201d\u667a\u80fd\u6570\u636e\u534f\u4f5c\u7684\u6709\u8da3\u5b9e\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Compass<\/span>\n <\/div>\n<div class=\"comment-content\">Compass puts data in your teams’ hands, right in Slack. Ask in plain language and get instant insights from your warehouse, our prospecting data, or both. From tracking pipeline to sourcing leads, Compass helps every team move faster. Analysts stay in control with GitOps backed context that keeps things clean, clear, and far from AI chaos.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, I\u2019m Pete, CEO at Dagster! We just launched Compass: collaborative AI-powered insights in Slack powered by your data warehouse. Finally, you can get to the \u201cwhy\u201d behind your metrics in seconds, not days.<\/p>\n<p>We originally built Compass as an internal tool to solve our own business problems. We have a great data team, and built out a comprehensive data warehouse containing all of our critical business data like sales opportunities, marketing campaign performance, and product engagement analytics.<\/p>\n<\/p>\n<p>However, we struggled to really leverage this data at our organization. Our BI dashboards were great at telling us the \u201cwhat\u201d – how our sales pipeline is trending, how many DAUs we have vs MAUs, what our AWS spend was last week, etc – but it didn\u2019t tell us the \u201cwhy.\u201d Why is pipeline down? Why did DAUs spike? What drove our AWS spend increase? Etc.<\/p>\n<\/p>\n<p>We had these sorts of questions on a daily basis. And every time we did, we\u2019d file a ticket for our excellent data or revops teams, interrupt their day, and wait a few hours or day or two to get an answer.<\/p>\n<p>Like many companies, we built an internal Slackbot to solve this problem. Anyone could ask it a question in natural language, and it would return an answer, complete with data visualizations and its methodology.<\/p>\n<p>It took off like wildfire, and a majority of our employees started using it on a weekly basis. We decided to turn this internal tool into a fully supported product offering we\u2019re calling Compass.<\/p>\n<p><strong>How Compass is different<\/strong><\/p>\n<p>We took a different approach than a lot of other AI tools in this space.<\/p>\n<p><strong>\ud83d\udda5\ufe0fSlack native.<\/strong> We exist solely within Slack. There\u2019s no separate web app to long into, so it\u2019s easy for users to get started immediately.<\/p>\n<\/p>\n<p><strong>\ud83d\udc65Fundamentally multiplayer.<\/strong> We let data people, business stakeholders, and AI all work together seamlessly to iterate to the right answer.<\/p>\n<\/p>\n<p><strong>\ud83c\udfcb\ufe0fProactive.<\/strong> In addition to answering questions, Compass will deliver personalized data insights every day, surfacing useful trends and starting points for analysis. One of our customers (a highly successful tech unicorn) found a support issue impacting $10mm+ in revenue in the first week.<\/p>\n<p><strong>\ud83e\udde0Crowdsourced business context.<\/strong> This is our secret sauce: we automatically and continuously learn business context based on properties of the data, characteristics of the business, and, most importantly, end-user interactions.<\/p>\n<\/p>\n<p>All of this is governed by a gitops workflow, which keeps the data team in control and brings a real SDLC to context engineering.<\/p>\n<\/p>\n<p><strong>Who is it for?<\/strong><\/p>\n<p>Compass is about bridging the data team and the business. Data teams – anyone that manages a modern data warehouse like Snowflake, Databricks, BigQuery or Athena – will benefit, as will their stakeholders: sales leaders, marketing leaders, recruiting leaders, executives, as well as ICs.<\/p>\n<\/p>\n<p>Get started at <a href=\"http:\/\/compass.dagster.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">compass.dagster.io<\/a>. Onboarding only takes a few minutes, and if you sign up before the end of the year your first month is free!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@floydophone\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@floydophone<\/a> Hey! I\u2019m a 16 y\/o tech entrepreneur building foundrlist .com a space where makers get more visibility and people discover exciting new products.<\/p>\n<p>If you\u2019re interested, feel free to add your product. I genuinely think it would be an amazing fit! \ud83d\ude80<\/p>\n<p>FoundrList is growing fast we\u2019re getting 1,000+ new visitors daily and 100+ new products listed every week, so your support would directly help expand something that\u2019s already taking off.<\/p>\n<p>Thanks so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@floydophone\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@floydophone<\/a> Such a smart solution to a common problem. I can definitely see the use case for this. Giving you some support! (I’m launching today as well, wishing us both luck in the rankings!)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Strong launch Pete. Compass feels powerful and focused. Congrats to you and the team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nimaaksoy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nimaaksoy<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the kind of thing that makes you wonder why every data tool isn\u2019t just\u2026 in chat already. Nice launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If you dont mind me asking? What are the 3 top use-cases for this?<\/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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> From what weve seen internally and with our early customers, its been a major unblocker for non-data users that dont want to fiddle around with a dashboard or the warehouse. With that being said:<\/p>\n<ol>\n<li>\n<p>Sales prospecting <\/p>\n<\/li>\n<li>\n<p>Product Managers understanding feature bottlenecks and adoption<\/p>\n<\/li>\n<li>\n<p>Customer success user understanding and proactive suggestions<\/p>\n<\/li>\n<\/ol>\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 launch! Dagster Cloud looks super clean.<br \/>What\u2019s the first \u201coh wow\u201d moment you want new users to experience when they jump in?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> the oh wow moment for me was asking Compass to perform a multi-step complex analysis that I always wanted to and didnt have the time. And then iterating in the thread by going back and forth around a few scenarios to get to a final answer and actionable insight.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I could see how our tool could benefit from Dagster\u2019s orchestrated, reliable data workflows to streamline automation and analytics \u2014 I\u2019ll go check out this launch and dig in further.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you handle conflicting interpretations from multiple stakeholders asking questions in Slack?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Absolutely amazing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does GitOps-backed context actually work in practice? are all changes versioned and reviewable before going live? Congrats. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> The data team has access to the git repo where the context is stored, when someone in a compass thread makes a context update like “Claire and Jeff are CSMs not AEs, remember that for the future” A pull request is opened up in the context store for them to review and merge. The context is also automatically updated on a cadence to make sure its fresh<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Compass handle ambiguous or poorly phrased queries in Slack? Does it ask clarifying questions or make assumptions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>@nuseir_yassin1, the compass bot will ask clarifying questions in the Slack thread. Oftentimes, we see the data team or a informed stakeholder will jump into a thread and provide additional context to guide the conversation towards higher quality insights. Under the hood, Compass iterates over a few possible solutions until it finds the most optimal one. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/LJ4FHDF4QMXWMF\" class=\"app-title\">GNGM<\/a><\/p>\n<div class=\"one-liner\">The sleep habit app for night-owls trying to reset<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">285<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u591c\u732b\u5b50\u8bbe\u8ba1\u7684\u6781\u7b80\u7761\u7720\u4e60\u60ef\u5e94\u7528\uff0c\u901a\u8fc7\u6bcf\u665a\u4e00\u6b21\u65e0\u538b\u529b\u7684\u7761\u524d\u7b7e\u5230\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u65e0\u6570\u636e\u8ffd\u8e2a\u8d1f\u62c5\u7684\u573a\u666f\u4e0b\uff0c\u6e29\u548c\u5730\u91cd\u5efa\u89c4\u5f8b\u7761\u7720\u8282\u594f\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\/af795080-185f-42b1-83a5-44a0fa9d20db.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6f93fa12-ef67-40ad-a1b2-b6d561968139.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e77333d6-77b0-427a-bdce-bc31a3f102a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c2392a3f-e46c-4f41-b032-e16470000bca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ccbc2683-8935-4ea1-b6d3-d11280753317.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f49fc43-4df9-40a1-9bd8-5b45e15323e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26ee9e10-57ef-412d-a6d0-e2e279813d15.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Fitness<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7761\u7720\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u591c\u732b\u5b50<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u4e3b\u4e49<\/span><br \/>\n <span class=\"tag\">\u65e0\u6570\u636e\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u8282\u594f<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u6b63\u5ff5<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u65e0\u538b\u529b\u3001\u65e0\u8ffd\u8e2a\u5668\u201d\u7684\u6781\u7b80\u7406\u5ff5\uff0c\u8ba4\u4e3a\u7cbe\u51c6\u89e3\u51b3\u4e86\u5bf9\u590d\u6742\u7761\u7720\u6570\u636e\u611f\u5230\u7126\u8651\u7684\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u529f\u80fd\u7ec6\u8282\uff1a\u662f\u5426\u652f\u6301\u81ea\u7531\u4f5c\u606f\u3001\u63d0\u793a\u662f\u5426\u4f1a\u81ea\u9002\u5e94\u3001\u5982\u4f55\u8861\u91cf\u8fdb\u6b65\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u590d\uff0c\u89e3\u91ca\u4e86\u4ea7\u54c1\u54f2\u5b66\u5e76\u9884\u544a\u4e86\u672a\u6765\u9002\u914d\u6027\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n GNGM\u7684\u51fa\u73b0\u5728\u4e8e\u7cbe\u51c6\u5207\u4e2d\u4e86\u5065\u5eb7\u79d1\u6280\u9886\u57df\u7684\u4e00\u4e2a\u53cd\u6f6e\u6d41\u75db\u70b9\uff1a\u6570\u636e\u8fc7\u8f7d\u4e0e\u6267\u884c\u538b\u529b\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u7406\u5ff5\u4e0a\u7684\u201c\u505a\u51cf\u6cd5\u201d\u3002\u5b83\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0eOura Ring\u3001Apple Health\u7b49\u5de8\u5934\u7684\u786c\u4ef6\u6216\u6570\u636e\u7ef4\u5ea6\u7ade\u4e89\uff0c\u8f6c\u800c\u805a\u7126\u4e8e\u884c\u4e3a\u5fc3\u7406\u5b66\u7684\u201c\u542f\u52a8\u6548\u5e94\u201d\u2014\u2014\u5c06\u590d\u6742\u7684\u7761\u7720\u4f18\u5316\u5de5\u7a0b\uff0c\u964d\u7ef4\u6210\u4e00\u4e2a\u7b80\u5355\u7684\u3001\u4eea\u5f0f\u6027\u7684\u7761\u524d\u7b7e\u5230\u52a8\u4f5c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u79cd\u8bbe\u8ba1\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u627f\u8ba4\u5bf9\u4e8e\u591a\u6570\u4f5c\u606f\u7d0a\u4e71\u8005\uff0c\u9996\u8981\u969c\u788d\u4e0d\u662f\u201c\u4e0d\u77e5\u9053\u95ee\u9898\u201d\uff08\u6570\u636e\u5df2\u6cdb\u6ee5\uff09\uff0c\u800c\u662f\u201c\u65e0\u6cd5\u5f00\u59cb\u884c\u52a8\u201d\uff08\u538b\u529b\u4e0e\u60f0\u6027\uff09\u3002\u901a\u8fc7\u79fb\u9664\u6570\u636e\u76d1\u63a7\u548c\u6210\u8d25\u8bc4\u5224\uff0c\u5b83\u964d\u4f4e\u4e86\u542f\u52a8\u95e8\u69db\uff0c\u5c06\u7528\u6237\u4ece\u201c\u88ab\u8bc4\u4f30\u8005\u201d\u8f6c\u5316\u4e3a\u201c\u4eea\u5f0f\u53c2\u4e0e\u8005\u201d\uff0c\u53ef\u80fd\u66f4\u6709\u6548\u5730\u89e6\u53ca\u884c\u4e3a\u6539\u53d8\u7684\u6838\u5fc3\u3002\u8bc4\u8bba\u4e2d\u201c\u4e25\u683c\u4f5c\u606f\u603b\u662f\u5931\u8d25\u201d\u7684\u5171\u9e23\uff0c\u6070\u6070\u5370\u8bc1\u4e86\u8fd9\u4e00\u6d1e\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u957f\u671f\u4ef7\u503c\u9762\u4e34\u4e24\u5927\u8003\u9a8c\uff1a\u4e00\u662f\u6781\u7b80\u4e3b\u4e49\u4e0e\u7528\u6237\u5bf9\u4e2a\u6027\u5316\u3001\u667a\u80fd\u5316\u9884\u671f\u4e4b\u95f4\u7684\u5e73\u8861\u3002\u5f53\u524d\u201c\u4e00\u81f4\u6027\u5373\u9b54\u6cd5\u201d\u7684\u8bbe\u5b9a\uff0c\u53ef\u80fd\u5728\u7528\u6237\u4e60\u60ef\u521d\u6b65\u5f62\u6210\u540e\u906d\u9047\u5e73\u53f0\u671f\uff0c\u9700\u5982\u56e2\u961f\u6240\u8a00\uff0c\u5f15\u5165\u66f4\u7cbe\u7ec6\u7684\u3001\u975e\u4fb5\u5165\u6027\u7684\u9002\u5e94\u6027\u3002\u4e8c\u662f\u5546\u4e1a\u6a21\u5f0f\u7684\u6311\u6218\uff0c\u5728\u514d\u8d39\u5065\u5eb7\u5e94\u7528\u6cdb\u6ee5\u7684\u5f53\u4e0b\uff0c\u5982\u4f55\u8ba9\u7528\u6237\u4e3a\u4e00\u4e2a\u201c\u65e0\u6570\u636e\u201d\u7684\u7b80\u5355\u4e60\u60ef\u6301\u7eed\u4ed8\u8d39\uff0c\u5c06\u662f\u6bd4\u4ea7\u54c1\u8bbe\u8ba1\u66f4\u96be\u7684\u8bfe\u9898\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u5fc3\u7406\u5de5\u5177\uff0c\u5176\u6210\u529f\u4e0e\u5426\uff0c\u6700\u7ec8\u5c06\u9a8c\u8bc1\u5728\u7761\u7720\u6539\u5584\u9886\u57df\uff0c\u201c\u5fc3\u6cd5\u201d\u7684\u4ef7\u503c\u662f\u5426\u80fd\u8d85\u8d8a\u201c\u7b97\u6cd5\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">GNGM<\/span>\n <\/div>\n<div class=\"comment-content\">GNGM helps night-owls rebuild a gentle, consistent sleep rhythm with one simple nightly check-in. No trackers, no pressure, no data overload \u2014 just a calming routine that helps your body reset naturally.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi PH! \ud83d\udc4b<\/p>\n<\/p>\n<p>We\u2019re the makers of GNGM \u2014 a tiny habit for big sleep wins. After struggling with irregular sleep and feeling overwhelmed by trackers and metrics, we built something deliberately simple: one short, calming check\u2011in each night that helps night\u2011owls rebuild a consistent rhythm without pressure or data noise.<\/p>\n<\/p>\n<p><strong>Why GNGM?<\/strong><\/p>\n<ul>\n<li>\n<p>No trackers, no wearables: nothing to sync or monitor.<\/p>\n<\/li>\n<li>\n<p>No shame or strict rules: a gentle routine, not a regime.<\/p>\n<\/li>\n<li>\n<p>Designed for night\u2011owls: realistic prompts and timing that respect your lifestyle.<\/p>\n<\/li>\n<li>\n<p>Minimal, calming feedback so you can see progress without getting obsessed.<\/p>\n<\/li>\n<\/ul>\n<p><strong>How it works<\/strong><\/p>\n<ol>\n<li>\n<p>Quick nightly check\u2011in<\/p>\n<\/li>\n<li>\n<p>Subtle cues and nudges to help you wind down and establish consistency.<\/p>\n<\/li>\n<li>\n<p>Lightweight progress signals over time \u2014 enough insight to keep you motivated, never overwhelming.<\/p>\n<\/li>\n<\/ol>\n<p>We built GNGM because small, consistent rituals beat massive overnight changes. It\u2019s for people who want to feel better rested without turning sleep into a full\u2011time project.<\/p>\n<\/p>\n<p>We\u2019d love for you to try it and tell us what you think \u2014 what helped, what felt off, and any features you\u2019d actually use. Ask us anything below; we\u2019re excited to hear from other night\u2011owls and sleep-curious folks.<\/p>\n<\/p>\n<p>Thanks for checking us out!<\/p>\n<p>\u2014 The GNGM team<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> Justin, I stayed up till 2am doomscrolling last night, and dragged thru work today.<\/p>\n<\/p>\n<p>If GNGM can help me break my late-night habit, I’ll call you my eternal hero!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> Always love seeing new tools in this space. Congrats on the ship! I’m in the trenches with you today (launched my app too), hope the algorithm treats us well!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> seems exactly what i need!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launch feels different for me tbh. I pulled way too many late nights building GNGM and kind of\u2026 burned myself into making a sleep app \ud83d\ude02<\/p>\n<p>Pretty happy I don\u2019t have to stay up that late anymore. Hope it helps you sleep better than I did while coding it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@polman_trudo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@polman_trudo<\/a> Haha please don\u2019t believe him \u2014 he absolutely <em>will<\/em> keep staying up late, just on new features instead \ud83d\ude2d<\/p>\n<\/p>\n<p>But seriously, it\u2019s been fun building this together.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks polished! Does it support “free-running” sleep rhythm? <\/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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> Love this question \u2014 and the short answer is:<\/p>\n<\/p>\n<p>yes, you can use GNGM even if your sleep cycle isn\u2019t tied to the usual day\/night schedule.<\/p>\n<\/p>\n<p><strong>The routine is anchored to your chosen bedtime, not the world\u2019s.<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do the nightly prompts adapt over time based on my habits, or stay consistent?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> They stay simple and consistent for now \u2014 because consistency is the magic.<\/p>\n<p>That said, we <em>do<\/em> subtly adjust the flow based on whether you\u2019re building momentum or losing it.<\/p>\n<p>More adaptability coming soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow using Suno for sleep sounds was super smart. Looks like it\u2019ll be the norm for all kinds of use cases like this. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> Thank you for the support, KP! <\/p>\n<p>Yeah, Suno opened a whole new world for us \u2014 instead of stock sleep sounds, we can craft something that feels more personal, warmer, and a bit magical.<\/p>\n<\/p>\n<p>Right now we\u2019re mixing custom ambient loops + gentle melodic textures made with Suno, and users have been loving the vibe.<\/p>\n<p>More soundscapes are on the way too \u2014 can\u2019t wait to share them!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 !!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thank you so much! \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 see a product like this! Sleeping is normal, but good sleeping is a big challenge. Hope this app can solve my problem<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vincentwu800\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vincentwu800<\/a> Absolutely \u2014 <em>sleeping is easy, sleeping well is the boss fight<\/em>. <\/p>\n<p>Really hope GNGM gives you that calm, gentle push you\u2019ve been needing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \u201cno pressure, no trackers\u201d approach. I\u2019m a night-owl who\u2019s failed at every strict sleep routine, so this feels really refreshing. Downloading now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Ahh a fellow night-owl<\/p>\n<p>Same here \u2014 strict routines never worked for me either, so we designed GNGM to feel more like a gentle nudge than a checklist you can fail.<\/p>\n<\/p>\n<p>Hope it brings a bit more calm to your nights. Let me know how it feels after a few days \u2014 we\u2019re building this with people exactly like you in mind.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jotzilla\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jotzilla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jotzilla<\/a> <a href=\"https:\/\/www.producthunt.com\/@polman_trudo\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"polman_trudo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@polman_trudo<\/a> Nice approach to sleep improvement without overwhelming users. I\u2019m curious how GNGM measures progress in a meaningful way without relying on trackers, what signals or habits indicate someone is actually improving their sleep consistency?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@harkirat_singh3777\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harkirat_singh3777<\/a> Great question \u2014 and honestly something we thought about <em>a lot<\/em> while building GNGM.<\/p>\n<p>Our approach is: <strong>measure the habit, not the data noise.<\/strong><\/p>\n<\/p>\n<p>Instead of tracking heart rate or sleep stages (which often look scientific but aren\u2019t super actionable), we focus on a few meaningful signals that actually reflect consistency:<\/p>\n<\/p>\n<p><strong>\u2022 Nightly wind-down check-ins<\/strong><br \/>Did you prepare for sleep at roughly the same time? This reflects the <em>real<\/em> start of your sleep rhythm.<\/p>\n<\/p>\n<p><strong>\u2022 Morning reflection<\/strong><br \/>Are you waking up roughly on schedule? How rested do you feel? These simple, self-reported signals correlate surprisingly well with long-term sleep stability.<\/p>\n<\/p>\n<p><strong>\u2022 Habit streak & stability score<\/strong><br \/>We track how often you hit your bedtime intention and how stable your pattern is over time \u2014 this is the strongest predictor of improved sleep quality.<\/p>\n<\/p>\n<p><strong>\u2022 Gentle trends, not judgment<\/strong><br \/>No \u201cbad sleep\u201d labels, no pressure. Just slow, steady progress toward a more regular rhythm.<\/p>\n<\/p>\n<p>Think of it less like \u201ctracking sleep\u201d and more like \u201ctraining your internal clock.\u201d<\/p>\n<\/p>\n<p>If you try it, I\u2019d love to hear how it feels for you. Your feedback helps us shape GNGM into something genuinely supportive.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@justin2025\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> Congrats on the launch \ud83d\ude80<\/p>\n<p>Can you please tell me how GNGM breaks our late night habits ? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aliena\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aliena<\/a> <\/p>\n<\/p>\n<p>Thanks so much! Great question \u2014 and honestly, this is the core of GNGM.<\/p>\n<\/p>\n<p>We <em>don\u2019t<\/em> try to \u201cfight\u201d your late-night habits with guilt or pressure.<\/p>\n<p>Instead, GNGM works in three super simple ways:<\/p>\n<\/p>\n<p><strong>1) A nightly wind-down check-in<\/strong><br \/>Just one tiny action that tells your brain, \u201chey, the day is ending.\u201d<br \/>It\u2019s surprisingly powerful for resetting your rhythm.<\/p>\n<\/p>\n<p><strong>2) Gentle bedtime reminders<\/strong><br \/>Not aggressive alarms \u2014 just a nudge at the time <em>you<\/em> choose, helping you avoid the usual doom-scrolling spiral.<\/p>\n<p><strong>3) A calm space for sleep<\/strong><\/p>\n<p>Ambience + minimal UI so you naturally slow down instead of getting stimulated by screens.<\/p>\n<\/p>\n<p>No tracking, no charts yelling at you \u2014 just consistent tiny cues that help your body remember what \u201cnight time\u201d feels like again.<\/p>\n<\/p>\n<p>If you try it tonight, I\u2019d love to hear whether it helps you shift your bedtime even a little.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really love the vibe and mission behind GNGM. As someone who naturally leans toward late nights, the idea of a gentle, no-pressure nightly check-in instead of data-heavy trackers feels refreshing \u2014 it\u2019s exactly what many \u201cnight-owls\u201d like me need. The simplicity (no wearables, no complicated charts) is a strength: just a calming routine to help reset your rhythm. Looking forward to seeing how consistent use can reshape my sleep habits.<\/p>\n<p>Do you plan to add customizable reminders or optional \u201cwind-down rituals\u201d (e.g. light stretching, breathing prompts, soft audio) to make the nightly check-in even more helpful?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">need this so bad<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>looks cool, congrats for the team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@youssef_abdelwahed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@youssef_abdelwahed<\/a> Thank you so much! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I could see how our tool could plug into GNGM\u2019s streamlined no-code workspace to simplify automation around our community workflows, so I\u2019m going to take a closer look at this launch and explore the synergy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 seriously need this app! havent slept well since building my current project, and hope GNGM could save me out…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@justin2025\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thanks a lot for the support, Huisong! \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So the name GNGM means “good night, good morning”?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ristan_nakko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ristan_nakko<\/a> yessir!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you plan do add a feature like sharing the sleeping time with family? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tetiana_hryshmanovska\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tetiana_hryshmanovska<\/a> thanks for asking! it’s something we’re exploring. no ETA yet, but we’ll give hints once it’s moving from idea to pipeline. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Night owl here. Kinda burned out on rings\/graphs. One simple check\u2011in sounds\u2026 doable. Curious what the wind\u2011down nudge feels like\u2014like a tiny prompt or more of a ritual? Either way, I could use gentler evenings. Saving to try this week.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> glad this resonated. wind-down nudge is just a gentle prompt by design. let me know how it feels when you try it. thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83d\udc4f<br \/>I haven\u2019t tried GNGM yet, but the concept immediately stood out to me. Most sleep apps feel heavy with data, graphs, and pressure but this focus on a simple nightly check-in and gentle cues sounds much more realistic for people who just want a calmer routine.<\/p>\n<p>I really like the idea of helping night-owls reset without turning it into another \u201cproject.\u201d The minimal, non-judgmental approach feels refreshing.<\/p>\n<p>A few questions out of curiosity:<\/p>\n<ol>\n<li>\n<p>How did you validate that a single nightly check-in is enough to build consistency?<\/p>\n<\/li>\n<li>\n<p>Do the prompts adapt over time, or are they intentionally kept static to avoid overwhelm?<\/p>\n<\/li>\n<li>\n<p>Are you planning integrations (Apple Health, reminders, etc.) or deliberately staying \u201cno-tracking\u201d?<\/p>\n<\/li>\n<\/ol>\n<p>Looks great – wishing you a smooth launch day! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really nice launch, GNGM team. From a clarity & onboarding lens: when a user opens the app for the first time, what\u2019s the <strong>one belief<\/strong> you want them to leave with in the first 10-15 seconds?<br \/>Is it:<br \/>\u2022 \u201cI\u2019m finally doing a simple routine I can stick with.\u201d<br \/>Or:<br \/>\u2022 \u201cThis app understands my late-night rhythm and doesn\u2019t judge it.\u201d<br \/>Because in habit-change tools, the biggest barrier isn\u2019t features\u2014it\u2019s the user\u2019s belief that change is possible <em>without pressure<\/em>. Curious how you\u2019re shaping that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> our aim in those first seconds is to signal that the user is stepping into something simple and supportive — not pressure-filled with a number of bells and whistles. a sense of “i can actually do this, and it fits how my nights really work.” that’s the belief we’re designing the onboarding around. cheers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>i’ve been staying up and then hating myself in the morning, just installed it on my phone and wish it really changes my life.<\/p>\n<\/p>\n<p>Expect my experience share & review in a month.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lavana_cricko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lavana_cricko<\/a> I feel you! That \u201cstay up late \u2192 regret in the morning\u201d cycle hits way too close \ud83d\ude2d<\/p>\n<\/p>\n<p>Don\u2019t worry about being perfect. Just show up each night, do one tiny check-in, and let your rhythm reset slowly. That\u2019s the whole spirit of the app.<\/p>\n<\/p>\n<p>Looking forward to your one-month update!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Science behind this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@admiralrohan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@admiralrohan<\/a> Great question! We designed GNGM around <strong>behavioral science<\/strong>, not biometrics.<\/p>\n<p>A few core ideas behind it:<\/p>\n<ul>\n<li>\n<p><strong>Micro-habits work better than willpower<\/strong> \u2014 one tiny, repeatable action every night anchors your brain into \u201cit\u2019s time to slow down\u201d.<\/p>\n<\/li>\n<li>\n<p><strong>Consistency > precision<\/strong> \u2014 you don\u2019t need perfect sleep data; your body responds most to predictable rhythms.<\/p>\n<\/li>\n<li>\n<p><strong>Reflection reinforces change<\/strong> \u2014 the morning check-in helps your mind notice patterns, which gently steers you toward better decisions at night.<\/p>\n<\/li>\n<li>\n<p><strong>Reducing cognitive load improves sleep<\/strong> \u2014 the calmer the pre-sleep environment, the easier it is to fall asleep. No charts, no overwhelm.<\/p>\n<\/li>\n<\/ul>\n<p>It\u2019s simple on purpose \u2014 the science says simplicity sticks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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’ve been an AutoSleep user for years, but the UI is honestly quite unappealing, and GNGM looks like a great 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bonvisions\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bonvisions<\/a> Thank you! And haha yes\u2026 AutoSleep is powerful, but the UI can feel like it\u2019s judging you at 3AM \ud83d\ude02<\/p>\n<\/p>\n<p>With GNGM we intentionally went the opposite direction \u2014 calmer, simpler, and focused on helping you <em>feel better<\/em>, not interpret charts.<\/p>\n<\/p>\n<p>Would love to hear how the experience compares once you\u2019ve tried it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch of GNGM! This is such a thoughtful way to help night-owls rebuild a gentle, consistent sleep routine. I love the idea of a simple nightly check-in without trackers or data overload, just a calming routine to reset naturally. Excited to see how this helps people sleep better!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mona_xx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mona_xx<\/a> Thank you so much, Mona! We really wanted to strip sleep back down to something calm and human \u2014 no graphs, no pressure, just a small nightly moment to reset.<\/p>\n<p>Really appreciate the kind words. If you try it out, I\u2019d love to hear how it feels for your own routine!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! <\/p>\n<p>Building GNGM has been a really personal journey for me. I\u2019ve struggled with sleep for a long time, and with my team, I wanted to create a space that helps people rest better, recharge, and feel calmer. <\/p>\n<p>Along the way, we\u2019ve packed our sleep app with features that we ourselves found really helpful, from guided routines to tools that make winding down easier. It\u2019s been a lot of work, but we\u2019re really proud to finally share it with you. We\u2019d love to hear your thoughts – what works, what could be better, and any ideas you might have. <\/p>\n<p>Your feedback will help us make GNGM even more helpful for everyone who needs better rest. <\/p>\n<p>Thanks for checking it out! <\/p>\n<p>– M<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jotzilla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jotzilla<\/a> Love this \u2014 you poured your whole sleep journey into GNGM\u2026 while simultaneously sleeping the least out of all of us \ud83d\ude05<\/p>\n<\/p>\n<p>But seriously, couldn\u2019t have built this without you.<br \/>Now that we\u2019ve launched, maybe we can finally follow our <em>own<\/em> bedtime routines?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@justin2025 haha yes, finally. \ud83d\ude4c\ud83d\ude02<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 thought it was GMGN before I clicked in. LOL<\/p>\n<\/p>\n<p>Nice name!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shawnzhu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shawnzhu<\/a> Haha I get that a lot \ud83d\ude02 Glad you like the name \u2014 we wanted something simple that still feels warm and rhythmic.<\/p>\n<\/p>\n<p>Thanks for checking out GNGM, Shawn! Let me know what you think after trying it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/I2SJLJUT3A6LM7\" class=\"app-title\">Protaig\u00e9<\/a><\/p>\n<div class=\"one-liner\">Your AI marketing agency that launches branded campaigns<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">216<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u54c1\u724cDNA\u4f5c\u4e3a\u6838\u5fc3\uff0c\u901a\u8fc7AI\u667a\u80fd\u4f53\u534f\u540c\u5b8c\u6210\u4ece\u7b56\u7565\u3001\u6587\u6848\u5230\u8bbe\u8ba1\u7684\u5168\u6d41\u7a0b\u81ea\u52a8\u5316\u8425\u9500\u6d3b\u52a8\u751f\u6210\u5e73\u53f0\uff0c\u4e3a\u8425\u9500\u56e2\u961f\u548c\u521b\u4e1a\u8005\u89e3\u51b3\u4e86\u5728\u8ffd\u6c42\u5feb\u901f\u4e0a\u7ebf\u4e0e\u4fdd\u6301\u54c1\u724c\u4e00\u81f4\u6027\u4e4b\u95f4\u96be\u4ee5\u4e24\u5168\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\/e2cce1ba-7cb1-4d8a-b261-d2713d464b48.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\/6ac92663-b502-4b63-9175-523f4257dc50.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/736b0f6d-9f3d-4e20-a09a-f89ff50bc35a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c927ff0-64fd-40b3-b3a8-73d7f5bce916.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/29c644cd-319d-4fc2-acf4-0d10441ca3d7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b0dccf8e-570f-4da4-9697-d3c6ae177fc1.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\/c8ca9a17-6dd4-4812-9224-690edfa67001.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/tR46JM_mUf4\"><source src=\"https:\/\/youtu.be\/tR46JM_mUf4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Marketing automation<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u7aef\u5230\u7aef\u6d3b\u52a8\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u56e2\u961f\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u6d3b\u52a8\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u6e20\u9053\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u54c1\u724cDNA<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u516c\u5171\u6d4b\u8bd5\u7248<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u7aef\u5230\u7aef\u201d\u751f\u6210\u5b8c\u6574\u6d3b\u52a8\u3001\u5f3a\u8c03\u54c1\u724cDNA\u548c\u201c\u7b56\u7565\u4f18\u5148\u201d\u7684\u5dee\u5f02\u5316\u4ef7\u503c\uff0c\u8ba4\u4e3a\u80fd\u89e3\u51b3\u591a\u5de5\u5177\u62fc\u63a5\u7684\u5272\u88c2\u611f\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u54c1\u724c\u8bed\u8c03\u6355\u6349\u7684\u51c6\u786e\u6027\u9a8c\u8bc1\u3001\u5b57\u4f53\u4e0e\u8bbe\u8ba1\u5143\u7d20\u591a\u6837\u6027\u3001\u4e0e\u793e\u4ea4\/\u90ae\u4ef6\u5e73\u53f0\u7684\u76f4\u63a5\u96c6\u6210\u8fdb\u5ea6\u3001\u4ee5\u53ca\u9996\u6b21\u4f7f\u7528\u7684\u4fe1\u5ff5\u5efa\u7acb\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 Protaig\u00e9\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2aAI\u6587\u6848\u6216Banner\u751f\u6210\u5668\uff0c\u800c\u65e8\u5728\u6210\u4e3a\u4e91\u7aef\u201c\u521b\u610f\u4ee3\u7406\u4e2d\u53f0\u201d\u3002\u5176\u5ba3\u79f0\u7684\u6838\u5fc3\u4ef7\u503c\u2014\u2014\u201c\u54c1\u724cDNA\u201d\u4e0e\u201c\u7aef\u5230\u7aef\u751f\u4ea7\u201d\u2014\u2014\u76f4\u6307\u5f53\u524d\u4f01\u4e1a\u5e94\u7528\u751f\u6210\u5f0fAI\u7684\u4e24\u5927\u6838\u5fc3\u7126\u8651\uff1a\u4e00\u662f\u8f93\u51fa\u7ed3\u679c\u4e0e\u54c1\u724c\u8c03\u6027\u3001\u89c6\u89c9\u8bc6\u522b\u7cfb\u7edf\u7684\u4e25\u91cd\u8131\u8282\uff0c\u5bfc\u81f4\u201c\u9ad8\u6548\u5374\u65e0\u7528\u201d\uff1b\u4e8c\u662f\u5355\u70b9AI\u5de5\u5177\u6cdb\u6ee5\uff0c\u5c06\u672c\u5e94\u8fde\u8d2f\u7684\u521b\u610f\u5de5\u4f5c\u6d41\u5272\u88c2\u6210\u65e0\u6570\u9700\u8981\u4eba\u5de5\u62fc\u63a5\u7684\u788e\u7247\uff0c\u53cd\u800c\u589e\u52a0\u4e86\u7ba1\u7406\u8d1f\u62c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u56e2\u961f\u5bf9\u4ea7\u54c1\u5b9a\u4f4d\u7684\u56de\u5e94\u76f8\u5f53\u7cbe\u51c6\uff0c\u5f3a\u8c03\u201c\u9650\u5236AI\u751f\u6210\u8303\u56f4\u201d\u4ee5\u4fdd\u62a4\u54c1\u724c\u8d44\u4ea7\u3001\u91c7\u7528\u201c\u591a\u6a21\u578b\u201d\u4efb\u52a1\u5339\u914d\u8ffd\u6c42\u6700\u4f73\u6548\u679c\uff0c\u751a\u81f3\u201c\u81ea\u98df\u5176\u679c\u201d\u5730\u4f7f\u7528\u81ea\u8eab\u4ea7\u54c1\u8fdb\u884c\u8425\u9500\u3002\u8fd9\u5c55\u73b0\u4e86\u4e00\u79cd\u52a1\u5b9e\u7684AI\u5e94\u7528\u89c2\uff1aAI\u5e76\u975e\u5929\u9a6c\u884c\u7a7a\u7684\u201c\u521b\u4f5c\u8005\u201d\uff0c\u800c\u5e94\u662f\u5728\u4e25\u683c\u54c1\u724c\u89c4\u5219\u6846\u67b6\u5185\u9ad8\u6548\u6267\u884c\u7684\u201c\u751f\u4ea7\u81c2\u201d\u3002\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u4e5f\u5728\u4e8e\u6b64\uff1a\u80fd\u5426\u5c06\u975e\u7ed3\u6784\u5316\u7684\u54c1\u724c\u6307\u5357\uff08\u7406\u5ff5\u3001\u8bed\u8c03\uff09\u8f6c\u5316\u4e3aAI\u53ef\u4e25\u683c\u6267\u884c\u7684\u7ed3\u6784\u5316\u201c\u62a4\u680f\u201d\uff0c\u8fd9\u9700\u8981\u6df1\u539a\u7684\u8bbe\u8ba1\u4e0e\u8425\u9500\u77e5\u8bc6\u5de5\u7a0b\u5316\u80fd\u529b\uff0c\u6280\u672f\u95e8\u69db\u8fdc\u9ad8\u4e8e\u8c03\u7528\u901a\u7528API\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6a21\u5f0f\u4e5f\u9690\u542b\u98ce\u9669\u3002\u5c06\u521b\u610f\u6d41\u7a0b\u9ad8\u5ea6\u6807\u51c6\u5316\u3001\u81ea\u52a8\u5316\uff0c\u53ef\u80fd\u6291\u5236\u7a81\u7834\u6027\u7075\u611f\u7684\u8bde\u751f\uff0c\u66f4\u9002\u5408\u89c4\u8303\u5316\u3001\u53ef\u590d\u5236\u7684\u89c4\u6a21\u5316\u8425\u9500\u6d3b\u52a8\u751f\u6210\u3002\u6b64\u5916\uff0c\u201c\u7b56\u7565\u4f18\u5148\u201d\u867d\u4e3a\u4eae\u70b9\uff0c\u4f46AI\u751f\u6210\u7684\u7b56\u7565\u6df1\u5ea6\u4e0e\u4eba\u7c7b\u9876\u5c16\u7b56\u7565\u4eba\u5458\u7684\u6d1e\u5bdf\u529b\u76f8\u6bd4\uff0c\u4ecd\u9700\u5e02\u573a\u68c0\u9a8c\u3002\u603b\u4f53\u800c\u8a00\uff0cProtaig\u00e9\u4ee3\u8868\u4e86AI\u5728\u8425\u9500\u9886\u57df\u4ece\u201c\u73a9\u5177\u201d\u8d70\u5411\u201c\u5de5\u5177\u201d\u7684\u8fdb\u9636\u65b9\u5411\uff0c\u5373\u4ece\u63d0\u4f9b\u53ef\u80fd\u6027\u8f6c\u5411\u63d0\u4f9b\u786e\u5b9a\u6027\u3001\u4ece\u8f85\u52a9\u6267\u884c\u5347\u7ea7\u5230\u7ba1\u7406\u6d41\u7a0b\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u201c\u54c1\u724cDNA\u201d\u7cfb\u7edf\u7684\u5b9e\u9645\u7cbe\u5ea6\u4e0e\u6df1\u5ea6\uff0c\u8fd9\u5c06\u662f\u5176\u4ece\u201c\u6709\u8da3\u7684\u65b0\u4ea7\u54c1\u201d\u8715\u53d8\u4e3a\u201c\u5173\u952e\u4e1a\u52a1\u7cfb\u7edf\u201d\u7684\u552f\u4e00\u8def\u5f84\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\">Protaig\u00e9<\/span>\n <\/div>\n<div class=\"comment-content\">Delivering complete, ready-to-launch campaigns in minutes, not weeks. What makes Protaig\u00e9 different: It doesn’t generate headlines or banners. It generates the whole thing. AI agents work together on strategy, copywriting, and design – just like a real creative team. Your Brand DNA sits at the core, controlling every output. Guidelines, personas, products, and assets become guardrails ensuring campaigns stay on-brand across channels and markets. No fragments. No delays. Complete campaigns.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey folks!<\/p>\n<p>We built Protaig\u00e9 because we saw marketing teams facing a difficult choice: sacrifice brand consistency to move fast, or slow down to maintain quality. We wanted to build a third option: an <strong>AI system that understands your brand as well as you do<\/strong>.<\/p>\n<p>Protaig\u00e9 is a creative agency in the cloud. It takes you from a simple brief to a full campaign in minutes.<\/p>\n<p>Here is what makes us different:<\/p>\n<\/p>\n<p>\ud83d\ude80 <strong>End-to-End Production:<\/strong> Protaig\u00e9 automates the entire campaign production process. From your initial brief to the final export, we build every asset in one connected workflow. Unlike many other AI tools that are point solutions and handle just one task like copywriting or banner generation. <\/p>\n<p>\ud83e\uddec <strong>Brand DNA<\/strong>: Generic AI output often sounds soulless. We allow you to upload your brand guidelines and other relevant brand assets and documents. Our system ingests this to ensure every output aligns with your voice and visual identity.<\/p>\n<p>\ud83d\udca1 <strong>Strategy First<\/strong>: Most tools skip straight to execution. Protaig\u00e9 starts with strategy by completing the marketing brief and then developing distinct creative concepts for you to review and approve before it builds a single asset.<\/p>\n<p>Who is this for? We designed this for marketing teams and founders who need to scale output without scaling headcount. Whether you need a tactical push or an integrated campaign, Protaig\u00e9 handles the heavy lifting.<\/p>\n<p>Our Launch Offer: We are currently in Public Beta.<br \/>– Campaign Lite: <strong>You can try the platform on our free plan<\/strong>.<br \/>– Campaign Plus: For this launch, we offer a 75% discount on our Plus plan ($49\/month) for small teams.<\/p>\n<p>We want your feedback. Specifically, does the Brand DNA capture your tone correctly?<\/p>\n<p>Excited to hear your thoughts! \ud83d\udc47<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wawagilewski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wawagilewski<\/a> brand dna bit sounds huge, generic ai always feels flat. curious if it really nails tone tho<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wawagilewski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wawagilewski<\/a> This looks solid. Congrats on the launch! I just put my own app live today too, so I know how much work went into this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">are y’all using nanobanana? in curious, how are you tackling the text shape retention and are you getting variety in fonts?<\/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\/@ssindhia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ssindhia<\/a> Protaig\u00e9 fully retains your brand’s original designs, even when using generative AI for images (and yes, we use Nano Banana). That has been a conscious choice from Day 1. <\/p>\n<p>The way we achieve it is by limiting what the AI can generate to specific elements that are relevant for marketing campaigns. The most frequent use cases are producing variations of the hero image to A\/B test, personalise, or localise the campaign. The rest of the designs stays true to the brand – so even if, hypothetically, a user went rogue, they wouldn’t be able to break the design rules set by their company’s brand team!<\/p>\n<p>Design kits, as well as fonts, and the other brand assets (logos, colours, graphics, icons, photos) are all part of the Brand DNA that is defined at account setup and that serves as the foundation for anything Protaig\u00e9 generates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great! Do you also manage social media and email campaigns from your dashboard?<\/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\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> Yup of course. You can create campaigns and then use them across different channels – social, emails, search ads etc.<\/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\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> You can produce campaign assets for these channels within the platform and export them for upload. We’re adding direct integrations with popular social platforms and a native publishing feature – coming real soon!<\/p>\n<p>Do you mind telling me what platforms\/clients you’re currently using?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Seeing a full campaign appear instead of random headlines feels refreshing. No patching thigs together anymore.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@simran_kumar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@simran_kumar<\/a> Spot on. Let us know about the rest of your experience!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very smooth process!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> Thanks so much for the feedback! Have you gone through the entire brand setup process? (I’m not able to guess which one of the signups we got today is yours!)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Seeing a full campaign appear instead of random headlines feels refreshing. No patching things together anymore.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shawn_idrees\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shawn_idrees<\/a> Thanks for the feedback and yes, indeed, we’re very much focused on the end-to-end campaign production workflow. Unlike the myriad of AI point solutions out there that operate in a vaccum and give you only disconnected pieces…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like the strategy first approach here. Most AI tools jump straight into spitting out assets, but campaigns only work when the thinking is solid. The Brand DNA angle is also interesting. Generic AI copy is a real issue when you\u2019re trying to protect a brand’s voice. Excited to see how well it adapts to different tone guidelines.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@adnan_gradascevic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adnan_gradascevic<\/a> Thanks for the feedback, glad the product resonates. I saw you’ve also launched today – congrats and wishing you all the best \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations on your product launch! <\/p>\n<p>Nice product concept. Would love to give it a spin. Wish you guys all the very best. \ud83d\udc4d\ud83c\udffb<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@agzee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agzee<\/a> Thanks a bunch! Do give it a try and let us know how we can make it better<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Did you use Protaig\u00e9 to create the marketing assets for Protaig\u00e9?<\/div>\n<div class=\"comment-actions\">\n<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\/@nathan_darma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nathan_darma<\/a> If you’re asking about our website, then yes, we demonstrate assets that were generated in Protaig\u00e9\u2014display ads, emails, social posts, banners. We’re also generating search ads, social ads, and landing pages for our ad campaign, so you can see we use Protaig\u00e9 to scratch our own itch \u263a\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nathan_darma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nathan_darma<\/a> Love this question. All our static assets are made in Protaig\u00e9 with a human in the loop. Video is still in development, so those are currently done in-house, with Protaig\u00e9 generated concepts. If we\u2019re not using it ourselves, how can we expect anyone else to?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It looks so easy to create a campaign! Great tool, my congrats!<br \/>And I was the 200th person to upvote Protaige \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tetiana_hryshmanovska\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tetiana_hryshmanovska<\/a> Thanks 200 times then! \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>digital marketers need to pay very close attention to products like this. Would love to give it a try for my side projects.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dbg1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbg1<\/a> Thanks and feel free to create an account for as many brands as you like. <br \/>One thing worth pointing out is that Protaig\u00e9 falls within the purview of traditional marketers too, as it can generate all kinds ofoffline assets from billboards to flyers and extend those digital campaigns into out-of-home channels!<br \/>PS. I think I know your brother \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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dbg1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbg1<\/a> Hey I might know your brother too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The connected workflow approach could really help avoid the disjointed outputs we see with multiple AI tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> That’s one of the main reasons we built this. As a creative agency owner (or ex-owner now), we were frustrated by the copy-pasting between platforms.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excellent launch, Protaig\u00e9 team. From a clarity & onboarding lens: when a marketing lead opens Protaig\u00e9 for the first time, what\u2019s the <em>one belief<\/em> you want them to hold in the first 10-15 seconds?<br \/>Is it:<br \/>\u2022 \u201cI can launch a full on-brand campaign in minutes, not weeks.\u201d<br \/>Or:<br \/>\u2022 \u201cThis system already knows my brand\u2019s DNA\u2014my work aligns automatically.\u201d<br \/>Because in tools promising \u201cspeed + brand alignment,\u201d the biggest adoption barrier isn\u2019t features\u2014it\u2019s the user believing <em>it fits me<\/em>. Curious how you\u2019re framing that for first-time users.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> Great question. When you sign up as a new user, you’ll see how we take you through an automated onboarding process to demonstrate the value upfront. After the initial Brand DNA is set up, we invite you to generate your first campaign to experience that platform’s full capabilities ASAP. <\/p>\n<p>“The biggest adoption barrier isn\u2019t features\u2014it\u2019s the user believing it fits me” – true for any SaaS out there!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>do you use a variety of different models? or one in particular?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@surtmcgert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@surtmcgert<\/a> We use various models for different purposes, always matching the one we think is best for the specific task. Thanks for asking!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@surtmcgert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@surtmcgert<\/a> We use ALL the models \ud83d\ude06 It depends on what’s needed eg core creative work (briefs, content gen) vs quick lightweight tasks vs image analysis and vision tasks vs generative imaging. We’ve found that matching the right model to each task gives much better results than relying on a single model for everything. Thanks for the great 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>Congrats on the launch Wawa, Protaig\u00e9 looks strong and well designed. Upvoted. I am co founder of bestofweb .site and after your launch if you want more visibility you are welcome to join and introduce it to our founder community.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks for the appreciation Nima and for bringing your directory to my attention – will give it a go!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TZIC5XBP5WTAXP\" class=\"app-title\">beLow<\/a><\/p>\n<div class=\"one-liner\">Inline insights with C\/C++ that shows CPU, memory, energy<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">212<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>beLow\u662f\u4e00\u6b3e\u901a\u8fc7AI\u9a71\u52a8\u7684\u672c\u5730\u5316\u5206\u6790\u5de5\u5177\uff0c\u81ea\u52a8\u5206\u6790\u5e76\u4f18\u5316C\/C++\u5d4c\u5165\u5f0f\u4ee3\u7801\uff0c\u9488\u5bf9\u7279\u5b9a\u786c\u4ef6\u76ee\u6807\u63d0\u5347\u6027\u80fd\u5e76\u964d\u4f4e\u80fd\u8017\uff0c\u89e3\u51b3\u4e86\u5d4c\u5165\u5f0f\u5f00\u53d1\u8005\u5728\u6c7d\u8f66\u3001\u822a\u7a7a\u822a\u5929\u7b49\u9886\u57df\u624b\u52a8\u8fdb\u884c\u786c\u4ef6\u5fae\u4f18\u5316\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\/a148fa65-00f6-425c-b425-221093e01372.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5859b6bf-4805-4bc4-bc67-6d50d93751ef.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fce97f58-05b3-4198-9f40-0a17492a40ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/101cfd70-1418-4d6b-947a-8ae600b8e96a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dba333c9-53de-4d21-9541-e1af2abbc834.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47342b89-c8b0-4680-aa17-b34f6f1530b8.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\/10d46e11-0f3b-4862-9f44-51f5ba1188c0.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=1hmwkfmcceM\"><source src=\"https:\/\/www.youtube.com\/watch?v=1hmwkfmcceM\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7801\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5d4c\u5165\u5f0f\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">C\/C++\u6027\u80fd\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u786c\u4ef6\u611f\u77e5\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u80fd\u8017\u964d\u4f4e<\/span><br \/>\n <span class=\"tag\">\u9759\u6001\u52a8\u6001\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8fb9\u7f18\u8ba1\u7b97<\/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\u786c\u4ef6\u611f\u77e5\u548c\u81ea\u52a8\u751f\u6210\u4f18\u5316\u4ee3\u7801\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\uff1a\u5de5\u5177\u5e0c\u671b\u7528\u6237\u5efa\u7acb\u7684\u6838\u5fc3\u4fe1\u4efb\u70b9\uff08\u662f\u5426\u771f\u6b63\u7406\u89e3\u786c\u4ef6\u6808\uff09\u3001\u652f\u6301\u7684\u76ee\u6807\u5e73\u53f0\u8303\u56f4\u3001\u4ee5\u53ca\u662f\u5426\u5177\u5907\u5185\u5b58\u6cc4\u6f0f\u68c0\u6d4b\u7b49\u6269\u5c55\u529f\u80fd\u3002\u5f00\u53d1\u8005\u56de\u5e94\u786e\u8ba4\u652f\u6301\u591a\u5e73\u53f0\u5e76\u5f3a\u8c03\u81ea\u52a8\u5316\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n beLow\u7684\u4eae\u76f8\uff0c\u6233\u4e2d\u4e86\u5d4c\u5165\u5f0f\u5f00\u53d1\u957f\u671f\u4ee5\u6765\u7684\u201c\u8d35\u65cf\u201d\u75db\u70b9\uff1a\u9ad8\u5ea6\u4f9d\u8d56\u8d44\u6df1\u5de5\u7a0b\u5e08\u5bf9\u7279\u5b9a\u786c\u4ef6\u8fdb\u884c\u8017\u65f6\u4e14\u91cd\u590d\u7684\u624b\u5de5\u8c03\u4f18\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u6838\u5fc3\u5e76\u975e\u7b80\u5355\u7684\u201cAI\u751f\u6210\u4ee3\u7801\u201d\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u4ece\u771f\u5b9e\u786c\u4ef6\u6d4b\u91cf\uff08CPU\u5468\u671f\u3001\u5185\u5b58\u6a21\u5f0f\uff09\u5230AI\u4f18\u5316\u5efa\u8bae\u7684**\u6570\u636e\u95ed\u73af**\u3002\u8fd9\u4f7f\u5176\u4e0e\u6cdb\u5316\u7684\u4e91\u7aef\u4ee3\u7801\u751f\u6210\u5de5\u5177\u5212\u6e05\u4e86\u754c\u9650\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u6df1\u5ea6\u5e76\u5b58\u3002\u7b2c\u4e00\u5c42\u4ef7\u503c\u5728\u4e8e\u201c\u66ff\u4ee3\u91cd\u590d\u52b3\u52a8\u201d\uff0c\u5c06\u4e13\u5bb6\u7ecf\u9a8c\u4ea7\u54c1\u5316\uff0c\u7f29\u77ed\u5f00\u53d1\u5468\u671f\u3002\u4f46\u66f4\u6df1\u5c42\u7684\u6f5c\u529b\u5728\u4e8e\uff0c\u5b83\u53ef\u80fd\u6539\u53d8\u5d4c\u5165\u5f0f\u6027\u80fd\u4f18\u5316\u7684\u65b9\u6cd5\u8bba\u2014\u2014\u4ece\u4f9d\u8d56\u4e2a\u4eba\u7ecf\u9a8c\u548c\u79bb\u6563\u7684\u7f16\u8bd1\u5668\u53c2\u6570\uff0c\u8f6c\u5411\u57fa\u4e8e\u5b9e\u9645\u786c\u4ef6\u884c\u4e3a\u6570\u636e\u7684\u3001\u53ef\u8fed\u4ee3\u548c\u6301\u7eed\uff08\u7ed3\u5408CI\/CD\uff09\u7684\u4f18\u5316\u6d41\u7a0b\uff0c\u8fd9\u6b63\u662f\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u6301\u7eed\u6027\u80fd\u4f18\u5316\u201d\u613f\u666f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7280\u5229\u70b9\u5728\u4e8e\uff1a\u5176\u6280\u672f\u58c1\u5792\u4e0e\u5546\u4e1a\u98ce\u9669\u9ad8\u5ea6\u7ed1\u5b9a\u3002**\u201c\u786c\u4ef6\u611f\u77e5\u201d\u7684\u6df1\u5ea6\u51b3\u5b9a\u4e86\u5de5\u5177\u7684\u4e0a\u9650**\u3002\u652f\u6301ARM Cortex\u3001x86\u7b49\u5e38\u89c1\u67b6\u6784\u662f\u57fa\u7840\uff0c\u4f46\u5728\u6781\u5176\u788e\u7247\u5316\u4e14\u5bf9\u5b89\u5168\u3001\u5b9e\u65f6\u6027\u6709\u4e25\u82db\u8981\u6c42\u7684\u5d4c\u5165\u5f0f\u9886\u57df\uff08\u5982\u6c7d\u8f66AUTOSAR\u3001\u822a\u5929\u5668\uff09\uff0c\u5de5\u5177\u7684\u6bcf\u4e00\u6b21\u4f18\u5316\u5efa\u8bae\u90fd\u5fc5\u987b\u517c\u5177\u9ad8\u6027\u80fd\u4e0e\u9ad8\u53ef\u9760\u6027\u3002\u4efb\u4f55\u4e00\u6b21\u9519\u8bef\u7684\u201c\u4f18\u5316\u201d\u90fd\u53ef\u80fd\u5bfc\u81f4\u707e\u96be\u6027\u540e\u679c\u3002\u56e0\u6b64\uff0c\u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u5fc3\u7684\u201c\u4fe1\u4efb\u201d\u95ee\u9898\uff0c\u8fdc\u975e\u4e00\u6b21\u7cbe\u51c6\u7684\u56de\u590d\u6240\u80fd\u89e3\u51b3\uff0c\u9700\u8981\u957f\u671f\u3001\u6d77\u91cf\u7684\u573a\u666f\u9a8c\u8bc1\u6765\u5efa\u7acb\u3002\u6b64\u5916\uff0c\u672c\u5730\u90e8\u7f72\u867d\u662f\u6ee1\u8db3\u5ba2\u6237\u5b89\u5168\u987e\u8651\u7684\u660e\u667a\u4e4b\u4e3e\uff0c\u4f46\u4e5f\u9650\u5236\u4e86\u5176\u5229\u7528\u5927\u89c4\u6a21\u6570\u636e\u6301\u7eed\u8fdb\u5316\u6a21\u578b\u7684\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cbeLow\u65b9\u5411\u7cbe\u51c6\uff0c\u5207\u4e2d\u8981\u5bb3\uff0c\u4f46\u5df2\u8e0f\u5165\u201c\u6df1\u6c34\u533a\u201d\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8eAI\u672c\u8eab\uff0c\u800c\u53d6\u51b3\u4e8e\u56e2\u961f\u5bf9\u5d4c\u5165\u5f0f\u5404\u5782\u76f4\u9886\u57df\u786c\u4ef6\u3001\u8f6f\u4ef6\u4e0e\u5b89\u5168\u6807\u51c6\u7684\u7406\u89e3\u6df1\u5ea6\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u201c\u81ea\u52a8\u5316\u201d\u4e0e\u201c\u786e\u5b9a\u6027\u201d\u4e4b\u95f4\u627e\u5230\u8ba9\u4e25\u82db\u5de5\u4e1a\u9886\u57df\u4fe1\u670d\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\">beLow<\/span>\n <\/div>\n<div class=\"comment-content\">beLow automatically analyzes your C and C++ embedded code to identify performance bottlenecks and generate optimized code tailored to your target hardware. Slash execution time, reduce energy consumption, and accelerate time to market. Designed for developers building in automotive, aerospace, robotics, and other performance-critical systems, beLow simplifies the complex work of embedded code optimization so teams can focus on innovation, not fine-tuning.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>After years fighting performance bottlenecks in embedded projects \u2014 spending endless time hunting for the right computation path, the right variable type, or the right compiler flags for a specific hardware target \u2014 we wanted a tool that finally connects <em>real hardware constraints<\/em> with modern AI.<\/p>\n<\/p>\n<p>That\u2019s why we built <strong>beLow<\/strong>.<\/p>\n<p>It analyzes your C\/C++ code on your own hardware target, measures actual CPU cycles, memory patterns, and instruction-level behavior, and feeds all of that directly into AI agents that propose optimizations or even generate hardware-aware code.<\/p>\n<\/p>\n<p>What makes it different?<\/p>\n<p>Most AI tools generate generic code with no understanding of embedded constraints. beLow is fully hardware-aware, runs locally, and blends static + dynamic analysis to surface concrete, measurable gains. Early users in automotive, aerospace, and IoT are already seeing execution-time improvements of up to <strong>45%<\/strong>.<\/p>\n<\/p>\n<p>To celebrate our Product Hunt launch, we\u2019re opening our software and giving PH users priority onboarding + extended free usage.<\/p>\n<\/p>\n<p>If you want faster, leaner embedded code:<\/p>\n<p>\ud83d\udc49 Install the VS Code extension<\/p>\n<p>\ud83d\udc49 Run the MCP server<\/p>\n<p>\ud83d\udc49 Analyze, optimize, or generate code instantly<\/p>\n<\/p>\n<p>We\u2019d love your feedback \u2014 help us shape the future of AI-guided embedded development. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vincent_quere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vincent_quere<\/a> This is a really thoughtful take on embedded optimization. Congrats to the team on shipping 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>Impressive launch, beLow. When a firmware or embedded dev opens this tool for the first time, <strong>what\u2019s the single belief<\/strong> you want them to hold in the first 10-15 seconds?<br \/>Is it:<br \/>\u2022 \u201cI\u2019ll get measurable performance gains without diving into hardware micro-optimization myself.\u201d<br \/>Or:<br \/>\u2022 \u201cThis tool understands <em>my hardware<\/em> and my constraints out of the box.\u201d<br \/>Because in embedded optimization tasks, the belief that a tool <em>gets me and my stack<\/em> often matters more than whether it supports 50 hardware targets.<\/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\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> Great question \u2014 and you\u2019re absolutely right: in embedded, <em>trust that the tool understands your stack<\/em> matters more than long feature lists.<\/p>\n<\/p>\n<p>Yes, there are a few initial steps to set up the project and select the target platform \u2014 but once that\u2019s done, everything becomes automated: analysis, and the optimized code suggestions (or generation) tailored to the specific MCU\/CPU.<\/p>\n<p>You no longer have to fight with finding hardware specific optimizations \u2014 beLow handles them for you, aware of your hardware constraints.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Really smart tool. When beLow generates \u201coptimized code tailored to target hardware,\u201d does it support multiple target platforms?<\/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\/@getsiful\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@getsiful<\/a> Absolutely \u2014 beLow supports multiple hardware targets.<\/p>\n<p>You can choose the platform directly in the project settings (ARM Cortex, x86, PowerPC, and Infineon Tricore among others), and the optimization engine adapts the generated code to the instruction set, memory model, and performance constraints of each target.<\/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>Congrats on the launch. Love that beLow doesn\u2019t just point at hotspots but actually generates optimized code tailored to the target hardware.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Having an agent that can analyze, propose changes, generate code, and push through CI\/CD makes \u201ccontinuous performance optimization\u201d feel realistic instead of a one\u2011off tuning sprint just before release. Congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The MCP server + AI\u2011agent angle is exciting, indeed! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is huge for embedded teams \u2014 manual optimization is always the biggest time sink.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Amazing! Great to see something for C\/C++.<br \/>Can it detect memory leaks alongside optimization? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/7LGBX6ECX3LZTE\" class=\"app-title\">Cumbuca<\/a><\/p>\n<div class=\"one-liner\">Develop your own payments infra in Brazil using our license<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">188<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cumbuca \u4f5c\u4e3a\u5df4\u897f\u53d7\u76d1\u7ba1\u751f\u6001\u7cfb\u7edf\u7684\u201c\u4ee3\u7406\u201d\uff0c\u8ba9\u91d1\u878d\u79d1\u6280\u516c\u53f8\u80fd\u5728\u65e0\u9700\u81ea\u6301\u652f\u4ed8\u724c\u7167\u7684\u60c5\u51b5\u4e0b\uff0c\u76f4\u63a5\u63a5\u5165Pix\u548c\u5f00\u653e\u91d1\u878d\u7684\u5b98\u65b9API\uff0c\u4ece\u800c\u5728\u5feb\u901f\u8fdb\u5165\u5e02\u573a\u7684\u540c\u65f6\uff0c\u83b7\u5f97\u5b8c\u5168\u81ea\u4e3b\u7684\u8fd0\u8425\u63a7\u5236\u6743\u548c\u6570\u636e\u6240\u6709\u6743\uff0c\u89e3\u51b3\u4e86\u201c\u81ea\u4e3b\u53ef\u63a7\u201d\u4e0e\u201c\u5feb\u901f\u5408\u89c4\u201d\u4e4b\u95f4\u7684\u6838\u5fc3\u77db\u76fe\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\/1e80e41a-528d-42e0-8eca-520df0c15f2d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d7c8934-2981-4d4a-92b2-21f3385a997b.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\/dd32a04c-a4b9-4828-b189-b99347100c58.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/F4_E2LYNBCQ\"><source src=\"https:\/\/youtu.be\/F4_E2LYNBCQ\" 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\">Fintech<\/span><br \/>\n <span class=\"tag\">Payments<\/span><br \/>\n <span class=\"tag\">Banking<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u91d1\u878d\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u652f\u4ed8\u724c\u7167\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5df4\u897f\u652f\u4ed8<\/span><br \/>\n <span class=\"tag\">\u5f00\u653e\u91d1\u878d<\/span><br \/>\n <span class=\"tag\">Pix\u76f4\u63a5\u63a5\u5165<\/span><br \/>\n <span class=\"tag\">B2B\u91d1\u878d\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u76d1\u7ba1\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd\u5373\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u53ef\u63a7<\/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\u89e3\u51b3\u4e86\u201c\u81ea\u4e3b\u6743\u4e0e\u901f\u5ea6\u201d\u7684\u75db\u70b9\uff0c\u5e76\u5bf9\u201c\u57fa\u4e8e\u5b98\u65b9API\u6784\u5efa\u201d\u7684\u7075\u6d3b\u6027\u8868\u793a\u8d5e\u8d4f\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u5e02\u573a\u5b9a\u4f4d\uff08\u662f\u5426\u4ec5\u9650\u5df4\u897f\uff09\u3001\u5177\u4f53\u5b9a\u5236\u5316\u7a0b\u5ea6\u3001\u5408\u89c4\u7ec6\u8282\u4ee5\u53ca\u9996\u6b21\u4f7f\u7528\u7684\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u3002\u521b\u59cb\u4eba\u56e2\u961f\u7684\u7ecf\u9a8c\u548c\u8fc7\u5f80\u75db\u70b9\u589e\u52a0\u4e86\u4ea7\u54c1\u53ef\u4fe1\u5ea6\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Cumbuca \u7684\u201c\u76d1\u7ba1\u4ee3\u7406\u201d\u6a21\u5f0f\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u573a\u7cbe\u5999\u7684\u76d1\u7ba1\u5957\u5229\u4e0e\u6743\u529b\u518d\u5206\u914d\u3002\u5b83\u6ca1\u6709\u521b\u9020\u65b0\u7684\u6280\u672f\u63a5\u53e3\uff0c\u800c\u662f\u9009\u62e9\u6210\u4e3a\u4e00\u5835\u900f\u660e\u7684\u201c\u7b7e\u540d\u5899\u201d\uff0c\u5c06\u6700\u5b9d\u8d35\u7684\u76d1\u7ba1\u724c\u7167\uff08\u7279\u522b\u662f\u7f55\u89c1\u7684ITP\/PISP\u8bb8\u53ef\uff09\u8f6c\u5316\u4e3a\u53ef\u7f16\u7a0b\u7684\u5408\u89c4\u670d\u52a1\u3002\u5176\u771f\u6b63\u98a0\u8986\u6027\u5728\u4e8e\uff0c\u5b83\u89e3\u6784\u4e86\u4f20\u7edfBaaS\u6216PSP\u201c\u63d0\u4f9b\u62bd\u8c61\u5316API\u5e76\u9501\u5b9a\u5ba2\u6237\u201d\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u5c06\u57fa\u7840\u8bbe\u65bd\u7684\u5b9a\u4e49\u6743\u548c\u6240\u6709\u6743\u4ea4\u8fd8\u7ed9\u5ba2\u6237\u3002\u8fd9\u76f4\u51fb\u4e86\u6210\u719f\u91d1\u878d\u79d1\u6280\u516c\u53f8\u7684\u6838\u5fc3\u7126\u8651\uff1a\u5728\u89c4\u6a21\u6269\u5f20\u671f\uff0c\u5e95\u5c42\u652f\u4ed8\u7cfb\u7edf\u7684\u201c\u9ed1\u7bb1\u201d\u95ee\u9898\u4f1a\u6210\u4e3a\u589e\u957f\u74f6\u9888\u548c\u7cfb\u7edf\u6027\u98ce\u9669\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u201c\u5c06\u5b98\u65b9API\u76f4\u63a5\u66b4\u9732\u7ed9\u5ba2\u6237\u201d\u7684\u6a21\u5f0f\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u9884\u8bbe\u4e86\u5ba2\u6237\u5177\u5907\u6210\u719f\u7684\u91d1\u878d\u7ea7\u5de5\u7a0b\u4e0e\u5408\u89c4\u80fd\u529b\uff0c\u8fd9\u81ea\u7136\u5c06\u5176\u5e02\u573a\u5b9a\u4f4d\u951a\u5b9a\u5728\u201c\u9ad8\u4ea4\u6613\u91cf\u201d\u73a9\u5bb6\uff0c\u4e0e\u5ba3\u79f0\u7684\u201c\u6c11\u4e3b\u5316\u201d\u613f\u666f\u5f62\u6210\u5fae\u5999\u53cd\u5dee\u3002\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u5f3a\u8c03\u201c\u975e\u81ea\u52a9\u670d\u52a1\u201d\u548c\u201c\u9009\u62e9\u6027\u5408\u4f5c\u201d\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5176\u5546\u4e1a\u672c\u8d28\uff1a\u5e76\u975e\u666e\u60e0\u5f0f\u5de5\u5177\uff0c\u800c\u662f\u9762\u5411\u7cbe\u82f1\u5ba2\u6237\u7684\u5408\u89c4\u80fd\u529b\u6279\u53d1\u3002\u5176\u6838\u5fc3\u98ce\u9669\u5e76\u975e\u6280\u672f\uff0c\u800c\u5728\u4e8e\u4f5c\u4e3a\u5355\u4e00\u724c\u7167\u6301\u6709\u65b9\uff0c\u5982\u4f55\u5c06\u81ea\u8eab\u7684\u76d1\u7ba1\u98ce\u9669\uff08\u5982AML\u3001\u64cd\u4f5c\u98ce\u9669\uff09\u901a\u8fc7\u4ee3\u7406\u6a21\u5f0f\u6709\u6548\u5730\u7ba1\u7406\u4e0e\u5206\u644a\uff0c\u8fd9\u9700\u8981\u6781\u5176\u4e25\u5bc6\u7684\u5408\u540c\u8bbe\u8ba1\u4e0e\u6301\u7eed\u76d1\u63a7\u3002\u5982\u679c\u6210\u529f\uff0cCumbuca \u5c06\u6210\u4e3a\u5df4\u897f\u652f\u4ed8\u751f\u6001\u7684\u201c\u6743\u529b\u63d2\u5ea7\u201d\uff1b\u82e5\u5931\u8d25\uff0c\u5219\u53ef\u80fd\u6210\u4e3a\u7cfb\u7edf\u6027\u98ce\u9669\u7684\u96c6\u4e2d\u70b9\u3002\u5b83\u7684\u672a\u6765\uff0c\u4e0d\u53d6\u51b3\u4e8e\u4ee3\u7801\uff0c\u800c\u53d6\u51b3\u4e8e\u5bf9\u76d1\u7ba1\u8fb9\u754c\u548c\u98ce\u9669\u9632\u706b\u5899\u7684\u6781\u81f4\u8bbe\u8ba1\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\">Cumbuca<\/span>\n <\/div>\n<div class=\"comment-content\">In Brazil, a payments license gives you full autonomy but takes years, millions in $$$, and heavy compliance. Existing providers get you live fast but restricts independence and operational control. Cumbuca merges both: you get the same development flexibility with direct access to Open Finance and Pix, with full operational control, reduced risk and flexible price. Build on official APIs, own your infra and data, customize every layer, and if you get your license, just plug your own certificate<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>We\u2019re Daniel, Bruno, and Pedro \u2014 founders of Cumbuca, the first proxy for Brazil\u2019s regulated ecosystem.<\/p>\n<p>After years of building fintechs in Brazil, we saw how painful it is to obtain a license or depend on PSPs and BaaS providers. Our previous B2C operation scaled to over a million accounts, and we suffered since a lot of our core product relied on partner infra, and it hurt us to not be able to solve the issues affecting our customers. We\u2019ve been deeply involved with Open Finance since its earliest days \u2014 we were one of the first players in the ecosystem and became the **fourth ITP\/PISP license ever issued in Brazil**, and after closing our B2C operation decided to pivot to B2B and build the financial infrastructure partner we always wished existed for ourselves.<\/p>\n<p>We\u2019ve always been obsessed with the technology and the infrastructure behind Open Finance and Pix in Brazil, it’s potential to be a transformational benefit to millions of Brazilians and wish to use our license and expertise to partner with amazing companies that will bring those benefits to life.<\/p>\n<p>Cumbuca is the result of that journey: a regulatory bridge that enables fintechs to operate with **direct access to Pix and Open Finance** while retaining complete control over their operations. You **build your own infrastructure, own your operational data, resolve issues without middlemen, and enjoy the same development freedom you would have if you held your own license** \u2014 all while we carry the regulatory exposure and maintain the highest compliance standards.<\/p>\n<p>**We redesigned the delivery layer from the ground up.** Instead of exposing Cumbuca APIs, which would impose our abstractions and limit customer flexibility, we built a **regulatory proxy**. Customers can develop their entire infrastructure end-to-end using the **same APIs available to banks and other regulated players**. They generate their requests, send them to our proxy, and we sign and forward them under our license. The proxy is intentionally a **minimal layer**, giving us only what we need: logging, compliance, visibility, and access control. **There is no Cumbuca API \u2014 only the proxy.**<\/p>\n<p>We\u2019ve supported global and local companies launching and scaling in Brazil. While we\u2019re excited to share Cumbuca with the PH community, we\u2019re **not a self-serve platform** \u2014 we work selectively with high-volume fintechs and infrastructure players where deep customization and autonomy are essential, and which are aligned on a long term plan for the Brazilian payments market.<\/p>\n<p>We\u2019d love to hear from you \u2014 who\u2019s considering entering the Brazilian market? What\u2019s holding you back? How has your experience been with Brazilian fintech infra providers?<\/p>\n<p>\ud83d\udcac Ask us anything below!<\/p>\n<p>\u2014 The Cumbuca team \ud83c\udde7\ud83c\uddf7<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>28<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ruhman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruhman<\/a> Congratulations on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ruhman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruhman<\/a> Amazing news – congratulations to the entire team on this milestone!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ruhman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruhman<\/a> so proud of this launch! I’m really excited to see the impact of this major innovation on Brazil’s ecosystem and how it will advance the Open Finance agenda. Great things are coming!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been frustrated with the trade-off between quick integrations and true ownership, so this caught my attention immediately. The idea that I can build on official APIs and still maintain full control feels great for someone like me trying to scale responsibly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabine_engel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabine_engel<\/a> that’s the idea \ud83d\ude42 <br \/>Hit us up and when you come to Brazil and we’ll help!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone who’s always wanted more control over my payments stack, this really speaks to me. The idea of getting direct access to Pix and Open Finance without drowning in years of licensing is huge. I like hoe flexible and builder-friendly your approach feels.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nancy_philip\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nancy_philip<\/a> thanks!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excellent launch, Cumbuca team. From a clarity-onboarding lens: when a fintech opens your platform for the first time, <strong>what\u2019s the one belief<\/strong> you want them to walk away with in the first 10-15 seconds?<br \/>Is it \u201cI can launch payments in Brazil without building full rails myself\u201d or \u201cI\u2019m working with a licensed entity that knows Brazil\u2019s regulation and compliance\u201d?<br \/>Because in payments infra, the belief that <em>someone has already taken care of the hard part<\/em> often drives faster adoption.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> great question! I guess it would be “I can develop a payments product in Brazil with the same flexibility I would have if I had a local license, but offloading the regulatory and compliance part, and the actual license, to a world class partner”<\/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\">Hey Daniel, congrats on the pivot and that line about not being able to solve issues affecting your customers really stands out. When you were running the B2C operation with a million+ accounts, was there a specific incident where you knew exactly how to fix something for your users but couldn\u2019t because you were stuck waiting on a partner?<\/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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> I can name a few! The most repeating one was downtime by our provider in critical moments like for example at the beginning of the month when most users were cashing in their paychecks. We also had some terrible ones like payments that were supposed to be instant taking hours to clear, judicial blocking on user assets with no warning or way to check for it, hard times when users changed their legal names… lot’s of edge cases that, at scale, become critical.<\/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>Brazil is a huge market, which ingorned by a lot of products because of payment issues. Having a payment gateway is a huge step and makes it easier to get to this big market! <\/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\/@pasha_tseluyko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_tseluyko<\/a> \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@ruhman\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ruhman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruhman<\/a> great pivot! I can’t imagine a better team to be building this in Brazil other than you guys, so congratulations a lot for the pivot and the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nathandias\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nathandias<\/a> thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been following Cumbuca since its founding. This pivot speeks volumes about their flexibility and competence. They are skillfully navigating a complex regulatory inviroment and were still one of the first 3 companies with an ITP license in Brazil. <\/p>\n<\/p>\n<p>Keep up the great work!<\/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\/@guilherme_cury\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guilherme_cury<\/a> thank you so much!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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 solves a massive gap in Brazil\u2019s fintech space \u2014 autonomy without waiting years for a license.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> that’s the goal! Thanks for your support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Why only Brazil? Will other South American countries be added in the future?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ruhman\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ruhman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruhman<\/a> Building payments infrastructure in Brazil is exciting! The license based approach gives developers more control than typical payment SDKs. <\/p>\n<p>How customizable is the infrastructure? Are fintech startups able to white label this for their own products? <\/p>\n<p>Curious about compliance and how Cumbuca handles the regulatory complexity in the Brazilian market.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/DBBF2GNDEU6RQU\" class=\"app-title\">Slack Feature Request Agent<\/a><\/p>\n<div class=\"one-liner\">Track and fulfil customer requests directly on Slack<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">176<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u8fd9\u662f\u4e00\u6b3e\u96c6\u6210\u5728Slack\u4e2d\u7684AI\u4ee3\u7406\uff0c\u901a\u8fc7\u81ea\u52a8\u6293\u53d6\u548c\u5206\u6790\u5ba2\u6237\u901a\u8bdd\u8bb0\u5f55\uff0c\u6355\u83b7\u3001\u8ffd\u8e2a\u5e76\u95ed\u73af\u5904\u7406\u5ba2\u6237\u529f\u80fd\u8bf7\u6c42\uff0c\u89e3\u51b3\u4e86\u5ba2\u6237\u6210\u529f\u548c\u9500\u552e\u56e2\u961f\u5728\u8de8\u5de5\u5177\u624b\u52a8\u8bb0\u5f55\u3001\u8ddf\u8fdb\u53ca\u53cd\u9988\u5ba2\u6237\u9700\u6c42\u65f6\u6548\u7387\u4f4e\u4e0b\u4e14\u6613\u9057\u6f0f\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\/094e9117-d3d3-433c-a474-524cba365e06.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/67fe162e-71df-4e77-8c0f-72bfe46162ee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3f35dd25-7037-4a88-9fc0-f81a756534ad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f6e821b4-4fec-48f8-a2ed-90f2db3b5802.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8b96ed84-4ace-4cd8-96ba-9ed812e6fcff.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\/9addb187-6d3b-4fec-b5ab-2cda56a1cf12.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=9Y2iHIZ6DiU\"><source src=\"https:\/\/www.youtube.com\/watch?v=9Y2iHIZ6DiU\" 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\">Customer Success<\/span><br \/>\n <span class=\"tag\">Customer Communication<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5ba2\u6237\u53cd\u9988\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u9700\u6c42\u6536\u96c6<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u6210\u529f<\/span><br \/>\n <span class=\"tag\">Jira\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">B2B\u8f6f\u4ef6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u9700\u6c42\u9ed1\u6d1e\u201d\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u8d5e\u8d4f\u5176\u65e0\u9700\u6539\u53d8\u5de5\u4f5c\u6d41\u7684\u8bbe\u8ba1\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u53bb\u91cd\u5339\u914d\u73b0\u6709\u5de5\u5355\u7684\u51c6\u786e\u5ea6\u3001\u8def\u7531\u89c4\u5219\u7684\u81ea\u5b9a\u4e49\u7075\u6d3b\u6027\u3001\u8fb9\u7f18\u6848\u4f8b\u5904\u7406\u80fd\u529b\uff0c\u4ee5\u53ca\u5982\u4f55\u5feb\u901f\u5efa\u7acb\u7528\u6237\u5bf9AI\u751f\u6210\u5185\u5bb9\u7cbe\u51c6\u6027\u7684\u4fe1\u4efb\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 Korl\u7684Slack Feature Request Agent\u5c55\u73b0\u4e86\u4e00\u4e2a\u6e05\u6670\u7684\u8d8b\u52bf\uff1aAI\u6b63\u4ece\u201c\u751f\u6210\u5185\u5bb9\u201d\u5411\u201c\u4ee3\u7406\u5de5\u4f5c\u201d\u6f14\u8fdb\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u4fe1\u606f\u63d0\u53d6\uff0c\u800c\u5728\u4e8e\u6084\u65e0\u58f0\u606f\u5730\u5d4c\u5165\u73b0\u6709\u5de5\u4f5c\u6d41\uff08Slack\u3001Jira\u3001\u901a\u8bdd\u8bb0\u5f55\u5e73\u53f0\uff09\uff0c\u5145\u5f53\u4e86\u4e00\u4e2a\u4e0d\u77e5\u75b2\u5026\u7684\u201c\u6d41\u7a0b\u7f1d\u5408\u8005\u201d\u3002\u5b83\u7784\u51c6\u7684\u4e0d\u662f\u65b0\u529f\u80fd\uff0c\u800c\u662f\u4f01\u4e1a\u4e2d\u6700\u6602\u8d35\u4e14\u6613\u51fa\u9519\u7684\u201c\u624b\u5de5\u80f6\u6c34\u5de5\u4f5c\u201d\u2014\u2014\u90a3\u4e9b\u4ecb\u4e8e\u5ba2\u6237\u6c9f\u901a\u3001\u4ea7\u54c1\u5f00\u53d1\u548c\u5ba2\u6237\u6210\u529f\u4e4b\u95f4\u7684\u3001\u975e\u7ed3\u6784\u5316\u7684\u3001\u4f9d\u8d56\u4eba\u5de5\u8bb0\u5fc6\u4e0e\u8f6c\u53d1\u7684\u4fe1\u606f\u4f20\u9012\u73af\u8282\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u601d\u8def\u7280\u5229\u5730\u907f\u5f00\u4e86\u201c\u518d\u9020\u4e00\u4e2a\u5e73\u53f0\u201d\u7684\u9677\u9631\uff0c\u9009\u62e9\u6210\u4e3a\u73b0\u6709\u7cfb\u7edf\u7684\u795e\u7ecf\u4e2d\u67a2\u3002\u8fd9\u964d\u4f4e\u4e86\u91c7\u7528\u95e8\u69db\uff0c\u4f46\u4e5f\u5c06\u6700\u5927\u7684\u6280\u672f\u6311\u6218\u9690\u85cf\u5176\u540e\uff1a\u5176\u6838\u5fc3AI\u80fd\u529b\uff08\u8bed\u4e49\u7406\u89e3\u3001\u53bb\u91cd\u5339\u914d\u3001\u9700\u6c42\u63d0\u53d6\uff09\u7684\u53ef\u9760\u6027\u76f4\u63a5\u51b3\u5b9a\u4e86\u5b83\u662f\u201c\u667a\u80fd\u52a9\u624b\u201d\u8fd8\u662f\u201c\u6df7\u4e71\u5236\u9020\u673a\u201d\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u53bb\u91cd\u51c6\u786e\u6027\u548c\u8fb9\u7f18\u6848\u4f8b\u7684\u62c5\u5fe7\uff0c\u6b63\u662f\u5bf9\u5176AI\u6a21\u578b\u5728\u771f\u5b9e\u4f01\u4e1a\u590d\u6742\u3001\u6a21\u7cca\u8bed\u5883\u4e0b\u7406\u89e3\u80fd\u529b\u7684\u62f7\u95ee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u770b\uff0c\u6b64\u4ea7\u54c1\u82e5\u6210\u529f\uff0c\u5176\u5546\u4e1a\u4ef7\u503c\u53ef\u80fd\u8fdc\u8d85\u4e00\u4e2a\u6548\u7387\u5de5\u5177\u3002\u5b83\u901a\u8fc7\u81ea\u52a8\u5316\u95ed\u73af\uff0c\u7cfb\u7edf\u6027\u5730\u6355\u83b7\u4e86\u4f20\u7edf\u4e0a\u6d41\u5931\u7684\u3001\u6563\u843d\u7684\u5ba2\u6237\u9700\u6c42\u6570\u636e\uff0c\u4e3a\u4f01\u4e1a\u6784\u5efa\u4e86\u4e00\u4e2a\u6301\u7eed\u3001\u81ea\u52a8\u5316\u7684\u5ba2\u6237\u9700\u6c42\u7ba1\u9053\u3002\u8fd9\u4e3a\u4ea7\u54c1\u51b3\u7b56\u63d0\u4f9b\u4e86\u8fd1\u4e4e\u5b9e\u65f6\u7684\u6570\u636e\u6d1e\u5bdf\uff0c\u5c06\u5ba2\u6237\u6210\u529f\u56e2\u961f\u4ece\u884c\u653f\u5de5\u4f5c\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u8f6c\u5411\u66f4\u9ad8\u4ef7\u503c\u7684\u5ba2\u6237\u5173\u7cfb\u7ba1\u7406\u3002\u7136\u800c\uff0c\u5176\u5929\u82b1\u677f\u4e5f\u5728\u4e8e\u6b64\uff1a\u5b83\u4e25\u91cd\u4f9d\u8d56\u5e76\u53d7\u5236\u4e8e\u4f01\u4e1a\u73b0\u6709\u5de5\u5177\u751f\u6001\uff08\u5982Jira\u3001Slack\uff09\u7684\u5f00\u653e\u6027\u4e0e\u7a33\u5b9a\u6027\uff0c\u4e14\u5176\u4ef7\u503c\u611f\u77e5\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u56e2\u961f\u73b0\u6709\u6d41\u7a0b\u7684\u6df7\u4e71\u7a0b\u5ea6\u2014\u2014\u6d41\u7a0b\u8d8a\u89c4\u8303\u7684\u4f01\u4e1a\uff0c\u5176\u5373\u65f6\u4ef7\u503c\u53ef\u80fd\u8d8a\u4e0d\u663e\u8457\u3002\u8fd9\u662f\u4e00\u6b3e\u4e3a\u201c\u589e\u957f\u4e2d\u7684\u6df7\u4e71\u201d\u91cf\u8eab\u5b9a\u5236\u7684\u7cbe\u5bc6\u6b62\u75db\u836f\uff0c\u800c\u975e\u4e07\u80fd\u6ecb\u8865\u54c1\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\">Slack Feature Request Agent<\/span>\n <\/div>\n<div class=\"comment-content\">Korl\u2019s Slack Agent uses AI to automatically capture and track customer feature requests \u2013 without adding new tools to your workflow. Here\u2019s how: 1. Extracts requests from customer calls in Gong, Zoom, Fathom, Fireflies, and more 2. Routes requests for review so you can file or update Jira tickets right from Slack 3. Notifies you when features ship with a personalized update for customers It helps CSMs avoid the request \u201cblack hole\u201d while giving Product visibility into what customers need.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey ProductHunt! \ud83d\udc4b<\/p>\n<p>I\u2019m Berit, co-founder of Korl. Thanks for checking out our launch!<\/p>\n<\/p>\n<p>This Slack agent actually started as a hacky internal workflow we built for ourselves. We were tired of trying to remember to log Jira issues after every customer call. We were building things our customers had asked for\u2026 but forgetting to close the loop when they shipped. We knew AI could automate this, and we didn\u2019t want yet another system to log into.<\/p>\n<\/p>\n<p>So we stitched together a rough agent that reviewed our Fathom call transcripts, flagged feature requests, and pushed them into Slack for quick triage.<\/p>\n<\/p>\n<p>Then one of our customers saw it and asked, \u201cCan we have that?\u201d That\u2019s when we realized this should be part of our product, not just an internal tool.<\/p>\n<\/p>\n<p>Today\u2019s launch is that productized version. It:<\/p>\n<\/p>\n<p>\u2022 Captures feature requests automatically from call recordings<\/p>\n<p>\u2022 Routes them to Slack so CSMs or Sales can add or update Jira issues from Slack<\/p>\n<p>\u2022 Tracks progress and drafts personalized updates when features ship<\/p>\n<\/p>\n<p>We\u2019d love to hear from you. What\u2019s your current process for tracking customer requests? And what would make this agent more useful in your workflow?<\/p>\n<\/p>\n<p>Thanks again for your support and for being part of the Korl community!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@berit_hoffmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@berit_hoffmann<\/a> Exactly, as Berit said: the ‘black hole’ of customer requests was a real pain for us. As a co-founder, I was constantly struggling to keep up with customer requests and prioritizing them. Like the best folks you work with, this agent meets you where you are. To me, that\u2019s the best part. It doesn\u2019t require behavior change or nudges. You just have your call, and Korl handles the admin work in the background. I\u2019ll be hanging out in the comments all day. Hit me with your toughest questions about our roadmap or how the agent works under the hood!<\/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\/@berit_hoffmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@berit_hoffmann<\/a> Huge congrats on the launch! The design overhaul is exactly what was needed. Waiting to test out the new features right away.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@berit_hoffmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@berit_hoffmann<\/a> This looks incredibly polished. The onboarding flow seems really smooth. Launching my own product today, so I know how stressful it is to get the pixels perfect. Upvoted!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Beautiful launch Berit. Korl feels simple and powerful. Congrats to you and the team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nimaaksoy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nimaaksoy<\/a> Thanks so much! We really appreciate your support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool. And finally, do you allow the presentations to be exported to different formats?<\/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\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> Yes. You can go into present mode from Korl, or you can export to common formats like PDF or Google Slides. Korl itself has full editing capabilities on the slides as well, many of which are powered by AI and much more efficient than editing in common tools like GSlides.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Oof, this hits my \u201cwhere\u2019d that request go?\u201d panic before QBRs. Pulling asks from Gong \u2192 Slack\/Jira then nudging when it ships\u2026 nice. Also into the auto-deck angle. Curious how well it de-dupes and maps to existing tickets.<\/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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> the deduping against existing Jira tickets uses vector search, so it captures matches even when they’re not a keyword match or are phrased differently. We also surface the top 3 matches in Slack so you can choose which one is the best match (or file a new ticket if none of them are).<\/p>\n<\/p>\n<p>Obviously proof is in the pudding once you try it on your data, but one of our early adopter customers has been using this for a little over a month and of the 100+ requested they’ve captured, about 70 of them were linked to existing issues!<\/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>Impressive launch, Korl team. From a clarity & onboarding lens: when a customer-facing team opens Korl for the first time, what\u2019s the <em>one belief<\/em> you want them to hold in the first 10-15 seconds?<br \/>Is it:<br \/>\u2022 \u201cI understand each customer\u2019s unique value path, not just their usage data.\u201d<br \/>Or:<br \/>\u2022 \u201cMy presentation will reflect their brand, context, and issues\u2014no generic slides.\u201d<br \/>Because in tools aimed at personalization at scale, the biggest adoption barrier isn\u2019t features\u2014it\u2019s belief that it <em>gets the customer<\/em>, not just the data.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> Good question. The belief we want them to hold is:<\/p>\n<\/p>\n<p>“Korl prepares me to speak directly to value for <em>this<\/em> customer, based on their unique requests, use cases, and priorities.”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Korl hits a major pain point for CS\/AM teams: the grind of turning scattered product + customer data into polished, personalized decks and renewal materials. Rather than wrestling with spreadsheets, Jira tickets, Slack threads, and having to build each customer\u2011specific slide by hand, Korl pulls everything together and auto\u2011generates meaningful presentations.<\/p>\n<p>I especially like that it doesn\u2019t treat \u201cpresentations\u201d as generic templates \u2014 it builds them around real context: who the customer is, how they use your product, what their priorities are, and what value you\u2019ve delivered or could deliver next. That shift from generic to personalized is where automation actually adds value.<\/p>\n<p>For startups or small SaaS companies that can\u2019t justify a full\u2011time CS ops or presentation builder, Korl seems like a tool that lets you punch above your weight: better customer communications, stronger renewals, and more consistent value messaging without scaling headcount.<\/p>\n<p>That said \u2014 the real test will be how well the \u201cAI + data sync \u2192 presentation\u201d pipeline handles edge cases, complex data, and constantly evolving products. If that holds up, I think Korl could be a game\u2011changer for customer-facing teams.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@andrew_azman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_azman<\/a> Thanks for the comment! Definitely agree the real test is in handling edge cases and complex data. That’s why we offer a free trial so people can see how Korl does on their own data.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I could see how our tool could benefit from Korl\u2019s workflow automation and streamlined collaboration features, so I\u2019m thinking this could work well together and I\u2019ll go take a closer look at their launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jamesjacksonleachatx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jamesjacksonleachatx<\/a> Glad to hear! Feel free to reach out if you have any questions as you are getting started.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 customizable is the routing to Slack channels or Jira projects?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Very customizable. You choose:<\/p>\n<ol>\n<li>\n<p>The Slack channel you want to post the summary of calls + requests<\/p>\n<\/li>\n<li>\n<p>Where you want requests sent for review\/triage (default is a DM to the call attendees, but you can fall back to a shared channel if you’d like)<\/p>\n<\/li>\n<li>\n<p>Which Jira issues to compare against for matching<\/p>\n<\/li>\n<li>\n<p>How to file new requests in Jira: which fields to update, which project new requests should go to, what type of issue (story, bug, epic, etc.)<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/MD2IITZRAF7VFJ\" class=\"app-title\">Nerve<\/a><\/p>\n<div class=\"one-liner\">AI Chief of Staff that does your actual work<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">170<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Nerve\u662f\u4e00\u6b3e\u4f01\u4e1a\u7ea7AI\u5de5\u4f5c\u526f\u9a7e\uff0c\u901a\u8fc7\u6df1\u5ea6\u96c6\u6210\u5e76\u7d22\u5f15\u4f01\u4e1a\u5185\u90e8\u5de5\u5177\u548c\u6570\u636e\uff0c\u5728\u8de8\u7cfb\u7edf\u4fe1\u606f\u68c0\u7d22\u3001\u6587\u6863\u64b0\u5199\u3001\u5de5\u5355\u521b\u5efa\u7b49\u65e5\u5e38\u529e\u516c\u573a\u666f\u4e2d\uff0c\u4e3b\u52a8\u6267\u884c\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u4fe1\u606f\u5b64\u5c9b\u4e0e\u91cd\u590d\u6027\u64cd\u4f5c\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\/20afaab6-99b8-4c43-afac-5d3d972beb40.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/589d5439-7e67-4a88-b643-c29c63a4e23c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f008a0b-7073-4693-b64d-b01b8543b179.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b27c610f-7f05-455a-af06-8142b4af60e7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ffad21b8-bea7-4f54-b9d0-8f3b48bf072b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23e3bb96-3cbd-414f-8827-a11a83c23507.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\/55d3519d-454b-4ce8-b3a6-f1a80fe4f1d7.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/pi7YN9DgW0g\"><source src=\"https:\/\/youtu.be\/pi7YN9DgW0g\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5de5\u4f5c\u526f\u9a7e<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e3b\u52a8\u5f0fAI<\/span><br \/>\n <span class=\"tag\">SOC 2\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u667a\u80fd\u4f53<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8bc4\u4ef7\u5176\u6df1\u5ea6\u4e0a\u4e0b\u6587\u7406\u89e3\u4e0e\u4e3b\u52a8\u6267\u884c\u80fd\u529b\uff0c\u8ba4\u4e3a\u5176\u4ece\u201c\u804a\u5929\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u5b9e\u9645\u5de5\u4f5c\u8005\u201d\u3002\u6709\u6548\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u8be2\u95ee\u5de5\u4f5c\u6d41\u81ea\u5b9a\u4e49\u80fd\u529b\u3001\u63a2\u8ba8\u6280\u672f\u6311\u6218\uff08\u5982\u6d77\u91cf\u6570\u636e\u7d22\u5f15\u4e0e\u6743\u9650\u63a7\u5236\uff09\u3001\u5efa\u8bae\u589e\u5f3a\u201c\u667a\u80fd\u63a8\u8350\u201d\u7b49\u524d\u77bb\u6027\u529f\u80fd\uff0c\u5e76\u671f\u5f85\u66f4\u667a\u80fd\u7684\u4e3b\u52a8\u4ee3\u7406\u5de5\u4f5c\u6d41\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Nerve\u5e76\u975e\u53c8\u4e00\u4e2a\u5957\u58f3\u804a\u5929\u673a\u5668\u4eba\uff0c\u5176\u91ce\u5fc3\u5728\u4e8e\u6210\u4e3a\u4f01\u4e1a\u5185\u90e8\u7684\u201c\u6570\u5b57\u4e2d\u67a2\u795e\u7ecf\u7cfb\u7edf\u201d\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u56de\u7b54\u201c\u662f\u4ec0\u4e48\u201d\uff0c\u800c\u5728\u4e8e\u89e3\u51b3\u201c\u7136\u540e\u5462\u201d\u2014\u2014\u5c06\u6563\u843d\u4e8eSlack\u3001\u90ae\u4ef6\u3001CRM\u4e2d\u7684\u5bf9\u8bdd\u4e0e\u4fe1\u606f\uff0c\u81ea\u52a8\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u7684Jira\u5de5\u5355\u3001\u9500\u552e\u8ddf\u8fdb\u90ae\u4ef6\u6216\u6807\u51c6PRD\u6587\u6863\u3002\u8fd9\u6807\u5fd7\u7740AI\u5e94\u7528\u4ece\u201c\u5bf9\u8bdd\u5f0f\u68c0\u7d22\u201d\u8fc8\u5165\u201c\u4ee3\u7406\u5f0f\u6267\u884c\u201d\u7684\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u58c1\u5792\u770b\u4f3c\u662f\u7e41\u591a\u7684API\u96c6\u6210\uff0c\u5b9e\u5219\u662f\u4e24\u91cd\u66f4\u6df1\u5c42\u7684\u6311\u6218\uff1a\u4e00\u662f\u6784\u5efa\u4e00\u4e2a\u7406\u89e3\u4f01\u4e1a\u590d\u6742\u6743\u9650\u56fe\u8c31\u5e76\u80fd\u5b9e\u65f6\u540c\u6b65\u6d77\u91cf\u788e\u7247\u7684\u201c\u77e5\u8bc6\u5f15\u64ce\u201d\uff1b\u4e8c\u662f\u8bbe\u8ba1\u51fa\u80fd\u53ef\u9760\u5b8c\u6210\u591a\u6b65\u9aa4\u3001\u53ef\u9006\u64cd\u4f5c\uff08\u5982\u521b\u5efa\u3001\u66f4\u65b0\u8bb0\u5f55\uff09\u7684\u201c\u667a\u80fd\u4f53\u201d\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u65e9\u671f\u7528\u6237\u5df2\u5c06\u5176\u7528\u4e8e\u7ade\u4e89\u60c5\u62a5\u6c47\u603b\u3001\u5468\u62a5\u81ea\u52a8\u751f\u6210\u7b49\u573a\u666f\uff0c\u9a8c\u8bc1\u4e86\u5176\u4f5c\u4e3a\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u6f5c\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u98ce\u9669\u4e5f\u5728\u4e8e\u6b64\u3002\u5c06AI\u6df1\u5ea6\u5d4c\u5165\u6838\u5fc3\u5de5\u4f5c\u6d41\uff0c\u610f\u5473\u7740\u9519\u8bef\u6216\u201c\u5e7b\u89c9\u201d\u7684\u6210\u672c\u6781\u9ad8\u3002\u4ea7\u54c1\u5fc5\u987b\u5728\u5176\u5f15\u4ee5\u4e3a\u50b2\u7684\u201c\u4e3b\u52a8\u6027\u201d\u4e0e\u201c\u53ef\u63a7\u6027\u201d\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u5e73\u8861\u3002\u6b64\u5916\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3a\u201c\u4e00\u5bb6\u516c\u53f8\u552f\u4e00\u7684\u5de5\u4f5cAI\u201d\uff0c\u6b64\u5b9a\u4f4d\u56fa\u7136\u5b8f\u5927\uff0c\u4f46\u4e5f\u9762\u4e34\u6765\u81ea\u5782\u76f4\u9886\u57df\u4e13\u7528Agent\uff08\u5982\u9500\u552e\u3001\u5ba2\u670dAI\uff09\u7684\u7ade\u4e89\u3002\u80fd\u5426\u5728\u4fdd\u6301\u901a\u7528\u6027\u7684\u540c\u65f6\uff0c\u5728\u7279\u5b9a\u90e8\u95e8\uff08\u5982\u4ea7\u54c1\u3001\u9500\u552e\u8fd0\u8425\uff09\u6253\u9020\u51fa\u4e0d\u53ef\u66ff\u4ee3\u7684\u6df1\u5ea6\u4ef7\u503c\uff0c\u5c06\u662f\u5176\u4ece\u201c\u6709\u7528\u5de5\u5177\u201d\u8715\u53d8\u4e3a\u201c\u5fc5\u5907\u7cfb\u7edf\u201d\u7684\u5173\u952e\u3002\u5f53\u524d\u7248\u672c\u4f3c\u4e4e\u66f4\u504f\u5411\u4e8e\u4fe1\u606f\u6574\u5408\u4e0e\u6587\u6863\u751f\u6210\uff0c\u79bb\u771f\u6b63\u201c\u4ee3\u7406\u201d\u5168\u6d41\u7a0b\u5de5\u4f5c\u5c1a\u6709\u8ddd\u79bb\uff0c\u4f46\u8def\u5f84\u5df2\u7136\u6e05\u6670\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\">Nerve<\/span>\n <\/div>\n<div class=\"comment-content\">Nerve connects to the apps your team already uses, searches through your internal content, and automates your most common workflows. It handles everything from writing docs, to updating your CRM, creating tickets in JIRA, and responding to emails. Even more, it proactively surfaces your most important to-dos and team updates. Nerve is enterprise ready, with SOC 2 compliance, SAML\/SSO support, and never trains on your data.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi ProductHunt! You probably use a lot of ChatGPT or Claude for work (as did we) but we kept running into three problems:<\/p>\n<p>1-<strong> They didn’t have a deep understanding of my work.<\/strong> None of them knew what I\u2019d said in a slack thread, on a video call, or what the latest updates to a file in my google drive were.<br \/>2-<strong> They couldn’t actually do my everyday work tasks.<\/strong> They\u2019d stop short of actually completing my work, like creating the actual jira tickets, sending followup emails, and updating my CRM.<br \/>3- <strong>They were too reliant on me starting a chat.<\/strong> I wanted something that would be able to proactively surface anything that should be important to me – things I need to take action on or updates on projects I\u2019m watching.<\/p>\n<p>We built Nerve to solve for this and be the one AI any company can use for work. It\u2019s enterprise ready, SOC 2 certified, and SSO compatible.<\/p>\n<p>Our customers are using Nerve for tasks like:<br \/> – Find all users that have requested a mobile app at some point and send them an email about our launch<br \/> – Write me a PRD using this template and then create the corresponding JIRA tickets<br \/> – Update the Salesforce opportunity fields from a gong call transcript and draft a follow up for any action items<\/p>\n<p>Nerve is free to try at <a href=\"https:\/\/www.usenerve.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.usenerve.com\/<\/a>, and to celebrate our launch we’re giving extended trials to the first 150 users from PH, message me at <a href=\"mailto:aziz@usenerve.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">aziz@usenerve.com<\/a> to claim \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@azizpabani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@azizpabani<\/a> <br \/><strong>This is a significant leap beyond chat-based AI\u2014building an agent that proactively surfaces actions and connects across tools (Slack, Drive, CRM) solves the exact “AI assistant vs. actual work” gap. The SOC 2 + SSO focus shows you’re serious about the enterprise.<\/strong><\/p>\n<p><strong>A strategic question: As you target companies ready for “one AI for work,” are you focusing on specific departments first (like sales ops or product teams), or are you approaching leadership for company-wide deployment from the start?<\/strong><\/p>\n<p><strong>(I ask because I specialize in helping enterprise-ready AI platforms connect with both departmental champions and executive decision-makers on LinkedIn\u2014where discussions about workflow automation, AI integration, and operational efficiency are constant.)<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A next-level productivity tool. Does Nerve support customizing workflows or is it limited to built-in integrations only?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@getsiful\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@getsiful<\/a> We’re adding new integrations all the time, though within those integrations you have a lot of ability to customize or even create your own workflows! Is there a specific thing you were trying to do?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! Cofounder\/CTO here at Nerve.<\/p>\n<\/p>\n<p>We solved a ton of technical challenges while building Nerve — everything from indexing huge amounts of data while maintaining a strict permission layer, to building more advanced agents that are able to handle more complicated workflows like pipeline reviews or performance evaluations, and even dealing with writing data back to dozens of apps.<\/p>\n<p>Happy to chat about any of those if you\u2019re curious, and always open to feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tanooj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanooj<\/a> Tanooj and I worked very closely at Brex where we built their banking product, and he’s easily one of the best engineers I’ve ever worked with \ud83d\ude42 <\/p>\n<p>Ever since the first chatgpt launch we’ve been tinkering with the idea of what a true work AI would look like – one that would not just chat but actually do most of our everyday workflows and unburden us to do higher leverage, more creative tasks. <\/p>\n<p>We built Nerve to solve the problems we faced at Brex and that all growing companies do: information getting siloed, too many notifications, and a lot more time spent writing docs or updating systems of record than doing our actual work. I hope you find Nerve as useful and time saving as our current users and I look forward to hearing your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using Nerve for over six months as a PM at OpenSpace.ai. Last week I dropped a call transcript in and asked it to draft a PRD and tickets for a quick, scrappy project we wanted to ship fast. It came back with a full draft\u2014and flagged issues we’d raised six months ago when we first discussed this project. Context pulled from old team notes, calls, and docs that nobody on the current call had mentioned. That alone saved us a ton of headaches. The beauty is now the Nerve agent takes it one step further and actually creates the Jira tickets. <\/p>\n<\/p>\n<p>No other AI tool I’ve used comes close to this level of context understanding. Nerve actually knows my company. It’s accurately incorporated bits of information from years ago and somehow can avoid getting lost in irrelevant context. Honestly, mind-blowing. Very impressive work from the Nerve team. <\/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\/@gabriel_denis_arrue_munes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabriel_denis_arrue_munes<\/a> thanks Gabe! it’s been so fun working with you and never saying ‘no’ or ‘too unrealistic’ to a task. The new capabilities were meant to be exactly that – a way for users to sit back and watch their AI do their actual work, whether its creating Jira tickets, writing a doc, or following up on emails. <\/p>\n<p>We have another surprise coming up at the end of the year – you show up in the morning and Nerve’s proactively done your critical tasks for you \ud83d\ude42 Coming up in the next launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats!! I have used Nerve as a PM and it has been instrumental in finding and sharing knowledge with stakeholders. Rather than sifting through multitude of documents, engineers, designers, marketers now ask questions to Nerve and get answers quickly. It led to a greater engagement and stronger shared context across our team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@serra_kazanc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@serra_kazanc<\/a> Thanks Serra! It’s been amazing working with you and the product teams at Brex and Adaptive. So much of that early feedback has made us indispensable to PMs, esp w the ability to write documents such as PRDs, roadmap planning etc with your existing templates. Thanks for your continued support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I lead product at OpenSpace, and over the last few months Nerve has quietly become one of the most important tools in my day. It started as \u201cyet another AI thing to try\u201d and ended up feeling a lot closer to an extra person on the team.<\/p>\n<p>A lot of AI products are basically \u201cChatGPT with a different skin.\u201d Nerve is different in two important ways for us:<\/p>\n<ol>\n<li>\n<p><strong>It actually knows our company.<\/strong><br \/>Nerve sits on top of the tools we live in every day\u2014Gmail, Slack, Google Drive, Gong, Jira, Salesforce, etc.\u2014and indexes them in a way that respects permissions. It can only see what <em>I<\/em> can see, but it brings all of that context into a single conversation. That means I can ask things like:<\/p>\n<ul>\n<li>\n<p>\u201cShow me everything customers have said about [competitor] in the last 2 weeks across Gong and Slack and summarize the themes.\u201d<\/p>\n<\/li>\n<li>\n<p>\u201cRemind me what we committed to in my last call with [customer] and draft a follow-up email.\u201d<\/p>\n<\/li>\n<li>\n<p>\u201cPull in the latest PRDs, specs, and Slack threads related to this epic and help me write an updated product brief.\u201d<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>It\u2019s built for actual work, not just answers.<\/strong><br \/>The place where Nerve really shines for me is <em>long-form, messy work<\/em>\u2014the stuff that usually takes real time: product specs, strategy docs, customer updates, competitive reviews, internal memos.<\/p>\n<p>My typical workflow now looks like:<\/p>\n<ul>\n<li>\n<p>Start with a messy brain dump: \u201cHere\u2019s a wall of Slack, Gong, and doc links. Help me turn this into a draft PRD in this template.\u201d<\/p>\n<\/li>\n<li>\n<p>Apply our own templates: we\u2019ve set up PRD and internal comms templates, so Nerve can mirror our exact structure, tone, and headings. It doesn\u2019t just write \u201ca document\u201d \u2013 it writes an <em>OpenSpace-style<\/em> document.<\/p>\n<\/li>\n<li>\n<p>Iterate in place: I highlight a section and say \u201ctighten this,\u201d \u201cmake this more executive-friendly,\u201d or \u201cadd risks and open questions based on the source material\u201d and it edits just that portion instead of rewriting the whole thing.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>For me personally, Nerve has replaced a lot of painful context gathering and blank-page time. A few concrete examples of how I actually use it:<\/p>\n<ul>\n<li>\n<p><strong>Prepping for important calls:<\/strong> Before a customer or partner meeting, I\u2019ll ask Nerve to summarize the last call, pull in any relevant emails and Slack threads, and list open questions or action items. I no longer dig through 5 different tools 10 minutes before a call.<\/p>\n<\/li>\n<li>\n<p><strong>Competitive intelligence timelines:<\/strong> We created a \u201ccompetitive feed\u201d timeline that watches Gong, Slack, and a few key docs for mentions of competitors. Nerve compiles this into a digest so I can see what customers are saying, how deals are shifting, and where pricing or messaging is coming up.<\/p>\n<\/li>\n<li>\n<p><strong>Weekly \u201cwhat did I actually do?\u201d summaries:<\/strong> I\u2019m experimenting with using Nerve to answer \u201cWhat did I work on this week?\u201d It pulls from meetings, email, Slack, and docs to draft a Good\/Bad\/Neutral style update that I can quickly review and be critical about where I’m spending my time, my most critical resource.<\/p>\n<\/li>\n<li>\n<p><strong>Turn calls into real outputs:<\/strong> When we run internal product or project huddles, we often end with obvious next steps: \u201cLet\u2019s write a PRD,\u201d \u201cLet\u2019s create Jira tickets,\u201d \u201cLet\u2019s draft a note for sales.\u201d Once that call is recorded and shows up in our systems, Nerve is where I go to turn that raw conversation into structured tickets or documents.<\/p>\n<\/li>\n<\/ul>\n<p>What\u2019s made this all stick is that the team behind Nerve actually listens and ships. We\u2019ve given them pretty opinionated feedback (sometimes bluntly), and we\u2019ve watched them:<\/p>\n<ul>\n<li>\n<p>Fix UX paper cuts within days.<\/p>\n<\/li>\n<li>\n<p>Rework action items so they auto-resolve when I actually reply in email or Slack, instead of turning into an endless, noisy backlog.<\/p>\n<\/li>\n<li>\n<p>Improve timelines from overly long, source-by-source dumps to concise summaries with details available <em>if<\/em> you want them.<\/p>\n<\/li>\n<\/ul>\n<p>Is everything perfect? No product is. I\u2019d love to see even more \u201cagentic\u201d workflows where it listens to my meetings or reviews notes (Granola-esque!) and proactively proposes tasks, tickets, or docs for me to confirm. <\/p>\n<\/p>\n<p>But at this point, for the way we work in product at OpenSpace, Nerve has crossed an important line: it\u2019s not a toy, it\u2019s infrastructure. If they turned it off tomorrow, my week would get noticeably worse.<\/p>\n<\/p>\n<p>If you\u2019re in product (or lead a cross\u2011functional team) and your work lives across Slack, email, docs, Gong, and Jira, Nerve is one of the few AI tools I\u2019ve tried that actually <em>earns<\/em> a permanent spot in that stack.<\/p>\n<\/p>\n<p>Happy to answer questions about how we\u2019ve wired it into our workflows.<\/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\/@mj_liverpool\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mj_liverpool<\/a> this is so amazing Michael, it’s been a pleasure working closely with your team and getting your constant feature requests \ud83d\ude42 Looking forward to doing a wider case study with OpenSpace; appreciate the in-depth use and comments here!<\/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! What was the biggest technical challenge in building the engine that connects all these disparate apps and internal content?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> the biggest technical challenge has been making it all work with a good performance. Even a company with 500 employees already has millions of data pieces (any tons more generated every day), all of which needs to be indexed and pulled on demand. A lot of that is updating over the course of the day.<\/p>\n<\/p>\n<p>And doing all of this while maintaining a strict permission structure is crucial. A CEO should have access to different information than an intern, and to do it all seamlessly we need to mirror and abstract away individual, group, company-wide permissions to make this one-click connect experience that we really wanted to have.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great idea! It would be very useful for me if AI could give recommendations on improving certain processes. For example, I write a task in Jira: “Connect Mailchimp for newsletters.” The AI analyzes the task and understands that this is a personalized B2B newsletter, then gives a recommendation: “For personalized B2B newsletters it\u2019s better to use Reply, where emails land in the primary inbox rather than the Promotions tab.”<\/p>\n<p>Is it easy to build this with AI? Of course!<br \/>Is it useful? It would be an absolute game-changer \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykyta_semenov_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykyta_semenov_<\/a> Actually a big use case for Nerve is as a thought partner! Customers have been using for a wide range of ideating and brainstorming tasks from coming up with product features, how to best approach a conversation with a manager, ideas for boosting specific OKRs or metrics, and recommendations on creating marketing collateral and copy that converts best! <br \/>Nerve is available in Jira via a browser extension and I’d love for you to try the exact use case you mentioned here, and share any thoughts! Try it at usenerve.com<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love that Nerve is proactive instead of waiting for us to start a chat, especially for surfacing follow-ups and things that need attention. Which signal or trigger has turned out to be the most useful for those proactive alerts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> Hey Viktor! We use a mix of signals to determine where a user needs to take attention. Getting tagged in something is very high intent, as is a thread that you were already responding to. We also semantically determine based on the content of say an email how urgent an ask is, whether the users is the best person to respond to it (vs everyone else in the thread), and we gather context from other SaaS apps on if the question or task has been answered elsewhere. Would love for you to try it yourself at usenerve.com!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/COUDPMY3AO3MBU\" class=\"app-title\">Transformers v5<\/a><\/p>\n<div class=\"one-liner\">The backbone of modern AI, re-engineered<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">157<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Transformers v5\u901a\u8fc7\u6a21\u5757\u5316\u8bbe\u8ba1\u3001\u539f\u751f\u91cf\u5316\u652f\u6301\u548cOpenAI\u517c\u5bb9\u670d\u52a1API\uff0c\u4e3aAI\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u6807\u51c6\u5316\u3001\u9ad8\u6027\u80fd\u7684\u6a21\u578b\u5f00\u53d1\u4e0e\u90e8\u7f72\u6846\u67b6\uff0c\u89e3\u51b3\u4e86AI\u6280\u672f\u6808\u788e\u7247\u5316\u3001\u751f\u4ea7\u90e8\u7f72\u590d\u6742\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\/340c2f97-e1fc-4525-8457-7bb390bd0fe9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07e3e25d-a814-42d3-8fe6-83e6ca6f3a73.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8616d38-8794-4ab5-8b90-a0caf0c7b3d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5f00\u53d1\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u673a\u5668\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">PyTorch\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u91cf\u5316\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u4e92\u64cd\u4f5c\u6027<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u5c31\u7eea<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u6807\u51c6\u5316\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u63a8\u7406\u670d\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u80af\u5b9av5\u7684\u4e92\u64cd\u4f5c\u6027\u548c\u751f\u4ea7\u5c31\u7eea\u7279\u6027\uff0c\u7279\u522b\u662f\u5bf9vLLM\/GGUF\u7b49\u751f\u6001\u7684\u76f4\u63a5\u652f\u6301\u3001\u91cf\u5316\u4f5c\u4e3a\u4e00\u7b49\u516c\u6c11\u4ee5\u53caOpenAI\u517c\u5bb9\u670d\u52a1\u5668\u3002\u6709\u8bc4\u8bba\u63a2\u8ba8Hugging Face\u5982\u4f55\u8ba9\u7528\u6237\u5feb\u901f\u5efa\u7acb\u201c\u80fd\u89c4\u6a21\u5316\u5de5\u4f5c\u6d41\u201d\u7684\u4fe1\u5ff5\uff0c\u53e6\u6709\u521b\u4e1a\u56e2\u961f\u8868\u8fbe\u795d\u8d3a\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 Transformers v5\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u6280\u672f\u5347\u7ea7\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9AI\u57fa\u7840\u8bbe\u65bd\u6743\u529b\u683c\u5c40\u7684\u4e00\u6b21\u9690\u6027\u91cd\u5851\u3002\u5728\u751f\u6210\u5f0fAI\u7206\u53d1\u540e\u7684\u6df7\u6c8c\u4e2d\uff0cHugging Face\u6b63\u8bd5\u56fe\u4ece\u201c\u6a21\u578b\u4ed3\u5e93\u201d\u7684\u5b9a\u4f4d\uff0c\u6084\u7136\u5347\u7ea7\u4e3a\u201cAI\u5806\u6808\u7684\u4e8b\u5b9e\u6807\u51c6\u5236\u5b9a\u8005\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u4e09\u4e2a\u5c42\u9762\u7684\u6218\u7565\u5361\u4f4d\uff1a\u7b2c\u4e00\uff0c**\u901a\u8fc7\u201c\u4e92\u64cd\u4f5c\u6027\u201d\u6536\u7f16\u751f\u6001**\u3002\u76f4\u63a5\u652f\u6301vLLM\u3001llama.cpp\u7b49\u6d41\u884c\u63a8\u7406\u6846\u67b6\uff0c\u5e76\u7eb3\u5165GGUF\u683c\u5f0f\uff0c\u672c\u8d28\u4e0a\u662f\u5efa\u7acb\u4e86\u4e00\u4e2a\u4ee5\u81ea\u8eab\u4e3a\u4e2d\u5fc3\u7684\u517c\u5bb9\u6027\u8054\u76df\uff0c\u5c06\u5206\u6563\u7684\u4f18\u5316\u5de5\u5177\u8f6c\u5316\u4e3a\u81ea\u5df1\u7684\u4e0b\u6e38\u6e20\u9053\u3002\u7b2c\u4e8c\uff0c**\u5c06\u91cf\u5316\u7b49\u751f\u4ea7\u9700\u6c42\u201c\u4e00\u7b49\u516c\u6c11\u5316\u201d**\uff0c\u8fd9\u5e76\u975e\u5355\u7eaf\u7684\u6280\u672f\u4f18\u5316\uff0c\u800c\u662f\u654f\u9510\u6355\u6349\u5230AI\u5e94\u7528\u4ece\u7814\u7a76\u8f6c\u5411\u5927\u89c4\u6a21\u90e8\u7f72\u7684\u6838\u5fc3\u74f6\u9888\u2014\u2014\u5185\u5b58\u4e0e\u6548\u7387\uff0c\u4ece\u800c\u7262\u7262\u6293\u4f4f\u4f01\u4e1a\u7ea7\u7528\u6237\u7684\u6838\u5fc3\u8bc9\u6c42\u3002\u7b2c\u4e09\uff0c**\u63a8\u51faOpenAI\u517c\u5bb9\u7684API\u670d\u52a1\u5668**\uff0c\u8fd9\u662f\u6700\u5177\u91ce\u5fc3\u7684\u4e3e\u52a8\u3002\u5b83\u964d\u4f4e\u4e86\u4ece\u5f00\u53d1\u5230\u90e8\u7f72\u7684\u95e8\u69db\uff0c\u540c\u65f6\u4e5f\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4e00\u6761\u201c\u53bbOpenAI\u5316\u201d\u7684\u5e73\u6ed1\u8fc1\u79fb\u8def\u5f84\uff0c\u5c06\u81ea\u5df1\u7f6e\u4e8e\u6a21\u578b\u63d0\u4f9b\u5546\u4e0e\u6700\u7ec8\u5e94\u7528\u4e4b\u95f4\u7684\u5173\u952e\u7ba1\u9053\u4f4d\u7f6e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u5168\u9762\u62e5\u62b1PyTorch\u201d\u7684\u7b56\u7565\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5728\u5de9\u56faPyTorch\u751f\u6001\u4e3b\u5bfc\u6743\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u758f\u8fdcTensorFlow\/JAX\u9635\u8425\u7684\u5f00\u53d1\u8005\uff0c\u5e76\u5728\u786c\u4ef6\u5382\u5546\uff08\u5982\u5bf9NVIDIA\u4e0d\u540c\u5de5\u5177\u94fe\uff09\u7684\u9002\u914d\u4e0a\u9762\u4e34\u65b0\u7684\u5e73\u8861\u6311\u6218\u3002\u6b64\u5916\uff0c\u4f5c\u4e3a\u201c\u73b0\u4ee3AI\u7684\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u5176\u65e5\u76ca\u589e\u957f\u7684\u590d\u6742\u6027\u662f\u5426\u4e0e\u201c\u8ba9AI\u6c11\u4e3b\u5316\u201d\u7684\u521d\u5fc3\u76f8\u6096\uff0c\u4e5f\u662f\u4e00\u4e2a\u503c\u5f97\u89c2\u5bdf\u7684\u95ee\u9898\u3002v5\u6807\u5fd7\u7740Transformers\u4ece\u8ffd\u6c42\u6a21\u578b\u8986\u76d6\u5e7f\u5ea6\u7684\u201c\u6269\u5f20\u671f\u201d\uff0c\u8fdb\u5165\u4e86\u5b9a\u4e49\u884c\u4e1a\u63a5\u53e3\u6807\u51c6\u7684\u201c\u5e73\u53f0\u671f\u201d\uff0c\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u63d0\u4f9b\u6807\u51c6\u5316\u4fbf\u5229\u7684\u540c\u65f6\uff0c\u907f\u514d\u6210\u4e3a\u521b\u65b0\u672c\u8eab\u7684\u65b0\u74f6\u9888\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\">Transformers v5<\/span>\n <\/div>\n<div class=\"comment-content\">The biggest update in 5 years. v5 brings a modular design, first-class quantization, and a new OpenAI-compatible serving API. Optimized for PyTorch and fully interoperable with the modern AI stack (vLLM, llama.cpp, GGUF).<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>It\u2019s hard to believe, but Transformers v4 was <a href=\"https:\/\/huggingface.co\/transformers\/v4.0.1\/index.html\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">released back in November 2020<\/a>. Think about that: v4 predates ChatGPT, Stable Diffusion, and the entire generative AI boom. Today, with 3M+ daily installs and 1.2B+ total downloads, it has become the undeniable “operating system” of modern AI.<\/p>\n<p>v5 is a maturity milestone. While v4 was about exploding growth (from 40 to 400+ architectures), v5 is about standardization and interoperability.<\/p>\n<p>Big shifts in this release:<\/p>\n<ul>\n<li>\n<p><strong>Interoperability is Key<\/strong>: v5 is built to play nice with the entire ecosystem\u2014seamlessly connecting with vLLM, SGLang, and llama.cpp. You can even load GGUF files directly now.<\/p>\n<\/li>\n<li>\n<p><strong>Production Ready<\/strong>: They introduced <em>transformers serve<\/em>, an OpenAI-compatible server for easy deployment and testing.<\/p>\n<\/li>\n<li>\n<p><strong>Quantization First<\/strong>: No longer an afterthought. Low-precision formats (4-bit\/8-bit) are now first-class citizens with cleaner APIs.<\/p>\n<\/li>\n<li>\n<p><strong>PyTorch Focus<\/strong>: They are going all in on PyTorch as the primary backend to ensure peak performance, while maintaining compatibility with JAX\/Flax.<\/p>\n<\/li>\n<\/ul>\n<p>For the community, Transformers remains the “Source of Truth” for model definitions. If a paper comes out, the code usually lands here first.<\/p>\n<p>Huge congrats to the <a href=\"https:\/\/www.producthunt.com\/products\/hugging-face\" target=\"_blank\" rel=\"noopener\">@Hugging Face<\/a> team and the all the <a href=\"https:\/\/github.com\/huggingface\/transformers\/releases#:~:text=Read%20more-,Contributors,-kashif%2C%20nihui%2C%20and\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">contributors<\/a> who made this happen. The past 5 years have been unforgettable, and the next 5 look even more exciting!\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> This is such a massive milestone, congrats to the entire team and community!<br \/>Crazy to think how much of the AI world has changed since v4 dropped, and yet Transformers has stayed the backbone of the entire ecosystem.<\/p>\n<p>The focus on interoperability is huge. Being able to plug directly into vLLM, SGLang, llamacpp, and even load GGUF out of the box makes v5 feel like a true universal layer for modern model development.<\/p>\n<p>Also love seeing quantisation treated as a first-class feature. So many real-world deployments depend on 4-bit\/8-bit workflows, so giving that clean APIs and official support is a big win for developers.<\/p>\n<p>And transformers serve is just\u2026 wow. An OpenAI-compatible server is going to make local + production testing so much easier.<\/p>\n<p>Amazing to see the project evolve from rapid expansion to this level of polish and maturity. Excited to see what the next phase unlocks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 vision behind Hugging Face\u2014making open-source AI tools accessible <em>and<\/em> usable is huge.<\/p>\n<p>From a clarity & conversion lens: when a developer or product team lands on the Hugging Face hub for the first time, what one belief are you aiming for them to take away in their first 10-15 seconds?<br \/>Is it:<br \/>\u2022 \u201cI can build and deploy cutting-edge models without reinventing the stack.\u201d<br \/>Or:<br \/>\u2022 \u201cThis community gives me control, not just usage.\u201d<br \/>Because for infrastructure\/SaaS tools, the biggest adoption hurdle isn\u2019t always features\u2014it\u2019s the user\u2019s <em>belief<\/em> that the tool will actually scale their product and workflow.<br \/>Curious how you\u2019re designing that initial moment of clarity for first-time users.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool! Congratulations on the new launch. We\u2019re also building an AI startup right now, but unfortunately, it\u2019s not open-source yet \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/42D4UL6L7Q53OI\" class=\"app-title\">Gleam<\/a><\/p>\n<div class=\"one-liner\">AI-powered design reviews from 10 expert panelists<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">154<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gleam\u901a\u8fc710\u4f4d\u5404\u5177\u4e13\u957f\u7684AI\u8bc4\u5ba1\u5458\uff0c\u5bf9\u8bbe\u8ba1\u7a3f\u63d0\u4f9b\u7ed3\u6784\u5316\u8bc4\u5ba1\uff0c\u5e2e\u52a9\u8bbe\u8ba1\u5e08\u548c\u72ec\u7acb\u5f00\u53d1\u8005\u5728\u7f3a\u4e4f\u5373\u65f6\u4e13\u4e1a\u53cd\u9988\u65f6\uff0c\u5feb\u901f\u83b7\u5f97\u591a\u7ef4\u5ea6\u6d1e\u5bdf\u548c\u9ad8\u6548\u6539\u8fdb\u5efa\u8bae\uff0c\u4ece\u800c\u6253\u7834\u601d\u7ef4\u5b9a\u5f0f\uff0c\u52a0\u901f\u8bbe\u8ba1\u8fed\u4ee3\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\/8a7c8221-0920-4b46-938d-feab9a92baa0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/466553aa-8d20-4bf3-be39-861c37744ace.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/911479f6-1d1e-4a29-ad4c-83bccf1da257.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44db50bf-198a-4583-bfff-d664d14d20e9.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\">Design Tools<\/span><br \/>\n <span class=\"tag\">User Experience<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bbe\u8ba1\u8bc4\u5ba1<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u4f53\u9a8c\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u53cd\u9988\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u4e13\u5bb6\u89c6\u89d2<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u8fed\u4ee3\u52a0\u901f<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u8d28\u91cf\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8bbe\u8ba1\u5ba1\u8ba1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u6838\u5fc3\u4ef7\u503c\uff0c\u5c24\u5176\u5bf9\u72ec\u7acb\u5f00\u53d1\u8005\u662f\u201c\u5de8\u5927\u89e3\u9501\u201d\uff0c\u80fd\u6709\u6548\u5bf9\u6297\u201c\u96a7\u9053\u89c6\u91ce\u201d\u3002\u53cd\u9988\u8ba4\u4e3a\u4eba\u683c\u5316\u8bc4\u5ba1\u907f\u514d\u4e86\u7b3c\u7edf\u8bc4\u4ef7\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u62d3\u5c55\u81f3\u5b8c\u6574\u9879\u76ee\u94fe\u63a5\u5ba1\u8ba1\u5e76\u751f\u6210\u62a5\u544a\uff1b\u8fdb\u4e00\u6b65\u660e\u786e\u4ea7\u54c1\u5e0c\u671b\u7528\u6237\u572810\u79d2\u5185\u5efa\u7acb\u7684\u6838\u5fc3\u4fe1\u5ff5\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 Gleam\u5de7\u5999\u5730\u7528\u201c\u4e13\u5bb6\u5c0f\u7ec4\u201d\u7684\u62df\u4eba\u5316\u53d9\u4e8b\uff0c\u5305\u88c5\u4e86\u4e00\u4e2a\u591a\u7ef4\u5ea6\u8bbe\u8ba1\u8bc4\u4f30\u6a21\u578b\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u7ec8\u6781\u7b54\u6848\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u201c\u7ed3\u6784\u5316\u53cd\u601d\u201d\u7684\u5f3a\u5236\u89e6\u53d1\u5668\u3002\u5bf9\u4e8e\u9677\u5165\u7ec6\u8282\u7684\u8bbe\u8ba1\u5e08\uff0c\u5b83\u6a21\u62df\u4e86\u8de8\u804c\u80fd\u8bc4\u5ba1\u4f1a\uff0c\u7528\u4e0d\u540c\u201c\u4e13\u4e1a\u89c6\u89d2\u201d\u5f3a\u884c\u5c06\u4e3b\u4f53\u4ece\u521b\u4f5c\u8005\u5207\u6362\u4e3a\u6279\u5224\u8005\uff0c\u8fd9\u662f\u5bf9\u6297\u4e2a\u4eba\u8ba4\u77e5\u504f\u5dee\u7684\u6709\u6548\u624b\u6bb5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\u3002\u7b2c\u4e00\uff0c\u6df1\u5ea6\u4f9d\u8d56\u8f93\u5165\u8d28\u91cf\uff08\u5355\u5f20\u622a\u56fe\uff09\uff0c\u7f3a\u4e4f\u5bf9\u4ea4\u4e92\u6d41\u7a0b\u3001\u4e1a\u52a1\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\uff0c\u53cd\u9988\u6613\u6d41\u4e8e\u8868\u9762\u89c4\u5219\u4e0e\u542f\u53d1\u5f0f\u68c0\u67e5\u3002\u7b2c\u4e8c\uff0c\u5c06\u201c\u4e13\u5bb6\u201d\u7b80\u5316\u4e3a\u56fa\u5b9a\u6807\u7b7e\uff0c\u53ef\u80fd\u9677\u5165\u53e6\u4e00\u79cd\u523b\u677f\u53cd\u9988\uff0c\u7f3a\u4e4f\u771f\u5b9e\u8bc4\u5ba1\u4e2d\u52a8\u6001\u3001\u8ffd\u95ee\u7684\u601d\u7ef4\u78b0\u649e\u3002\u7b2c\u4e09\uff0c\u6700\u5371\u9669\u7684\u6f5c\u5728\u5f71\u54cd\u662f\uff0c\u7528\u6237\u53ef\u80fd\u5c06\u201c\u5f97\u5206\u201d\u4e0e\u201c\u4f18\u5316\u6e05\u5355\u201d\u8bef\u8bfb\u4e3a\u8bbe\u8ba1\u8d28\u91cf\u7684\u6743\u5a01\u6807\u51c6\uff0c\u4ece\u800c\u6291\u5236\u4e86\u66f4\u6839\u672c\u3001\u66f4\u521b\u65b0\u7684\u8bbe\u8ba1\u63a2\u7d22\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5b9a\u4f4d\u201c\u975e\u66ff\u4ee3\u771f\u5b9e\u4e13\u5bb6\u201d\u662f\u6e05\u9192\u7684\u3002\u5b83\u672c\u8d28\u662f\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u53d1\u6563\u601d\u7ef4\u201d\u542f\u52a8\u5668\u4e0e\u81ea\u67e5\u6e05\u5355\uff0c\u9002\u7528\u4e8e\u65e9\u671f\u3001\u5feb\u901f\u7684\u8fed\u4ee3\u5faa\u73af\uff0c\u5c24\u5176\u5229\u597d\u8d44\u6e90\u6709\u9650\u7684\u72ec\u7acb\u6784\u5efa\u8005\u3002\u4f46\u82e5\u60f3\u4ece\u201c\u6709\u8da3\u5de5\u5177\u201d\u8fdb\u9636\u4e3a\u201c\u4e13\u4e1a\u4f19\u4f34\u201d\uff0c\u4e0b\u4e00\u6b65\u9700\u601d\u8003\u5982\u4f55\u878d\u5165\u8bbe\u8ba1\u7cfb\u7edf\u4e0e\u4e1a\u52a1\u6307\u6807\uff0c\u8ba9AI\u7684\u201c\u7b56\u7565\u201d\u53cd\u9988\u4e0d\u6b62\u4e8e\u7a7a\u6cdb\u5efa\u8bae\uff0c\u800c\u662f\u80fd\u4e0e\u771f\u5b9e\u7528\u6237\u6570\u636e\u53ca\u5546\u4e1a\u76ee\u6807\u5bf9\u9f50\u3002\u5f53\u524d\u7248\u672c\u662f\u4f18\u79c0\u7684\u201c\u7834\u5c40\u201d\u5de5\u5177\uff0c\u4f46\u8ddd\u79bb\u6210\u4e3a\u6df1\u5ea6\u201c\u534f\u4f5c\u8005\u201d\u4ecd\u6709\u957f\u8def\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\">Gleam<\/span>\n <\/div>\n<div class=\"comment-content\">Gleam gives your design a structured review from 10 AI panelists, each with their own specialty\u2014UX, visual design, accessibility, product strategy, and more. Upload a screenshot and get scores, directional insights, and a short list of high-impact fixes to guide your next iteration.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \u2014 Dane here \ud83d\udc4b<\/p>\n<p>I built Gleam because I\u2019ve always loved iterating on designs, but getting meaningful critique on demand is hard. Sometimes you need quick input across a wide range of topics to break out of your current focus and see your design more broadly.<\/p>\n<p>Gleam gives you that: 10 AI reviewers with different specialties, scoring your design and pointing you toward the highest-leverage improvements. Not a replacement for real design expertise \u2014 just a tool to help you think about trade-offs and ship faster.<\/p>\n<p>Try it out and let me know what you think! \ud83d\ude4f<\/p>\n<p>\u2014 Dane<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@duilen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@duilen<\/a> You did a fantastic job.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@duilen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@duilen<\/a> Looks awesome!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Oh wow this looks soo good! My design team is not gonna have a fun day I am sure of it haha. <\/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\/@ansh_deb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansh_deb<\/a> Thanks!<\/p>\n<\/p>\n<p>Let me know how it goes. I’ve given the app a test run on a handful of designs but you always get unexpected surprises when you throw a new app to the wolves the first time. \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 massive unlock for solo devs. I usually stare at my own designs until I lose all objectivity.<\/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\">@kavan_thosani I hope so!<\/p>\n<p>I’ve worked on so many designs over the years as a solo dev. It’s easy to get tunnel vision when you get locked into working on a single element.<\/p>\n<p>This helps you take a step back and look at the bigger picture. And you can do it in short feedback cycles that don’t take days to weeks.<\/p>\n<p>I’m excited to build a product that supports solo devs! \ud83d\udd96<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really amazing. I loved it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love this! No more staring at your design, squinting while tilting your head left and right like it could magically fix it. Just drop a screenshot in Gleam and iterate. I’m a fan!<\/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\/@its_felice\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@its_felice<\/a> Thanks!<\/p>\n<p>I’m not opposed to doing a little squinting while internally debating about what’s next and why. Investing mental energy in your design is where the real magic happens. I hope Gleam just helps make that process a little easier.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting idea! I suggest a project development option: you upload a link to your project and it generates a series of audits\u2014layout quality, SEO quality, design quality, etc. But full audits, with a report and recommendations. On the website, immediately show examples of such audits so the quality level is clear. I haven\u2019t seen a project like this, but I\u2019m sure it would be in demand. And Google queries for audits aren\u2019t very competitive, so getting into the top 5 and receiving organic traffic wouldn\u2019t be difficult.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mykyta_semenov_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykyta_semenov_<\/a> Great idea! Instead of baking this functionality into Gleam, it might make sense to create a separate tool dedicated to product audits. That sounds like a solid v1Labs tool to potentially build soon. \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The persona-based feedback is smart. Stops the AI from just saying “looks good” and actually forces a specific critique angle.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 and valuable. Excited to use it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The panel\u2019s feedback is helpful and definitely gave me several ideas for what to improve next. Amazing job!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love how Gleam frames social skills as a learnable muscle. From an onboarding & clarity lens: when someone opens Gleam for the first time, what\u2019s the <em>one belief<\/em> you want them to walk away with in the first 10 seconds?<br \/>Is it \u201cI can show up socially without freezing\u201d or \u201cI\u2019m going to learn this just like I learned piano\u201d?<br \/>Because in habit-tools for human behaviour, that first belief can make all the difference.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/N2OPGPE5DLUVS6\" class=\"app-title\">Unosend<\/a><\/p>\n<div class=\"one-liner\">Send transactional + marketing email w\/ 99.9% deliverability<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">150<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u5f00\u53d1\u8005\u6253\u9020\u7684\u9ad8\u9001\u8fbe\u7387\u90ae\u4ef6API\uff0c\u4ee5\u6781\u5177\u7ade\u4e89\u529b\u7684\u4ef7\u683c\u548c\u53cb\u597d\u7684\u514d\u8d39\u989d\u5ea6\uff0c\u89e3\u51b3\u521d\u521b\u56e2\u961f\u53ca\u72ec\u7acb\u5f00\u53d1\u8005\u5728\u90ae\u4ef6\u53d1\u9001\u6210\u672c\u4e0e\u6269\u5c55\u6027\u4e0a\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\/a1d6ad66-3ea1-48a7-bf96-8e89ed4a3e71.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c252f16c-6192-43b5-9017-08bf3eaca45f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/350a5639-add2-429f-aea1-2e1efa99c880.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8854644a-a7fe-464b-a1c6-e0cbb98f1723.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\">Email Marketing<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u90ae\u4ef6API<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u9001\u8fbe\u7387<\/span><br \/>\n <span class=\"tag\">\u4e8b\u52a1\u6027\u90ae\u4ef6<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u90ae\u4ef6<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u66ff\u4ee3\u65b9\u6848<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u989d\u5ea6<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u4ef7\u503c\uff0c\u5c24\u5176\u5173\u6ce8\u5b9a\u4ef7\u4f18\u52bf\u3001\u4e0eResend\u7684\u5bf9\u6bd4\u53ca\u529f\u80fd\u5b8c\u6574\u6027\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u80af\u5b9a\u514d\u8d39\u989d\u5ea6\u4e0e\u6027\u4ef7\u6bd4\uff1b\u8be2\u95eePHP\/Laravel\u652f\u6301\u3001\u9ad8\u7ea7\u5206\u6790\u3001\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7b49\u5f00\u53d1\u7ec6\u8282\uff1b\u63d0\u51fa\u5bf9\u9001\u8fbe\u7387\u4fdd\u969c\u3001\u53cd\u6ee5\u7528\u673a\u5236\u7684\u6280\u672f\u6027\u8d28\u7591\uff1b\u6307\u51fa\u5b98\u7f51\u6697\u9ed1\u6a21\u5f0f\u663e\u793a\u95ee\u9898\uff0c\u5e76\u5efa\u8bae\u4f18\u5316UI\u4ee5\u907f\u514d\u4e0eResend\u8fc7\u5ea6\u76f8\u4f3c\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 Unosend\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u5730\u523a\u5165\u4e86\u5f53\u524d\u5f00\u53d1\u8005\u90ae\u4ef6\u670d\u52a1\u5e02\u573a\u7684\u8f6f\u808b\uff1a\u5728Resend\u91cd\u5851\u4e86\u5f00\u53d1\u8005\u4f53\u9a8c\uff08DX\uff09\u4e4b\u540e\uff0c\u5176\u5b9a\u4ef7\u7b56\u7565\u6210\u4e3a\u4e86\u65b0\u7684\u589e\u957f\u67b7\u9501\u3002Unosend\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u5e76\u975e\u5355\u7eaf\u7684\u529f\u80fd\u521b\u65b0\u8005\uff0c\u800c\u662f\u5b9a\u4f4d\u4e3a\u201c\u66f4\u4f18\u6027\u4ef7\u6bd4\u7684\u66ff\u4ee3\u65b9\u6848\u201d\u3002\u5b83\u51e0\u4e4e\u590d\u523b\u4e86Resend\u5907\u53d7\u8d5e\u8a89\u7684\u7b80\u6d01API\u4e0e\u5f00\u53d1\u4f53\u9a8c\uff0c\u540c\u65f6\u6253\u51fa\u201c5000\u5c01\u514d\u8d39+\u66f4\u4f4e\u5355\u4ef7+\u66f4\u9ad8\u901f\u7387\u201d\u7684\u7ec4\u5408\u62f3\uff0c\u76f4\u63a5\u7784\u51c6\u4e86\u4ef7\u683c\u654f\u611f\u5374\u53c8\u8ffd\u6c42\u4e13\u4e1a\u5ea6\u7684\u521d\u521b\u516c\u53f8\u548c\u72ec\u7acb\u5f00\u53d1\u8005\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\u6a21\u4eff\u8005\u56f0\u5883\u201d\u3002\u5176UI\u4e0eResend\u7684\u9ad8\u5ea6\u76f8\u4f3c\u6027\uff0c\u5df2\u88ab\u7528\u6237\u6307\u51fa\u53ef\u80fd\u635f\u5bb3\u4fe1\u4efb\u3002\u5728\u5de5\u5177\u7c7b\u5e02\u573a\uff0c\u54c1\u724c\u72ec\u7acb\u6027\u4e0e\u4fe1\u4efb\u611f\u81f3\u5173\u91cd\u8981\uff0c\u8fc7\u5ea6\u501f\u9274\u867d\u80fd\u964d\u4f4e\u7528\u6237\u8fc1\u79fb\u6210\u672c\uff0c\u4f46\u4e5f\u53ef\u80fd\u524a\u5f31\u81ea\u8eab\u54c1\u724c\u4ef7\u503c\uff0c\u88ab\u89c6\u4e3a\u201c\u5c71\u5be8\u7248\u201d\u3002\u5176\u6b21\uff0c\u662f\u57fa\u7840\u8bbe\u65bd\u7684\u201c\u4fe1\u4efb\u8d64\u5b57\u201d\u3002\u90ae\u4ef6\u670d\u52a1\u7684\u6838\u5fc3\u662f\u9001\u8fbe\u7387\u4e0e\u53d1\u4ef6\u4eba\u58f0\u8a89\uff0c\u8fd9\u662f\u4e00\u4e2a\u9700\u8981\u957f\u671f\u6295\u5165\u4e0e\u79ef\u7d2f\u7684\u9886\u57df\u3002\u65b0\u73a9\u5bb6\u627f\u8bfa\u201c99.9%\u9001\u8fbe\u7387\u201d\u5e76\u58f0\u79f0\u4f7f\u7528\u4e0e\u5de8\u5934\u76f8\u540c\u7684\u53ef\u9760\u57fa\u7840\u8bbe\u65bd\uff0c\u4f46\u5982\u4f55\u8ba9\u7528\u6237\uff0c\u7279\u522b\u662f\u4e2d\u5927\u578b\u5ba2\u6237\uff0c\u76f8\u4fe1\u5176\u80fd\u957f\u671f\u3001\u7a33\u5b9a\u5730\u7ef4\u6301\u8fd9\u4e00\u627f\u8bfa\uff0c\u5e76\u6709\u6548\u9694\u79bb\u6076\u610f\u7528\u6237\u4ee5\u4fdd\u62a4\u6574\u4f53\u53d1\u4ef6\u4eba\u58f0\u8a89\uff0c\u662f\u9700\u8981\u7528\u65f6\u95f4\u548c\u900f\u660e\u6570\u636e\u6765\u56de\u7b54\u7684\u786c\u6838\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u6280\u672f\u4e0a\u7684\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u5e02\u573a\u7b56\u7565\u7684\u7cbe\u51c6\u3002\u5b83\u5229\u7528\u540e\u53d1\u4f18\u52bf\uff0c\u4ee5\u4e00\u4e2a\u201c\u5e73\u4ef7\u4f18\u8d28\u66ff\u4ee3\u54c1\u201d\u7684\u59ff\u6001\uff0c\u8feb\u4f7f\u5e02\u573a\u91cd\u65b0\u5ba1\u89c6\u5b9a\u4ef7\u5408\u7406\u6027\uff0c\u4e3a\u5f00\u53d1\u8005\u7fa4\u4f53\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u8bae\u4ef7\u7b79\u7801\u548c\u9009\u62e9\u7a7a\u95f4\u3002\u4f46\u5176\u957f\u8fdc\u6210\u529f\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u4fdd\u6301\u4ef7\u683c\u4f18\u52bf\u7684\u540c\u65f6\uff0c\u5feb\u901f\u5efa\u7acb\u72ec\u7279\u7684\u4ea7\u54c1\u8fa8\u8bc6\u5ea6\uff0c\u5e76\u7ecf\u53d7\u4f4f\u5927\u89c4\u6a21\u3001\u590d\u6742\u573a\u666f\u4e0b\u5bf9\u90ae\u4ef6\u57fa\u7840\u8bbe\u65bd\u7a33\u5b9a\u6027\u548c\u5b89\u5168\u6027\u7684\u6b8b\u9177\u8003\u9a8c\u3002\u8fd9\u662f\u4e00\u573a\u5173\u4e8e\u5e73\u8861\u201c\u6027\u4ef7\u6bd4\u201d\u4e0e\u201c\u53ef\u4fe1\u5ea6\u201d\u7684\u6301\u4e45\u6218\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\">Unosend<\/span>\n <\/div>\n<div class=\"comment-content\">The best email API for developers. Send transactional and marketing emails with 99.9% deliverability. Simple REST API, competitive pricing, and 5,000 free emails\/month. Better than Resend & SendGrid. Start free today.<\/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 excited to launch Unosend\u2014the email API I wish existed when I started building.<\/p>\n<p>The Problem:<br \/>\nEvery email API either charges too much, has confusing pricing, or lacks features developers need. I’ve used Resend, SendGrid, Resend and Postmark-they’re all great but expensive for growing startups.<\/p>\n<p>The Solution:<\/p>\n<p>Unosend gives you:<br \/>\n– 5000 free emails\/month<br \/>\n– Transectional and marketing emails.<br \/>\n– Simple, predictable pricing as you scale<br \/>\n– The same reliable infrastructure and deliverability<br \/>\n– A developer experience we’re proud of<\/p>\n<p>Why we built this:<br \/>\nAs developers ourselves, we wanted an email API that doesn’t punish you for success. When your app grows, your email costs shouldn’t eat into your margins.<\/p>\n<p>What’s next:<br \/>\n– React Email integration<br \/>\n– More SDKs (Rust, Java, .NET)<br \/>\n– Advanced analytics<br \/>\n– Email automation workflows<\/p>\n<p>I’d love your feedback! Try it free (no credit card needed), and let me know what you think.<\/p>\n<p>Happy to answer any questions! \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@bittucreator\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bittucreator<\/a> Advanced analytics could be super useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bittucreator\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bittucreator<\/a> Congrats on the launch! Any plans on integrating Unosend with <a href=\"https:\/\/www.producthunt.com\/products\/wemail-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"wemail-2\" target=\"_blank\" rel=\"noopener\">@weMail<\/a> ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Your landing page is partly broken<\/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\/@jim_engine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_engine<\/a> It looks like a dark mode thing, but yeah the styles do look a bit broken. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jim_engine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_engine<\/a> Explain bit more<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Do you offer tracking, and also is there a way to detect if the mail has landed in spam?<br \/>Would love to try it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> <\/p>\n<p>Thanks for the interest! \ud83d\ude4c<\/p>\n<p><strong>Yes, we offer tracking!<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Open tracking<\/strong> – Know when recipients open your emails<\/p>\n<\/li>\n<li>\n<p><strong>Click tracking<\/strong> – Track which links get clicked<\/p>\n<\/li>\n<li>\n<p><strong>Delivery webhooks<\/strong> – Real-time notifications for delivered, bounced, and complained events<\/p>\n<\/li>\n<\/ul>\n<p>About spam detection:<br \/>Directly detecting if an email lands in spam isn’t possible (no email provider can do this – it’s determined by the recipient’s mail server). However, we help you maximize inbox placement:<\/p>\n<ul>\n<li>\n<p>\ud83d\udcca <strong>Bounce & complaint monitoring<\/strong> – High rates often indicate deliverability issues<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd10 <strong>Full authentication<\/strong> – We handle SPF, DKIM, and DMARC automatically<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcc8 <strong>Sending reputation<\/strong> – Our infrastructure maintains high sender reputation<\/p>\n<\/li>\n<\/ul>\n<p> If you’re seeing deliverability issues, the complaint\/bounce rates in your dashboard are usually the best indicators.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>So the only thing this one better than <strong>Resend<\/strong> is the number of free emails?<\/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\/@buiducnhat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@buiducnhat<\/a> <\/p>\n<p>The free tier is definitely a highlight (5,000 emails\/month vs Resend’s 3,000), but there’s more:<\/p>\n<p><strong>Beyond the free tier:<\/strong><\/p>\n<ul>\n<li>\n<p>\ud83d\udcb0 <strong>Better value<\/strong> – $20\/mo gets you 50K emails AND 10,000 contacts (Resend’s $20 only gives you 50K emails, no contacts included)<\/p>\n<\/li>\n<li>\n<p>\ud83d\ude80 <strong>Higher rate limits<\/strong> – 50 emails\/sec vs Resend’s 10\/sec<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd0c <strong>Same simple API<\/strong> – If you know Resend, you already know Unosend (drop-in compatible)<\/p>\n<\/li>\n<\/ul>\n<p><strong>Same great features:<\/strong><\/p>\n<ul>\n<li>\n<p>Beautiful developer experience<\/p>\n<\/li>\n<li>\n<p>Webhooks, tracking, templates<\/p>\n<\/li>\n<li>\n<p>React Email support<\/p>\n<\/li>\n<li>\n<p>All the SDKs you need<\/p>\n<\/li>\n<\/ul>\n<p>We built Unosend because we love what Resend did for email DX, but felt the pricing was holding back indie hackers and startups. Same philosophy, friendlier on the wallet \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>Very cool product \ud83d\ude42 <br \/>Looking forward to trying it! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Thanks Lev \u2014 appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice project, @bittucreator! It\u2019s much-needed. I also love the simple and clean UI. Congratulations on a successful launch!<\/p>\n<\/p>\n<p>Do you have any plans for a PHP\/Laravel package or library that can be used to send emails using UnoSend?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hasin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hasin<\/a> <\/p>\n<p>Thanks so much! Really glad you like the clean UI – we put a lot of effort into making it developer-friendly \ud83d\ude4f<\/p>\n<p>Great question about PHP\/Laravel! Yes, we have a <strong>PHP SDK<\/strong> ready to go:<\/p>\n<\/p>\n<p>For Laravel specifically, you can also use it as a mail driver. <\/p>\n<p>We’re working on a dedicated Laravel package with Mailables support and would love your feedback on what features would be most useful!<\/p>\n<p>Check out our docs: <a href=\"https:\/\/www.unosend.co\/docs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/unosend.com\/docs<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Well done Venkat. Unosend is clean and practical. Congrats to you and the team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nimaaksoy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nimaaksoy<\/a> <\/p>\n<p><strong>Thanks, Nima<\/strong>, that means a lot. We aimed for a developer-first flow: fast setup, clean API, and predictable pricing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>pricing feels fair, especially for small projects that still need professional delivery.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>landing page looks pretty wack on darkmode firefox.<\/p>\n<\/p>\n<p>as a paying resend user, why should i switch to unosend?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>here are some features that are fairly table stakes to me:<\/p>\n<p>– be able to have multiple projects with their own domains <br \/>– simple API <\/p>\n<p>-deliverability metrics<\/p>\n<p>– (nice to have) some idempotency protection<\/p>\n<p>-( nice to have) a sense of best practices and if my emails meet them<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does deliverability compare to Resend? Are you likely to end up in spam for gmail or outlook? Additionally, do you have any protection in place to prevent people abusing the service, and then get the other people using the service to be marked as spam?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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><a href=\"https:\/\/www.producthunt.com\/@bittucreator\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"bittucreator\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bittucreator<\/a> I will definitely give unosend a try! <\/p>\n<\/p>\n<p>My recommendation would be to change up the UI a little, it feels like a clone of resend (which I currently use) and I think that could hurt the trust of customers who already know Resend.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’m really interested in using it for a Waitlist\ud83d\ude4f\ud83c\udffdmy flow is: user signs up, unosend collects the email as contact, unosend sends Email confirmation to user, 1 week later Unosend automatically sends a reminder to All users. Can I create all that with Unosend alone?<\/p>\n<p>I went through your Docs, I think Unosend can do all that. Just wanted a short confirmation before I start hacking.<\/p>\n<p>Resend forces me to buy webhooks externally (zapier, supabase, mailchimp) which for me defeats the purpose of using Resend at all.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6SZVMGM3KAI5G2\" class=\"app-title\">Nova Act by Amazon<\/a><\/p>\n<div class=\"one-liner\">An AI agent platform on AWS for building reliable agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">139<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Nova Act \u662f\u4e00\u4e2a\u57fa\u4e8eAWS\u7684AI\u667a\u80fd\u4f53\u5e73\u53f0\uff0c\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u6a21\u62df\u73af\u5883\u8bad\u7ec3\uff0c\u65e8\u5728\u53ef\u9760\u5730\u81ea\u52a8\u5316\u7f51\u9875\u8868\u5355\u586b\u5199\u3001QA\u6d4b\u8bd5\u7b49\u91cd\u590d\u6027\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u4f20\u7edfRPA\u5de5\u5177\u56e0\u754c\u9762\u53d8\u5316\u800c\u811a\u672c\u8106\u5f31\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\/ff431b98-f1d8-4cef-a27b-9ff9e77498a1.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=zHLHvBEeRMU\"><source src=\"https:\/\/www.youtube.com\/watch?v=zHLHvBEeRMU\" 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\/9f169dbe-5885-4df4-93b1-26c5045078c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30717f9e-0017-4e43-a00a-62fb2570d82a.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\/490d8d06-2411-486d-adca-dd3e945f9896.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\/a391f6e7-c07a-4f7a-9cae-3b32e04e51a3.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">RPA\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u5f3a\u5316\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">AWS\u4e91\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u53ef\u9760\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u5c31\u7eea<\/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\u5448\u4e24\u6781\uff1a\u4e00\u65b9\u80af\u5b9a\u5176\u5f3a\u5316\u5b66\u4e60\u5e26\u6765\u7684\u53ef\u9760\u6027\u53ca\u751f\u4ea7\u7ea7\u5de5\u5177\u94fe\uff1b\u53e6\u4e00\u65b9\u5219\u8d28\u7591\u4e9a\u9a6c\u900a\u5728AI\u7ade\u8d5b\u4e2d\u7684\u8ddf\u8fdb\u901f\u5ea6\u4e0e\u6a21\u578b\u8868\u73b0\u3002\u6838\u5fc3\u5efa\u8bae\u805a\u7126\u4e8e\u660e\u786e\u4ea7\u54c1\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\uff0c\u4ee5\u5efa\u7acb\u7528\u6237\u5bf9\u201c\u5927\u89c4\u6a21\u53ef\u9760\u8fd0\u884c\u201d\u7684\u4fe1\u5fc3\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 \u4e9a\u9a6c\u900a\u63a8\u51faNova Act\uff0c\u770b\u4f3c\u662f\u6324\u5165\u5df2\u8d8b\u62e5\u6324\u7684AI\u667a\u80fd\u4f53\u4e0e\u81ea\u52a8\u5316\u8d5b\u9053\uff0c\u4f46\u5176\u771f\u6b63\u7684\u950b\u8292\u5e76\u975e\u5728\u4e8e\u70ab\u6280\uff0c\u800c\u5728\u4e8e\u76f4\u51fb\u4ea7\u4e1a\u7ea7\u5e94\u7528\u7684\u8f6f\u808b\u2014\u2014\u53ef\u9760\u6027\u3002\u4e0e\u4f9d\u8d56\u70b9\u51fb\u5f55\u5236\u7684\u4f20\u7edfRPA\u5de5\u5177\u4e0d\u540c\uff0cNova Act\u5f3a\u8c03\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u5728\u6a21\u62df\u73af\u5883\u4e2d\u8bad\u7ec3\u667a\u80fd\u4f53\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5bf9\u201c\u8106\u5f31\u6027\u201d\u8fd9\u4e00\u81ea\u52a8\u5316\u987d\u75be\u7684\u91dc\u5e95\u62bd\u85aa\u3002\u5b83\u8bd5\u56fe\u8ba9\u667a\u80fd\u4f53\u50cf\u4eba\u4e00\u6837\u7406\u89e3\u610f\u56fe\u5e76\u9002\u5e94\u754c\u9762\u53d8\u5316\uff0c\u800c\u975e\u673a\u68b0\u5730\u6267\u884c\u56fa\u5b9a\u5750\u6807\u6307\u4ee4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u540c\u6837\u9c9c\u660e\u3002\u4e00\u65b9\u9762\uff0c\u5b83\u80cc\u9760AWS\u7684\u5b8c\u6574\u751f\u6001\uff08IDE\u6269\u5c55\u3001CloudWatch\u3001\u90e8\u7f72\uff09\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4ece\u6784\u5efa\u5230\u76d1\u63a7\u7684\u201c\u751f\u4ea7\u5c31\u7eea\u201d\u5de5\u5177\u7bb1\uff0c\u8fd9\u662f\u5176\u76f8\u8f83\u4e8e\u8bb8\u591a\u72ec\u7acb\u521b\u65b0\u8005\u7684\u5de8\u5927\u4f18\u52bf\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u7528\u6237\u8bc4\u8bba\u4e5f\u63ed\u793a\u4e86\u4fe1\u4efb\u58c1\u5792\uff1a\u5728\u81ea\u52a8\u5316\u9886\u57df\uff0c\u6280\u672f\u80fd\u529b\u4e4b\u5916\uff0c\u7528\u6237\u5bf9\u201c\u80fd\u5426\u771f\u6b63\u89c4\u6a21\u5316\u7a33\u5b9a\u8fd0\u884c\u201d\u7684\u4fe1\u5ff5\u81f3\u5173\u91cd\u8981\u3002\u4e9a\u9a6c\u900a\u7684\u201c\u53ef\u9760\u201d\u6807\u7b7e\uff0c\u9700\u8981\u7ecf\u53d7\u7406\u6240\u5f53\u7136\u7684\u66f4\u4e25\u82db\u5ba1\u89c6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cNova Act\u662f\u4e9a\u9a6c\u900a\u5c06AI\u5de5\u7a0b\u5316\u80fd\u529b\u4ea7\u54c1\u5316\u7684\u53c8\u4e00\u6b21\u5c1d\u8bd5\u3002\u5b83\u4e0d\u8ffd\u6c42\u5728\u57fa\u7840\u6a21\u578b\u7ade\u8d5b\u4e2d\u77ed\u671f\u593a\u9b41\uff0c\u800c\u662f\u4f9d\u6258\u5176\u6df1\u539a\u7684\u4e91\u57fa\u7840\u8bbe\u65bd\u4e0e\u5bf9\u4f01\u4e1a\u5de5\u4f5c\u6d41\u7684\u7406\u89e3\uff0c\u805a\u7126\u4e8e\u5c06\u524d\u6cbfAI\u7814\u7a76\uff08\u5982\u5f3a\u5316\u5b66\u4e60\uff09\u8f6c\u5316\u4e3a\u4f01\u4e1a\u5ba2\u6237\u53ef\u4f9d\u8d56\u7684\u3001\u53ef\u96c6\u6210\u7684\u670d\u52a1\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5355\u9879\u6280\u672f\u7684\u9886\u5148\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u590d\u6742\u7684\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u4e2d\uff0c\u6301\u7eed\u8bc1\u660e\u5176\u201c\u53ef\u9760\u201d\u7684\u4ef7\u503c\u4e3b\u5f20\uff0c\u4ece\u800c\u5728RPA\u5411\u667a\u80fd\u6d41\u7a0b\u81ea\u52a8\u5316\u6f14\u8fdb\u7684\u9053\u8def\u4e0a\uff0c\u6210\u4e3a\u4f01\u4e1a\u7ea7\u5e02\u573a\u7684\u5173\u952e\u62fc\u56fe\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\">Nova Act by Amazon<\/span>\n <\/div>\n<div class=\"comment-content\">Amazon Nova is a new generation of foundation models with frontier intelligence and industry leading price performance. Generate text, code, and images with natural language prompts.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For me Amazon is unfortunately a bit slow in the AI race and just trying to catch up with others. I also personally don’t like the Nova models of Amazon. But at least they are trying hard here to get our attention, so I will try it out and maybe give my opinion about the Nova Act here on PH soon<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Amazon just launched Nova Act! An AI agent platform built for reliability.<\/p>\n<p>It focuses on practical use cases like form filling, QA testing, and other repetitive browser workflows.<\/p>\n<p>Instead of copying clicks, Nova Act uses reinforcement learning in simulated environments, so agents adapt when layouts or logic change.<\/p>\n<p>With IDE extensions, CloudWatch, and AWS deployment, it looks like a serious toolkit for developers building production-ready agents.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I wonder, how does this compare to other RPA tools that mostly rely on click recordings?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Impressive launch, Nova Act team. From a clarity lens: when a developer opens the SDK for the first time, <strong>what\u2019s the one belief<\/strong> you want them to hold in the first 10-15 seconds?<br \/>Is it \u201cI can reliably automate browser workflows without brittle scripts\u201d or \u201cI have control of an agent that acts like a human user, not just a bot\u201d?<br \/>Because in agent-automation tools, the biggest barrier isn\u2019t necessarily tech capability\u2014it\u2019s the user\u2019s belief that the tool will <em>actually work at scale<\/em>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Q6FSIOXNQ6CSCB\" class=\"app-title\">2025 Annual Review<\/a><\/p>\n<div class=\"one-liner\">It’s like Spotify Wrapped for Your Journal<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">133<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7AI\u4e00\u952e\u5206\u6790\u5168\u5e74\u65e5\u8bb0\u5185\u5bb9\uff0c\u81ea\u52a8\u751f\u6210\u7ed3\u6784\u5316\u5e74\u5ea6\u56de\u987e\u62a5\u544a\u7684APP\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u5e74\u7ec8\u590d\u76d8\u65f6\u9762\u5bf9\u6d77\u91cf\u8bb0\u5f55\u65e0\u4ece\u4e0b\u624b\u3001\u8017\u65f6\u8d39\u529b\u7684\u6838\u5fc3\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\/80749b3b-9247-422c-bc30-98c26f84a887.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=J5Vfxl3074A\"><source src=\"https:\/\/www.youtube.com\/watch?v=J5Vfxl3074A\" 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\/403e0783-b070-4467-977a-8e926b4a5e03.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\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e2a\u4eba\u6210\u957f<\/span><br \/>\n <span class=\"tag\">\u65e5\u8bb0\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5e74\u5ea6\u590d\u76d8<\/span><br \/>\n <span class=\"tag\">AI\u603b\u7ed3<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u53cd\u601d\u8f85\u52a9<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u201c\u65e5\u8bb0\u7248Spotify Wrapped\u201d\u6982\u5ff5\u53ca\u53d1\u5e03\u65f6\u673a\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u5728\uff1a1. \u8be2\u95ee\u6280\u672f\u5b9e\u73b0\u53c2\u6570\uff08\u5982\u5206\u6790\u7684\u65f6\u95f4\u8de8\u5ea6\u4e0e\u6570\u636e\u7ef4\u5ea6\uff09\uff1b2. \u63a2\u8ba8\u5982\u4f55\u8d85\u8d8a\u201c\u4efb\u52a1\u611f\u201d\uff0c\u901a\u8fc7\u5373\u65f6\u53cd\u9988\u548c\u6d1e\u5bdf\u5173\u8054\uff0c\u521b\u9020\u9a71\u52a8\u957f\u671f\u4f7f\u7528\u7684\u201c\u987f\u609f\u65f6\u523b\u201d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u201c2025 Annual Review\u201d\u7684\u672c\u8d28\uff0c\u662f\u5c06\u201c\u590d\u76d8\u201d\u8fd9\u4e00\u9ad8\u5ea6\u62bd\u8c61\u3001\u4f9d\u8d56\u8ba4\u77e5\u6df1\u5ea6\u7684\u884c\u4e3a\uff0c\u8fdb\u884c\u4e86\u5de5\u4e1a\u5316\u62c6\u89e3\u548c\u6807\u51c6\u5316\u8f93\u51fa\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u66ff\u4ee3\u601d\u8003\uff0c\u800c\u662f\u901a\u8fc7AI\u5f3a\u884c\u5efa\u7acb\u201c\u6570\u636e\u8f93\u5165-\u7ed3\u6784\u5316\u8f93\u51fa\u201d\u7684\u6700\u5c0f\u95ed\u73af\uff0c\u5c06\u201c\u65e0\u4ece\u4e0b\u624b\u201d\u7684\u6050\u60e7\u8f6c\u5316\u4e3a\u201c\u53ef\u7f16\u8f91\u7684\u521d\u7a3f\u201d\uff0c\u4ece\u800c\u663e\u8457\u964d\u4f4e\u4e86\u53cd\u601d\u884c\u4e3a\u7684\u542f\u52a8\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u501f\u7528\u4e86\u201cSpotify Wrapped\u201d\u8fd9\u4e00\u5df2\u88ab\u5e02\u573a\u6559\u80b2\u7684\u8ba4\u77e5\u6a21\u578b\uff0c\u5c06\u79c1\u4eba\u65e5\u8bb0\u8fd9\u79cd\u975e\u7ed3\u6784\u5316\u3001\u9ad8\u60c5\u611f\u5bc6\u5ea6\u7684\u6570\u636e\uff0c\u5305\u88c5\u6210\u7c7b\u4f3c\u542c\u6b4c\u62a5\u544a\u7684\u3001\u53ef\u6d88\u8d39\u7684\u89c6\u89c9\u6210\u679c\u3002\u8fd9\u51fb\u4e2d\u4e86\u73b0\u4ee3\u4eba\u7684\u53cc\u91cd\u7126\u8651\uff1a\u65e2\u6e34\u671b\u6df1\u5ea6\u7684\u81ea\u6211\u5bf9\u8bdd\uff0c\u53c8\u6781\u5ea6\u7f3a\u4e4f\u6574\u7406\u5185\u5728\u4e16\u754c\u7684\u65f6\u95f4\u548c\u5fc3\u529b\u3002\u5176\u63d0\u4f9b\u7684\u201c\u5065\u5eb7\u6982\u89c8\u201d\u3001\u201c\u6210\u957f\u6a21\u5f0f\u201d\u7b49\u7ef4\u5ea6\uff0c\u5b9e\u5219\u662f\u4e3a\u7528\u6237\u9884\u8bbe\u4e86\u53cd\u601d\u6846\u67b6\uff0c\u5f15\u5bfc\u5176\u4ece\u6df7\u6c8c\u7684\u611f\u53d7\u4e2d\u63d0\u70bc\u51fa\u53ef\u53d9\u8ff0\u7684\u6545\u4e8b\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u98ce\u9669\u4e0e\u6311\u6218\u540c\u6837\u9c9c\u660e\u3002\u9996\u5148\uff0c\u201c\u4e00\u952e\u751f\u6210\u201d\u7684\u4fbf\u6377\u6027\u53ef\u80fd\u5f02\u5316\u53cd\u601d\u672c\u8eab\uff0c\u8ba9\u7528\u6237\u6ee1\u8db3\u4e8e\u80a4\u6d45\u7684\u3001\u7531\u7b97\u6cd5\u5b9a\u4e49\u7684\u201c\u5e74\u5ea6\u603b\u7ed3\u201d\uff0c\u800c\u9003\u907f\u771f\u6b63\u75db\u82e6\u7684\u3001\u98a0\u8986\u6027\u7684\u81ea\u6211\u5ba1\u89c6\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u7684\u957f\u671f\u4ef7\u503c\u4e25\u91cd\u4f9d\u8d56\u5176\u6d1e\u5bdf\u7684\u201c\u9897\u7c92\u5ea6\u201d\u4e0e\u201c\u60ca\u559c\u611f\u201d\u3002\u82e5\u5206\u6790\u4ec5\u505c\u7559\u5728\u5173\u952e\u8bcd\u63d0\u53d6\u548c\u7b80\u5355\u5f52\u7c7b\uff0c\u672a\u80fd\u901a\u8fc7\u957f\u671f\u6570\u636e\u6316\u6398\u51fa\u8fde\u7528\u6237\u81ea\u8eab\u90fd\u672a\u5bdf\u89c9\u7684\u6f5c\u5728\u6a21\u5f0f\u6216\u77db\u76fe\uff0c\u5176\u5de5\u5177\u5c5e\u6027\u5c06\u5927\u4e8e\u6210\u957f\u4f19\u4f34\u5c5e\u6027\uff0c\u65b0\u9c9c\u611f\u8fc7\u540e\u6781\u6613\u88ab\u629b\u5f03\u3002\u521b\u59cb\u4eba\u5728\u56de\u590d\u4e2d\u63d0\u5230\u7684\u201c\u5373\u65f6\u6d1e\u5bdf\u201d\u548c\u201c\u5173\u8054\u8fc7\u5f80\u6761\u76ee\u201d\u7684\u529f\u80fd\uff0c\u624d\u662f\u7ef4\u7cfb\u957f\u671f\u7c98\u6027\u7684\u5173\u952e\u2014\u2014\u5b83\u5fc5\u987b\u8ba9\u7528\u6237\u611f\u5230\uff0c\u8fd9\u4e2aAI\u4e0d\u662f\u5728\u603b\u7ed3\uff0c\u800c\u662f\u5728\u201c\u7406\u89e3\u201d\u5e76\u201c\u63d0\u9192\u201d\u90a3\u4e9b\u88ab\u9057\u5fd8\u7684\u81ea\u6211\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u5728\u6b63\u786e\u8d5b\u9053\u4e0a\u7684\u806a\u660e\u4ea7\u54c1\u3002\u5b83\u7528\u6280\u672f\u89e3\u51b3\u4e86\u53cd\u601d\u7684\u201c\u6548\u7387\u201d\u95ee\u9898\uff0c\u4f46\u53cd\u601d\u7684\u201c\u6df1\u5ea6\u201d\u548c\u201c\u6548\u679c\u201d\u4ecd\u53d6\u51b3\u4e8e\u7528\u6237\u81ea\u8eab\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176AI\u662f\u6b62\u6b65\u4e8e\u82b1\u54e8\u7684\u5e74\u5ea6PPT\u751f\u6210\u5668\uff0c\u8fd8\u662f\u80fd\u8fdb\u5316\u6210\u4e3a\u4e00\u9762\u6108\u53d1\u654f\u9510\u3001\u6562\u4e8e\u5448\u73b0\u771f\u5b9e\u6096\u8bba\u7684\u201c\u6570\u5b57\u955c\u5b50\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">2025 Annual Review<\/span>\n <\/div>\n<div class=\"comment-content\">This year we have completely reimagined the Annual Review. With a single click, Reflection instantly gathers your 2025 journal entries to generate a beautiful “first draft” of your year. See key moments, wellness overview, growth patterns, all formatted in a stunning and easy to edit recap. Giving you a massive head start on your end-of-year reflection without the heavy lifting. We can’t wait to hear what you think!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hey hey! Dave here, co-founder of Reflection.<\/p>\n<p>We all know the power of an Annual Review. Looking back helps us move forward with intention. But for many.. the process is usually a slog. Re-reading a year’s worth of journal entries, your photos, your calendar… can take hours (or days), and it\u2019s easy to get lost in the weeds without actually doing a meaningful retrospective.<\/p>\n<p>This year, we completely reimagined the process. With a single click, our new Annual Review scans your 2025 entries and generates a “first draft” of your year.<\/p>\n<p>Think of it like Spotify Wrapped for your journal. \ud83c\udfa7<\/p>\n<p>It instantly highlights:<br \/>\n\u2022 Title to summarize your review<br \/>\n\u2022 Wellness Overview<br \/>\n\u2022 Top Memories<br \/>\n\u2022 Growth Patterns<br \/>\n\u2022 And more.<\/p>\n<p>It doesn\u2019t replace the deep work of reflection\u2014it just gives you a massive head start. <\/p>\n<p>You can edit anything, add your own nuance, and even share it with a private link.<\/p>\n<p>Excited to hear what you think!<\/p>\n<p>Dave<\/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<\/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>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\/@francescod_ales\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@francescod_ales<\/a> !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love the concept and great timing on bringing it on here one day after the wrapped came out of Spotify \ud83e\udd23, but i do believe that for us to understand what’s to come, it’s very important to revisit the past, and i love how you’re product helps the users do a context dive. All love, wish you the best.<\/p>\n<p>I am curious tho, what parameters are you reading the delta for?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ssindhia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ssindhia<\/a> haha thanks! honestly, the timing was pure luck. we were already planning to launch today, and I had no idea that Spotify Wrapped was just rolling out for everyone. feeling really lucky about that. \ud83d\ude05<\/p>\n<p>The annual review starts with entries based on January and goes through to the end of December. But the user can always regenerate after adding new entries at any point. <\/p>\n<p>And yeah, I agree. I think it’s actually important to revisit and reread a lot of the entries. Our goal here was to remove the friction, allow users to see the benefit, and then go back, edit, update, and enhance their annual review. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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. Many journaling apps struggle because reflection still feels like a task. From an onboarding & retention perspective, what\u2019s the moment when a user actually <em>feels<\/em> the reset, not just sees the prompts? That feeling is usually what drives long-term use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@joydeep_pandey\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> You’re spot on. That “aha” moment is tough to nail, especially with journaling. Sure, there’s that instant clarity you get right after writing an entry. But like you’re saying, the real value comes from doing it consistently and then looking back to gain perspective.<\/p>\n<\/p>\n<p>We actually rolled out a feature a few months back where we show users insights right after they create an entry\u2014stuff that connects to their past entries. We noticed this made a huge difference in how people felt after journaling and whether they’d come back. Seeing those connections and getting a quick synthesis of their entry helps users feel the benefits immediately. And the more they journal, the more perspective they build up over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/ZOIQJH46DRP2SG\" class=\"app-title\">TypMo<\/a><\/p>\n<div class=\"one-liner\">Write wireframes. Generate prompts. Ship products.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">133<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TypMo\u662f\u4e00\u6b3e\u5c06\u6587\u672c\u63cf\u8ff0\u3001\u8349\u56fe\u6216\u63d0\u793a\u8bcd\u5feb\u901f\u8f6c\u6362\u4e3a\u7ebf\u6846\u56fe\u7684\u5de5\u5177\uff0c\u5e76\u80fd\u4e3aAI\u7f16\u7a0b\u5de5\u5177\u751f\u6210\u8be6\u7ec6\u5b9e\u73b0\u63d0\u793a\uff0c\u5728\u65e9\u671f\u4ea7\u54c1\u8bbe\u8ba1\u9636\u6bb5\uff0c\u4ee5\u6781\u4f4e\u6210\u672c\u89e3\u51b3\u56e0\u7f3a\u4e4f\u7ed3\u6784\u6e05\u6670\u5ea6\u800c\u5bfc\u81f4AI\u5f00\u53d1\u63d0\u793a\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\/d619579d-a304-472e-a38e-1f55893225d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8cc5b447-2314-460b-b347-1bb37590d5da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/293d91ab-201e-4ee6-8dba-79fba1032fab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a05a9ec2-c6bf-42fa-87b0-6601dbfca14a.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\/01bb768e-da7c-4e4d-9814-343d284dd9bd.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/25QufRzOueo\"><source src=\"https:\/\/youtu.be\/25QufRzOueo\" 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\">User Experience<\/span><br \/>\n <span class=\"tag\">Prototyping<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7ebf\u6846\u56fe\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u8fed\u4ee3<\/span><br \/>\n <span class=\"tag\">Markdown\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u8f6c\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u9700\u6c42\u6f84\u6e05<\/span><br \/>\n <span class=\"tag\">\u654f\u6377\u5f00\u53d1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u201cMarkdown\u753b\u7ebf\u6846\u201d\u6982\u5ff5\u7684\u7b80\u6d01\u9ad8\u6548\uff0c\u8ba4\u4e3a\u5176\u5728\u7075\u6d3b\u6027\u4e0e\u6e05\u6670\u5ea6\u95f4\u53d6\u5f97\u4e86\u5e73\u8861\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u5546\u4e1a\u6a21\u5f0f\u3001\u5904\u7406\u590d\u6742\u591a\u5c4f\u6d41\u7a0b\u7684\u80fd\u529b\uff0c\u4ee5\u53ca\u8f93\u51fa\u63d0\u793a\u8bcd\u7684\u5177\u4f53\u5e94\u7528\u65b9\u5f0f\uff08\u5982\u4e0eCursor\u7684\u96c6\u6210\uff09\u3002\u521b\u59cb\u4eba\u786e\u8ba4\u91c7\u7528Freemium\u6a21\u5f0f\uff0c\u5e76\u652f\u6301\u591a\u5c4f\u6d41\u7a0b\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 TypMo\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86AI\u7f16\u7801\u65f6\u4ee3\u4e00\u4e2a\u6084\u7136\u6ecb\u751f\u7684\u65b0\u75db\u70b9\uff1a\u5728\u201c\u60f3\u6cd5\u201d\u4e0e\u201cAI\u6267\u884c\u201d\u4e4b\u95f4\uff0c\u7f3a\u5931\u4e86\u4e00\u4e2a\u80fd\u63d0\u4f9b**\u7ed3\u6784\u6027\u7ea6\u675f**\u7684\u4e2d\u95f4\u5c42\u3002\u5b83\u5e76\u975e\u53c8\u4e00\u4e2a\u62d6\u62fd\u5f0f\u539f\u578b\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u201c\u8bbe\u8ba1\u601d\u7ef4\u201d\u4e0e\u201c\u63d0\u793a\u8bcd\u5de5\u7a0b\u201d\u4e4b\u95f4\u7684\u7ffb\u8bd1\u5668\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7528\u6587\u672c\u751f\u6210\u7ebf\u6846\u56fe\uff08\u6b64\u7c7b\u5de5\u5177\u6709\u4e4b\uff09\uff0c\u800c\u5728\u4e8e\u5176\u5b9a\u4e49\u7684\u201c\u7ebf\u6846\u56fe\u5373\u63d0\u793a\u8bcd\u201d\u5de5\u4f5c\u6d41\u3002\u5b83\u5f3a\u5236\u8981\u6c42\u5728\u4ea7\u54c1\u6784\u601d\u6700\u6df7\u6c8c\u3001\u4fee\u6539\u6210\u672c\u6700\u4f4e\u7684\u65e9\u671f\uff0c\u8fdb\u884c\u903b\u8f91\u4e0e\u7ed3\u6784\u7684\u68b3\u7406\u3002\u5f53\u7528\u6237\u7528\u5176\u7c7bMarkdown\u8bed\u6cd5\u63cf\u8ff0\u754c\u9762\u65f6\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u8fdb\u884c\u4e00\u573a\u7ed3\u6784\u5316\u7684\u601d\u8003\u6f14\u4e60\uff0c\u8f93\u51fa\u7684\u4e0d\u4ec5\u662f\u89c6\u89c9\u8349\u7a3f\uff0c\u66f4\u662f\u4e00\u4efd\u7ecf\u8fc7\u7ec4\u7ec7\u7684\u3001\u673a\u5668\u53ef\u8bfb\u7684\u201c\u8bbe\u8ba1\u9700\u6c42\u8bf4\u660e\u4e66\u201d\u3002\u8fd9\u76f4\u63a5\u5c06\u540e\u7eedAI\u7f16\u7801\u7684\u63d0\u793a\u8bcd\u8d28\u91cf\uff0c\u4ece\u201c\u4f9d\u8d56\u4e34\u573a\u53d1\u6325\u7684\u63cf\u8ff0\u80fd\u529b\u201d\u63d0\u5347\u5230\u201c\u4ea4\u4ed8\u6e05\u6670\u6570\u636e\u7ed3\u6784\u4e0e\u7ec4\u4ef6\u89c4\u7ea6\u201d\u7684\u5c42\u9762\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u663e\u800c\u6613\u89c1\u3002\u9996\u5148\uff0c\u5176\u6838\u5fc3\u7528\u6237\u753b\u50cf\u5b58\u5728\u77db\u76fe\uff1a\u80fd\u4e60\u60ef\u7528\u62bd\u8c61\u6587\u672c\u63cf\u8ff0UI\u7684\u8bbe\u8ba1\u5e08\u6216\u4ea7\u54c1\u7ecf\u7406\uff0c\u672c\u8eab\u5df2\u5177\u5907\u8f83\u5f3a\u7684\u7ed3\u6784\u5316\u601d\u7ef4\uff1b\u800c\u66f4\u9700\u8981\u6b64\u5de5\u5177\u6765\u68b3\u7406\u601d\u8def\u7684\u521d\u5b66\u8005\uff0c\u53ef\u80fd\u4ecd\u66f4\u4f9d\u8d56\u76f4\u89c2\u7684\u56fe\u5f62\u754c\u9762\u3002\u5176\u6b21\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u96f6\u5b66\u4e60\u66f2\u7ebf\u201d\u503c\u5f97\u5546\u69b7\uff0c\u638c\u63e1\u5176\u8bed\u6cd5\u672c\u8d28\u662f\u5b66\u4e60\u4e00\u95e8\u65b0\u7684\u9886\u57df\u7279\u5b9a\u8bed\u8a00\u3002\u6700\u540e\uff0c\u5176\u957f\u8fdc\u4ef7\u503c\u9ad8\u5ea6\u7ed1\u5b9a\u4e8e\u4e0b\u6e38AI\u7f16\u7801\u5de5\u5177\u7684\u80fd\u529b\u4e0e\u751f\u6001\u3002\u5982\u679c\u672a\u6765AI\u80fd\u76f4\u63a5\u7406\u89e3\u66f4\u6a21\u7cca\u7684\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u6216\u8349\u56fe\uff0c\u8fd9\u4e2a\u201c\u4e2d\u95f4\u5c42\u201d\u7684\u4ef7\u503c\u53ef\u80fd\u4f1a\u88ab\u7a00\u91ca\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cTypMo\u662f\u4e00\u6b21\u6709\u4ef7\u503c\u7684\u8303\u5f0f\u63a2\u7d22\uff0c\u5b83\u4e0d\u662f\u5728\u4f18\u5316\u8bbe\u8ba1\u73af\u8282\u672c\u8eab\uff0c\u800c\u662f\u5728\u4f18\u5316\u201c\u8bbe\u8ba1\u610f\u56fe\u5411\u5f00\u53d1\u6307\u4ee4\u7684\u4f20\u9012\u6548\u7387\u201d\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u8bc1\u660e\uff0c\u7ecf\u8fc7\u5176\u6d41\u7a0b\u68b3\u7406\u6240\u63d0\u5347\u7684AI\u5f00\u53d1\u4e00\u6b21\u901a\u8fc7\u7387\uff0c\u8db3\u4ee5\u62b5\u6d88\u7528\u6237\u5b66\u4e60\u4e0e\u4f7f\u7528\u5b83\u7684\u989d\u5916\u6210\u672c\u3002\u5b83\u8d4c\u7684\u662f\uff0c\u5728\u53ef\u89c1\u7684\u672a\u6765\uff0c\u201c\u6e05\u6670\u7684\u7ed3\u6784\u201d\u4f9d\u7136\u662f\u4eba\u7c7b\u4e0eAI\u534f\u4f5c\u4e2d\u6700\u7a00\u7f3a\u3001\u6700\u503c\u94b1\u7684\u8981\u7d20\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\">TypMo<\/span>\n <\/div>\n<div class=\"comment-content\">TypMo is where wireframes become prompts. Write UI in simple text syntax, like Markdown, or generate from prompts and sketches. 60+ components, zero learning curve. Iterate freely when changes are cheap, share with stakeholders, gather feedback. Then export detailed implementation specs for AI Coding tools. Clarity before code. Wireframe first, prompt with precision.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b I’m Adit, founder of TypMo. In the age of AI coding tools, I noticed a problem: we’re spending significant time and money prompting without structural clarity. The wireframing stage is where experimentation should happen, it’s fast, cheap, and low-risk. <strong>So I built TypMo\u2014where wireframes become implementation prompts.<\/strong><br \/>It’s Markdown for wireframes, a simple text syntax using design vocabulary you already know. No learning curve. Just type and see your UI render instantly. <\/p>\n<p>With TypMo you can:<\/p>\n<ul>\n<li>\n<p>Generate wireframes from prompts, sketches, or PRDs<\/p>\n<\/li>\n<li>\n<p>Run IA\/UX audits on your structure<\/p>\n<\/li>\n<li>\n<p>Iterate on hierarchy, flows, and components freely<\/p>\n<\/li>\n<li>\n<p>Export implementation prompts when you’re ready<\/p>\n<\/li>\n<\/ul>\n<p>That’s where TypMo lives – the cheap zone where messy ideas become organized, prompt-ready structure. Experiment freely, validate fast, then let AI build exactly what you need, the first time.<\/p>\n<\/p>\n<p>Clarity before code. Wireframe first, prompt with precision.<\/p>\n<p>I would love to have your feedback! Thank you!!<\/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\/@aditgupta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditgupta<\/a> <a href=\"https:\/\/www.producthunt.com\/products\/typmo\" target=\"_blank\" rel=\"noopener\">@TypMo<\/a> <\/p>\n<p>I\u2019m really impressed by TypMo \u2014 it strikes an excellent balance between flexibility, speed, and clarity. Writing UI in simple text (like Markdown) feels natural and removes the friction of traditional drag-and-drop design tools. The ability to instantly render wireframes and then export detailed implementation specs is a huge win \u2014 especially useful when you want to quickly iterate on ideas or hand off to developers or AI-based tools. <\/p>\n<p>What truly stands out is how TypMo makes \u201citerate first, refine later\u201d a seamless workflow: early ideas can stay messy while you experiment, then once you\u2019re confident, you convert them into clean, prompt-ready UI structure. <\/p>\n<p>Overall, TypMo helps turn messy brainstorming into organized, actionable design \u2014 highly recommended for anyone building interfaces, prototypes, or prepping designs for coding or AI-assisted development.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@aditgupta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditgupta<\/a> Markdown for wireframes feels like the right level of simplicity.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aditgupta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditgupta<\/a> Congrats on the launch Adit, TypMo looks clean and useful. Upvoted. I am co founder of bestofweb .site and after your launch if you want more visibility you are welcome to join and introduce UX Assist to our founder community.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sounds really interesting! How is the business model behind?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Thank you! It’s a freemium subscription model. I have started with an early launch price of $39.99\/year for next one month. Very soon we will have monthly and team plans too. \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\">Congrats.. interesting product .. all the best<\/div>\n<div class=\"comment-actions\">\n<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\/@dessignnet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dessignnet<\/a> Thank you!! \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>Translating wireframes into UI prompts \u2013 I really like the thinking and agree with the problem this is trying to solve. I will definitely give it a try! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jamiesunde\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jamiesunde<\/a> Thank you, Jamie! \ud83d\ude42 This is super motivating to hear!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulation <a href=\"https:\/\/www.producthunt.com\/@aditgupta\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aditgupta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditgupta<\/a> Love the \u201cMarkdown for wireframes\u201d idea – that\u2019s a super clean mental model.<br \/>How well does TypMo handle complex multi-screen flows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@digitalpreetam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@digitalpreetam<\/a> Thank you Preetam! TypMo supports multi-screen flows for both wireframing and prompt generation. Here’s one small video about it – <a href=\"https:\/\/youtu.be\/mtIf2vH7urk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/youtu.be\/mtIf2vH7urk<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very unique and convenient. Check if I understand it correctly, we need to write our structure and it designs a wireframe and the output is the prompt that we can feed into cursor? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Thank you so much!! \ud83d\ude42 Yes, you can either write the structure (my preferred way!) OR generate it from prompt or by uploading your sketch. Three different ways to get the wireframe and then generate production-ready prompt for any AI coding tool. The generated prompt will have the following:<\/p>\n<p>1. Project overview and architecture – key features, success criteria, user flow<br \/>2. Project structure<br \/>3. Data models and typescript interfaces<br \/>4. Detailed component breakdown<br \/>5. Routing and Navigation<br \/>6. State management<br \/>7. Authentication<br \/>8. Accessibility<br \/>9. Performance Optimimisation<br \/>10. Testing Strategy<br \/>11. Styling approach<br \/>12. Error handling and edge cases<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZS4DZXQ7TNPHNF\" class=\"app-title\">ScreenBreak<\/a><\/p>\n<div class=\"one-liner\">Stop mindless scrolling and earn app access through effort<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">129<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ScreenBreak\u901a\u8fc7\u5728\u4f60\u8bd5\u56fe\u6253\u5f00\u5206\u5fc3\u5e94\u7528\u65f6\u8bbe\u7f6e\u9700\u5b8c\u6210\u5feb\u901f\u6311\u6218\u7684\u201c\u8f6f\u6027\u963b\u788d\u201d\uff0c\u5728\u9700\u8981\u5408\u7406\u4f7f\u7528\u4e0e\u904f\u5236\u65e0\u610f\u8bc6\u5237\u5c4f\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u89e3\u51b3\u7528\u6237\u5bf9\u4f20\u7edf\u5e94\u7528 blockers \u201c\u8981\u4e48\u5168\u9501\u6b7b\uff0c\u8981\u4e48\u5168\u653e\u5f00\u201d\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\/778b9303-165b-47b2-9606-d097382959c6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de2c4192-f318-4375-ac98-b113b8d545c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad1fb7e1-c1f7-42bc-90cf-bf68e3df2c8d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8ee180ad-b594-4f99-a7f4-29b28b0c1b0c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc5d4d97-1c33-4c1d-932b-39a198254105.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ec1692e-539b-4d18-87df-b779c0f58270.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b72c2351-86ae-4ca4-8fba-699776799cb5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Health<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u5b57\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u9650\u5236<\/span><br \/>\n <span class=\"tag\">\u9632\u6c89\u8ff7<\/span><br \/>\n <span class=\"tag\">\u8f6f\u6027\u963b\u65ad<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u5e72\u9884<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u65f6\u95f4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316<\/span><br \/>\n <span class=\"tag\">\u6ce8\u610f\u529b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u8f6f\u6027\u963b\u788d\u201d\u8bbe\u8ba1\u6bd4\u786c\u6027\u963b\u65ad\u66f4\u4eba\u6027\u5316\uff0c\u80fd\u6253\u7834\u591a\u5df4\u80fa\u5faa\u73af\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u5efa\u8bae\u589e\u52a0\u6e38\u620f\u5316\u5143\u7d20\u548c\u5f7b\u5e95\u963b\u65ad\u9009\u9879\uff1b\u8be2\u95ee\u6570\u636e\u5206\u6790\u529f\u80fd\u662f\u5426\u514d\u8d39\uff08\u5df2\u786e\u8ba4\u514d\u8d39\uff09\uff1b\u63a2\u8ba8\u4ea7\u54c1\u6838\u5fc3\u662f\u5e2e\u52a9\u7528\u6237\u5c06\u65e0\u610f\u8bc6\u884c\u4e3a\u8f6c\u5316\u4e3a\u6709\u610f\u8bc6\u9009\u62e9\uff1b\u5e76\u671f\u5f85\u5b9e\u9645\u51cf\u5c11\u5c4f\u5e55\u65f6\u95f4\u7684\u6709\u6548\u6027\u6570\u636e\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 ScreenBreak\u7684\u672c\u8d28\uff0c\u5e76\u975e\u53c8\u4e00\u6b3e\u201c\u65f6\u95f4\u9501\u201d\uff0c\u800c\u662f\u4e00\u5957\u9488\u5bf9\u5373\u65f6\u51b2\u52a8\u7684\u201c\u884c\u4e3a\u4e2d\u65ad\u7cfb\u7edf\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u7cbe\u51c6\u5730\u5e72\u9884\u4e86\u201c\u4e60\u60ef\u56de\u8def\u201d\u4e2d\u7684\u201c\u60ef\u5e38\u884c\u4e3a\u201d\u73af\u8282\u2014\u2014\u5728\u6e34\u671b\u89e6\u53d1\u4e0e\u9884\u671f\u5956\u8d4f\u4e4b\u95f4\uff0c\u63d2\u5165\u4e00\u4e2a\u9700\u8981\u4ed8\u51fa\u4f53\u611f\u52aa\u529b\uff08\u5feb\u901f\u70b9\u51fb\u3001\u6447\u6643\uff09\u7684\u201c\u4ee3\u4ef7\u201d\u3002\u8fd9\u5e76\u975e\u5355\u7eaf\u589e\u52a0\u6469\u64e6\uff0c\u800c\u662f\u901a\u8fc7\u4e00\u4e2a\u5fae\u5c0f\u4f46\u5fc5\u987b\u8c03\u52a8\u524d\u989d\u53f6\uff08\u8d1f\u8d23\u7406\u6027\u51b3\u7b56\uff09\u7684\u52a8\u4f5c\uff0c\u5f3a\u884c\u5c06\u7528\u6237\u4ece\u81ea\u52a8\u9a7e\u9a76\u7684\u201c\u65e0\u610f\u8bc6\u5237\u5c4f\u201d\u72b6\u6001\uff0c\u5207\u6362\u81f3\u201c\u6709\u610f\u8bc6\u51b3\u7b56\u201d\u72b6\u6001\u3002\u8fd9\u662f\u5176\u4e0e\u4f20\u7edf blockers \u5728\u5fc3\u7406\u5b66\u5e95\u5c42\u903b\u8f91\u4e0a\u7684\u5206\u91ce\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u8bbe\u8ba1\u4e5f\u9690\u542b\u6df1\u5c42\u77db\u76fe\u4e0e\u6311\u6218\u3002\u9996\u5148\uff0c\u5b83\u5c06\u201c\u52aa\u529b\u201d\u672c\u8eab\u6e38\u620f\u5316\uff0c\u53ef\u80fd\u5f02\u5316\u4e3a\u4e00\u79cd\u65b0\u578b\u5c0f\u6e38\u620f\uff0c\u957f\u671f\u6765\u770b\uff0c\u5176\u6253\u65ad\u6548\u679c\u4f1a\u56e0\u7528\u6237\u9002\u5e94\u800c\u8870\u51cf\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u7406\u5ff5\u5728\u201c\u5141\u8bb8\u5408\u7406\u8bbf\u95ee\u201d\u4e0e\u201c\u5f7b\u5e95\u963b\u65ad\u51b2\u52a8\u201d\u95f4\u5b58\u5728\u5f20\u529b\uff0c\u6b63\u5982\u8bc4\u8bba\u6240\u6307\uff0c\u90e8\u5206\u6df1\u5ea6\u6210\u763e\u7528\u6237\u9700\u8981\u7684\u53ef\u80fd\u6070\u6070\u662f\u65e0\u53ef\u59a5\u534f\u7684\u786c\u963b\u65ad\u3002\u6700\u540e\uff0c\u5176\u6709\u6548\u6027\u4e25\u91cd\u4f9d\u8d56\u4e8e\u7528\u6237\u7684\u201c\u81ea\u7701\u610f\u613f\u201d\u2014\u2014\u4e00\u4e2a\u4ecd\u6709\u52a8\u529b\u501f\u52a9\u5de5\u5177\u5bf9\u6297\u6c89\u8ff7\u7684\u7528\u6237\u3002\u5bf9\u4e8e\u5df2\u5b8c\u5168\u4e27\u5931\u81ea\u63a7\u610f\u56fe\u7684\u7528\u6237\uff0c\u4efb\u4f55\u53ef\u88ab\u7ed5\u8fc7\u7684\u673a\u5236\u90fd\u53ef\u80fd\u5931\u6548\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cScreenBreak\u66f4\u50cf\u4e00\u6b3e\u9762\u5411\u201c\u610f\u8bc6\u6e05\u9192\u7684\u6323\u624e\u8005\u201d\u7684\u8ba4\u77e5\u8f85\u52a9\u5de5\u5177\uff0c\u5176\u6210\u529f\u4e0d\u5728\u4e8e\u5f7b\u5e95\u5220\u9664\u5e94\u7528\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u4e00\u6b21\u6b21\u5fae\u5e72\u9884\uff0c\u91cd\u5851\u7528\u6237\u5bf9\u81ea\u8eab\u6570\u5b57\u884c\u4e3a\u7684\u611f\u77e5\u4e0e\u63a7\u5236\u611f\u3002\u5b83\u7684\u4e0a\u9650\uff0c\u662f\u5e2e\u52a9\u7528\u6237\u91cd\u5efa\u201c\u610f\u56fe\u201d\u4e0e\u201c\u884c\u4e3a\u201d\u4e4b\u95f4\u7684\u8fde\u63a5\uff1b\u800c\u4e0b\u9650\uff0c\u5219\u662f\u6ca6\u4e3a\u4e00\u79cd\u8ba9\u7528\u6237\u4e3a\u81ea\u5df1\u5237\u624b\u673a\u884c\u4e3a\u201c\u4ed8\u8d39\u201d\uff08\u4ed8\u51fa\u52aa\u529b\uff09\u7684\u81ea\u6211\u5b89\u6170\u4eea\u5f0f\u3002\u5176\u957f\u671f\u4ef7\u503c\uff0c\u9700\u4e25\u8c28\u7684\u7528\u6237\u884c\u4e3a\u6570\u636e\u6765\u9a8c\u8bc1\uff0c\u770b\u5b83\u57f9\u517b\u7684\u662f\u771f\u6b63\u7684\u81ea\u89c9\uff0c\u8fd8\u662f\u65b0\u7684\u6761\u4ef6\u53cd\u5c04\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\">ScreenBreak<\/span>\n <\/div>\n<div class=\"comment-content\">ScreenBreak helps you cut off app addiction by adding effort at the exact moment you try to open a distracting app. Instead of simple blocking, it asks you to complete a quick challenge\u2014tap fast, shake your phone, or draw a circle. Win, and you get a short access window; fail, and the urge breaks. ScreenBreak also provides detailed hourly and weekly screen-time insights to help you understand and improve your habits.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi everyone! \ud83d\udc4b<br \/>\nI built ScreenBreak because traditional app blockers never worked well for me. Hard blocks felt too rigid \u2014 either I locked myself out completely, or I tapped Ignore Limit and kept scrolling. There was no middle ground.<\/p>\n<p>But in real life, we do sometimes need to open addictive apps \u2014 to search something, reply to someone, check updates. The problem isn\u2019t the intentional use; it\u2019s the unconscious, endless scrolling that follows. Soft blocking creates a balance: you can still access the app when needed, but you must put in effort, which naturally filters out mindless usage.<\/p>\n<p>After nearly a year of iteration, I designed multiple flexible ways for ScreenBreak to activate:<br \/>\n– Schedule Block \u2013 block during certain hours<br \/>\n– App Launch Limit \u2013 block after too many opens<br \/>\n– Usage Budget Limit \u2013 block after hitting time caps (daily or hourly)<\/p>\n<p>When a block triggers, you must complete a quick challenge \u2014 tapping fast, shaking your phone, drawing a circle, etc. Win for a short access window; fail, and the urge usually fades.<\/p>\n<p>I\u2019d love your feedback on challenge design and which blocking rules fit your habits best. Thanks for checking it out! \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>Need more gamification and completely block the app without continue button<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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’m interested in digital detox, I even tried using a flip phone but nothing really worked for me.<br \/>Curious how this will hold up to my impulsive scrolling \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joyp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joyp<\/a> This is indeed a painful issue. I\u2019d say ScreenBreak\u2019s gamified control helps reduce doomscrolling to some extent (speaking from personal experience).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Looks so pretty. I think the analytics can be such a huge help if done right. Is that a premium feature?<\/div>\n<div class=\"comment-actions\">\n<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\/@nair0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nair0<\/a> Thanks for your comment. The analytics feature is open to free users.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a super nice app. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excellent launch, ScreenBreak team. From a clarity & onboarding lens: when a user tries to open a blocked app for the first time, <strong>what\u2019s the one belief<\/strong> you want them to walk away with after the mini-game unlock?<br \/>Is it:<br \/>\u2022 \u201cI opened this intentionally\u2014not out of habit.\u201d<br \/>Or:<br \/>\u2022 \u201cI now control this device\u2014it doesn\u2019t control me.\u201d<br \/>Because in habit-breaking tools, the win isn\u2019t just blocking usage\u2014it\u2019s changing a moment of unconscious behavior into a moment of conscious choice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> Thanks! The belief we want users to walk away with is:<\/p>\n<p>\u201cI\u2019m not opening this on autopilot \u2014 I\u2019m choosing to.\u201d<\/p>\n<p>The challenge exists to turn an unconscious habit into a conscious decision.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I am a huge fan of these digital detox apps and as someone who damaged eyesight by staring to the screen most of time, find this pretty helpful \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a really smart approach to the scrolling problem. \ud83e\udde0 Hard blockers usually just make me angry (and I end up disabling them), but adding ‘Friction Cost’ via physical effort is a much better psychological hack to break the dopamine loop. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great Release! The app looks nice. I’m going to try it. Did you test if it actually helps to reduce screentime with a user group? If yes, what are the results?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IEK4KNQPIB5NDC\" class=\"app-title\">GanttTool<\/a><\/p>\n<div class=\"one-liner\">Online project Gantt charts builder with instant exports<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">124<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u65e0\u9700\u5b66\u4e60\u8bed\u6cd5\u3001\u901a\u8fc7\u53ef\u89c6\u5316\u70b9\u51fb\u5feb\u901f\u751f\u6210\u4e13\u4e1a\u7518\u7279\u56fe\u7684\u514d\u8d39\u5728\u7ebf\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u9879\u76ee\u7ba1\u7406\u8005\u5728\u6587\u6863\u3001\u90ae\u4ef6\u4e2d\u5373\u65f6\u521b\u5efa\u548c\u5bfc\u51fa\u6e05\u6670\u7518\u7279\u56fe\u7684\u6548\u7387\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\/e1acee0b-781f-45a3-b27c-98983112adce.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/AOUjOrUZ1h0\"><source src=\"https:\/\/youtu.be\/AOUjOrUZ1h0\" 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\/dde84108-4640-48bf-89bb-7e0be467fcf7.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\/a591a9e4-8afb-4d1e-b416-0e94a5fd2da9.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\/c1ce1c1d-98ec-4df3-8977-e7578588a203.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\/70eb47f1-989f-4177-abbc-f9b7d133526c.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\/48d9f338-9616-4afc-8566-7279b102c9e2.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\/3f44dce8-962e-4a21-9f03-5071dc5d0478.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\/48a242b9-49df-4bb0-96ce-feed00467632.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\/026661a0-1bf3-4e54-8379-cbfe8d711034.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\/b4122ebc-b9e2-4fc5-a7ef-43424fa0672c.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\/e5bec99c-7696-4eea-a400-c2eee60ee320.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Task Management<\/span><br \/>\n <span class=\"tag\">Side Project<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7518\u7279\u56fe\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">PlantUML<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u56fe\u8868\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u901a\u8fc7\u53ef\u89c6\u5316\u64cd\u4f5c\u6d88\u9664PlantUML\u8bed\u6cd5\u8bb0\u5fc6\u8d1f\u62c5\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u201c\u806a\u660e\u201d\u5730\u89e3\u51b3\u4e86\u4e3b\u8981\u6469\u64e6\u70b9\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u671f\u5f85\u534f\u4f5c\u529f\u80fd\uff0c\u4f46\u5f00\u53d1\u8005\u660e\u786e\u56de\u590d\u6b64\u4e3a\u8f7b\u91cf\u7ea7\u5de5\u5177\uff0c\u6682\u65e0\u6b64\u8ba1\u5212\uff0c\u5e76\u900f\u9732\u6b63\u5f00\u53d1\u65b0\u7684\u56e2\u961f\u4efb\u52a1\u7ba1\u7406\u9879\u76ee\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 GanttTool\u7684\u672c\u8d28\uff0c\u5e76\u975e\u53c8\u4e00\u4e2a\u529f\u80fd\u5e9e\u6742\u7684\u9879\u76ee\u7ba1\u7406\u5e73\u53f0\uff0c\u800c\u662f\u4e00\u628a\u7cbe\u51c6\u72d9\u51fb\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u75db\u70b9\u7684\u201c\u624b\u672f\u5200\u201d\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u6df1\u523b\u7406\u89e3\u4e86\u201c\u5de5\u5177\u94fe\u65ad\u5c42\u201d\u2014\u2014\u8bb8\u591a\u4e13\u4e1a\u4eba\u58eb\u4f9d\u8d56PlantUML\u751f\u6210\u9ad8\u8d28\u91cf\u56fe\u8868\uff0c\u5374\u53d7\u56f0\u4e8e\u5176\u6587\u672c\u8bed\u6cd5\u7684\u53cd\u76f4\u89c9\u4e0e\u4fee\u6539\u4f4e\u6548\u3002\u4ea7\u54c1\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201c\u7ffb\u8bd1\u5668\u201d\u4e0e\u201c\u52a0\u901f\u5668\u201d\uff0c\u586b\u8865\u4e86\u201c\u601d\u7ef4\uff08\u89c6\u89c9\u89c4\u5212\uff09\u201d\u4e0e\u201c\u8f93\u51fa\uff08\u4ee3\u7801\/\u56fe\u8868\uff09\u201d\u4e4b\u95f4\u7684\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u7b56\u7565\u7cbe\u660e\u4e14\u514b\u5236\uff1a\u653e\u5f03\u5927\u800c\u5168\u7684\u534f\u4f5c\u3001\u5b58\u50a8\u7b49\u590d\u6742\u529f\u80fd\uff0c\u6b7b\u6b7b\u6293\u4f4f\u201c\u5feb\u901f\u3001\u672c\u5730\u3001\u514d\u767b\u5f55\u201d\u7684\u6781\u81f4\u8f7b\u91cf\u4f53\u9a8c\u3002\u8fd9\u4f7f\u5176\u5b8c\u7f8e\u5d4c\u5165\u73b0\u6709\u5de5\u4f5c\u6d41\uff08\u5982\u64b0\u5199\u6587\u6863\u3001\u90ae\u4ef6\uff09\uff0c\u6210\u4e3a\u5373\u7528\u5373\u8d70\u7684\u5b9e\u7528\u6a21\u5757\uff0c\u800c\u975e\u53e6\u4e00\u4e2a\u9700\u8981\u8fc1\u79fb\u6570\u636e\u7684\u7cfb\u7edf\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u8fd9\u79cd\u201c\u89e3\u51b3\u5355\u4e00\u95ee\u9898\u81f3\u6781\u201d\u7684\u5b9a\u4f4d\u83b7\u5f97\u4e86\u76ee\u6807\u7528\u6237\uff08\u5982\u9879\u76ee\u7ecf\u7406\uff09\u7684\u5171\u9e23\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\u3002\u6df1\u5ea6\u7ed1\u5b9aPlantUML\u65e2\u662f\u62a4\u57ce\u6cb3\uff0c\u4e5f\u662f\u67b7\u9501\uff0c\u9650\u5236\u4e86\u5176\u5728\u56fe\u8868\u81ea\u5b9a\u4e49\u548c\u9ad8\u7ea7\u9879\u76ee\u7ba1\u7406\u529f\u80fd\u4e0a\u7684\u6269\u5c55\u3002\u5f00\u53d1\u8005\u5728\u8bc4\u8bba\u4e2d\u5766\u8a00\u65e0\u534f\u4f5c\u8ba1\u5212\uff0c\u5e76\u5df2\u542f\u52a8\u65b0\u9879\u76ee\uff0c\u8fd9\u6697\u793aGanttTool\u53ef\u80fd\u88ab\u5b9a\u4f4d\u4e3a\u9a8c\u8bc1\u6982\u5ff5\u7684\u201c\u63a2\u9488\u201d\u6216\u8865\u5145\u4ea7\u54c1\u3002\u5176\u957f\u671f\u751f\u547d\u529b\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u7ef4\u6301\u6781\u7b80\u6838\u5fc3\u4e0e\u7528\u6237\u589e\u957f\u9700\u6c42\u7684\u5e73\u8861\uff0c\u6216\u6210\u529f\u5c06\u7528\u6237\u5f15\u6d41\u81f3\u5176\u66f4\u5b8f\u5927\u7684\u4ea7\u54c1\u751f\u6001\u3002\u5728\u5f53\u524d\u9636\u6bb5\uff0c\u5b83\u662f\u4e00\u6b3e\u4f18\u79c0\u7684\u201c\u75db\u70b9\u6740\u624b\u201d\uff0c\u4f46\u5e76\u975e\u8bd5\u56fe\u91cd\u5851\u5de5\u4f5c\u65b9\u5f0f\u7684\u9769\u547d\u8005\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">GanttTool<\/span>\n <\/div>\n<div class=\"comment-content\">Are you looking for a simple and free tool for quickly creating professional Gantt charts? PlantUML can do it\u2014but only if you remember all the necessary declarations and syntax, which is not always convenient. That’s why I created the Gantt Chart Tool. You plan. The tool converts everything you need. No learning syntax, no delays \u2014 just a clean result.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt!<\/p>\n<p>As a project manager, I have tried countless tools for planning and creating Gantt charts over the years. Some were powerful, some were pretty, others were complicated \u2014 but I never found anything that was fast, simple, and immediately usable so that I could quickly insert the output into an email, documentation, or presentation.<\/p>\n<p>Then I discovered PlantUML.<\/p>\n<p>The resulting charts? Incredibly clean, professional, and exportable to virtually anywhere.<br \/>\nThe problem? You have to remember the syntax. And if you want to change or rearrange tasks, you have to rewrite everything manually.<\/p>\n<p>I decided to create a tool where you just click on the tasks visually and PlantUML generates them for you. At first, it was a side tool for my own use… but the result was so good that it would be a shame to keep it to myself.<\/p>\n<p>And so Gantt Chart Tool was born. (GanttTool.com)<\/p>\n<p>Simple, fast, local, no registration required.<br \/>\nYou plan \u2192 PlantUML is generated \u2192 your chart is ready to use.<\/p>\n<p>I hope it serves you as well as it serves me.<br \/>\nI would love to hear your feedback, ideas, and maybe even \u2764\ufe0f.<\/p>\n<p>Pavel<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vlcek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vlcek<\/a> <strong>Yes!<\/strong> Manual rewriting PlantUML tasks is the worst. This solves a major friction point. Trying it now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vlcek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vlcek<\/a> Great one! I built an internal free tool to boost my launch day. Feel free to use it if you\u2019d like. It turns your Product Hunt reviews into short, engaging videos in seconds so you can boost your launch on other social channels: <a href=\"https:\/\/embeddable.live\/embed\/6TAWtBRWD3%22>https:\/\/embeddable.live\/embed\/6TAWtBRWD3″ target=”_blank” rel=”nofollow noopener noreferrer”>https:\/\/embeddable.live\/embed\/6TAWtBRWD3<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Thank you all so much for the incredible support and for every upvote! <\/strong><br \/>This launch turned out to be a great success, and I\u2019m truly grateful for it. I really hope the app will find its audience and become a helpful tool for many of you.<\/p>\n<p>If you enjoy using it, I\u2019d truly appreciate it if you recommended it to your friends or colleagues.<br \/>Your support means a lot \u2014 thank you! Pavel<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Turning PlantUML Gantt charts into a visual click-and-generate workflow is such a smart way to remove the friction of remembering syntax.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> Thanks a lot, Viktor! Really appreciate it. I truly hope the tool finds its audience and helps people work with Gantt charts more comfortably, just as intended.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Are you thinking about adding any kind of quick collaboration (like sharing a plan with a teammate) later on? Could be super handy.<\/p>\n<p>Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@damir_maham\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@damir_maham<\/a> Thanks a lot, Damir! For this project, I\u2019m not planning to add collaboration \u2014 it\u2019s really just a small side tool.<br \/>But I\u2019m already working on a new project focused on efficient task management for freelancers and small teams, something like digital sticky notes in a Kanban flow. That one will be released under my official company and will have more room for features. \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>Great launch! With a tool like GanttTool, when a team opens it for the first time, <em>what\u2019s the one belief<\/em> you want them to walk away with in the first 10 seconds?<br \/>Is it \u201cI finally see how all my tasks link, and I\u2019m in control\u201d or \u201cI can manage dependencies without drowning in spreadsheets\u201d?<br \/>Because for timeline tools, the moment users <em>see<\/em> clarity is often more important than the number of features.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> Thank you, Joydeep \u2014 really appreciate the thoughtful feedback!<br \/>Clarity is exactly what I\u2019m aiming for, and I hope the tool serves teams in the way they truly need. Your perspective means a lot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ 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{"id":60,"date":"2025-12-05T10:28:08","date_gmt":"2025-12-05T02:28:08","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2025\/12\/05\/2025-12-03\/"},"modified":"2025-12-05T10:28:08","modified_gmt":"2025-12-05T02:28:08","slug":"2025-12-03","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2025\/12\/05\/2025-12-03\/","title":{"rendered":"PH\u70ed\u699c | 2025-12-03"},"content":{"rendered":"

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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 | 2025-12-03<\/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\/UWH47LV74VCLD7\" class=\"app-title\">Aha 2.0<\/a><\/p>\n<div class=\"one-liner\">AI employee that runs influencer marketing from start to end<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">532<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Aha 2.0\u662f\u4e00\u6b3e\u9762\u5411AI\u516c\u53f8\u7684\u201cAI\u5458\u5de5\u201d\uff0c\u5b83\u901a\u8fc7\u81ea\u52a8\u5316\u5339\u914d\u3001\u89e6\u8fbe\u3001\u8c08\u5224\u3001\u5408\u540c\u3001\u5185\u5bb9\u5ba1\u6838\u3001\u8ddf\u8fdb\u53ca\u6548\u679c\u8ffd\u8e2a\u5168\u6d41\u7a0b\uff0c\u89e3\u51b3\u4e86\u5f71\u54cd\u8005\u8425\u9500\u4e2d\u6267\u884c\u8fc7\u7a0b\u6df7\u4e71\u3001\u4f4e\u6548\u3001\u9ad8\u5ea6\u4f9d\u8d56\u4eba\u5de5\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\/2af0ca4b-6b85-45be-a0c9-326b8dcc4dd0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81472d55-597d-4d3e-9472-70bc2290747a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/612c10c0-3044-4de6-9528-9a1e795432ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23c999ea-9cd6-4e09-89f0-c1554c613336.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41cdfb12-ac76-4f29-8fd8-2b397c201601.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e16d0766-3945-418b-8472-4d314ad770b6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07471ddf-0b20-445c-b46b-5c273a558b66.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0938f924-80af-42ac-8d07-e9a896a1236b.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\/e2961bb3-8882-4592-9566-2655ccb8a63d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/_7qxwRAFqSI\"><source src=\"https:\/\/youtu.be\/_7qxwRAFqSI\" 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\">Branding<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Influencer marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5f71\u54cd\u8005\u8425\u9500<\/span><br \/>\n <span class=\"tag\">B2B SaaS<\/span><br \/>\n <span class=\"tag\">AI\u5458\u5de5<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u5168\u6d41\u7a0b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5168\u7403\u591a\u8bed\u8a00<\/span><br \/>\n <span class=\"tag\">\u7ee9\u6548\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u53cd\u6b3a\u8bc8\u8fc7\u6ee4<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u89e3\u51b3\u8425\u9500\u6267\u884c\u75db\u82e6\u7684\u6f5c\u529b\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u662f\u5426\u652f\u6301\u591a\u8bed\u8a00\/\u5168\u7403\u6d3b\u52a8\u3001\u5982\u4f55\u4fdd\u8bc1\u5f71\u54cd\u8005\u8d28\u91cf\u4e0e\u771f\u5b9e\u6027\u3001\u5339\u914d\u7b97\u6cd5\u903b\u8f91\u3001\u5b9a\u4ef7\u4e0e\u8bd5\u7528\u65b9\u5f0f\u3001\u4ee5\u53ca\u9488\u5bf9\u7279\u5b9a\u5e73\u53f0\uff08\u5982X\uff09\u7684\u652f\u6301\u60c5\u51b5\u3002\u56e2\u961f\u56de\u590d\u8be6\u7ec6\uff0c\u5c55\u73b0\u4e86\u4ea7\u54c1\u6210\u719f\u5ea6\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Aha 2.0\u7684\u53d9\u4e8b\u4ece\u201c\u5de5\u5177\u201d\u5347\u7ef4\u4e3a\u201cAI\u5458\u5de5\u201d\uff0c\u8fd9\u4e0d\u4ec5\u662f\u8425\u9500\u8bdd\u672f\uff0c\u66f4\u662f\u5bf9\u5176\u4ea7\u54c1\u5185\u6838\u7684\u7cbe\u51c6\u5b9a\u4e49\u3002\u5b83\u7784\u51c6\u7684\u5e76\u975e\u6cdb\u7528\u578b\u8425\u9500\u5e02\u573a\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u5165\u201cAI\u516c\u53f8\u201d\u8fd9\u4e00\u9ad8\u589e\u957f\u3001\u4e9f\u9700\u5efa\u7acb\u5e02\u573a\u8ba4\u77e5\u7684\u5782\u76f4\u8d5b\u9053\uff0c\u663e\u793a\u4e86\u6df1\u523b\u7684\u6218\u7565\u805a\u7126\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201c\u5168\u6d41\u7a0b\u81ea\u52a8\u5316\u201d\u662f\u6700\u5927\u5356\u70b9\uff0c\u4e5f\u662f\u6700\u5927\u6311\u6218\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u56e2\u961f\u901a\u8fc7\u771f\u5b9e\u6218\u5f79\uff08300+\u54c1\u724c\uff09\u79ef\u7d2f\u7684\u6570\u636e\u4e0e\u53cd\u6b3a\u8bc8\u591a\u5c42\u8fc7\u6ee4\u7cfb\u7edf\uff0c\u6784\u6210\u4e86\u5173\u952e\u58c1\u5792\u3002\u8fd9\u56de\u5e94\u4e86\u5f71\u54cd\u8005\u8425\u9500\u6700\u9690\u79d8\u7684\u75db\u5904\uff1a\u6570\u636e\u6c34\u5206\u4e0e\u4fe1\u4efb\u6210\u672c\u3002\u5c06CPM\u964d\u4f4e23%\u3001\u5f71\u54cd\u8005\u5e93\u6269\u81f3500\u4e07\u7b49\u91cf\u5316\u6307\u6807\uff0c\u662f\u5411\u5e02\u573a\u9012\u4ea4\u7684\u786c\u6838\u6210\u7ee9\u5355\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u6697\u542b\u95e8\u69db\u3002\u201c\u5148\u5145\u503c\u3001\u540e\u4ed8\u8d39\u3001\u4e0d\u4ea4\u4ed8\u53ef\u9000\u6b3e\u201d\u7684\u6a21\u5f0f\uff0c\u867d\u5f70\u663e\u4e86\u5bf9\u4ea4\u4ed8\u7ed3\u679c\u7684\u4fe1\u5fc3\uff0c\u4f46\u4e5f\u5c06\u5c0f\u578b\u6216\u8bd5\u9a8c\u6027\u5ba2\u6237\u6321\u5728\u95e8\u5916\uff0c\u4e0e\u201c\u4e3aAI\u516c\u53f8\u670d\u52a1\u201d\u7684\u5b9a\u4f4d\u4e2d\u53ef\u80fd\u5b58\u5728\u7684\u521d\u521b\u4f01\u4e1a\u4ea7\u751f\u4e86\u5fae\u5999\u77db\u76fe\u3002\u65e0\u4f20\u7edf\u514d\u8d39\u8bd5\u7528\uff0c\u4ec5\u63d0\u4f9b\u6f14\u793a\uff0c\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86\u5176\u670d\u52a1\u91cd\u4ea4\u4ed8\u3001\u9ad8\u5b9a\u5236\u3001\u53ef\u80fd\u9ad8\u5ba2\u5355\u4ef7\u7684B2B\u4f01\u4e1a\u7ea7\u670d\u52a1\u672c\u8d28\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u66ff\u4ee3\u4e86\u4eba\u7c7b\u7684\u201c\u6267\u884c\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u5c06\u4eba\u7c7b\u8425\u9500\u8005\u4ece\u7e41\u7410\u7684\u201c\u534f\u8c03\u201d\u4e0e\u201c\u7504\u522b\u201d\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u664b\u5347\u4e3a\u7eaf\u7cb9\u7684\u201c\u51b3\u7b56\u8005\u201d\u4e0e\u201c\u5ba1\u6279\u8005\u201d\u3002\u8fd9\u7b26\u5408AI\u5e94\u7528\u7684\u7ec8\u6781\u903b\u8f91\uff1a\u4e0d\u662f\u6a21\u62df\u4eba\u7c7b\uff0c\u800c\u662f\u91cd\u6784\u751f\u4ea7\u5173\u7cfb\u3002\u82e5\u5176\u7b97\u6cd5\u5339\u914d\u7684\u7cbe\u51c6\u5ea6\u4e0e\u8de8\u6587\u5316\u6c9f\u901a\u7684\u672c\u5730\u5316\u80fd\u529b\u7ecf\u5f97\u8d77\u5927\u89c4\u6a21\u9a8c\u8bc1\uff0c\u5b83\u6709\u671b\u6210\u4e3a\u5f71\u54cd\u8005\u8425\u9500\u9886\u57df\u7684\u201c\u57fa\u7840\u8bbe\u65bd\u7ea7\u201d\u667a\u80fd\u4ee3\u7406\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u6548\u7387\u8f6f\u4ef6\u3002\u4f46\u5176\u6210\u529f\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u751f\u6001\u7684\u6784\u5efa\u2014\u2014\u8db3\u591f\u591a\u4f18\u8d28\u54c1\u724c\u65b9\u4e0e\u5f71\u54cd\u8005\u7684\u53cc\u8fb9\u7f51\u7edc\u6548\u5e94\uff0c\u8fd9\u662f\u5176\u63a5\u4e0b\u6765\u9700\u8981\u8de8\u8d8a\u7684\u771f\u6b63\u9e3f\u6c9f\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\">Aha 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Built for AI companies. Aha handles matching, outreach, negotiation, contracts, content review, follow-ups, and performance tracking. All you do is review and approve, just like a boss. Shaped by real campaigns with 300+ global brands, Aha 2.0 delivers a safer, more reliable way to work with influencers.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Product Hunt \ud83d\ude80 I\u2019m Kay, founder of Aha.<\/strong><\/p>\n<p>I\u2019ve spent the past seven years deeply involved in influencer marketing, and I know just how painful it can be. For a long time, I watched teams struggle with the same challenges my own team faced. It took weeks just to find influencers, pricing was pure guesswork, follow-ups often went late into the night, and content still had to be reviewed manually across multiple tools.Everyone says influencer marketing works, but very few are willing to admit that the execution is chaotic, slow, repetitive, and completely dependent on people.<\/p>\n<p><strong>That reality is why we created Aha. Today, we\u2019re excited to introduce Aha 2.0.<\/strong><\/p>\n<p>It built for AI companies that want to gain exposure, and scale through influencer marketing without the usual chaos. It acts like your 24\/7 AI employee that runs influencer marketing from start to end: finding creators, outreach, negotiation, contracts, content reviews, follow-ups, and performance tracking.<\/p>\n<p>You decide. Aha executes.<\/p>\n<p>\ud83d\udcb0<strong>Pricing is simple<\/strong>: Top up first. Only pay after influencer delivered. Refunds available.<\/p>\n<p>Aha 2.0 means a lot to us. If you try it out or share feedback, we\u2019d truly appreciate it. Thank you for being here \ud83d\ude4f\u2728<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>37<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kaixin_feng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaixin_feng<\/a> <strong>Great focus on AI companies!<\/strong> Is there a specific niche\/size of creator the platform excels at finding?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>31<\/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\/@kaixin_feng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaixin_feng<\/a> Huge congrats on the launch of Aha 2.0, Kay! \ud83d\ude80 Having an AI handle the chaotic side of influencer marketing sounds like a game-changer for scaling teams. I’m curious, does the AI handle negotiations based on a set budget range, or do we need to approve each price point manually?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@kaixin_feng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kaixin_feng<\/a> Love the concept. It\u2019s always tough for brands to measure influencer performance and real ROI. What metrics does this tool provide to show whether an influencer is actually an effective partner? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I haven\u2019t tried it yet, but looks very promising. I spent the last few weeks trying to find influencers to work with, and it\u2019s such a pain. Good luck guys!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alikimovich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alikimovich<\/a> Thank you! Hope you have a try . If Aha can take away the pain of finding influencers for you, that would honestly make us really happy. \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@luvian_yu\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"luvian_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luvian_yu<\/a> and team! Great hunt <a href=\"https:\/\/www.producthunt.com\/@zaczuo\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> !<\/p>\n<p>\u0421an Aha support multi-language campaigns or is it primarily English-focused for now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<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\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> . Yes, Aha fully supports multi-language, global campaigns. <\/p>\n<p>Aha works across 140+ countries and languages. When you create a campaign, you can simply choose the target country and language.<\/p>\n<p>The AI also handles localized communication, so outreach and negotiation can happen in each creator\u2019s native language, no manual translation needed.<\/p>\n<p>So whether you’re running campaigns in English, Spanish, Korean, Japanese, German, or across mixed regions, Aha can manage and execute it from start to end.<\/p>\n<p>Happy to share more if you\u2019re exploring global markets!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Lately I\u2019ve started to see some Reddit posts that are unobviously written by AI and are liked by AI accounts. They (very gently!) promote some of their stuff by giving some valuable information as well. The key point is that people notice that and despite AI agents itself upvote such posts as hell, real people hate it when notice that something is off and it looks promote-y and fishy.<\/p>\n<\/p>\n<p>How do you solve this problem in your product?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikitaeverywhere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikitaeverywhere<\/a> <\/p>\n<p>Great question \ud83d\udc4d <\/p>\n<p>Honestly, this is one of the biggest problems in the influencer space. There\u2019s a huge amount of noise out there: promo accounts, fake engagement rings, bought followers\u2026 all of it makes the data feel unreliable.<\/p>\n<\/p>\n<p>That\u2019s exactly why we built a multi-layer filtering pipeline inside Aha. Before a influencer even has the chance to be recommended, we\u2019ve already removed the obvious bad actors through blacklists and behavior checks. Then we filter out content with unnatural engagement patterns. And right before a influencer joins a campaign, we run one more real-time check to make sure their recent data still looks healthy.<\/p>\n<\/p>\n<p>Influencer who fail these checks either get down-ranked or removed completely, so what you see in Aha is the cleaner, more trustworthy side of the ecosystem. That\u2019s also why the recommendations tend to feel \u201creal\u201d instead of spammy or AI-generated.<\/p>\n<\/p>\n<p>For us, the entire goal is simple: only let brands work with influencers who are authentic, consistent, and actually deliver. Everything else we actively filter out !!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have landed two campaigns with Aha, and the number and quality of KOLs are very high, and the recommendations are also very accurate. Expect AHA 2.0<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@julie_su\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julie_su<\/a> Really appreciate you sharing this. Hope you\u2019ll love Aha 2.0 even more \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I need some tools to facilitate my kol marketing. Is there a free trial?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@charlenechen_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlenechen_123<\/a> <\/p>\n<p>Thanks for asking!<\/p>\n<p>Aha isn\u2019t a single-step tool. It helps you run influencer campaigns from start to end. Since a live campaign involves real creators and real collaboration costs, it\u2019s difficult for us to offer a traditional free trial.<\/p>\n<p>If you\u2019d like to get a clear sense of how it works, welcome to book a demo on our website. Our team would be happy to show you everything step by step.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>28<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Extremely painful to source, outreach and arrange influencers for my content marketing – Aha saves me! Will you display reviews and leaderboard of those influencers in future?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> <\/p>\n<p>Thanks! <\/p>\n<p>Totally feel you. Doing influencer marketing the traditional way is truly painful. That\u2019s exactly why we built Aha \u2014 to let AI take care of the dirty work so people can focus on real decision-making and the things that actually matter.<\/p>\n<\/p>\n<p>Right now we already have an influencer scoring system based on past delivery performance. We also show best-price benchmarks, audience insights, and estimated CPC\/CPM. All of this makes it much easier for brands to choose the influencers they ultimately want to work with.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting! How does Aha choose which influencers match a brand or campaign is it based on niche, engagement, or location?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@getsiful\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@getsiful<\/a> <strong>Great question!<\/strong><\/p>\n<p>Matching on Aha happens in two steps. The first step is setting up your campaign. You need to define your product\u2019s core value, your target audience, and the markets you want to reach. Then ,Aha has a clear brief of what your campaign requires.<\/p>\n<p>The second step is powered by Aha\u2019s LLM based matching system. It does not rely on tags or historical clicks. Instead, it allows AI to work like a marketing expert by analyzing a influencer\u2019s content, audience profile, niche, region, and many other factors. Through multiple rounds of recall, coarse ranking and fine ranking, Aha identifies the influencers who are the best fit for your brand and campaign.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>30<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Aha is an excellent product. I’ve been using it for a long time, and our company’s external KOL collaborations are almost entirely through Aha. It’s very reliable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mingji\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mingji<\/a> Thanks soooooo much\u2764\ufe0f It means a lot to us. We\u2019ll keep making it better, and hope you\u2019ll enjoy Aha 2.0!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>i have personally singed from my two accounts but never got any deals \ud83e\udd72 pls let me know where i am wrong ( btw i signed from X accounts)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>28<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> Thanks so much for joining us! <\/p>\n<p>Just a quick note: the X\/Twitter creator channel is temporarily offline on Aha. We\u2019ve seen too much fake and low-quality data coming through that platform, so we paused it to protect collaboration quality for every brands.<\/p>\n<\/p>\n<p>We\u2019re upgrading our anti-fraud and data checks right now. Once the channel is solid, we\u2019ll bring it back \u2014 and real deal opportunities will follow.<\/p>\n<\/p>\n<p>Appreciate your patience, and thanks again for joining Aha<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice launch\u2014love the concept of an AI-powered influencer marketing \u201cteam\u201d working 24\/7.<\/p>\n<p>From a clarity & conversion lens: when a brand manager opens Aha for the first time, what\u2019s the single belief you want them to hold in the first 10-15 seconds?<br \/>Is it:<br \/>\u2022 \u201cI can launch an influencer campaign faster than ever before.\u201d<br \/>Or:<br \/>\u2022 \u201cI no longer need to manage dozens of creator relationships manually.\u201d<br \/>Because in growth tools like this, the biggest barrier often isn\u2019t feature count\u2014it\u2019s belief.<br \/>Curious how you\u2019re framing that for first-time users.<\/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\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> <\/p>\n<p>Great question \ud83c\udf89 and I\u2019m really glad to reply!!<\/p>\n<p>The core belief we want users to form in the first few seconds is: \u201cAha is your 24\/7 influencer-marketing employee that runs the entire process from start to end.\u201d<\/p>\n<\/p>\n<p>Once you see it as an employee, everything becomes clear. It means you no longer need to be stuck doing all the painful, repetitive work yourself.<\/p>\n<p>No more spending days finding the right influencers.<\/p>\n<p>No more manually emailing people one by one.<\/p>\n<p>No more endless back-and-forth.<\/p>\n<p>No more chasing influencer contracts and approvals.<\/p>\n<\/p>\n<p><strong>Scaling quickly is more of a result. When efficiency improves, you naturally end up working with more influencers in less time.<\/strong><\/p>\n<\/p>\n<p>What stays in your control are the key checkpoints: setting up a campaign, confirming the ready-to-collaborate list, and reviewing content. You only spend time on the decisions that truly matter, and Aha takes care of everything else.<\/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><strong>Hi! I\u2019m Francis, CPO of Aha.<\/strong><\/p>\n<p>Aha 2.0 comes with several upgrades shaped by working with more than 300 global brands. We focused on making the entire experience smoother and more reliable. <\/p>\n<p><strong>Algorithm & data upgrades<\/strong><\/p>\n<ul>\n<li>\n<p>Across 300 real brand campaigns, CPM dropped 23% vs March.<\/p>\n<\/li>\n<li>\n<p>Vetted, high-quality influencers increased from 2M to 5M<\/p>\n<\/li>\n<\/ul>\n<p><strong>Outreach efficiency<\/strong><\/p>\n<ul>\n<li>\n<p>2\u00d7 higher acceptance rate at larger outreach volume<\/p>\n<\/li>\n<li>\n<p>AI-generated personalized messages and automatic reply classification<\/p>\n<\/li>\n<li>\n<p>Multilingual localization for efficient global collaboration<\/p>\n<\/li>\n<\/ul>\n<p><strong>Trust & delivery<\/strong><\/p>\n<ul>\n<li>\n<p>Creator credit system & delivery scoring for long-term quality assurance<\/p>\n<\/li>\n<li>\n<p>100% refund protection for non-delivery, fake data, or low-quality content<\/p>\n<\/li>\n<li>\n<p>Enhanced verification for outreach domain authenticity<\/p>\n<\/li>\n<li>\n<p>Multi-layer anti-fraud system ensuring data integrity and reliable delivery<\/p>\n<\/li>\n<\/ul>\n<p><strong>And there\u2019s much more in this release, all built toward one goal\uff1amaking influencer collaboration faster, safer, and more reliable. <\/strong><\/p>\n<p>Would love for you to give it a try and share any feedback \u2728<\/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>As someone who runs lots of small campaigns, I really appreciate tools that simplify the chaos. It doing matching, outreach, contracts and tracking for me feels like next-level support. I’d love to try this and see how much work it really saves.<\/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\/@sukumar_sukumar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sukumar_sukumar1<\/a> Thanks for the love! Welcome to sign up on our website and try it out. If you have any questions, you can also book a demo. Our team is always here to help.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels like something I personally needed months ago. Managing influencers manually drains so much time and the back-and-forth always slows me down. An AI that handles everything while I just review like a boss sounds unbelievably helpful. I’m genuinely curious to test this.<\/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\/@thomas_jack4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thomas_jack4<\/a> Thanks so much for sharing this! We\u2019ve been through that same pain ourselves, and that\u2019s exactly why we built Aha to handle all the back-and-forth and manual coordination. If you\u2019re curious to see how different the flow feels, you can book a demo on our website and we\u2019ll walk you through it step by step \ud83c\udf7b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m honestly impressed by how it handles influencer campaigns fromstart to finish. As someone who usually juggles outreach and negotiations myself, having an AI employee take over the messy parts feels like a dream. I’d love to try this flow and see the difference.<\/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\/@robert_smith52\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robert_smith52<\/a> Wow, thank you soooo much! That means a lot to us. If you\u2019d like to give it a try, you can book a demo on our website. Our team will walk you through everything step by step \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really liked the idea! I\u2019ve noted your project, and we\u2019ll get in touch after launching our startup (we\u2019re finishing the development now). Meanwhile, I have a question: do you have famous travelers in your database? We specifically need travel bloggers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Ditching tags for LLM vibe-matching is the right move. Keywords never really capture the audience’s feel. Nice work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on the launch\u2014been following closely! The \u201capprove first\u201d step is smart; I can\u2019t stand tools that ping creators without my okay. Super intriguing product, and I\u2019m especially curious how you handle influencer matching and outreach\u2014it sounds like a big, well-orchestrated operation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Ok interested! Though too lazy to fill in form to get demo \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Automating the messy parts of influencer marketing from discovery to follow-ups feels like a massive relief for teams that are stretched thin. What part of the workflow did you find the hardest to automate?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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><a href=\"https:\/\/www.producthunt.com\/products\/aha-3\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"aha-3\" target=\"_blank\" rel=\"noopener\">@Aha<\/a> Congrats on the launch! AI for end to end influencer marketing is ambitious. Running everything from discovery to campaign management in one place saves teams huge amounts of time. <\/p>\n<p>How does Aha handle influencer vetting and authenticity checks? Are brands able to customize their outreach templates while maintaining the AI efficiency?<\/p>\n<p>Curious about how the ROI tracking works across different platforms.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<pre><code>This looks incredibly promising! As a founder navigating the complexities of getting our AI product seen, influencer marketing is definitely on our radar, but the manual effort always felt daunting. The idea of an AI employee handling everything from outreach to performance tracking is a game-changer. I'm especially interested in how Aha 2.0 streamlines the negotiation and content review process. Can't wait to give this a try!<\/code><\/pre>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! \ud83c\udf89 Love the “approve first” feature \u2014 no one wants spam. Really curious about how the influencer matching works!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 this looks interesting! I’ve found it quite challenging to explore influencer marketing for B2B AI products through agencies but more often than not, their database of influencers lean more towards e-commerce \/ FMCG \/ B2C. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">\ud83e\udd0c<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>A great tool to manage your influencer campaign! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pasha_tseluyko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_tseluyko<\/a> Thanks soooo much, hope you enjoy it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Aha identify and rank influencers for a campaign?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> <\/p>\n<p>Happy to explain!<\/p>\n<p>Matching on Aha starts with your campaign setup. You define your product\u2019s selling points, your target audience, the markets you want to reach, the platforms you want influencers from, your budget, and so on. Once everything is set, Aha can begin the matching process.<\/p>\n<\/p>\n<p>The matching doesn\u2019t rely on surface tags like \u201cAI\u201d or \u201ctools\u201d . Instead, AI works more like a marketing expert that understands both your product and the influencers.<\/p>\n<ul>\n<li>\n<p>In the recall stage, it looks at your product category and target audience and pulls a broad group of influencers who align with that profile.<\/p>\n<\/li>\n<li>\n<p>In the coarse-ranking stage, it filters that group based on influencer activity, your target regions, content performance, and whether their behavior looks healthy and trustworthy. This helps ensure the influencers are real, active, and suitable for collaboration.<\/p>\n<\/li>\n<li>\n<p>In the fine-ranking stage, it checks deeper promotional fit, such as audience overlap and content-theme alignment with your product.<\/p>\n<\/li>\n<\/ul>\n<p>The final output is a high-confidence list with matching scores, giving you influencers who truly fit your brand and campaign.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this! Managing influencers from end to end is no small thing.<\/p>\n<p>One question though,<br \/>what happens when a situation gets emotional or requires human judgment?<\/p>\n<p>Does Aha have a way to handle those cases differently?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hee323\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hee323<\/a> <\/p>\n<p>Hah, great question!<br \/>In the influencer outreach step, Aha uses intent detection and automated replies. Based on the influencer\u2019s wording and tone, Aha takes different actions. For example:<\/p>\n<ul>\n<li>\n<p>If an influencer agrees to collaborate, Aha guides them into the platform to complete the acceptance and content delivery process.<\/p>\n<\/li>\n<li>\n<p>If an influencer has questions, Aha pulls from our continuously updated knowledge base of common questions and responds automatically.<\/p>\n<\/li>\n<li>\n<p>When a situation becomes complex or unclear, such as emotional conversations or anything that requires human judgment as you mentioned, Aha flags it and turns it over to our operations team for manual handling.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/36BKFQXLMVGUJF\" class=\"app-title\">Pylar<\/a><\/p>\n<div class=\"one-liner\">Securely connect your entire data stack to any agent<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">423<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Pylar\u662f\u4e00\u4e2a\u5b89\u5168\u7684AI\u667a\u80fd\u4f53\u6570\u636e\u8bbf\u95ee\u63a7\u5236\u5c42\uff0c\u5b83\u5728\u4f01\u4e1a\u5c06AI\u4ee3\u7406\u8fde\u63a5\u5230\u5185\u90e8\u7ed3\u6784\u5316\u6570\u636e\uff08\u5982\u6570\u636e\u4ed3\u5e93\u3001CRM\uff09\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u56e0\u6743\u9650\u5931\u63a7\u5bfc\u81f4\u7684\u6570\u636e\u6cc4\u9732\u548c\u6210\u672c\u6fc0\u589e\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\/337146af-bd04-4f10-9348-b9ae679c789e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b0ac25db-1925-4cde-9fda-5a06b632b3e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c9c78f9-6279-4e5d-835c-4c838ecbd387.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6de2e4d5-3cbd-485e-8e65-f796e358a7c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0be2f1f2-ef78-4288-bed3-c01b54019dc0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b9d02c2b-2211-4f4a-968b-85e08a764780.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17c91e37-d364-438c-8908-23b58d7b5620.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e5e1f2c-1f4a-4c0a-852f-d0fd44d96ab0.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\/8803e131-4036-4e08-990f-b192107e9b32.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/w8DPxS5RP2Y\"><source src=\"https:\/\/youtu.be\/w8DPxS5RP2Y\" 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\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u8bbf\u95ee\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">MCP\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u5b89\u5168\u5c42<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6c99\u7bb1<\/span><br \/>\n <span class=\"tag\">\u5ba1\u8ba1\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u7ba1\u63a7<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4ee3\u7406\u4e71\u67e5\u8be2\u548c\u6570\u636e\u6cc4\u9732\u75db\u70b9\u7684\u4ef7\u503c\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u5177\u4f53\u5982\u4f55\u9650\u5236\u67e5\u8be2\u5f00\u9500\u548c\u901f\u7387\uff1b\u6743\u9650\u7b56\u7565\u80fd\u5426\u968f\u4e1a\u52a1\u7075\u6d3b\u8c03\u6574\uff1b\u4ee5\u53ca\u5982\u4f55\u7edf\u4e00\u76d1\u63a7\u8de8\u5e73\u53f0\u4ee3\u7406\u884c\u4e3a\u3002\u521b\u59cb\u4eba\u8be6\u7ec6\u56de\u5e94\u4e86\u6280\u672f\u7ec6\u8282\uff0c\u5e76\u5f15\u7528\u771f\u5b9e\u5b89\u5168\u4e8b\u4ef6\u4f50\u8bc1\u4ea7\u54c1\u7d27\u8feb\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 Pylar\u5207\u5165\u7684\u5e76\u975e\u4e00\u4e2a\u75d2\u70b9\uff0c\u800c\u662f\u4f01\u4e1aAI\u5e94\u7528\u8d70\u5411\u6df1\u6c34\u533a\u65f6\u5fc5\u987b\u9762\u5bf9\u7684\u201c\u786c\u6838\u201d\u95ee\u9898\uff1a\u5982\u4f55\u5728\u8d4b\u4e88\u667a\u80fd\u4f53\u884c\u52a8\u80fd\u529b\u7684\u540c\u65f6\uff0c\u907f\u514d\u5176\u6210\u4e3a\u7cfb\u7edf\u7684\u201c\u7279\u6743\u6f0f\u6d1e\u201d\u3002\u5176\u4ea7\u54c1\u903b\u8f91\u6e05\u6670\u4e14\u81f4\u547d\u2014\u2014\u7528\u201c\u6c99\u76d2\u89c6\u56fe\u201d\u53d6\u4ee3\u539f\u59cb\u6570\u636e\u5e93\u8bbf\u95ee\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u6570\u636e\u5c42\u4e0e\u4ee3\u7406\u5c42\u4e4b\u95f4\u63d2\u5165\u4e86\u4e00\u4e2a\u7b56\u7565\u6267\u884c\u4e0e\u5ba1\u8ba1\u4e2d\u95f4\u4ef6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u591a\u4e48\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u5c06\u4f20\u7edf\u6570\u636e\u6cbb\u7406\u7406\u5ff5\uff08\u5982\u6700\u5c0f\u6743\u9650\u539f\u5219\u3001\u8bbf\u95ee\u63a7\u5236\uff09\u8fdb\u884c\u4e86\u201cAI\u539f\u751f\u201d\u7684\u91cd\u6784\u3002\u4f20\u7edf\u6570\u636e\u5e93ACL\u9488\u5bf9\u7684\u662f\u7528\u6237\u548c\u5e94\u7528\u7a0b\u5e8f\uff0c\u5176\u4ea4\u4e92\u6a21\u5f0f\u76f8\u5bf9\u53ef\u9884\u6d4b\uff1b\u800cAI\u4ee3\u7406\u662f\u81ea\u4e3b\u3001\u4e0d\u53ef\u9884\u6d4b\u7684\u201c\u9ed1\u76d2\u201d\uff0c\u53ef\u80fd\u56e0\u63d0\u793a\u8bcd\u6ce8\u5165\u6216\u81ea\u8eab\u63a8\u7406\u9519\u8bef\u800c\u89e6\u53d1\u5f02\u5e38\u884c\u4e3a\u3002Pylar\u901a\u8fc7\u9884\u5b9a\u4e49\u7684\u3001\u6c99\u76d2\u5316\u7684SQL\u89c6\u56fe\uff0c\u4e3a\u6bcf\u4e2a\u4ee3\u7406\u6784\u5efa\u4e86\u4e00\u4e2a\u7edd\u5bf9\u5b89\u5168\u7684\u6570\u636e\u64cd\u4f5c\u7a7a\u95f4\uff0c\u540c\u65f6\u5c06\u7b56\u7565\u63a7\u5236\uff08\u884c\u6570\u3001\u9891\u7387\u3001\u6a21\u5f0f\uff09\u548c\u5168\u5c40\u5ba1\u8ba1\u4ece\u201c\u4e8b\u540e\u8865\u6551\u201d\u63d0\u5347\u4e3a\u201c\u4e8b\u4e2d\u963b\u65ad\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5b83\u4f9d\u8d56\u4e8e\u4f01\u4e1a\u5df2\u5177\u5907\u6e05\u6670\u7684\u6570\u636e\u89c6\u56fe\u5b9a\u4e49\u80fd\u529b\uff0c\u8fd9\u672c\u8eab\u662f\u4e00\u4e2a\u9ad8\u95e8\u69db\u7684\u6570\u636e\u5de5\u7a0b\u5de5\u4f5c\u3002\u5176\u6b21\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u662f\u201c\u4e3a\u98ce\u9669\u4ed8\u8d39\u201d\uff0c\u5728AI\u4ee3\u7406\u5f15\u53d1\u91cd\u5927\u5b89\u5168\u4e8b\u6545\u6210\u4e3a\u666e\u904d\u5934\u6761\u4e4b\u524d\uff0c\u8bf4\u670d\u4f01\u4e1a\u4e3a\u6b64\u6295\u5165\u53ef\u80fd\u9700\u8981\u5f3a\u5927\u7684\u5e02\u573a\u6559\u80b2\u3002\u6700\u540e\uff0c\u4e0e\u5404\u5927Agent Builder\u7684\u96c6\u6210\u6df1\u5ea6\u548c\u7a33\u5b9a\u6027\uff0c\u5c06\u76f4\u63a5\u51b3\u5b9a\u5176\u201c\u63a7\u5236\u5e73\u9762\u201d\u7684\u5b9e\u9645\u6548\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cPylar\u662f\u4e00\u6b3e\u6781\u5177\u524d\u77bb\u6027\u7684\u57fa\u7840\u8bbe\u65bd\u4ea7\u54c1\u3002\u5b83\u4e0d\u76f4\u63a5\u751f\u4ea7AI\u80fd\u529b\uff0c\u800c\u662f\u7acb\u5fd7\u6210\u4e3aAI\u65f6\u4ee3\u7684\u201c\u6570\u636e\u9632\u706b\u5899\u201d\u548c\u201c\u6210\u672c\u9600\u95e8\u201d\u3002\u5982\u679c\u5b83\u80fd\u6210\u529f\u5efa\u7acb\u751f\u6001\uff0c\u5176\u89d2\u8272\u5c06\u4e0d\u53ef\u6216\u7f3a\uff1b\u82e5\u5de8\u5934\u5e73\u53f0\u5c06\u7c7b\u4f3c\u529f\u80fd\u5185\u7f6e\uff0c\u5b83\u5219\u9762\u4e34\u88ab\u8fb9\u7f18\u5316\u7684\u98ce\u9669\u3002\u8fd9\u662f\u4e00\u573a\u5173\u4e8eAI\u65f6\u4ee3\u57fa\u7840\u8bbe\u65bd\u5b9a\u4e49\u6743\u7684\u5361\u4f4d\u6218\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\">Pylar<\/span>\n <\/div>\n<div class=\"comment-content\">Pylar connects agents to your data stack, safely. Connect to any datasource, define exactly what an agent can see, turn those views into custom MCP tools, and publish them to any agent builder – with full observability across every AI deployment.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b <strong>Hey everyone, I’m Hoshang, Co-founder of Pylar.<\/strong><\/p>\n<p>Super excited to finally share what we\u2019ve been building.<\/p>\n<p>Agents today are great at reading docs, invoices, websites, transcripts –<br \/>but the moment you want them touching structured systems where sensitive customer data is stored e.g Snowflake, Postgres, CRMs\u2026 things get tricky.<\/p>\n<p>We kept hearing the same two blockers over and over:<\/p>\n<ul>\n<li>\n<p>Agents may <strong>over-query<\/strong> and silently spike warehouse bills<\/p>\n<\/li>\n<li>\n<p>Agents are at a risk of <strong>leaking sensitive data<\/strong> (PII, financials, customer history) because access isn\u2019t properly scoped<\/p>\n<\/li>\n<\/ul>\n<p>And right now, teams have two options:<\/p>\n<p>– Off-the-shelf MCP servers : 18,000 exist, ~10% are malicious, and most are exploitable or too generic for production.<br \/>– Custom API wrappers : months of engineering bandwidth used up in building endpoints, policies, and governance\u2026 all brittle, fragmented, and hard to audit.<\/p>\n<p>This forces companies into a painful choice: lock agents down so much they become useless, or open things up and risk a security incident.<\/p>\n<p>Traditional database ACLs weren\u2019t designed for autonomous systems. Custom APIs are hard to build, govern and control for agent level interactions.<\/p>\n<p><strong>Pylar exists to fix this. It\u2019s a governed access layer between your agents and your entire data stack.<\/strong><\/p>\n<p>You connect your datasources \u2192 define sandboxed SQL views \u2192 turn them into MCP tools \u2192 ship them to any agent builder\u2026 all from one control plane, with full observability.<\/p>\n<\/p>\n<p>What you get out of the box:<\/p>\n<ul>\n<li>\n<p>Agent-specific sandboxed views (never raw DB access)<\/p>\n<\/li>\n<li>\n<p>Enforced permissions & guardrails<\/p>\n<\/li>\n<li>\n<p>Automatic breach containment + audit logs<\/p>\n<\/li>\n<li>\n<p>Publish to any agent builder (n8n, Cursor, Claude, LangGraph, etc.) via a single secure link<\/p>\n<\/li>\n<\/ul>\n<p>We\u2019re already working with some fantastic data, platform, and security teams – everything from internal analytics copilots to customer-facing AI features wired directly into production data.<\/p>\n<p>If you\u2019re exploring structured-data access for agents, I\u2019d love to hear your thoughts, help you build your use case or just share best practices on what we’ve been seeing with our customers. You can <a href=\"https:\/\/calendly.com\/pylar\/30min\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">book a call<\/a> with me here if you’d like. <\/p>\n<p>Thanks for checking us out \u2014 means a lot. \ud83d\ude80<\/p>\n<p>– Hoshang<br \/>Co-founder, Pylar<\/p>\n<\/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\/@hoshang_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hoshang_m<\/a> Love that you\u2019re tackling agent over\u2011querying, feels like a pain everyone\u2019s quietly dealing with right now.<\/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\/@hoshang_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hoshang_m<\/a> <em>Congrats on the launch! The UI looks super clean. I’m launching my own app today too, so I know how much work goes into this.<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@hoshang_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hoshang_m<\/a> and team! Seems like you’re threading the needle between agentic adoption and security risk. Great work \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Hoshang, congrats on the launch! That stat about 10% of MCP servers being malicious is wild. I\u2019m curious was there a specific moment that made this feel urgent for you? Like did you witness (or hear about) an agent accidentally exposing customer data, or maybe a team get hit with a surprise warehouse bill they didn\u2019t see coming?<\/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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> Thanks for the question, Van! Instances of agents leaking sensitive data is on the rise, recently Salesforce had a security incident where their ai agents accidentally leaked sensitive crm data through through their agentforce powered web-to-lead form. attackers injected a malicious prompt on website forms to make the AI share internal data with outside domains.<\/p>\n<p>basically, hiding malicious instructions inside normal text. the ai read it\u2026 and pulled private data it had permission to see. I did a deep dive here, you might find this interesting – <a href=\"https:\/\/www.pylar.ai\/blog\/forcedleak-salesforce-agentforce-vulnerability-deep-dive\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.pylar.ai\/blog\/forcedleak-salesforce-agentforce-vulnerability-deep-dive<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, someone tackling the agent-to-DB mess. I\u2019ve nursed a painful Snowflake bill from a runaway agent. Sandboxed views + audit logs feels sane. How do you cap query spend per agent? Might wire this into Cursor first, then LangGraph if it holds up.<\/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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Thanks Alex! Right now, we cap spend in two ways:<\/p>\n<p><strong>1. Every agent only sees a <em>sandboxed view<\/em>, never your raw warehouse.<\/strong><br \/>So even if it tries something wild, it can\u2019t fan out into expensive tables or join half your schema.<\/p>\n<p><strong>2. Query-level guardrails on the tool itself.<\/strong><br \/>We let you set limits on row counts, frequency, and even block certain patterns (e.g. unscoped scans) via policies. If an agent tries to exceed it, Pylar shuts it down and logs the attempt.<\/p>\n<p>On top of that, you get full audit logs + costs per tool call so you can see exactly which agent is expensive <em>before<\/em> the bill shows up.<\/p>\n<p>Looking forward to having you try us out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 !!<\/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\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vishalbajaj\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vishalbajaj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishalbajaj<\/a> Great product! All the best for your launch \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@zethleezd Thank for the support \ud83d\ude4c\ud83c\udffc\ud83d\ude4c\ud83c\udffc<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does Pylar throttle or rate-limit agent queries in any way? Congrats on the launch. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Great question and thanks for the support. Rate limiting queries is going to be live on the product next week, but for now you can set additional guardrails like row limits and scoped filters with policies between your data and the mcp tools so an agent can\u2019t over-query or wander outside the slice of data you\u2019ve exposed. And every attempt gets logged so you can see if an agent is starting to push its boundaries.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@hoshang_m\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hoshang_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hoshang_m<\/a> this solves a serious gap for teams working with sensitive, structured data. I\u2019m curious how Pylar handles evolving permission needs over time. If schema or data-access policies change, can sandboxes and guardrails adapt without teams rebuilding the entire setup?<\/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\/@harkirat_singh3777\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harkirat_singh3777<\/a> Thanks for your support! The sandboxed view is the \u201csource of truth.\u201d If your schema changes or your data-access rules shift, you just update the view in Pylar – the agents automatically start using the new version. No redeploying, no rebuilding tools, no touching the agent builder again.<\/p>\n<p>We basically treat it like a control plane: you tweak the view or the policy once, and every connected agent adapts instantly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I could see how integrating Pylar\u2019s AI-driven workflow automation could streamline content and data processes inside our tool, and I\u2019ll go check it out to explore the possibilities.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@jamesjacksonleachatx that\u2019s awesome! Please let me know if you need help ironing out your use cases.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s an amazing idea. So can the agent run analytical queries in the DB as well?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> agents <em>can<\/em> run analytical queries, but only within the sandboxed view you expose to them.<\/p>\n<p>So if you include things like aggregates, joins, or computed fields in that view, the agent can use them freely. What it <strong>can\u2019t<\/strong> do is hit your raw warehouse or run heavy, unscoped analytics outside the boundaries you\u2019ve set.<\/p>\n<p>Think of it like giving the agent a curated data view purpose built for the agent to do its task well. <\/p>\n<p>Here’s more on this- <a href=\"https:\/\/docs.pylar.ai\/learn\/creating-data-views\/overview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.pylar.ai\/learn\/creating-data-views\/overview<\/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>congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marek_nalikowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marek_nalikowski<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>amazing product guys well done !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@othmane_khadri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othmane_khadri<\/a> Thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations @hoshang_m<\/div>\n<div class=\"comment-actions\">\n<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\/@neelptl2602\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neelptl2602<\/a> Thanks Neel!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hoshang_m\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hoshang_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hoshang_m<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thank you! \ud83d\ude4c\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> thank you for your support Huisong!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Hoshang! Pylar seems like a huge step forward for safely connecting agents to structured data.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thanks for the support, Abdul!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you monitor agent behavior across different builders (Cursor, LangGraph, n8n, etc.) from one place?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a> Our evals layer helps you measure how different agents across platforms like Cursor, LangGraph etc are interacting with your internal data. <\/p>\n<p>Because of that, you get a single place where you can see:<\/p>\n<ul>\n<li>\n<p>what each agent is querying<\/p>\n<\/li>\n<li>\n<p>how often it\u2019s hitting your data<\/p>\n<\/li>\n<li>\n<p>what was allowed vs blocked<\/p>\n<\/li>\n<li>\n<p>and any odd behavior you should know about<\/p>\n<\/li>\n<\/ul>\n<p>So even if one agent is in Cursor and another is in LangGraph or n8n, all their activity shows up in one dashboard.<br \/>Also, if you update a data view, a rule or add more mcp tools in Pylar – every agent using it automatically follows the new version.<\/p>\n<p>More on this here – <a href=\"https:\/\/docs.pylar.ai\/learn\/evals\/evals-dashboard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.pylar.ai\/learn\/evals\/evals-dashboard<\/a><\/p>\n<p>Does this help?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Custom APIs are a nightmare and MCP servers are a minefield. This feels like the first real governed layer built for agents. Good work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> Thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Pretty amazing @hoshang_m. Congratulations on the launch. I will surely give it a shot<\/div>\n<div class=\"comment-actions\">\n<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\/@thepmfguy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thepmfguy<\/a> Amazing! Thanks Gaurav. Do let me know if you need anything!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Don’t fully understand what this is. What’s the top 3 use cases for this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch. Do you have any list of data sources currently supports?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Congratz on the launch team! With agentic AI this will be a must.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mertbaser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mertbaser<\/a> Thanks for the support, Mert! Would love to have you try Pylar out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/EVCMHTUHOIK63O\" class=\"app-title\">Mistral 3<\/a><\/p>\n<div class=\"one-liner\">A family of frontier open-source multimodal models<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">396<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mistral 3\u53d1\u5e03\u4e86\u4e00\u7cfb\u5217\u524d\u6cbf\u5f00\u6e90\u591a\u6a21\u6001\u6a21\u578b\uff0c\u901a\u8fc7\u63d0\u4f9b\u4ece\u8f7b\u91cf\u5230\u9876\u7ea7\u7684\u591a\u79cd\u89c4\u683c\u9009\u62e9\uff0c\u8ba9\u5f00\u53d1\u8005\u548c\u4f01\u4e1a\u80fd\u591f\u4ee5\u66f4\u4f4e\u7684\u6210\u672c\u548c\u66f4\u9ad8\u7684\u7075\u6d3b\u6027\u90e8\u7f72\u9ad8\u6027\u80fdAI\u6a21\u578b\uff0c\u89e3\u51b3\u4e86\u5728\u63a7\u5236\u6210\u672c\u4e0e\u57fa\u7840\u8bbe\u65bd\u7684\u540c\u65f6\u83b7\u53d6\u9876\u5c16\u6a21\u578b\u80fd\u529b\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5eb67b80-9a60-4278-853a-8c5129f8bd90.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef38635a-d464-4daf-a961-92339c6b0f66.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9283c704-2ef6-4ab2-a6b0-3a9d5ea78506.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d7f72c0-84cc-461a-885d-b73a5cba97b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/70f6924c-501c-4b75-8d5a-f2b835927df6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90AI\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u6df7\u5408\u4e13\u5bb6\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u9ad8\u6027\u80fd\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">Apache 2.0\u8bb8\u53ef<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u6548\u76ca\u6bd4<\/span><br \/>\n <span class=\"tag\">\u524d\u6cbf\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u90e8\u7f72<\/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\u8f7b\u91cf\u9ad8\u6548\u3001\u5f00\u6e90\u53ef\u63a7\u53ca\u591a\u8bed\u8a00\u4f18\u52bf\uff0c\u5e76\u4e0eGPT OSS\u3001DeepSeek\u7b49\u6a21\u578b\u5bf9\u6bd4\u3002\u6838\u5fc3\u53cd\u9988\u5305\u62ec\uff1a\u671f\u5f85\u660e\u786e\u4ea7\u54c1\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u4e0e\u201c\u987f\u609f\u65f6\u523b\u201d\uff1b\u6307\u51fa\u5927\u578b\u6a21\u578b\u5728\u903b\u8f91\u3001\u4ee3\u7801\u548c\u6570\u5b66\u4efb\u52a1\u4e0a\u4ecd\u6709\u63d0\u5347\u7a7a\u95f4\uff1b\u5e76\u591a\u6b21\u8be2\u95ee\u76ee\u6807\u5e02\u573a\u4e0e\u6700\u53d7\u76ca\u884c\u4e1a\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 Mistral 3\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u6280\u672f\u98de\u8dc3\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u573a\u7cbe\u5fc3\u7b56\u5212\u7684\u751f\u6001\u5361\u4f4d\u6218\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u53c2\u6570\u89c4\u6a21\u7684\u7b80\u5355\u5806\u780c\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u201c14B\/8B\/3B\u8f7b\u91cf\u6a21\u578b+Mistral Large 3\u9876\u7ea7\u6a21\u578b\u201d\u7684\u4ea7\u54c1\u77e9\u9635\uff0c\u6784\u5efa\u4e86\u4e00\u4e2a\u8986\u76d6\u4ece\u8fb9\u7f18\u8ba1\u7b97\u5230\u4e91\u7aef\u90e8\u7f72\u7684\u5168\u573a\u666f\u5f00\u6e90\u89e3\u51b3\u65b9\u6848\u3002Apache 2.0\u8bb8\u53ef\u8bc1\u662f\u5176\u6700\u950b\u5229\u7684\u6b66\u5668\uff0c\u65e8\u5728\u6700\u5927\u9650\u5ea6\u964d\u4f4e\u5546\u4e1a\u5e94\u7528\u95e8\u69db\uff0c\u4e89\u593a\u5f00\u53d1\u8005\u751f\u6001\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201c\u6700\u4f73\u6027\u80fd\u6210\u672c\u6bd4\u201d\u7684\u5ba3\u79f0\u4e0e\u8bc4\u8bba\u4e2d\u201c\u5728\u903b\u8f91\u3001\u4ee3\u7801\u65b9\u9762\u4ecd\u843d\u540e\u4e8eDeepSeek\u201d\u7684\u53cd\u9988\u5f62\u6210\u4e86\u5fae\u5999\u5f20\u529b\u3002\u8fd9\u63ed\u793a\u4e86\u5f53\u524d\u5f00\u6e90\u6a21\u578b\u7ade\u8d5b\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5728\u8ffd\u6c42\u53c2\u6570\u6548\u7387\u3001\u591a\u6a21\u6001\u548c\u4f4e\u6210\u672c\u90e8\u7f72\u7684\u540c\u65f6\uff0c\u6a21\u578b\u7684\u6838\u5fc3\u63a8\u7406\u80fd\u529b\u662f\u5426\u505a\u51fa\u4e86\u59a5\u534f\uff1fMistral\u4f3c\u4e4e\u5728\u7528\u201c\u8f7b\u91cf\u6a21\u578b\u8d70\u91cf\uff0c\u9876\u7ea7\u6a21\u578b\u7acb\u6807\u6746\u201d\u7684\u7b56\u7565\uff0c\u8bd5\u56fe\u517c\u987e\u5e02\u573a\u5e7f\u5ea6\u4e0e\u6280\u672f\u9ad8\u5ea6\u3002\u7528\u6237\u53cd\u590d\u8ffd\u95ee\u201c\u76ee\u6807\u5e02\u573a\u201d\u548c\u201c\u987f\u609f\u65f6\u523b\u201d\uff0c\u6070\u6070\u66b4\u9732\u51fa\u5176\u5e02\u573a\u5b9a\u4f4d\u4e0e\u4ef7\u503c\u4f20\u8fbe\u4ecd\u663e\u6a21\u7cca\u2014\u2014\u5b83\u60f3\u6210\u4e3a\u6240\u6709\u4eba\u7684\u9009\u62e9\uff0c\u4f46\u5c1a\u672a\u8ba9\u4efb\u4f55\u4eba\u77ac\u95f4\u786e\u4fe1\u201c\u975e\u5b83\u4e0d\u53ef\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5728GPT\u7b49\u95ed\u6e90\u6a21\u578b\u4e3b\u5bfc\u5e94\u7528\u5c42\u3001DeepSeek\u7b49\u4ee5\u6781\u81f4\u6027\u4ef7\u6bd4\u7a81\u88ad\u7684\u5939\u51fb\u4e0b\uff0cMistral 3\u7684\u201c\u5168\u5bb6\u6876\u201d\u7b56\u7565\u662f\u660e\u667a\u7684\u5206\u6563\u98ce\u9669\u4e4b\u4e3e\u3002\u4f46\u5176\u957f\u671f\u6210\u529f\uff0c\u5c06\u53d6\u51b3\u4e8eMistral Large 3\u80fd\u5426\u771f\u6b63\u8dfb\u8eab\u201c\u524d\u6cbf\u6a21\u578b\u201d\u7b2c\u4e00\u68af\u961f\uff0c\u4ee5\u53ca\u5176\u8f7b\u91cf\u6a21\u578b\u80fd\u5426\u5728\u5177\u4f53\u5782\u76f4\u573a\u666f\u4e2d\u5efa\u7acb\u4e0d\u53ef\u66ff\u4ee3\u7684\u90e8\u7f72\u4f18\u52bf\u3002\u5f00\u6e90\u662f\u5165\u573a\u5238\uff0c\u800c\u975e\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Mistral 3<\/span>\n <\/div>\n<div class=\"comment-content\">Mistral 3 includes three state-of-the-art small, dense models (14B, 8B, and 3B) and Mistral Large 3 \u2013 our most capable model to date \u2013 a sparse mixture-of-experts trained with 41B active and 675B total parameters. All models are released under the Apache 2.0 license. The Ministral models represent the best performance-to-cost ratio in their category. At the same time, Mistral Large 3 joins the ranks of frontier instruction-fine-tuned open-source models.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Impressive launch\u2014especially how Mistral 7B pushes the boundaries of open models while remaining lightweight and efficient.<\/p>\n<p>From a clarity & onboarding lens: when a dev or product team opens Mistral 7B for the first time, <strong>what\u2019s the single belief you want them to adopt in the first 10-15 seconds<\/strong>?<br \/>\u2022 \u201cI can deploy a best-in-class model without massive compute or bespoke infrastructure.\u201d<br \/>Or:<br \/>\u2022 \u201cThis open model gives me enterprise-grade performance with full control.\u201d<br \/>Because with foundational models, the biggest barrier isn\u2019t parameters\u2014it\u2019s belief.<br \/>Curious how you\u2019re framing that for first-time users and what the \u201caha moment\u201d looks like in your product journey.<\/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>Im really impressed with GPT OSS 120B in Antigravity. Its suppose to be level with gpt5 etc. And its possible to run on mac studio, with the highest specs etc. So future look good for local Agentic LLM’s. would love to compare this to the GPT OSS model. A local cursor IDE would be huge. Its kind of sad that coding is pay to play at the moment. I spend 100$ a day in coding. It’s wild.<\/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>I personally tried Mistral 3 Large when it came out yesterday and think it’s a good model in terms of multilanguage and multimodality (as even the smaller models with less params can run purely in browser and confidently detect objects correctly – so kudos for that). But the Mistral 3 Large itself still seems to need a bit more power as in my own evaluations it still lags a bit behind the new deepseek 3.2 in logical thinking, coding and math tasks. But yeah, for users in european countries needing a multilingual assistant it’s still the best in that scenario<\/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\">Wow it sounds amazing! Congrats on the launch. Just for curiosity, who is your target market?<\/div>\n<div class=\"comment-actions\">\n<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>Which industries or applications do you think will benefit most from these open models?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Which industries or types of work do you think will get the most help from these open models?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NLGL56CEOVSVHV\" class=\"app-title\">TrueFoundry AI Gateway<\/a><\/p>\n<div class=\"one-liner\">Connect, observe & control LLMs, MCPs, Guardrails & Prompts<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">314<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TrueFoundry AI Gateway \u662f\u4e00\u4e2a\u9762\u5411\u751f\u4ea7\u73af\u5883\u7684AI\u63a7\u5236\u5e73\u9762\uff0c\u901a\u8fc7\u7edf\u4e00\u63a5\u5165\u3001\u6df1\u5ea6\u53ef\u89c2\u6d4b\u6027\u548c\u6cbb\u7406\u89c4\u5219\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u5728\u89c4\u6a21\u5316\u90e8\u7f72AI\u4ee3\u7406\uff08Agents\uff09\u548c\u6a21\u578b\u65f6\u9762\u4e34\u7684\u8fd0\u7ef4\u6df7\u4e71\u3001\u5408\u89c4\u98ce\u9669\u4e0e\u6210\u672c\u5931\u63a7\u7b49\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\/e9575236-cbfc-4d7c-9ce6-a0a0199c0060.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/52450d98-ed2c-422e-ac3a-49aa932380dc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a52ce65-6cbe-42d5-8271-ddbd10dc2184.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3807d89f-b611-4a95-aef1-69e1d418564a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b53185e9-0769-427f-a89a-5e790119c58c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/876bc5b8-e53c-4e7c-be9e-43111713cd45.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\/2951fc07-81af-45d0-8fe5-f818311afb6a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/8FsHo7xoTr4\"><source src=\"https:\/\/youtu.be\/8FsHo7xoTr4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f51\u5173<\/span><br \/>\n <span class=\"tag\">\u5927\u8bed\u8a00\u6a21\u578b\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI\u7ba1\u63a7<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">MCP\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u5c31\u7eea<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u4e0e\u5b89\u5168<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u751f\u4ea7\u73af\u5883\u590d\u6742\u6027\u7684\u4ef7\u503c\uff0c\u91cd\u70b9\u5173\u6ce8\u4e0e\u73b0\u6709\u5de5\u4f5c\u6d41\u7684\u96c6\u6210\u96be\u5ea6\u3001\u6545\u969c\u8f6c\u79fb\u673a\u5236\u3001\u76f8\u6bd4\u5f00\u6e90\u65b9\u6848\u7684\u4f18\u52bf\u3001\u6570\u636e\u5730\u57df\u5408\u89c4\u5b9e\u73b0\u3001\u4ee5\u53ca\u591a\u7ec4\u4ef6\u94fe\u8def\u7684\u5168\u94fe\u8def\u8ffd\u8e2a\u80fd\u529b\u3002\u56e2\u961f\u56de\u590d\u8be6\u7ec6\uff0c\u4f53\u73b0\u4e86\u4ea7\u54c1\u6df1\u5ea6\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n TrueFoundry AI Gateway \u7684\u53d1\u5e03\uff0c\u6807\u5fd7\u7740\u4e00\u573a\u4ece\u201c\u6a21\u578b\u8def\u7531\u201d\u5230\u201cAI\u63a7\u5236\u5e73\u9762\u201d\u7684\u7406\u5ff5\u5347\u7ea7\u3002\u5b83\u771f\u6b63\u7684\u950b\u8292\u5e76\u975e\u7b80\u5355\u7684API\u805a\u5408\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u5165\u4f01\u4e1a\u5c06AI\u5b9e\u9a8c\u54c1\u63a8\u5411\u6838\u5fc3\u751f\u4ea7\u7cfb\u7edf\u65f6\u5fc5\u7136\u906d\u9047\u7684\u201c\u6697\u7901\u201d\uff1a\u8eab\u4efd\u4e0e\u8ba4\u8bc1\u7684\u788e\u7247\u5316\u3001\u8de8\u56fd\u6570\u636e\u6d41\u52a8\u7684\u5408\u89c4\u67b7\u9501\u3001\u591a\u6a21\u578b\u591a\u7ec4\u4ef6\u8c03\u7528\u94fe\u7684\u89c2\u6d4b\u9ed1\u76d2\uff0c\u4ee5\u53ca\u6210\u672c\u4e0e\u5b89\u5168\u7684\u5931\u63a7\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201c\u80f6\u6c34\u5c42\u201d\uff0c\u5b9e\u5219\u662f\u6784\u5efa\u4e86\u4e00\u4e2a\u4e0d\u53ef\u7ed5\u8fc7\u7684\u57fa\u7840\u8bbe\u65bd\u5c42\u3002\u5b83\u901a\u8fc7\u63a5\u7ba1\u8ba4\u8bc1\u3001\u5ba1\u8ba1\u3001\u8def\u7531\u3001\u5b88\u95e8\uff08Guardrails\uff09\u7b49\u975e\u6838\u5fc3\u4f46\u81f3\u5173\u91cd\u8981\u7684\u810f\u6d3b\u7d2f\u6d3b\uff0c\u8ba9\u4e1a\u52a1\u56e2\u961f\u80fd\u4e13\u6ce8\u4e8e\u63d0\u793a\u8bcd\u4e0e\u4ee3\u7406\u903b\u8f91\u672c\u8eab\u3002\u5176\u5ba3\u79f0\u88ab\u591a\u5bb6\u8d22\u5bcc500\u5f3a\u7528\u4e8e\u6570\u5343\u4e2a\u4ee3\u7406\uff0c\u6070\u6070\u9a8c\u8bc1\u4e86\u4f01\u4e1a\u7ea7\u5e02\u573a\u5bf9\u201c\u6807\u51c6\u5316\u7ba1\u63a7\u201d\u7684\u9965\u6e34\u2014\u2014\u4f01\u4e1a\u9700\u8981\u7684\u4e0d\u662f\u53e6\u4e00\u4e2a\u6a21\u578b\u7aef\u70b9\uff0c\u800c\u662f\u4e00\u4e2a\u80fd\u8ba9AI\u5e94\u7528\u5728\u5408\u89c4\u3001\u5b89\u5168\u3001\u53ef\u63a7\u524d\u63d0\u4e0b\u89c4\u6a21\u5316\u8fd0\u884c\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u4e0eLiteLLM\u7b49\u5f00\u6e90\u65b9\u6848\u7684\u5bf9\u6bd4\u70b9\u660e\u4e86\u5173\u952e\u5dee\u5f02\uff1a\u5f00\u6e90\u5de5\u5177\u64c5\u957f\u7834\u51b0\u4e0e\u5b9e\u9a8c\uff0c\u800cTrueFoundry\u8d4c\u7684\u662f\u4f01\u4e1a\u89c4\u6a21\u5316\u540e\u7684\u8fd0\u7ef4\u8d1f\u62c5\u4e0e\u5408\u89c4\u6210\u672c\u5c06\u8fdc\u8d85\u6388\u6743\u8d39\u7528\u3002\u5176\u4ef7\u503c\u4e3b\u5f20\u5728\u4e8e\u63d0\u4f9b\u7ecf\u8fc7\u5927\u5ba2\u6237\u9a8c\u8bc1\u7684\u3001\u5e26\u4f01\u4e1a\u7ea7\u652f\u6301\u4e0eSLA\u7684\u201c\u5168\u5bb6\u6876\u201d\u89e3\u51b3\u65b9\u6848\u3002\u98ce\u9669\u5728\u4e8e\uff0c\u8fd9\u4e2a\u5e02\u573a\u6b63\u5feb\u901f\u6f14\u8fdb\uff0c\u5de8\u5934\u4e91\u5382\u5546\u7684\u540c\u7c7b\u6258\u7ba1\u670d\u52a1\u53ef\u80fd\u968f\u65f6\u5165\u573a\u6324\u538b\u7a7a\u95f4\u3002TrueFoundry\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u5176\u66f4\u65e9\u3001\u66f4\u6df1\u5730\u5d4c\u5165\u5230\u590d\u6742\u4f01\u4e1a\u5de5\u4f5c\u6d41\u4e2d\u5f62\u6210\u7684\u573a\u666f\u5316Know-How\uff0c\u5c24\u5176\u662f\u5bf9\u65b0\u5174\u7684MCP\u6807\u51c6\u7684\u6df1\u5ea6\u96c6\u6210\u4e0e\u589e\u5f3a\uff0c\u8fd9\u53ef\u80fd\u662f\u5176\u5728\u672a\u6765\u6df7\u6218\u4e2d\u4fdd\u6301\u72ec\u7279\u6027\u7684\u5173\u952e\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\">TrueFoundry AI Gateway<\/span>\n <\/div>\n<div class=\"comment-content\">TrueFoundry\u2019s AI Gateway is the production-ready, control plane to experiment with, monitor and govern your agents. Experiment with connecting all agent components together (Models, MCP, Guardrails, Prompts & Agents) in the playground. Maintain complete visibility over responses with traces and health metrics. Govern by setting up rules\/limits on request volumes, cost, response content (Guardrails) and more. Being used in production for 1000s of agents by multiple F100 companies!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, Anuraag here, co-founder at TrueFoundry \ud83d\udc4b<\/p>\n<p>When we first thought about a \u201cgateway\u201d, we imagined a simple <strong>LLM routing layer<\/strong> in front of models. Pick a model, send traffic, switch if needed. Easy\u2026 or so we thought.<\/p>\n<p>Once teams started putting agents and MCPs into production, we realised the hard stuff wasn\u2019t just about routing. It is:<\/p>\n<ul>\n<li>\n<p>Different <strong>MCP auth<\/strong> flows for every internal system.<\/p>\n<\/li>\n<li>\n<p><strong>Traces & logs<\/strong> that break once you chain models, tools, and agents<\/p>\n<\/li>\n<li>\n<p><strong>Data residency<\/strong> and \u201cthis data must stay in this region\u201d rules,<\/p>\n<\/li>\n<li>\n<p><strong>Security<\/strong> asking \u201cwho called what, when, with which payload?\u201d,<\/p>\n<\/li>\n<li>\n<p>Product teams need to <strong>swap models<\/strong> without rewriting everything.<\/p>\n<\/li>\n<\/ul>\n<p>So the \u201crouter\u201d slowly turned into a proper <strong>control plane<\/strong> that sits between your apps, LLMs, and MCPs – making sure traffic is reliable, auditable, compliant, and still fast for developers to ship on.<\/p>\n<p>Today, <strong>TrueFoundry\u2019s AI Gateway sits at the center of production traffic across 10+ Fortune 500s<\/strong>, powering their internal copilots and agents while platform teams use it to keep costs, safety, and observability under control – rather than maintaining a pile of custom glue code.<\/p>\n<\/p>\n<p>\ud83d\udd17 <strong>Sign Up Link:<\/strong> <a href=\"https:\/\/www.truefoundry.com\/ai-gateway\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Please try and give us feedback!<\/a> \ud83d\ude4f<br \/>\ud83c\udf81 <strong>Launch perk:<\/strong> 3\u2011month free trial for the PH community<\/p>\n<p>If you\u2019re wrestling with MCP auth, logging, or data policies, drop your setup in the comments – curious to see how you are wiring your stack today!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>140<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@agutgutia<br \/>\nSuper insightful breakdown. It\u2019s wild how a \u2018simple router\u2019 turns into a full-blown control plane once you hit real prod complexity. Excited to try this out!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@agutgutia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agutgutia<\/a> Love it. Identity is the new control plane for agentic AI. this gateway is glueing all components in a seamless way for enterprise use. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@aamir_siddiqui2 hope you are doing great progress on the test automation tooling as well.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great work on the launch!<\/p>\n<p>Curious\u2026how seamless is it to integrate existing internal copilots or agents without modifying their current workflows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@_muzammil_kt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_muzammil_kt<\/a> integrates seamlessly with any copilot or agent – anything built on OpenAI compatible endpoints – without requiring changes to your existing workflows.<\/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>Really cool! Quick question \u2014 how does fallback actually work under the hood? Does the gateway retry with a secondary model automatically?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>26<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bhavesh_patel1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhavesh_patel1<\/a> You need to enable routing config for enabling fallback. If a model fails with a non-retriable error (401, 403, 5xx) – we fallback to the fallback models. If there is a spike in errors in the model, we mark that model unhealthy and it is sent to “cooldown” mode for 5 minutes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@bhavesh_patel1 nice<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have used OpenRouter, LiteLLM, Vercel AI Gateway, how is it better than those? Just trying to understand, specifically from a developer perspective.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>24<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@iamshnik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamshnik<\/a> OpenRouter allows you to talk to different models without signing up on different providers. Vercel AI gateway works similarily for models.<br \/>Truefoundry and LiteLLM are AI gateways where user brings their own keys and this can be self-hosted within the enterprise. We also provide complete observability by default, load-balancing, rate-limiting configs that can automatically switch your application when a model provider is down. It also adds a prompt management layer where in the gateway itself can substitute the prompt for you, making your client side code very small. It also enables you to talk to multiple MCP servers with a single token – so that as a developer you don’t need to worry about implementing token management<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>24<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, this looks really well thought out!<\/p>\n<p>I\u2019m curious about your approach to regional data rules – can customers control where data at rest is stored so it complies with local regulations (EU, US-only, etc.)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dhruv_bhardwaj1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhruv_bhardwaj1<\/a> Totally! You can attach your own storage bucket in that particular region to ensure your data compliance needs are met.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@dhruv_bhardwaj1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhruv_bhardwaj1<\/a> Yes, you can configure the destination where you data at rest is stored. You could also have our Gateway run on-prem where even your data-at-motion can be within your VPC and fully in control on which region you want to spin up your Gateway in. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, an AI Gateway that brings order to the LLM chaos! Love the unified API access and critical cost controls like semantic caching. Congrats <a href=\"https:\/\/www.producthunt.com\/@agutgutia\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"agutgutia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agutgutia<\/a> and TrueFoundry team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitijdixit9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitijdixit9<\/a> Really appreciate it! A lot of teams are using the Gateway for <strong>cost visibility, deep observability and monitoring, and consolidated billing<\/strong> – all the things that get painful once you scale LLM usage. Glad the value resonates!<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks solid. What could be the inherent advantage though against setting up something like LiteLLM which I believe is open source?<\/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\/@vysakh_t\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vysakh_t<\/a> Great question! LiteLLM is awesome for getting started, but teams quickly outgrow it as they scale.<\/p>\n<p>What we focus on is everything needed for <strong>production-grade, enterprise AI<\/strong>:<\/p>\n<ul>\n<li>\n<p><strong>Multi-region + low-latency routing<\/strong> and <strong>data residency guarantees<\/strong><\/p>\n<\/li>\n<li>\n<p><strong>Deep observability<\/strong> \u2014 per-tool\/per-model traces, guardrail logs, cost metrics, MCP-level telemetry<\/p>\n<\/li>\n<li>\n<p><strong>Enterprise-grade auth<\/strong> (OAuth2, DCR, , RBAC) and <strong>secure MCP server management<\/strong><\/p>\n<\/li>\n<li>\n<p><strong>Reliability features<\/strong> like automatic failover, fallback routing, and rate-limiting by model\/team\/user<\/p>\n<\/li>\n<li>\n<p><strong>Support + SLAs<\/strong> that large enterprises require when AI becomes mission-critical<\/p>\n<\/li>\n<\/ul>\n<p>LiteLLM is great for experimentation \u2014 TrueFoundry is built for <strong>operating AI at scale<\/strong> across many teams, regions, tools, and compliance environments.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Product Hunt Community, Nikunj – cofounder & CEO. <\/p>\n<\/p>\n<p>Today’s launch is super close to my heart, not just as a product but as a package of learnings we have been fortunate to accumulate working with Enterprises. Those who have been building at cutting edge, and have shown the courage to reverse decision they previously believed to be correct. Best illustrated through an example of a real customer conversation with timelines. <\/p>\n<\/p>\n<p>June 2024: Customer (building a scaled use case): “We will never use Gateway. It lies on the critical path of the request and is such a thin layer that we will own this part ourselves. Model inferencing, GPU management is a different story”. <\/p>\n<\/p>\n<p>Sep 2024: Customer (As Sonnet, o1 were getting launched): “These APIs keep changing, models keep getting outdated – Gateway is becoming a pain to maintain”<\/p>\n<\/p>\n<p>Nov 2024: Customer (As other teams started to ask for inferencing): “Its one thing to support one use case through the Gateway but as we are becoming a platform, now we need a lot more visibility and control layer”. <\/p>\n<\/p>\n<p>Feb 2025: Customer (As the gateway went down and they started losing $6k \/ second): ! <\/p>\n<\/p>\n<p>May 2025: Customer (As MCPs started becoming popular): “Its becoming impossible to catch up with the market, scale the Gateway reliably, and add the right controls for satisfying varying requirements from different teams. <a href=\"https:\/\/www.producthunt.com\/@nikunj_bajaj\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nikunj_bajaj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikunj_bajaj<\/a> are you all continuing to build the Gateway?” <\/p>\n<\/p>\n<p>May 2025: Nikunj: yes, we are. <\/p>\n<\/p>\n<p>June 2025: Customer: Started migrating prod traffic to TrueFoundry AI Gateway. <\/p>\n<p>July 2025: Customer: Observability, governance controls became a critical part of their workflow. <\/p>\n<p>Oct 2025: Customer: First MCP driven application launched to prod. <\/p>\n<\/p>\n<p>Nov 2025: Customer (over a dinner): I remember having a conversation with you about 1.5 years back thinking we will run our own Gateway. Glad we shifted \ud83d\ude42 <\/p>\n<\/p>\n<p>We have learnt so much in terms of how to build the right design on our AI Gateway, access controls, authentication \/ authorization and making it compatible with existing Enterprise stacks on MCP Gateway, very difficult data residency requirements, how certain guardrails don’t “just work” etc. etc. <\/p>\n<\/p>\n<p>And this launch marks the joint success of our collaboration with many other early adopters of TrueFoundry who have helped us build and shape our AI Gateway. Cheers to our customers. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. Having a unified OpenAI compatible endpoint across all LLM providers is a game changer for devs!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dheerajmundhra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dheerajmundhra<\/a> Thanks for the support! Do try it out here <a href=\"https:\/\/www.truefoundry.com\/ai-gateway\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.truefoundry.com\/ai-gateway<\/a> and share feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really cool work! Excited to see its growth!! What is the most common Guardrail rule F100 companies use to prevent unexpected agent recursion or tool-call looping?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@swecha_sanjay07\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@swecha_sanjay07<\/a> thanks! The most common pattern we see to prevent recursion or tool-call loops is simply setting limits on how many times an agent is allowed to invoke tools within a single run.<\/p>\n<p>Most teams start with straightforward guardrails like:<\/p>\n<ul>\n<li>\n<p>max tool-call depth (e.g., don\u2019t allow a tool to trigger another tool more than N levels deep)<\/p>\n<\/li>\n<li>\n<p>max tool-call count per request (stop execution once a threshold is hit)<\/p>\n<\/li>\n<\/ul>\n<p>These guardrails catch almost all accidental loops without needing anything more complex.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Interesting solution, especially the prompt management system! that’s something hard to find and that works properly<\/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\">@seantiffonnet Thanks Sean! Yes we have seen it to significantly add to the usability and speed of delivery of GenAI applications. Do try it out and give us some feedback!<\/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>This is one of the strongest interpretations of the MCP standard I\u2019ve seen yet.<\/p>\n<p>While most implementations simply expose tools, you\u2019ve built a managed layer that agents can reliably operate through. With secure tool access, permissioning, and consistent interfaces, this has the potential to become a solid backbone for enterprise-scale agent ecosystems. Really looking forward to seeing where the roadmap goes from here!<\/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\/@nitesh_shakya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nitesh_shakya<\/a> <\/p>\n<p>You\u2019ve captured exactly what we\u2019re aiming for. Most MCP integrations today stop at exposing tools, but real enterprise agent systems need <strong>a governed, reliable, and observable execution layer<\/strong>. That\u2019s why we\u2019re investing heavily in:<\/p>\n<ul>\n<li>\n<p><strong>Secure tool access + permissioning<\/strong>, so agents only invoke the capabilities they\u2019re allowed to.<\/p>\n<\/li>\n<li>\n<p><strong>Enforcing guardrails, logs, metrics, and auditability by default<\/strong>, which becomes critical once multiple agents start chaining actions.<\/p>\n<\/li>\n<li>\n<p><strong>A shared backbone for agent-to-agent communication (A2A)<\/strong> – something we\u2019re excited to expand on in the roadmap.<\/p>\n<\/li>\n<\/ul>\n<p>As teams move toward production-grade agent ecosystems, having this stable foundation becomes the difference between a cool demo and a system you can actually trust in operations.<\/p>\n<p>We\u2019re thrilled to keep pushing the roadmap forward – especially around agent registry, A2A protocol, semantic caching, and guardrails for MCP servers. Really appreciate the thoughtful note \ud83d\ude4f Sharing our public roadmap here as well – <a href=\"https:\/\/www.truefoundry.com\/roadmap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.truefoundry.com\/roadmap<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congratulations on the launch Anuraag! <\/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\/@fatima_rizwan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fatima_rizwan<\/a> Thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch, <a href=\"https:\/\/www.producthunt.com\/@agutgutia\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"agutgutia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agutgutia<\/a> and the <a href=\"https:\/\/www.producthunt.com\/products\/truefoundry-ai-gateway\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"truefoundry-ai-gateway\" target=\"_blank\" rel=\"noopener\">@TrueFoundry AI Gateway<\/a> team! I am looking forward to trying this out. It is very timely. Does it include a RAG repository or any integrations with vector databases?<\/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\/@tim_ep1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tim_ep1<\/a> Yes – we do support RAG out of the box. However, this is not included in AI Gateway offering.The product includes RAG templates and integrates with any vector database, so you can plug in retrieval workflows without changing your existing setup.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This solves a real problem. Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@agutgutia\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"agutgutia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agutgutia<\/a> <a href=\"https:\/\/www.producthunt.com\/@nikunj_bajaj\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nikunj_bajaj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikunj_bajaj<\/a> <a href=\"https:\/\/www.producthunt.com\/@deeptishukla\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"deeptishukla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deeptishukla<\/a> I\u2019m curious how TrueFoundry\u2019s AI Gateway manages policy enforcement and observability when multiple agents and models are chained together, does it maintain full traceability through the entire workflow?<\/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\/@nikunj_bajaj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikunj_bajaj<\/a> <a href=\"https:\/\/www.producthunt.com\/@deeptishukla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deeptishukla<\/a> <a href=\"https:\/\/www.producthunt.com\/@harkirat_singh3777\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harkirat_singh3777<\/a> Thanks so much! Yes – the Gateway maintains full end-to-end traceability, even when multiple agents, tools, and models are chained together.On the observability side, each step is captured as a unified trace, so you can drill into prompts, responses, tool outputs, and fallbacks across the entire workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So you can create an agent and connect it in your app and change models dynamically? <\/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\/@pasha_tseluyko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_tseluyko<\/a> Yeah, models can be connected and agents can be developed through the Gateway. Currently, we don’t change models dynamically but that feature is in the works. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 developer experience look really clean! One API key, one endpoint, and access to multiply models with consistent logging is exactly the simplicity terms need. I’m curious about latency – what kind of over head should teams expect when routing through the gateway with guardrails enabled? Excited to check this our!.<\/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>Do you plan to expand support for regional LLM providers to cater to teams with data residency requirements? Also, will the platform include pre-built guardrail templates (e.g., for PII redaction, content moderation) to accelerate compliance setup?<\/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\/@movieflow_nann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@movieflow_nann<\/a> We already support regional LLM providers, and teams can choose region-specific storage accounts to meet data-residency requirements. We also integrate with pre-built guardrails (PII redaction, moderation, etc.), and you can plug in your own policies as well \u2014 so compliance setups are usually fast to configure.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product. This is bound to accelerate development in the agentic AI sector. Do you think your differentiation factor will remain monetizable as the market saturates and there is greater polarization towards a few key providers, diminishing the need for a complex monitoring system?<\/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\/@anubiifox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anubiifox<\/a> Thank you! Our view is that even with consolidation among a few major providers, teams are increasingly using multiple models \u2014 smaller open-source ones for cost-efficient tasks, larger ones for reasoning, and specialized models for image, audio, or structured extraction. That fragmentation actually <em>increases<\/em> the need for a unified gateway + tracing layer.<\/p>\n<p>On top of that, features like end-to-end tracing, fallback orchestration, and safety\/guardrails tend to become more valuable as systems grow more complex, not less. So we see differentiation coming from helping teams manage that multi-model reality rather than just monitoring a single provider.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good launch. Congrats!<\/p>\n<p>One question: how do you see the Gateway influencing collaboration between ML and platform teams? Does it reduce friction around deployment and oversight, or does it introduce a new coordination layer they need to align on?<\/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\/@aakanksha_saini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aakanksha_saini<\/a> Thanks for this question!<\/p>\n<p>We have seen the gateway significantly reduce the friction between the DevOps and development teams. <\/p>\n<p><strong>The DevOps and Admin teams<\/strong> add Models and MCPs and set rules around rate limits, costs, response quality, fallbacks, etc. In production, they can easily monitor performance and usage.<\/p>\n<p><strong>The Developers<\/strong> can then see all approved models and MCPs in the Gateway registries, invoke them through a unified API, experiment with them in the playground, and view traces to track performance and debug their applications.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Sounds interesting product, Congrats on launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@robbins23\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robbins23<\/a> Thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We have been using TrueFoundry for 2 years and a half. I think their managed kubernetes (with the right level of abstraction for a ML team) was already a great product.<\/p>\n<\/p>\n<p>This AI gateway has further increased the value of TF for us. We use models from both OpenAI (through Azure) and Gemini (GCP). But TrueFoundry provides us with better observability than either native interfaces. Thanks to the gateway we have:<\/p>\n<ul>\n<li>\n<p>Detected that the P99 latency of some models was much higher than anticipated, and added backup-models to mitigate this issue.<\/p>\n<\/li>\n<li>\n<p>Tracked why our spend was ~twice higher than expected (and corrected the faulty app).<\/p>\n<\/li>\n<\/ul>\n<p>We’re not using much the guardrails and rate limit yet. However, I believe they will prove useful to manage complexity as our team grows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@matthieu_perrinel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matthieu_perrinel<\/a> Thanks a lot for the support for us! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is the kind of product that would benefit a lot of teams 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@quentin_fournier_martin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@quentin_fournier_martin<\/a> Thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product, all the best!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@felixleezd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@felixleezd<\/a> Thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@felixleezd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@felixleezd<\/a> Thanks for the support Felix! Do try it out and please share your feedback. <a href=\"https:\/\/www.truefoundry.com\/ai-gateway\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.truefoundry.com\/ai-gateway<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very nice, with Openrouter & co you’d not be able to bring your own key<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jim_engine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_engine<\/a> Thanks Jim. This becomes one of the key considerations in enterprise setup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch! \ud83d\udc4f<\/div>\n<div class=\"comment-actions\">\n<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\/@joyal_a_johney\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joyal_a_johney<\/a> Thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great! Excited to try it out <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vaibhav_dubey3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vaibhav_dubey3<\/a> Thanks! We have a launch offer also for this community. Do use that to sign up!<\/p>\n<p><a href=\"https:\/\/www.truefoundry.com\/ai-gateway\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.truefoundry.com\/ai-gateway<\/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>Looks super interesting! Good luck team \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sufiyan_sait\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sufiyan_sait<\/a> Thank you Sufiyan for your support. Do check out the 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is impressive. What stood out to me is how you\u2019ve taken all the messy parts of running agents in production\u2014MCP auth headaches, scattered logs, model swaps, guardrails\u2014and pulled them into one place. The trace visibility alone feels like a huge win for anyone trying to move beyond demos.<\/p>\n<p>I\u2019m curious to see how this scales as more teams start chaining complex workflows. Great work and congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@priyanshu_de1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyanshu_de1<\/a> Thank you so much – you articulated the exact problem space we kept hearing from teams building real agent systems.<\/p>\n<p>Once you move beyond demos, everything becomes messy very quickly:<br \/>\u2022 MCP auth + permissioning scattered across tools<br \/>\u2022 Logs and traces split across providers<br \/>\u2022 Model swaps breaking workflows<br \/>\u2022 Guardrails implemented differently in every service<br \/>\u2022 Zero visibility into how agents reason across steps<\/p>\n<p>The goal with the Gateway was to <em>compress all of that operational complexity into one coherent layer<\/em> \u2014 so teams get:<\/p>\n<ul>\n<li>\n<p>Unified authentication + access control for every model, tool, and agent<\/p>\n<\/li>\n<li>\n<p>Consistent logs + traces across all providers, making debugging actually possible<\/p>\n<\/li>\n<li>\n<p>Model routing + swaps without code changes<\/p>\n<\/li>\n<li>\n<p>Guardrails that run uniformly across all requests<\/p>\n<\/li>\n<li>\n<p>A managed backbone that agents can trust as they start chaining tools and calling each other<\/p>\n<\/li>\n<\/ul>\n<p>Your question on scaling complex workflows is spot on \u2014 that\u2019s where we\u2019re heading next with:<\/p>\n<ul>\n<li>\n<p>Agent-to-Agent (A2A) protocol,<\/p>\n<\/li>\n<li>\n<p>Agent registry + discovery,<\/p>\n<\/li>\n<li>\n<p>Semantic caching, and<\/p>\n<\/li>\n<li>\n<p>Runtime-level safety + observability for multi-step agent chains.<\/p>\n<\/li>\n<\/ul>\n<p>Super grateful for your thoughtful feedback – it\u2019s exactly the direction we\u2019re building toward. Thanks again for the support! \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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! This is definitely useful from a security and compliance standpoint<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/XHUEXI67NVAXFM\" class=\"app-title\">Fellow 5.0<\/a><\/p>\n<div class=\"one-liner\">Botless AI meeting notes with MCP and Zapier workflows<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">288<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fellow 5.0\u662f\u4e00\u6b3eAI\u4f1a\u8bae\u7b14\u8bb0\u5de5\u5177\uff0c\u901a\u8fc7\u63d0\u4f9b\u65e0\u673a\u5668\u4eba\uff08botless\uff09\u5f55\u5236\u3001\u81ea\u5b9a\u4e49AI\u603b\u7ed3\u6a21\u677f\u4ee5\u53ca\u4e0eMCP\u3001Zapier\u7684\u6df1\u5ea6\u96c6\u6210\uff0c\u5728\u6ce8\u91cd\u9690\u79c1\u548c\u6d41\u7a0b\u81ea\u52a8\u5316\u7684\u56e2\u961f\u4f1a\u8bae\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u56e0\u4f20\u7edf\u4f1a\u8bae\u673a\u5668\u4eba\u4fb5\u6270\u3001\u6570\u636e\u5b89\u5168\u987e\u8651\u53ca\u4f1a\u540e\u624b\u52a8\u6574\u7406\u6548\u7387\u4f4e\u4e0b\u800c\u4ea7\u751f\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\/37be89f1-2b03-4e19-bd0a-be504a561cbd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f12287fe-6659-4ca7-94e7-74a03d8ed394.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb752f54-9cc0-43ab-977b-b2c134790fc7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/25a3b5c8-9959-4de4-b3a0-c036501df3e5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3694ba71-6692-4459-a4a7-ce6ac9d21db7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b68bcc4-d782-458c-bc0c-40f2fbce09d7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/334b5c51-881e-412b-931b-c4cb1e77447d.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\">Notes<\/span><br \/>\n <span class=\"tag\">Meetings<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4f1a\u8bae\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u673a\u5668\u4eba\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9690\u79c1\u4e0e\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">Zapier\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49AI\u6a21\u677f<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u6d1e\u5bdf<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8bc4\u4ef7\u65e0\u673a\u5668\u4eba\u5f55\u5236\u529f\u80fd\uff0c\u8ba4\u4e3a\u5176\u63d0\u5347\u4e86\u4f53\u9a8c\u5e76\u89e3\u51b3\u4e86\u9690\u79c1\u987e\u8651\uff1b\u5bf9\u66f4\u7b80\u6d01\u7684\u754c\u9762\u3001\u5f3a\u5927\u7684\u81ea\u52a8\u5316\u96c6\u6210\uff08Zapier\/MCP\uff09\u8868\u793a\u8ba4\u53ef\u3002\u4e3b\u8981\u5efa\u8bae\/\u95ee\u9898\u5305\u62ec\uff1a\u5982\u4f55\u5851\u9020\u7528\u6237\u9996\u6b21\u4f7f\u7528\u7684\u6838\u5fc3\u4fe1\u5ff5\u4ee5\u4fc3\u8fdb\u91c7\u7eb3\uff1b\u5e0c\u671b\u652f\u6301\u57fa\u4e8e\u4f1a\u8bae\u4e3b\u9898\uff08\u5982\u9500\u552e\u3001\u6cd5\u52a1\uff09\u7684\u5b9a\u5236\u5316\u5206\u6790\u62a5\u544a\uff1b\u8be2\u95ee\u662f\u5426\u652f\u6301\u8de8\u4f1a\u8bae\u4e0a\u4e0b\u6587\u7406\u89e3\u53caDiscord\u8bed\u97f3\u9891\u9053\u5904\u7406\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Fellow 5.0\u7684\u8fed\u4ee3\uff0c\u8868\u9762\u4e0a\u662f\u529f\u80fd\u5806\u780c\u2014\u2014\u65e0\u673a\u5668\u4eba\u5f55\u5236\u3001\u754c\u9762\u4f18\u5316\u3001\u6a21\u677f\u4e0e\u96c6\u6210\uff0c\u5b9e\u5219\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u5b9a\u4f4d\u624b\u672f\uff1a\u5b83\u4e0d\u518d\u5c06\u81ea\u5df1\u5b9a\u4e49\u4e3a\u5355\u7eaf\u7684\u201c\u7b14\u8bb0\u5de5\u5177\u201d\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u4f01\u4e1a\u4f1a\u8bae\u6570\u636e\u6d41\u7684\u201c\u5b89\u5168\u67a2\u7ebd\u201d\u4e0e\u201c\u667a\u80fd\u8c03\u5ea6\u4e2d\u5fc3\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u4e09\u91cd\u89e3\u8026\uff1a\u9996\u5148\uff0c\u5c06\u201c\u5f55\u97f3\/\u8f6c\u5f55\u201d\u4e0e\u201c\u663e\u6027\u7684\u673a\u5668\u4eba\u5b9e\u4f53\u201d\u89e3\u8026\uff0c\u7528\u201cbotless\u201d\u6982\u5ff5\u76f4\u51fb\u4f01\u4e1a\u7528\u6237\u5bf9\u4f1a\u8bae\u4fb5\u5165\u611f\u4e0e\u9690\u79c1\u5408\u89c4\u7684\u6df1\u5c42\u7126\u8651\uff0c\u8fd9\u4e0d\u4ec5\u662fUX\u4f18\u5316\uff0c\u66f4\u662f\u4ea7\u54c1\u54f2\u5b66\u7684\u5173\u952e\u8f6c\u53d8\u3002\u5176\u6b21\uff0c\u5c06\u201cAI\u603b\u7ed3\u80fd\u529b\u201d\u4e0e\u201c\u56fa\u5b9a\u683c\u5f0f\u201d\u89e3\u8026\uff0c\u901a\u8fc7\u81ea\u5b9a\u4e49\u6a21\u677f\u5c06AI\u6807\u51c6\u5316\u8f93\u51fa\u6743\u4ea4\u7ed9\u4e0d\u540c\u804c\u80fd\u56e2\u961f\uff0c\u8bd5\u56fe\u89e3\u51b3\u901a\u7528AI\u5de5\u5177\u4e0e\u5782\u76f4\u573a\u666f\u8131\u8282\u7684\u75fc\u75be\u3002\u6700\u540e\uff0c\u4e5f\u662f\u6700\u5177\u91ce\u5fc3\u7684\u4e00\u70b9\uff0c\u662f\u5c06\u201c\u4f1a\u8bae\u6570\u636e\u201d\u4e0e\u201c\u5355\u4e00\u5e94\u7528\u201d\u89e3\u8026\uff0c\u901a\u8fc7MCP\u670d\u52a1\u5668\u548c\u589e\u5f3aAPI\uff0c\u5c06\u4f1a\u8bae\u5185\u5bb9\u8f6c\u5316\u4e3a\u53ef\u4f9b\u5916\u90e8AI\u6a21\u578b\uff08\u5982ChatGPT\u3001Claude\uff09\u548c\u5b89\u5168\u96c6\u6210\u7684\u7ed3\u6784\u5316\u6570\u636e\u6d41\uff0c\u8fd9\u4f7f\u5176\u5177\u5907\u4e86\u6210\u4e3a\u4f01\u4e1a\u667a\u80fd\u5de5\u4f5c\u6d41\u5e95\u5c42\u670d\u52a1\u7684\u6f5c\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u7528\u6237\u9996\u6b21\u4f7f\u7528\u4fe1\u5ff5\u201d\u7684\u63d0\u95ee\u4e00\u9488\u89c1\u8840\uff1a\u5728\u62e5\u6324\u7684\u751f\u4ea7\u529b\u5de5\u5177\u5e02\u573a\uff0c\u529f\u80fd\u4f18\u52bf\u4e0d\u7b49\u4e8e adoption\u3002Fellow \u5fc5\u987b\u8ba9\u7528\u6237\u8fc5\u901f\u611f\u77e5\u5230\u4ece\u201c\u4fe1\u606f\u8bb0\u5f55\u201d\u5230\u201c\u884c\u52a8\u751f\u6210\u201d\u7684\u8d28\u53d8\u3002\u6b64\u5916\uff0c\u5176\u201c\u8fde\u63a5\u667a\u80fd\u201d\u7684\u53d9\u4e8b\u867d\u5b8f\u5927\uff0c\u4f46\u590d\u6742\u6027\u4e5f\u968f\u4e4b\u63d0\u5347\u3002\u5982\u4f55\u8ba9\u975e\u6280\u672f\u56e2\u961f\u8f7b\u677e\u9a7e\u9a6dZapier\u5de5\u4f5c\u6d41\u548cMCP\u96c6\u6210\uff0c\u800c\u975e\u589e\u52a0\u8ba4\u77e5\u8d1f\u62c5\uff0c\u662f\u843d\u5730\u5173\u952e\u3002\u5b83\u6b63\u4ece\u89e3\u51b3\u201c\u8bb0\u4e0b\u6765\u201d\u7684\u95ee\u9898\uff0c\u8f6c\u5411\u89e3\u51b3\u201c\u7528\u8d77\u6765\u201d\u548c\u201c\u6d41\u51fa\u53bb\u201d\u7684\u66f4\u9ad8\u9636\u95ee\u9898\uff0c\u8fd9\u6761\u8def\u66f4\u5177\u60f3\u8c61\u529b\uff0c\u4f46\u4e5f\u66f4\u8003\u9a8c\u4ea7\u54c1\u5bf9\u7528\u6237\u5fc3\u667a\u4e0e\u5de5\u4f5c\u6d41\u7684\u6df1\u5ea6\u7406\u89e3\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\">Fellow 5.0<\/span>\n <\/div>\n<div class=\"comment-content\">Fellow 5.0 gives you the flexibility, privacy, and control over how you capture and leverage your meetings. It offers the flexibility of bot and botless recording, the control of custom AI recaps, and the connected intelligence of the MCP Server, all under the same secure and compliant framework.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<blockquote>\n<p>Hey Product Hunt community! Excited to share what we have been building at Fellow.<\/p>\n<\/p>\n<p>Fellow 5.0 redefines how you capture and leverage meeting data. It\u2019s built for teams that care about security, accuracy, flexibility, and control over how their information flows.<\/p>\n<\/p>\n<p>What\u2019s new:<\/p>\n<\/p>\n<p>\u2022 <strong>Botless recording: <\/strong>capture conversations without a bot, while maintaining your organization\u2019s governance standards <\/p>\n<\/p>\n<p>\u2022 <strong>A cleaner, faster interface<\/strong> that makes it easier and faster to gather meeting insights <\/p>\n<\/p>\n<p>\u2022 <strong>Custom AI note templates<\/strong> so every team can standardize how their meeting recaps look, from interviews to sales calls <\/p>\n<\/p>\n<p>\u2022 <strong>Connect your AI tools:<\/strong> now ChatGPT, Claude, Cursor, and others can securely reference your meeting data <\/p>\n<\/p>\n<p>\u2022 <strong>Smarter Zapier workflows<\/strong> so your recaps can trigger downstream automation instantly <\/p>\n<\/p>\n<p>\u2022<strong> Richer API acces<\/strong>s with transcripts, recaps, metadata, and AI notes available for custom integrations<\/p>\n<\/p>\n<p>Join us live to see everything in action today: <a href=\"https:\/\/fellow.ai\/live\/fellow-5-0-launchHope\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/fellow.ai\/live\/fellow-5-0-launch <\/a><\/p>\n<\/p>\n<p>Hope to see you at the launch event – we\u2019ll be answering all your questions live!<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<pre><code>Congrats on the 5.0 launch! \ud83c\udf89 As an analyst, privacy is usually the biggest blocker for us adopting AI meeting tools. The 'botless' recording option is a huge UX win\u2014it always feels a bit awkward having bots clutter up the participant list. Good luck today!<\/code><\/pre>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks so neat, really solid!<\/p>\n<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Fantastic launch, Fellow\u2014love how you\u2019re making meetings more than just \u201canother calendar slot.\u201d<\/p>\n<p>From a clarity & conversion lens: when a manager or team member opens Fellow for the first time, what\u2019s the <em>single belief<\/em> you want them to leave with in their first 10\u201315 seconds?<br \/>Is it:<br \/>\u2022 \u201cMy meetings will finally lead to clear actions.\u201d<br \/>Or:<br \/>\u2022 \u201cOur team will spend less time recovering from meetings and more time doing meaningful work.\u201d<br \/>Because in team productivity tools, the biggest adoption barrier often isn\u2019t missing features\u2014it\u2019s whether users believe the tool will change <em>how they feel about work<\/em>.<br \/>Curious how you\u2019re shaping that first emotional win.<\/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>What I enjoy most about it is how it respects my workflow. I don’t always want a meeting bot showing up, so the botless option feels refreshing. Pairing it with Zapier helps me keep every follow-up automated while staying in control of the whole process.<\/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 wanting a cleaner way to manage meeting notes and it finally feels like something that matches the way I work. Botless recording is perfect for me and the Zapier automation keeps everything organized without needing extra tools or complicated setups.<\/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>As someone who cares about privacy, the botless recording in it fits perfectly into how I run meetings. I like feeling in charge of what gets captured. The AI recaps and Zapier workflows also make follow-ups easier for me without adding extra steps.<\/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>Bam! Congrats team Fellow, making my every day meetings so much more valuable and organized<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you for all your support<a href=\"https:\/\/www.producthunt.com\/@chris_arsenault\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chris_arsenault<\/a> ! We hope you enjoy this new version of Fellow and all the new features \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>pretty dope release. the botless recording is a nice addition to an already premium platform. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jameshicks\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jameshicks<\/a> Thanks James!! Supporting Fellow since day 1 !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big congrats on this launch! The cleaner interface alone sounds like it\u2019ll save so much time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> ! We’re excited to hear how you like it once you’ve tried it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the updates! I have an idea for you: create modes for analyzing such calls based on a predefined topic. For example, if it\u2019s a sales call, it could be analyzed from the perspective of best sales practices. If it\u2019s a contract discussion, it could be analyzed from the perspective of best legal practices, etc. After the call, selected participants would receive a report with recommendations.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We tested Fellow across Zoom, Meet, and Teams, and the biggest win for us was the privacy model \u2014 no data training, no weird permissions, and full control over who can access what. That alone made our security team happy.<\/p>\n<p>Transcriptions are accurate, summaries feel human, and the Salesforce\/Slack integrations saved us a ton of manual updating.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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<p>Really like the clean look and feel. And even more the possible integrations with MCP and Zapier – the possibilities are unlimited here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aydin_mirzaee\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aydin_mirzaee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aydin_mirzaee<\/a> Botless meeting notes are refreshing! The MCP and Zapier integration makes this way more flexible than traditional tools. How does Fellow handle context across multiple meetings?<\/p>\n<p>Are teams able to customize the AI summary format for different meeting types? <\/p>\n<p>The workflow automation piece could be huge for reducing manual work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product! It would be even better if it supported recording, transcription, and summarization for Discord voice channels as well. Do you happen to have any plans for this<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Opening up transcripts, metadata, and AI notes through the API gives teams so much more flexibility. Are you planning any additional automations or workflows next?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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><a href=\"https:\/\/www.producthunt.com\/@aydin_mirzaee\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aydin_mirzaee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aydin_mirzaee<\/a> congrats on the launch! Looks great and love the focus on better triggering for downstream workflows. We’re actually launching tomorrow with a Slack agent that automatically extracts feature requests from customer calls and lets you review and file them to Jira right from Slack. Could be an interesting integration or use case for that downstream 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>I really like the privacy and control settings of fellow. Just curious – whats the difference in functions compared to other meeting assistant build in those meeting apps like Zoom 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey<a href=\"https:\/\/www.producthunt.com\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a>, glad to hear you appreciate the privacy and control settings in Fellow. A benefit of Fellow is that with our flexible recording options (bot & botless), you can record your meetings no matter where they happen, whether that’s on a conferencing platform, an ad-hoc meeting in a huddle, or an in-person meeting. This means not only is all of your meeting data in one place to be able to extract insights, action items, and decisions, but it also means that in a single platform, you can set up your workspace controls across all meetings. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it recognize to Zoom meetings? Is it a desktop app and a Chrome extension? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@pasha_tseluyko\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"pasha_tseluyko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_tseluyko<\/a> , for desktop botless recording, we detect when your mic is being used for a meeting, and then Fellow pops up a notification giving you the option to record. <\/p>\n<p>For Zoom Native Capture, you’ll need to connect our Zoom integration. Once you’ve set that up you’ll see the option in Fellow to record with Zoom. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If you\u2019ve been watching us build Fellow over the years, you know we don\u2019t do things halfway. But looking back at where we started and where we are today with Fellow 5.0? I\u2019m honestly blown away.<\/p>\n<\/p>\n<p>We\u2019ve come so far, and I am excited to show you what the team has been working on. <\/p>\n<\/p>\n<p>Join us for a live product launch event today and get a front-row seat to how we’re redefining meetings: <a href=\"https:\/\/fellow.ai\/live\/fellow-5-0-launch?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/fellow.ai\/live\/fellow-5-0-launch?ref=producthunt<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RLLJFS7U5UYUE3\" class=\"app-title\">Compass<\/a><\/p>\n<div class=\"one-liner\">Ask Slack about your data and get answers instantly in chat<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">286<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Compass\u662f\u4e00\u6b3e\u96c6\u6210\u5728Slack\u4e2d\u7684AI\u6570\u636e\u5206\u6790\u52a9\u624b\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\uff0c\u8ba9\u975e\u6280\u672f\u56e2\u961f\u6210\u5458\u80fd\u76f4\u63a5\u4ece\u6570\u636e\u4ed3\u5e93\u4e2d\u5373\u65f6\u83b7\u53d6\u4e1a\u52a1\u6d1e\u5bdf\uff0c\u89e3\u51b3\u4e86\u6570\u636e\u8bbf\u95ee\u95e8\u69db\u9ad8\u3001\u5206\u6790\u5468\u671f\u957f\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\/1cb5c5f3-6317-4d5c-94a2-3fa973501c28.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e39ee1b0-d6ed-4096-a820-d3468c524809.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c5d55d37-09d4-48f7-bdbd-7fa66150bdb9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ae0d793-ebe2-4518-aa0b-ae2ff711650e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9884ecd0-edb8-4652-add8-3c0d9ac35618.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\/80a03068-deab-4ead-9e87-53ec4243b091.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ZDgefJykV34\"><source src=\"https:\/\/youtu.be\/ZDgefJykV34\" 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\">Slack<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u4ed3\u5e93<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">GitOps<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u4e0e\u8425\u9500\u5206\u6790<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u804a\u5929\u5373\u5206\u6790\u201d\u7684\u4fbf\u6377\u7406\u5ff5\uff0c\u8ba4\u4e3a\u80fd\u6781\u5927\u89e3\u653e\u6570\u636e\u56e2\u961f\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u5177\u4f53\u5e94\u7528\u573a\u666f\u3001\u6a21\u7cca\u67e5\u8be2\u5904\u7406\u3001\u591a\u5229\u76ca\u65b9\u89e3\u91ca\u51b2\u7a81\u7684\u89e3\u51b3\u673a\u5236\uff0c\u4ee5\u53caGitOps\u4e0a\u4e0b\u6587\u7ba1\u7406\u7684\u5b9e\u9645\u5de5\u4f5c\u6d41\u7a0b\u4e0a\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Compass\u7684\u91ce\u5fc3\u5e76\u975e\u505a\u4e00\u4e2a\u901a\u7528\u7684AI\u6570\u636e\u5206\u6790\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u5d4c\u5165\u4f01\u4e1a\u65e5\u5e38\u6c9f\u901a\u6d41\u4e2d\u7684\u201c\u6570\u636e\u51b3\u7b56\u4e2d\u67a2\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u201c\u573a\u666f\u5316\u201d\u548c\u201c\u53ef\u63a7\u6027\u201d\u4e24\u4e2a\u7ef4\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9996\u5148\uff0c\u5b83\u654f\u9510\u5730\u6293\u4f4f\u4e86\u73b0\u4ee3\u4f01\u4e1a\u6570\u636e\u4f7f\u7528\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u6570\u636e\u56e2\u961f\u6df1\u9677\u4e8e\u91cd\u590d\u3001\u4e34\u65f6\u7684\u201c\u53d6\u6570\u201d\u9700\u6c42\uff0c\u800c\u4e1a\u52a1\u56e2\u961f\u5219\u56f0\u5728\u201c\u77e5\u5176\u7136\u4e0d\u77e5\u5176\u6240\u4ee5\u7136\u201d\u7684\u4eea\u8868\u677f\u524d\u3002\u5c06\u4ea4\u4e92\u573a\u666f\u76f4\u63a5\u7f6e\u4e8eSlack\uff0c\u4e0d\u4ec5\u662f\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\uff0c\u66f4\u662f\u5c06\u6570\u636e\u5206\u6790\u4ece\u4e00\u9879\u72ec\u7acb\u4efb\u52a1\u91cd\u6784\u4e3a\u4f34\u968f\u4e1a\u52a1\u5bf9\u8bdd\u7684\u81ea\u7136\u5ef6\u4f38\u3002\u8fd9\u79cd\u201c\u539f\u4f4d\u5206\u6790\u201d\u80fd\u529b\uff0c\u53ef\u80fd\u6bd4\u5206\u6790\u80fd\u529b\u672c\u8eab\u66f4\u5177\u98a0\u8986\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u5176\u5ba3\u79f0\u7684\u201cGitOps\u5de5\u4f5c\u6d41\u201d\u548c\u201c\u591a\u4eba\u534f\u4f5c\u201d\u673a\u5236\uff0c\u662f\u5e94\u5bf9\u5f53\u524dAI\u5e94\u7528\u5728\u4f01\u4e1a\u7ba1\u7406\u4e2d\u6700\u5927\u62c5\u5fe7\u2014\u2014\u5931\u63a7\u7684\u201c\u9ed1\u76d2\u201d\u4e0e\u6df7\u4e71\u7684\u201c\u5e7b\u89c9\u201d\u2014\u2014\u7684\u4e00\u6b21\u91cd\u8981\u5b9e\u8df5\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u8ba9AI\u5168\u77e5\u5168\u80fd\uff0c\u800c\u662f\u5b9a\u4f4d\u4e3a\u4e00\u4e2a\u53d7\u63a7\u7684\u534f\u4f5c\u8005\uff1a\u6570\u636e\u56e2\u961f\u901a\u8fc7\u4ee3\u7801\u5316\u3001\u53ef\u8bc4\u5ba1\u7684\u65b9\u5f0f\u7ba1\u7406\u4e1a\u52a1\u4e0a\u4e0b\u6587\uff08Context\uff09\uff0c\u800c\u4e1a\u52a1\u56e2\u961f\u4e0eAI\u5728\u5bf9\u8bdd\u4e2d\u5171\u540c\u8fed\u4ee3\u7b54\u6848\u3002\u8fd9\u5b9e\u9645\u4e0a\u662f\u5728\u6784\u5efa\u4e00\u5957\u201c\u4eba\u673a\u534f\u540c\u201d\u7684\u6570\u636e\u5206\u6790\u793e\u4f1a\u89c4\u8303\uff0c\u5c06AI\u7684\u7075\u6d3b\u6027\u4e0e\u4eba\u7c7b\u7684\u9886\u57df\u77e5\u8bc6\u3001\u7ba1\u63a7\u8d23\u4efb\u76f8\u7ed3\u5408\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002Slack\u7684\u788e\u7247\u5316\u573a\u666f\u662f\u5426\u771f\u80fd\u627f\u8f7d\u590d\u6742\u7684\u5206\u6790\u601d\u7ef4\u94fe\uff1f\u5f53\u201c\u4e0a\u4e0b\u6587\u201d\u9700\u8981\u6301\u7eed\u7ef4\u62a4\u65f6\uff0c\u662f\u5426\u4f1a\u7ed9\u6570\u636e\u56e2\u961f\u5e26\u6765\u65b0\u7684\u9690\u6027\u8d1f\u62c5\uff1f\u6b64\u5916\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4f9d\u8d56\u4e8e\u4f01\u4e1a\u5df2\u5177\u5907\u5b8c\u5584\u7684\u6570\u636e\u4ed3\u5e93\uff0c\u8fd9\u5c06\u5176\u5e02\u573a\u5b9a\u4f4d\u5728\u4e86\u6570\u5b57\u5316\u7a0b\u5ea6\u8f83\u9ad8\u7684\u5ba2\u6237\u7fa4\u4f53\u3002\u80fd\u5426\u8de8\u8d8a\u65e9\u671f\u5c1d\u9c9c\u8005\uff0c\u8fdb\u5165\u66f4\u5e7f\u9614\u7684\u4e3b\u6d41\u5e02\u573a\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5c06\u8fd9\u5957\u201c\u89c4\u8303\u201d\u53d8\u5f97\u8db3\u591f\u8f7b\u91cf\u4e14\u81ea\u9002\u5e94\u3002\u603b\u7684\u6765\u8bf4\uff0cCompass\u4e0d\u662f\u53c8\u4e00\u4e2aAI\u67e5\u8be2\u5de5\u5177\uff0c\u5b83\u662f\u4e00\u6b21\u5173\u4e8e\u5982\u4f55\u201c\u7ec4\u7ec7\u201d\u667a\u80fd\u6570\u636e\u534f\u4f5c\u7684\u6709\u8da3\u5b9e\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Compass<\/span>\n <\/div>\n<div class=\"comment-content\">Compass puts data in your teams’ hands, right in Slack. Ask in plain language and get instant insights from your warehouse, our prospecting data, or both. From tracking pipeline to sourcing leads, Compass helps every team move faster. Analysts stay in control with GitOps backed context that keeps things clean, clear, and far from AI chaos.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, I\u2019m Pete, CEO at Dagster! We just launched Compass: collaborative AI-powered insights in Slack powered by your data warehouse. Finally, you can get to the \u201cwhy\u201d behind your metrics in seconds, not days.<\/p>\n<p>We originally built Compass as an internal tool to solve our own business problems. We have a great data team, and built out a comprehensive data warehouse containing all of our critical business data like sales opportunities, marketing campaign performance, and product engagement analytics.<\/p>\n<\/p>\n<p>However, we struggled to really leverage this data at our organization. Our BI dashboards were great at telling us the \u201cwhat\u201d – how our sales pipeline is trending, how many DAUs we have vs MAUs, what our AWS spend was last week, etc – but it didn\u2019t tell us the \u201cwhy.\u201d Why is pipeline down? Why did DAUs spike? What drove our AWS spend increase? Etc.<\/p>\n<\/p>\n<p>We had these sorts of questions on a daily basis. And every time we did, we\u2019d file a ticket for our excellent data or revops teams, interrupt their day, and wait a few hours or day or two to get an answer.<\/p>\n<p>Like many companies, we built an internal Slackbot to solve this problem. Anyone could ask it a question in natural language, and it would return an answer, complete with data visualizations and its methodology.<\/p>\n<p>It took off like wildfire, and a majority of our employees started using it on a weekly basis. We decided to turn this internal tool into a fully supported product offering we\u2019re calling Compass.<\/p>\n<p><strong>How Compass is different<\/strong><\/p>\n<p>We took a different approach than a lot of other AI tools in this space.<\/p>\n<p><strong>\ud83d\udda5\ufe0fSlack native.<\/strong> We exist solely within Slack. There\u2019s no separate web app to long into, so it\u2019s easy for users to get started immediately.<\/p>\n<\/p>\n<p><strong>\ud83d\udc65Fundamentally multiplayer.<\/strong> We let data people, business stakeholders, and AI all work together seamlessly to iterate to the right answer.<\/p>\n<\/p>\n<p><strong>\ud83c\udfcb\ufe0fProactive.<\/strong> In addition to answering questions, Compass will deliver personalized data insights every day, surfacing useful trends and starting points for analysis. One of our customers (a highly successful tech unicorn) found a support issue impacting $10mm+ in revenue in the first week.<\/p>\n<p><strong>\ud83e\udde0Crowdsourced business context.<\/strong> This is our secret sauce: we automatically and continuously learn business context based on properties of the data, characteristics of the business, and, most importantly, end-user interactions.<\/p>\n<\/p>\n<p>All of this is governed by a gitops workflow, which keeps the data team in control and brings a real SDLC to context engineering.<\/p>\n<\/p>\n<p><strong>Who is it for?<\/strong><\/p>\n<p>Compass is about bridging the data team and the business. Data teams – anyone that manages a modern data warehouse like Snowflake, Databricks, BigQuery or Athena – will benefit, as will their stakeholders: sales leaders, marketing leaders, recruiting leaders, executives, as well as ICs.<\/p>\n<\/p>\n<p>Get started at <a href=\"http:\/\/compass.dagster.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">compass.dagster.io<\/a>. Onboarding only takes a few minutes, and if you sign up before the end of the year your first month is free!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@floydophone\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@floydophone<\/a> Hey! I\u2019m a 16 y\/o tech entrepreneur building foundrlist .com a space where makers get more visibility and people discover exciting new products.<\/p>\n<p>If you\u2019re interested, feel free to add your product. I genuinely think it would be an amazing fit! \ud83d\ude80<\/p>\n<p>FoundrList is growing fast we\u2019re getting 1,000+ new visitors daily and 100+ new products listed every week, so your support would directly help expand something that\u2019s already taking off.<\/p>\n<p>Thanks so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@floydophone\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@floydophone<\/a> Such a smart solution to a common problem. I can definitely see the use case for this. Giving you some support! (I’m launching today as well, wishing us both luck in the rankings!)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Strong launch Pete. Compass feels powerful and focused. Congrats to you and the team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nimaaksoy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nimaaksoy<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the kind of thing that makes you wonder why every data tool isn\u2019t just\u2026 in chat already. Nice launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If you dont mind me asking? What are the 3 top use-cases for this?<\/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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> From what weve seen internally and with our early customers, its been a major unblocker for non-data users that dont want to fiddle around with a dashboard or the warehouse. With that being said:<\/p>\n<ol>\n<li>\n<p>Sales prospecting <\/p>\n<\/li>\n<li>\n<p>Product Managers understanding feature bottlenecks and adoption<\/p>\n<\/li>\n<li>\n<p>Customer success user understanding and proactive suggestions<\/p>\n<\/li>\n<\/ol>\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 launch! Dagster Cloud looks super clean.<br \/>What\u2019s the first \u201coh wow\u201d moment you want new users to experience when they jump in?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> the oh wow moment for me was asking Compass to perform a multi-step complex analysis that I always wanted to and didnt have the time. And then iterating in the thread by going back and forth around a few scenarios to get to a final answer and actionable insight.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I could see how our tool could benefit from Dagster\u2019s orchestrated, reliable data workflows to streamline automation and analytics \u2014 I\u2019ll go check out this launch and dig in further.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you handle conflicting interpretations from multiple stakeholders asking questions in Slack?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Absolutely amazing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does GitOps-backed context actually work in practice? are all changes versioned and reviewable before going live? Congrats. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> The data team has access to the git repo where the context is stored, when someone in a compass thread makes a context update like “Claire and Jeff are CSMs not AEs, remember that for the future” A pull request is opened up in the context store for them to review and merge. The context is also automatically updated on a cadence to make sure its fresh<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Compass handle ambiguous or poorly phrased queries in Slack? Does it ask clarifying questions or make assumptions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>@nuseir_yassin1, the compass bot will ask clarifying questions in the Slack thread. Oftentimes, we see the data team or a informed stakeholder will jump into a thread and provide additional context to guide the conversation towards higher quality insights. Under the hood, Compass iterates over a few possible solutions until it finds the most optimal one. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/LJ4FHDF4QMXWMF\" class=\"app-title\">GNGM<\/a><\/p>\n<div class=\"one-liner\">The sleep habit app for night-owls trying to reset<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">285<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u591c\u732b\u5b50\u8bbe\u8ba1\u7684\u6781\u7b80\u7761\u7720\u4e60\u60ef\u5e94\u7528\uff0c\u901a\u8fc7\u6bcf\u665a\u4e00\u6b21\u65e0\u538b\u529b\u7684\u7761\u524d\u7b7e\u5230\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u65e0\u6570\u636e\u8ffd\u8e2a\u8d1f\u62c5\u7684\u573a\u666f\u4e0b\uff0c\u6e29\u548c\u5730\u91cd\u5efa\u89c4\u5f8b\u7761\u7720\u8282\u594f\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\/af795080-185f-42b1-83a5-44a0fa9d20db.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6f93fa12-ef67-40ad-a1b2-b6d561968139.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e77333d6-77b0-427a-bdce-bc31a3f102a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c2392a3f-e46c-4f41-b032-e16470000bca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ccbc2683-8935-4ea1-b6d3-d11280753317.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f49fc43-4df9-40a1-9bd8-5b45e15323e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26ee9e10-57ef-412d-a6d0-e2e279813d15.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Fitness<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7761\u7720\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u591c\u732b\u5b50<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u4e3b\u4e49<\/span><br \/>\n <span class=\"tag\">\u65e0\u6570\u636e\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u8282\u594f<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u6b63\u5ff5<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u65e0\u538b\u529b\u3001\u65e0\u8ffd\u8e2a\u5668\u201d\u7684\u6781\u7b80\u7406\u5ff5\uff0c\u8ba4\u4e3a\u7cbe\u51c6\u89e3\u51b3\u4e86\u5bf9\u590d\u6742\u7761\u7720\u6570\u636e\u611f\u5230\u7126\u8651\u7684\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u529f\u80fd\u7ec6\u8282\uff1a\u662f\u5426\u652f\u6301\u81ea\u7531\u4f5c\u606f\u3001\u63d0\u793a\u662f\u5426\u4f1a\u81ea\u9002\u5e94\u3001\u5982\u4f55\u8861\u91cf\u8fdb\u6b65\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u590d\uff0c\u89e3\u91ca\u4e86\u4ea7\u54c1\u54f2\u5b66\u5e76\u9884\u544a\u4e86\u672a\u6765\u9002\u914d\u6027\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n GNGM\u7684\u51fa\u73b0\u5728\u4e8e\u7cbe\u51c6\u5207\u4e2d\u4e86\u5065\u5eb7\u79d1\u6280\u9886\u57df\u7684\u4e00\u4e2a\u53cd\u6f6e\u6d41\u75db\u70b9\uff1a\u6570\u636e\u8fc7\u8f7d\u4e0e\u6267\u884c\u538b\u529b\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u7406\u5ff5\u4e0a\u7684\u201c\u505a\u51cf\u6cd5\u201d\u3002\u5b83\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0eOura Ring\u3001Apple Health\u7b49\u5de8\u5934\u7684\u786c\u4ef6\u6216\u6570\u636e\u7ef4\u5ea6\u7ade\u4e89\uff0c\u8f6c\u800c\u805a\u7126\u4e8e\u884c\u4e3a\u5fc3\u7406\u5b66\u7684\u201c\u542f\u52a8\u6548\u5e94\u201d\u2014\u2014\u5c06\u590d\u6742\u7684\u7761\u7720\u4f18\u5316\u5de5\u7a0b\uff0c\u964d\u7ef4\u6210\u4e00\u4e2a\u7b80\u5355\u7684\u3001\u4eea\u5f0f\u6027\u7684\u7761\u524d\u7b7e\u5230\u52a8\u4f5c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u79cd\u8bbe\u8ba1\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u627f\u8ba4\u5bf9\u4e8e\u591a\u6570\u4f5c\u606f\u7d0a\u4e71\u8005\uff0c\u9996\u8981\u969c\u788d\u4e0d\u662f\u201c\u4e0d\u77e5\u9053\u95ee\u9898\u201d\uff08\u6570\u636e\u5df2\u6cdb\u6ee5\uff09\uff0c\u800c\u662f\u201c\u65e0\u6cd5\u5f00\u59cb\u884c\u52a8\u201d\uff08\u538b\u529b\u4e0e\u60f0\u6027\uff09\u3002\u901a\u8fc7\u79fb\u9664\u6570\u636e\u76d1\u63a7\u548c\u6210\u8d25\u8bc4\u5224\uff0c\u5b83\u964d\u4f4e\u4e86\u542f\u52a8\u95e8\u69db\uff0c\u5c06\u7528\u6237\u4ece\u201c\u88ab\u8bc4\u4f30\u8005\u201d\u8f6c\u5316\u4e3a\u201c\u4eea\u5f0f\u53c2\u4e0e\u8005\u201d\uff0c\u53ef\u80fd\u66f4\u6709\u6548\u5730\u89e6\u53ca\u884c\u4e3a\u6539\u53d8\u7684\u6838\u5fc3\u3002\u8bc4\u8bba\u4e2d\u201c\u4e25\u683c\u4f5c\u606f\u603b\u662f\u5931\u8d25\u201d\u7684\u5171\u9e23\uff0c\u6070\u6070\u5370\u8bc1\u4e86\u8fd9\u4e00\u6d1e\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u957f\u671f\u4ef7\u503c\u9762\u4e34\u4e24\u5927\u8003\u9a8c\uff1a\u4e00\u662f\u6781\u7b80\u4e3b\u4e49\u4e0e\u7528\u6237\u5bf9\u4e2a\u6027\u5316\u3001\u667a\u80fd\u5316\u9884\u671f\u4e4b\u95f4\u7684\u5e73\u8861\u3002\u5f53\u524d\u201c\u4e00\u81f4\u6027\u5373\u9b54\u6cd5\u201d\u7684\u8bbe\u5b9a\uff0c\u53ef\u80fd\u5728\u7528\u6237\u4e60\u60ef\u521d\u6b65\u5f62\u6210\u540e\u906d\u9047\u5e73\u53f0\u671f\uff0c\u9700\u5982\u56e2\u961f\u6240\u8a00\uff0c\u5f15\u5165\u66f4\u7cbe\u7ec6\u7684\u3001\u975e\u4fb5\u5165\u6027\u7684\u9002\u5e94\u6027\u3002\u4e8c\u662f\u5546\u4e1a\u6a21\u5f0f\u7684\u6311\u6218\uff0c\u5728\u514d\u8d39\u5065\u5eb7\u5e94\u7528\u6cdb\u6ee5\u7684\u5f53\u4e0b\uff0c\u5982\u4f55\u8ba9\u7528\u6237\u4e3a\u4e00\u4e2a\u201c\u65e0\u6570\u636e\u201d\u7684\u7b80\u5355\u4e60\u60ef\u6301\u7eed\u4ed8\u8d39\uff0c\u5c06\u662f\u6bd4\u4ea7\u54c1\u8bbe\u8ba1\u66f4\u96be\u7684\u8bfe\u9898\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u5fc3\u7406\u5de5\u5177\uff0c\u5176\u6210\u529f\u4e0e\u5426\uff0c\u6700\u7ec8\u5c06\u9a8c\u8bc1\u5728\u7761\u7720\u6539\u5584\u9886\u57df\uff0c\u201c\u5fc3\u6cd5\u201d\u7684\u4ef7\u503c\u662f\u5426\u80fd\u8d85\u8d8a\u201c\u7b97\u6cd5\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">GNGM<\/span>\n <\/div>\n<div class=\"comment-content\">GNGM helps night-owls rebuild a gentle, consistent sleep rhythm with one simple nightly check-in. No trackers, no pressure, no data overload \u2014 just a calming routine that helps your body reset naturally.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi PH! \ud83d\udc4b<\/p>\n<\/p>\n<p>We\u2019re the makers of GNGM \u2014 a tiny habit for big sleep wins. After struggling with irregular sleep and feeling overwhelmed by trackers and metrics, we built something deliberately simple: one short, calming check\u2011in each night that helps night\u2011owls rebuild a consistent rhythm without pressure or data noise.<\/p>\n<\/p>\n<p><strong>Why GNGM?<\/strong><\/p>\n<ul>\n<li>\n<p>No trackers, no wearables: nothing to sync or monitor.<\/p>\n<\/li>\n<li>\n<p>No shame or strict rules: a gentle routine, not a regime.<\/p>\n<\/li>\n<li>\n<p>Designed for night\u2011owls: realistic prompts and timing that respect your lifestyle.<\/p>\n<\/li>\n<li>\n<p>Minimal, calming feedback so you can see progress without getting obsessed.<\/p>\n<\/li>\n<\/ul>\n<p><strong>How it works<\/strong><\/p>\n<ol>\n<li>\n<p>Quick nightly check\u2011in<\/p>\n<\/li>\n<li>\n<p>Subtle cues and nudges to help you wind down and establish consistency.<\/p>\n<\/li>\n<li>\n<p>Lightweight progress signals over time \u2014 enough insight to keep you motivated, never overwhelming.<\/p>\n<\/li>\n<\/ol>\n<p>We built GNGM because small, consistent rituals beat massive overnight changes. It\u2019s for people who want to feel better rested without turning sleep into a full\u2011time project.<\/p>\n<\/p>\n<p>We\u2019d love for you to try it and tell us what you think \u2014 what helped, what felt off, and any features you\u2019d actually use. Ask us anything below; we\u2019re excited to hear from other night\u2011owls and sleep-curious folks.<\/p>\n<\/p>\n<p>Thanks for checking us out!<\/p>\n<p>\u2014 The GNGM team<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> Justin, I stayed up till 2am doomscrolling last night, and dragged thru work today.<\/p>\n<\/p>\n<p>If GNGM can help me break my late-night habit, I’ll call you my eternal hero!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> Always love seeing new tools in this space. Congrats on the ship! I’m in the trenches with you today (launched my app too), hope the algorithm treats us well!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> seems exactly what i need!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launch feels different for me tbh. I pulled way too many late nights building GNGM and kind of\u2026 burned myself into making a sleep app \ud83d\ude02<\/p>\n<p>Pretty happy I don\u2019t have to stay up that late anymore. Hope it helps you sleep better than I did while coding it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@polman_trudo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@polman_trudo<\/a> Haha please don\u2019t believe him \u2014 he absolutely <em>will<\/em> keep staying up late, just on new features instead \ud83d\ude2d<\/p>\n<\/p>\n<p>But seriously, it\u2019s been fun building this together.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks polished! Does it support “free-running” sleep rhythm? <\/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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> Love this question \u2014 and the short answer is:<\/p>\n<\/p>\n<p>yes, you can use GNGM even if your sleep cycle isn\u2019t tied to the usual day\/night schedule.<\/p>\n<\/p>\n<p><strong>The routine is anchored to your chosen bedtime, not the world\u2019s.<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do the nightly prompts adapt over time based on my habits, or stay consistent?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> They stay simple and consistent for now \u2014 because consistency is the magic.<\/p>\n<p>That said, we <em>do<\/em> subtly adjust the flow based on whether you\u2019re building momentum or losing it.<\/p>\n<p>More adaptability coming soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow using Suno for sleep sounds was super smart. Looks like it\u2019ll be the norm for all kinds of use cases like this. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> Thank you for the support, KP! <\/p>\n<p>Yeah, Suno opened a whole new world for us \u2014 instead of stock sleep sounds, we can craft something that feels more personal, warmer, and a bit magical.<\/p>\n<\/p>\n<p>Right now we\u2019re mixing custom ambient loops + gentle melodic textures made with Suno, and users have been loving the vibe.<\/p>\n<p>More soundscapes are on the way too \u2014 can\u2019t wait to share them!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 !!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thank you so much! \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 see a product like this! Sleeping is normal, but good sleeping is a big challenge. Hope this app can solve my problem<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vincentwu800\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vincentwu800<\/a> Absolutely \u2014 <em>sleeping is easy, sleeping well is the boss fight<\/em>. <\/p>\n<p>Really hope GNGM gives you that calm, gentle push you\u2019ve been needing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \u201cno pressure, no trackers\u201d approach. I\u2019m a night-owl who\u2019s failed at every strict sleep routine, so this feels really refreshing. Downloading now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Ahh a fellow night-owl<\/p>\n<p>Same here \u2014 strict routines never worked for me either, so we designed GNGM to feel more like a gentle nudge than a checklist you can fail.<\/p>\n<\/p>\n<p>Hope it brings a bit more calm to your nights. Let me know how it feels after a few days \u2014 we\u2019re building this with people exactly like you in mind.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jotzilla\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jotzilla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jotzilla<\/a> <a href=\"https:\/\/www.producthunt.com\/@polman_trudo\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"polman_trudo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@polman_trudo<\/a> Nice approach to sleep improvement without overwhelming users. I\u2019m curious how GNGM measures progress in a meaningful way without relying on trackers, what signals or habits indicate someone is actually improving their sleep consistency?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@harkirat_singh3777\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harkirat_singh3777<\/a> Great question \u2014 and honestly something we thought about <em>a lot<\/em> while building GNGM.<\/p>\n<p>Our approach is: <strong>measure the habit, not the data noise.<\/strong><\/p>\n<\/p>\n<p>Instead of tracking heart rate or sleep stages (which often look scientific but aren\u2019t super actionable), we focus on a few meaningful signals that actually reflect consistency:<\/p>\n<\/p>\n<p><strong>\u2022 Nightly wind-down check-ins<\/strong><br \/>Did you prepare for sleep at roughly the same time? This reflects the <em>real<\/em> start of your sleep rhythm.<\/p>\n<\/p>\n<p><strong>\u2022 Morning reflection<\/strong><br \/>Are you waking up roughly on schedule? How rested do you feel? These simple, self-reported signals correlate surprisingly well with long-term sleep stability.<\/p>\n<\/p>\n<p><strong>\u2022 Habit streak & stability score<\/strong><br \/>We track how often you hit your bedtime intention and how stable your pattern is over time \u2014 this is the strongest predictor of improved sleep quality.<\/p>\n<\/p>\n<p><strong>\u2022 Gentle trends, not judgment<\/strong><br \/>No \u201cbad sleep\u201d labels, no pressure. Just slow, steady progress toward a more regular rhythm.<\/p>\n<\/p>\n<p>Think of it less like \u201ctracking sleep\u201d and more like \u201ctraining your internal clock.\u201d<\/p>\n<\/p>\n<p>If you try it, I\u2019d love to hear how it feels for you. Your feedback helps us shape GNGM into something genuinely supportive.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@justin2025\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> Congrats on the launch \ud83d\ude80<\/p>\n<p>Can you please tell me how GNGM breaks our late night habits ? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aliena\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aliena<\/a> <\/p>\n<\/p>\n<p>Thanks so much! Great question \u2014 and honestly, this is the core of GNGM.<\/p>\n<\/p>\n<p>We <em>don\u2019t<\/em> try to \u201cfight\u201d your late-night habits with guilt or pressure.<\/p>\n<p>Instead, GNGM works in three super simple ways:<\/p>\n<\/p>\n<p><strong>1) A nightly wind-down check-in<\/strong><br \/>Just one tiny action that tells your brain, \u201chey, the day is ending.\u201d<br \/>It\u2019s surprisingly powerful for resetting your rhythm.<\/p>\n<\/p>\n<p><strong>2) Gentle bedtime reminders<\/strong><br \/>Not aggressive alarms \u2014 just a nudge at the time <em>you<\/em> choose, helping you avoid the usual doom-scrolling spiral.<\/p>\n<p><strong>3) A calm space for sleep<\/strong><\/p>\n<p>Ambience + minimal UI so you naturally slow down instead of getting stimulated by screens.<\/p>\n<\/p>\n<p>No tracking, no charts yelling at you \u2014 just consistent tiny cues that help your body remember what \u201cnight time\u201d feels like again.<\/p>\n<\/p>\n<p>If you try it tonight, I\u2019d love to hear whether it helps you shift your bedtime even a little.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really love the vibe and mission behind GNGM. As someone who naturally leans toward late nights, the idea of a gentle, no-pressure nightly check-in instead of data-heavy trackers feels refreshing \u2014 it\u2019s exactly what many \u201cnight-owls\u201d like me need. The simplicity (no wearables, no complicated charts) is a strength: just a calming routine to help reset your rhythm. Looking forward to seeing how consistent use can reshape my sleep habits.<\/p>\n<p>Do you plan to add customizable reminders or optional \u201cwind-down rituals\u201d (e.g. light stretching, breathing prompts, soft audio) to make the nightly check-in even more helpful?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">need this so bad<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>looks cool, congrats for the team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@youssef_abdelwahed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@youssef_abdelwahed<\/a> Thank you so much! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I could see how our tool could plug into GNGM\u2019s streamlined no-code workspace to simplify automation around our community workflows, so I\u2019m going to take a closer look at this launch and explore the synergy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 seriously need this app! havent slept well since building my current project, and hope GNGM could save me out…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@justin2025\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thanks a lot for the support, Huisong! \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So the name GNGM means “good night, good morning”?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ristan_nakko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ristan_nakko<\/a> yessir!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you plan do add a feature like sharing the sleeping time with family? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tetiana_hryshmanovska\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tetiana_hryshmanovska<\/a> thanks for asking! it’s something we’re exploring. no ETA yet, but we’ll give hints once it’s moving from idea to pipeline. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Night owl here. Kinda burned out on rings\/graphs. One simple check\u2011in sounds\u2026 doable. Curious what the wind\u2011down nudge feels like\u2014like a tiny prompt or more of a ritual? Either way, I could use gentler evenings. Saving to try this week.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> glad this resonated. wind-down nudge is just a gentle prompt by design. let me know how it feels when you try it. thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83d\udc4f<br \/>I haven\u2019t tried GNGM yet, but the concept immediately stood out to me. Most sleep apps feel heavy with data, graphs, and pressure but this focus on a simple nightly check-in and gentle cues sounds much more realistic for people who just want a calmer routine.<\/p>\n<p>I really like the idea of helping night-owls reset without turning it into another \u201cproject.\u201d The minimal, non-judgmental approach feels refreshing.<\/p>\n<p>A few questions out of curiosity:<\/p>\n<ol>\n<li>\n<p>How did you validate that a single nightly check-in is enough to build consistency?<\/p>\n<\/li>\n<li>\n<p>Do the prompts adapt over time, or are they intentionally kept static to avoid overwhelm?<\/p>\n<\/li>\n<li>\n<p>Are you planning integrations (Apple Health, reminders, etc.) or deliberately staying \u201cno-tracking\u201d?<\/p>\n<\/li>\n<\/ol>\n<p>Looks great – wishing you a smooth launch day! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really nice launch, GNGM team. From a clarity & onboarding lens: when a user opens the app for the first time, what\u2019s the <strong>one belief<\/strong> you want them to leave with in the first 10-15 seconds?<br \/>Is it:<br \/>\u2022 \u201cI\u2019m finally doing a simple routine I can stick with.\u201d<br \/>Or:<br \/>\u2022 \u201cThis app understands my late-night rhythm and doesn\u2019t judge it.\u201d<br \/>Because in habit-change tools, the biggest barrier isn\u2019t features\u2014it\u2019s the user\u2019s belief that change is possible <em>without pressure<\/em>. Curious how you\u2019re shaping that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> our aim in those first seconds is to signal that the user is stepping into something simple and supportive — not pressure-filled with a number of bells and whistles. a sense of “i can actually do this, and it fits how my nights really work.” that’s the belief we’re designing the onboarding around. cheers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>i’ve been staying up and then hating myself in the morning, just installed it on my phone and wish it really changes my life.<\/p>\n<\/p>\n<p>Expect my experience share & review in a month.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lavana_cricko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lavana_cricko<\/a> I feel you! That \u201cstay up late \u2192 regret in the morning\u201d cycle hits way too close \ud83d\ude2d<\/p>\n<\/p>\n<p>Don\u2019t worry about being perfect. Just show up each night, do one tiny check-in, and let your rhythm reset slowly. That\u2019s the whole spirit of the app.<\/p>\n<\/p>\n<p>Looking forward to your one-month update!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Science behind this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@admiralrohan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@admiralrohan<\/a> Great question! We designed GNGM around <strong>behavioral science<\/strong>, not biometrics.<\/p>\n<p>A few core ideas behind it:<\/p>\n<ul>\n<li>\n<p><strong>Micro-habits work better than willpower<\/strong> \u2014 one tiny, repeatable action every night anchors your brain into \u201cit\u2019s time to slow down\u201d.<\/p>\n<\/li>\n<li>\n<p><strong>Consistency > precision<\/strong> \u2014 you don\u2019t need perfect sleep data; your body responds most to predictable rhythms.<\/p>\n<\/li>\n<li>\n<p><strong>Reflection reinforces change<\/strong> \u2014 the morning check-in helps your mind notice patterns, which gently steers you toward better decisions at night.<\/p>\n<\/li>\n<li>\n<p><strong>Reducing cognitive load improves sleep<\/strong> \u2014 the calmer the pre-sleep environment, the easier it is to fall asleep. No charts, no overwhelm.<\/p>\n<\/li>\n<\/ul>\n<p>It\u2019s simple on purpose \u2014 the science says simplicity sticks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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’ve been an AutoSleep user for years, but the UI is honestly quite unappealing, and GNGM looks like a great 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bonvisions\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bonvisions<\/a> Thank you! And haha yes\u2026 AutoSleep is powerful, but the UI can feel like it\u2019s judging you at 3AM \ud83d\ude02<\/p>\n<\/p>\n<p>With GNGM we intentionally went the opposite direction \u2014 calmer, simpler, and focused on helping you <em>feel better<\/em>, not interpret charts.<\/p>\n<\/p>\n<p>Would love to hear how the experience compares once you\u2019ve tried it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch of GNGM! This is such a thoughtful way to help night-owls rebuild a gentle, consistent sleep routine. I love the idea of a simple nightly check-in without trackers or data overload, just a calming routine to reset naturally. Excited to see how this helps people sleep better!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mona_xx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mona_xx<\/a> Thank you so much, Mona! We really wanted to strip sleep back down to something calm and human \u2014 no graphs, no pressure, just a small nightly moment to reset.<\/p>\n<p>Really appreciate the kind words. If you try it out, I\u2019d love to hear how it feels for your own routine!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! <\/p>\n<p>Building GNGM has been a really personal journey for me. I\u2019ve struggled with sleep for a long time, and with my team, I wanted to create a space that helps people rest better, recharge, and feel calmer. <\/p>\n<p>Along the way, we\u2019ve packed our sleep app with features that we ourselves found really helpful, from guided routines to tools that make winding down easier. It\u2019s been a lot of work, but we\u2019re really proud to finally share it with you. We\u2019d love to hear your thoughts – what works, what could be better, and any ideas you might have. <\/p>\n<p>Your feedback will help us make GNGM even more helpful for everyone who needs better rest. <\/p>\n<p>Thanks for checking it out! <\/p>\n<p>– M<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jotzilla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jotzilla<\/a> Love this \u2014 you poured your whole sleep journey into GNGM\u2026 while simultaneously sleeping the least out of all of us \ud83d\ude05<\/p>\n<\/p>\n<p>But seriously, couldn\u2019t have built this without you.<br \/>Now that we\u2019ve launched, maybe we can finally follow our <em>own<\/em> bedtime routines?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@justin2025 haha yes, finally. \ud83d\ude4c\ud83d\ude02<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 thought it was GMGN before I clicked in. LOL<\/p>\n<\/p>\n<p>Nice name!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shawnzhu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shawnzhu<\/a> Haha I get that a lot \ud83d\ude02 Glad you like the name \u2014 we wanted something simple that still feels warm and rhythmic.<\/p>\n<\/p>\n<p>Thanks for checking out GNGM, Shawn! Let me know what you think after trying it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/I2SJLJUT3A6LM7\" class=\"app-title\">Protaig\u00e9<\/a><\/p>\n<div class=\"one-liner\">Your AI marketing agency that launches branded campaigns<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">216<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u54c1\u724cDNA\u4f5c\u4e3a\u6838\u5fc3\uff0c\u901a\u8fc7AI\u667a\u80fd\u4f53\u534f\u540c\u5b8c\u6210\u4ece\u7b56\u7565\u3001\u6587\u6848\u5230\u8bbe\u8ba1\u7684\u5168\u6d41\u7a0b\u81ea\u52a8\u5316\u8425\u9500\u6d3b\u52a8\u751f\u6210\u5e73\u53f0\uff0c\u4e3a\u8425\u9500\u56e2\u961f\u548c\u521b\u4e1a\u8005\u89e3\u51b3\u4e86\u5728\u8ffd\u6c42\u5feb\u901f\u4e0a\u7ebf\u4e0e\u4fdd\u6301\u54c1\u724c\u4e00\u81f4\u6027\u4e4b\u95f4\u96be\u4ee5\u4e24\u5168\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\/e2cce1ba-7cb1-4d8a-b261-d2713d464b48.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\/6ac92663-b502-4b63-9175-523f4257dc50.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/736b0f6d-9f3d-4e20-a09a-f89ff50bc35a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c927ff0-64fd-40b3-b3a8-73d7f5bce916.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/29c644cd-319d-4fc2-acf4-0d10441ca3d7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b0dccf8e-570f-4da4-9697-d3c6ae177fc1.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\/c8ca9a17-6dd4-4812-9224-690edfa67001.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/tR46JM_mUf4\"><source src=\"https:\/\/youtu.be\/tR46JM_mUf4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Marketing automation<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u7aef\u5230\u7aef\u6d3b\u52a8\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u56e2\u961f\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u6d3b\u52a8\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u6e20\u9053\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u54c1\u724cDNA<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u516c\u5171\u6d4b\u8bd5\u7248<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u7aef\u5230\u7aef\u201d\u751f\u6210\u5b8c\u6574\u6d3b\u52a8\u3001\u5f3a\u8c03\u54c1\u724cDNA\u548c\u201c\u7b56\u7565\u4f18\u5148\u201d\u7684\u5dee\u5f02\u5316\u4ef7\u503c\uff0c\u8ba4\u4e3a\u80fd\u89e3\u51b3\u591a\u5de5\u5177\u62fc\u63a5\u7684\u5272\u88c2\u611f\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u54c1\u724c\u8bed\u8c03\u6355\u6349\u7684\u51c6\u786e\u6027\u9a8c\u8bc1\u3001\u5b57\u4f53\u4e0e\u8bbe\u8ba1\u5143\u7d20\u591a\u6837\u6027\u3001\u4e0e\u793e\u4ea4\/\u90ae\u4ef6\u5e73\u53f0\u7684\u76f4\u63a5\u96c6\u6210\u8fdb\u5ea6\u3001\u4ee5\u53ca\u9996\u6b21\u4f7f\u7528\u7684\u4fe1\u5ff5\u5efa\u7acb\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 Protaig\u00e9\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2aAI\u6587\u6848\u6216Banner\u751f\u6210\u5668\uff0c\u800c\u65e8\u5728\u6210\u4e3a\u4e91\u7aef\u201c\u521b\u610f\u4ee3\u7406\u4e2d\u53f0\u201d\u3002\u5176\u5ba3\u79f0\u7684\u6838\u5fc3\u4ef7\u503c\u2014\u2014\u201c\u54c1\u724cDNA\u201d\u4e0e\u201c\u7aef\u5230\u7aef\u751f\u4ea7\u201d\u2014\u2014\u76f4\u6307\u5f53\u524d\u4f01\u4e1a\u5e94\u7528\u751f\u6210\u5f0fAI\u7684\u4e24\u5927\u6838\u5fc3\u7126\u8651\uff1a\u4e00\u662f\u8f93\u51fa\u7ed3\u679c\u4e0e\u54c1\u724c\u8c03\u6027\u3001\u89c6\u89c9\u8bc6\u522b\u7cfb\u7edf\u7684\u4e25\u91cd\u8131\u8282\uff0c\u5bfc\u81f4\u201c\u9ad8\u6548\u5374\u65e0\u7528\u201d\uff1b\u4e8c\u662f\u5355\u70b9AI\u5de5\u5177\u6cdb\u6ee5\uff0c\u5c06\u672c\u5e94\u8fde\u8d2f\u7684\u521b\u610f\u5de5\u4f5c\u6d41\u5272\u88c2\u6210\u65e0\u6570\u9700\u8981\u4eba\u5de5\u62fc\u63a5\u7684\u788e\u7247\uff0c\u53cd\u800c\u589e\u52a0\u4e86\u7ba1\u7406\u8d1f\u62c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u56e2\u961f\u5bf9\u4ea7\u54c1\u5b9a\u4f4d\u7684\u56de\u5e94\u76f8\u5f53\u7cbe\u51c6\uff0c\u5f3a\u8c03\u201c\u9650\u5236AI\u751f\u6210\u8303\u56f4\u201d\u4ee5\u4fdd\u62a4\u54c1\u724c\u8d44\u4ea7\u3001\u91c7\u7528\u201c\u591a\u6a21\u578b\u201d\u4efb\u52a1\u5339\u914d\u8ffd\u6c42\u6700\u4f73\u6548\u679c\uff0c\u751a\u81f3\u201c\u81ea\u98df\u5176\u679c\u201d\u5730\u4f7f\u7528\u81ea\u8eab\u4ea7\u54c1\u8fdb\u884c\u8425\u9500\u3002\u8fd9\u5c55\u73b0\u4e86\u4e00\u79cd\u52a1\u5b9e\u7684AI\u5e94\u7528\u89c2\uff1aAI\u5e76\u975e\u5929\u9a6c\u884c\u7a7a\u7684\u201c\u521b\u4f5c\u8005\u201d\uff0c\u800c\u5e94\u662f\u5728\u4e25\u683c\u54c1\u724c\u89c4\u5219\u6846\u67b6\u5185\u9ad8\u6548\u6267\u884c\u7684\u201c\u751f\u4ea7\u81c2\u201d\u3002\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u4e5f\u5728\u4e8e\u6b64\uff1a\u80fd\u5426\u5c06\u975e\u7ed3\u6784\u5316\u7684\u54c1\u724c\u6307\u5357\uff08\u7406\u5ff5\u3001\u8bed\u8c03\uff09\u8f6c\u5316\u4e3aAI\u53ef\u4e25\u683c\u6267\u884c\u7684\u7ed3\u6784\u5316\u201c\u62a4\u680f\u201d\uff0c\u8fd9\u9700\u8981\u6df1\u539a\u7684\u8bbe\u8ba1\u4e0e\u8425\u9500\u77e5\u8bc6\u5de5\u7a0b\u5316\u80fd\u529b\uff0c\u6280\u672f\u95e8\u69db\u8fdc\u9ad8\u4e8e\u8c03\u7528\u901a\u7528API\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6a21\u5f0f\u4e5f\u9690\u542b\u98ce\u9669\u3002\u5c06\u521b\u610f\u6d41\u7a0b\u9ad8\u5ea6\u6807\u51c6\u5316\u3001\u81ea\u52a8\u5316\uff0c\u53ef\u80fd\u6291\u5236\u7a81\u7834\u6027\u7075\u611f\u7684\u8bde\u751f\uff0c\u66f4\u9002\u5408\u89c4\u8303\u5316\u3001\u53ef\u590d\u5236\u7684\u89c4\u6a21\u5316\u8425\u9500\u6d3b\u52a8\u751f\u6210\u3002\u6b64\u5916\uff0c\u201c\u7b56\u7565\u4f18\u5148\u201d\u867d\u4e3a\u4eae\u70b9\uff0c\u4f46AI\u751f\u6210\u7684\u7b56\u7565\u6df1\u5ea6\u4e0e\u4eba\u7c7b\u9876\u5c16\u7b56\u7565\u4eba\u5458\u7684\u6d1e\u5bdf\u529b\u76f8\u6bd4\uff0c\u4ecd\u9700\u5e02\u573a\u68c0\u9a8c\u3002\u603b\u4f53\u800c\u8a00\uff0cProtaig\u00e9\u4ee3\u8868\u4e86AI\u5728\u8425\u9500\u9886\u57df\u4ece\u201c\u73a9\u5177\u201d\u8d70\u5411\u201c\u5de5\u5177\u201d\u7684\u8fdb\u9636\u65b9\u5411\uff0c\u5373\u4ece\u63d0\u4f9b\u53ef\u80fd\u6027\u8f6c\u5411\u63d0\u4f9b\u786e\u5b9a\u6027\u3001\u4ece\u8f85\u52a9\u6267\u884c\u5347\u7ea7\u5230\u7ba1\u7406\u6d41\u7a0b\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u201c\u54c1\u724cDNA\u201d\u7cfb\u7edf\u7684\u5b9e\u9645\u7cbe\u5ea6\u4e0e\u6df1\u5ea6\uff0c\u8fd9\u5c06\u662f\u5176\u4ece\u201c\u6709\u8da3\u7684\u65b0\u4ea7\u54c1\u201d\u8715\u53d8\u4e3a\u201c\u5173\u952e\u4e1a\u52a1\u7cfb\u7edf\u201d\u7684\u552f\u4e00\u8def\u5f84\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\">Protaig\u00e9<\/span>\n <\/div>\n<div class=\"comment-content\">Delivering complete, ready-to-launch campaigns in minutes, not weeks. What makes Protaig\u00e9 different: It doesn’t generate headlines or banners. It generates the whole thing. AI agents work together on strategy, copywriting, and design – just like a real creative team. Your Brand DNA sits at the core, controlling every output. Guidelines, personas, products, and assets become guardrails ensuring campaigns stay on-brand across channels and markets. No fragments. No delays. Complete campaigns.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey folks!<\/p>\n<p>We built Protaig\u00e9 because we saw marketing teams facing a difficult choice: sacrifice brand consistency to move fast, or slow down to maintain quality. We wanted to build a third option: an <strong>AI system that understands your brand as well as you do<\/strong>.<\/p>\n<p>Protaig\u00e9 is a creative agency in the cloud. It takes you from a simple brief to a full campaign in minutes.<\/p>\n<p>Here is what makes us different:<\/p>\n<\/p>\n<p>\ud83d\ude80 <strong>End-to-End Production:<\/strong> Protaig\u00e9 automates the entire campaign production process. From your initial brief to the final export, we build every asset in one connected workflow. Unlike many other AI tools that are point solutions and handle just one task like copywriting or banner generation. <\/p>\n<p>\ud83e\uddec <strong>Brand DNA<\/strong>: Generic AI output often sounds soulless. We allow you to upload your brand guidelines and other relevant brand assets and documents. Our system ingests this to ensure every output aligns with your voice and visual identity.<\/p>\n<p>\ud83d\udca1 <strong>Strategy First<\/strong>: Most tools skip straight to execution. Protaig\u00e9 starts with strategy by completing the marketing brief and then developing distinct creative concepts for you to review and approve before it builds a single asset.<\/p>\n<p>Who is this for? We designed this for marketing teams and founders who need to scale output without scaling headcount. Whether you need a tactical push or an integrated campaign, Protaig\u00e9 handles the heavy lifting.<\/p>\n<p>Our Launch Offer: We are currently in Public Beta.<br \/>– Campaign Lite: <strong>You can try the platform on our free plan<\/strong>.<br \/>– Campaign Plus: For this launch, we offer a 75% discount on our Plus plan ($49\/month) for small teams.<\/p>\n<p>We want your feedback. Specifically, does the Brand DNA capture your tone correctly?<\/p>\n<p>Excited to hear your thoughts! \ud83d\udc47<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wawagilewski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wawagilewski<\/a> brand dna bit sounds huge, generic ai always feels flat. curious if it really nails tone tho<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wawagilewski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wawagilewski<\/a> This looks solid. Congrats on the launch! I just put my own app live today too, so I know how much work went into this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">are y’all using nanobanana? in curious, how are you tackling the text shape retention and are you getting variety in fonts?<\/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\/@ssindhia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ssindhia<\/a> Protaig\u00e9 fully retains your brand’s original designs, even when using generative AI for images (and yes, we use Nano Banana). That has been a conscious choice from Day 1. <\/p>\n<p>The way we achieve it is by limiting what the AI can generate to specific elements that are relevant for marketing campaigns. The most frequent use cases are producing variations of the hero image to A\/B test, personalise, or localise the campaign. The rest of the designs stays true to the brand – so even if, hypothetically, a user went rogue, they wouldn’t be able to break the design rules set by their company’s brand team!<\/p>\n<p>Design kits, as well as fonts, and the other brand assets (logos, colours, graphics, icons, photos) are all part of the Brand DNA that is defined at account setup and that serves as the foundation for anything Protaig\u00e9 generates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great! Do you also manage social media and email campaigns from your dashboard?<\/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\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> Yup of course. You can create campaigns and then use them across different channels – social, emails, search ads etc.<\/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\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> You can produce campaign assets for these channels within the platform and export them for upload. We’re adding direct integrations with popular social platforms and a native publishing feature – coming real soon!<\/p>\n<p>Do you mind telling me what platforms\/clients you’re currently using?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Seeing a full campaign appear instead of random headlines feels refreshing. No patching thigs together anymore.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@simran_kumar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@simran_kumar<\/a> Spot on. Let us know about the rest of your experience!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very smooth process!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> Thanks so much for the feedback! Have you gone through the entire brand setup process? (I’m not able to guess which one of the signups we got today is yours!)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Seeing a full campaign appear instead of random headlines feels refreshing. No patching things together anymore.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shawn_idrees\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shawn_idrees<\/a> Thanks for the feedback and yes, indeed, we’re very much focused on the end-to-end campaign production workflow. Unlike the myriad of AI point solutions out there that operate in a vaccum and give you only disconnected pieces…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like the strategy first approach here. Most AI tools jump straight into spitting out assets, but campaigns only work when the thinking is solid. The Brand DNA angle is also interesting. Generic AI copy is a real issue when you\u2019re trying to protect a brand’s voice. Excited to see how well it adapts to different tone guidelines.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@adnan_gradascevic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adnan_gradascevic<\/a> Thanks for the feedback, glad the product resonates. I saw you’ve also launched today – congrats and wishing you all the best \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations on your product launch! <\/p>\n<p>Nice product concept. Would love to give it a spin. Wish you guys all the very best. \ud83d\udc4d\ud83c\udffb<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@agzee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agzee<\/a> Thanks a bunch! Do give it a try and let us know how we can make it better<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Did you use Protaig\u00e9 to create the marketing assets for Protaig\u00e9?<\/div>\n<div class=\"comment-actions\">\n<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\/@nathan_darma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nathan_darma<\/a> If you’re asking about our website, then yes, we demonstrate assets that were generated in Protaig\u00e9\u2014display ads, emails, social posts, banners. We’re also generating search ads, social ads, and landing pages for our ad campaign, so you can see we use Protaig\u00e9 to scratch our own itch \u263a\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nathan_darma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nathan_darma<\/a> Love this question. All our static assets are made in Protaig\u00e9 with a human in the loop. Video is still in development, so those are currently done in-house, with Protaig\u00e9 generated concepts. If we\u2019re not using it ourselves, how can we expect anyone else to?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It looks so easy to create a campaign! Great tool, my congrats!<br \/>And I was the 200th person to upvote Protaige \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tetiana_hryshmanovska\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tetiana_hryshmanovska<\/a> Thanks 200 times then! \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>digital marketers need to pay very close attention to products like this. Would love to give it a try for my side projects.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dbg1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbg1<\/a> Thanks and feel free to create an account for as many brands as you like. <br \/>One thing worth pointing out is that Protaig\u00e9 falls within the purview of traditional marketers too, as it can generate all kinds ofoffline assets from billboards to flyers and extend those digital campaigns into out-of-home channels!<br \/>PS. I think I know your brother \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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dbg1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbg1<\/a> Hey I might know your brother too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The connected workflow approach could really help avoid the disjointed outputs we see with multiple AI tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> That’s one of the main reasons we built this. As a creative agency owner (or ex-owner now), we were frustrated by the copy-pasting between platforms.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excellent launch, Protaig\u00e9 team. From a clarity & onboarding lens: when a marketing lead opens Protaig\u00e9 for the first time, what\u2019s the <em>one belief<\/em> you want them to hold in the first 10-15 seconds?<br \/>Is it:<br \/>\u2022 \u201cI can launch a full on-brand campaign in minutes, not weeks.\u201d<br \/>Or:<br \/>\u2022 \u201cThis system already knows my brand\u2019s DNA\u2014my work aligns automatically.\u201d<br \/>Because in tools promising \u201cspeed + brand alignment,\u201d the biggest adoption barrier isn\u2019t features\u2014it\u2019s the user believing <em>it fits me<\/em>. Curious how you\u2019re framing that for first-time users.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> Great question. When you sign up as a new user, you’ll see how we take you through an automated onboarding process to demonstrate the value upfront. After the initial Brand DNA is set up, we invite you to generate your first campaign to experience that platform’s full capabilities ASAP. <\/p>\n<p>“The biggest adoption barrier isn\u2019t features\u2014it\u2019s the user believing it fits me” – true for any SaaS out there!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>do you use a variety of different models? or one in particular?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@surtmcgert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@surtmcgert<\/a> We use various models for different purposes, always matching the one we think is best for the specific task. Thanks for asking!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@surtmcgert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@surtmcgert<\/a> We use ALL the models \ud83d\ude06 It depends on what’s needed eg core creative work (briefs, content gen) vs quick lightweight tasks vs image analysis and vision tasks vs generative imaging. We’ve found that matching the right model to each task gives much better results than relying on a single model for everything. Thanks for the great 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>Congrats on the launch Wawa, Protaig\u00e9 looks strong and well designed. Upvoted. I am co founder of bestofweb .site and after your launch if you want more visibility you are welcome to join and introduce it to our founder community.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks for the appreciation Nima and for bringing your directory to my attention – will give it a go!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TZIC5XBP5WTAXP\" class=\"app-title\">beLow<\/a><\/p>\n<div class=\"one-liner\">Inline insights with C\/C++ that shows CPU, memory, energy<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">212<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>beLow\u662f\u4e00\u6b3e\u901a\u8fc7AI\u9a71\u52a8\u7684\u672c\u5730\u5316\u5206\u6790\u5de5\u5177\uff0c\u81ea\u52a8\u5206\u6790\u5e76\u4f18\u5316C\/C++\u5d4c\u5165\u5f0f\u4ee3\u7801\uff0c\u9488\u5bf9\u7279\u5b9a\u786c\u4ef6\u76ee\u6807\u63d0\u5347\u6027\u80fd\u5e76\u964d\u4f4e\u80fd\u8017\uff0c\u89e3\u51b3\u4e86\u5d4c\u5165\u5f0f\u5f00\u53d1\u8005\u5728\u6c7d\u8f66\u3001\u822a\u7a7a\u822a\u5929\u7b49\u9886\u57df\u624b\u52a8\u8fdb\u884c\u786c\u4ef6\u5fae\u4f18\u5316\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\/a148fa65-00f6-425c-b425-221093e01372.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5859b6bf-4805-4bc4-bc67-6d50d93751ef.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fce97f58-05b3-4198-9f40-0a17492a40ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/101cfd70-1418-4d6b-947a-8ae600b8e96a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dba333c9-53de-4d21-9541-e1af2abbc834.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47342b89-c8b0-4680-aa17-b34f6f1530b8.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\/10d46e11-0f3b-4862-9f44-51f5ba1188c0.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=1hmwkfmcceM\"><source src=\"https:\/\/www.youtube.com\/watch?v=1hmwkfmcceM\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7801\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5d4c\u5165\u5f0f\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">C\/C++\u6027\u80fd\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u786c\u4ef6\u611f\u77e5\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u80fd\u8017\u964d\u4f4e<\/span><br \/>\n <span class=\"tag\">\u9759\u6001\u52a8\u6001\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8fb9\u7f18\u8ba1\u7b97<\/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\u786c\u4ef6\u611f\u77e5\u548c\u81ea\u52a8\u751f\u6210\u4f18\u5316\u4ee3\u7801\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\uff1a\u5de5\u5177\u5e0c\u671b\u7528\u6237\u5efa\u7acb\u7684\u6838\u5fc3\u4fe1\u4efb\u70b9\uff08\u662f\u5426\u771f\u6b63\u7406\u89e3\u786c\u4ef6\u6808\uff09\u3001\u652f\u6301\u7684\u76ee\u6807\u5e73\u53f0\u8303\u56f4\u3001\u4ee5\u53ca\u662f\u5426\u5177\u5907\u5185\u5b58\u6cc4\u6f0f\u68c0\u6d4b\u7b49\u6269\u5c55\u529f\u80fd\u3002\u5f00\u53d1\u8005\u56de\u5e94\u786e\u8ba4\u652f\u6301\u591a\u5e73\u53f0\u5e76\u5f3a\u8c03\u81ea\u52a8\u5316\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n beLow\u7684\u4eae\u76f8\uff0c\u6233\u4e2d\u4e86\u5d4c\u5165\u5f0f\u5f00\u53d1\u957f\u671f\u4ee5\u6765\u7684\u201c\u8d35\u65cf\u201d\u75db\u70b9\uff1a\u9ad8\u5ea6\u4f9d\u8d56\u8d44\u6df1\u5de5\u7a0b\u5e08\u5bf9\u7279\u5b9a\u786c\u4ef6\u8fdb\u884c\u8017\u65f6\u4e14\u91cd\u590d\u7684\u624b\u5de5\u8c03\u4f18\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u6838\u5fc3\u5e76\u975e\u7b80\u5355\u7684\u201cAI\u751f\u6210\u4ee3\u7801\u201d\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u4ece\u771f\u5b9e\u786c\u4ef6\u6d4b\u91cf\uff08CPU\u5468\u671f\u3001\u5185\u5b58\u6a21\u5f0f\uff09\u5230AI\u4f18\u5316\u5efa\u8bae\u7684**\u6570\u636e\u95ed\u73af**\u3002\u8fd9\u4f7f\u5176\u4e0e\u6cdb\u5316\u7684\u4e91\u7aef\u4ee3\u7801\u751f\u6210\u5de5\u5177\u5212\u6e05\u4e86\u754c\u9650\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u6df1\u5ea6\u5e76\u5b58\u3002\u7b2c\u4e00\u5c42\u4ef7\u503c\u5728\u4e8e\u201c\u66ff\u4ee3\u91cd\u590d\u52b3\u52a8\u201d\uff0c\u5c06\u4e13\u5bb6\u7ecf\u9a8c\u4ea7\u54c1\u5316\uff0c\u7f29\u77ed\u5f00\u53d1\u5468\u671f\u3002\u4f46\u66f4\u6df1\u5c42\u7684\u6f5c\u529b\u5728\u4e8e\uff0c\u5b83\u53ef\u80fd\u6539\u53d8\u5d4c\u5165\u5f0f\u6027\u80fd\u4f18\u5316\u7684\u65b9\u6cd5\u8bba\u2014\u2014\u4ece\u4f9d\u8d56\u4e2a\u4eba\u7ecf\u9a8c\u548c\u79bb\u6563\u7684\u7f16\u8bd1\u5668\u53c2\u6570\uff0c\u8f6c\u5411\u57fa\u4e8e\u5b9e\u9645\u786c\u4ef6\u884c\u4e3a\u6570\u636e\u7684\u3001\u53ef\u8fed\u4ee3\u548c\u6301\u7eed\uff08\u7ed3\u5408CI\/CD\uff09\u7684\u4f18\u5316\u6d41\u7a0b\uff0c\u8fd9\u6b63\u662f\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u6301\u7eed\u6027\u80fd\u4f18\u5316\u201d\u613f\u666f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7280\u5229\u70b9\u5728\u4e8e\uff1a\u5176\u6280\u672f\u58c1\u5792\u4e0e\u5546\u4e1a\u98ce\u9669\u9ad8\u5ea6\u7ed1\u5b9a\u3002**\u201c\u786c\u4ef6\u611f\u77e5\u201d\u7684\u6df1\u5ea6\u51b3\u5b9a\u4e86\u5de5\u5177\u7684\u4e0a\u9650**\u3002\u652f\u6301ARM Cortex\u3001x86\u7b49\u5e38\u89c1\u67b6\u6784\u662f\u57fa\u7840\uff0c\u4f46\u5728\u6781\u5176\u788e\u7247\u5316\u4e14\u5bf9\u5b89\u5168\u3001\u5b9e\u65f6\u6027\u6709\u4e25\u82db\u8981\u6c42\u7684\u5d4c\u5165\u5f0f\u9886\u57df\uff08\u5982\u6c7d\u8f66AUTOSAR\u3001\u822a\u5929\u5668\uff09\uff0c\u5de5\u5177\u7684\u6bcf\u4e00\u6b21\u4f18\u5316\u5efa\u8bae\u90fd\u5fc5\u987b\u517c\u5177\u9ad8\u6027\u80fd\u4e0e\u9ad8\u53ef\u9760\u6027\u3002\u4efb\u4f55\u4e00\u6b21\u9519\u8bef\u7684\u201c\u4f18\u5316\u201d\u90fd\u53ef\u80fd\u5bfc\u81f4\u707e\u96be\u6027\u540e\u679c\u3002\u56e0\u6b64\uff0c\u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u5fc3\u7684\u201c\u4fe1\u4efb\u201d\u95ee\u9898\uff0c\u8fdc\u975e\u4e00\u6b21\u7cbe\u51c6\u7684\u56de\u590d\u6240\u80fd\u89e3\u51b3\uff0c\u9700\u8981\u957f\u671f\u3001\u6d77\u91cf\u7684\u573a\u666f\u9a8c\u8bc1\u6765\u5efa\u7acb\u3002\u6b64\u5916\uff0c\u672c\u5730\u90e8\u7f72\u867d\u662f\u6ee1\u8db3\u5ba2\u6237\u5b89\u5168\u987e\u8651\u7684\u660e\u667a\u4e4b\u4e3e\uff0c\u4f46\u4e5f\u9650\u5236\u4e86\u5176\u5229\u7528\u5927\u89c4\u6a21\u6570\u636e\u6301\u7eed\u8fdb\u5316\u6a21\u578b\u7684\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cbeLow\u65b9\u5411\u7cbe\u51c6\uff0c\u5207\u4e2d\u8981\u5bb3\uff0c\u4f46\u5df2\u8e0f\u5165\u201c\u6df1\u6c34\u533a\u201d\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8eAI\u672c\u8eab\uff0c\u800c\u53d6\u51b3\u4e8e\u56e2\u961f\u5bf9\u5d4c\u5165\u5f0f\u5404\u5782\u76f4\u9886\u57df\u786c\u4ef6\u3001\u8f6f\u4ef6\u4e0e\u5b89\u5168\u6807\u51c6\u7684\u7406\u89e3\u6df1\u5ea6\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u201c\u81ea\u52a8\u5316\u201d\u4e0e\u201c\u786e\u5b9a\u6027\u201d\u4e4b\u95f4\u627e\u5230\u8ba9\u4e25\u82db\u5de5\u4e1a\u9886\u57df\u4fe1\u670d\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\">beLow<\/span>\n <\/div>\n<div class=\"comment-content\">beLow automatically analyzes your C and C++ embedded code to identify performance bottlenecks and generate optimized code tailored to your target hardware. Slash execution time, reduce energy consumption, and accelerate time to market. Designed for developers building in automotive, aerospace, robotics, and other performance-critical systems, beLow simplifies the complex work of embedded code optimization so teams can focus on innovation, not fine-tuning.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>After years fighting performance bottlenecks in embedded projects \u2014 spending endless time hunting for the right computation path, the right variable type, or the right compiler flags for a specific hardware target \u2014 we wanted a tool that finally connects <em>real hardware constraints<\/em> with modern AI.<\/p>\n<\/p>\n<p>That\u2019s why we built <strong>beLow<\/strong>.<\/p>\n<p>It analyzes your C\/C++ code on your own hardware target, measures actual CPU cycles, memory patterns, and instruction-level behavior, and feeds all of that directly into AI agents that propose optimizations or even generate hardware-aware code.<\/p>\n<\/p>\n<p>What makes it different?<\/p>\n<p>Most AI tools generate generic code with no understanding of embedded constraints. beLow is fully hardware-aware, runs locally, and blends static + dynamic analysis to surface concrete, measurable gains. Early users in automotive, aerospace, and IoT are already seeing execution-time improvements of up to <strong>45%<\/strong>.<\/p>\n<\/p>\n<p>To celebrate our Product Hunt launch, we\u2019re opening our software and giving PH users priority onboarding + extended free usage.<\/p>\n<\/p>\n<p>If you want faster, leaner embedded code:<\/p>\n<p>\ud83d\udc49 Install the VS Code extension<\/p>\n<p>\ud83d\udc49 Run the MCP server<\/p>\n<p>\ud83d\udc49 Analyze, optimize, or generate code instantly<\/p>\n<\/p>\n<p>We\u2019d love your feedback \u2014 help us shape the future of AI-guided embedded development. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vincent_quere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vincent_quere<\/a> This is a really thoughtful take on embedded optimization. Congrats to the team on shipping 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>Impressive launch, beLow. When a firmware or embedded dev opens this tool for the first time, <strong>what\u2019s the single belief<\/strong> you want them to hold in the first 10-15 seconds?<br \/>Is it:<br \/>\u2022 \u201cI\u2019ll get measurable performance gains without diving into hardware micro-optimization myself.\u201d<br \/>Or:<br \/>\u2022 \u201cThis tool understands <em>my hardware<\/em> and my constraints out of the box.\u201d<br \/>Because in embedded optimization tasks, the belief that a tool <em>gets me and my stack<\/em> often matters more than whether it supports 50 hardware targets.<\/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\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> Great question \u2014 and you\u2019re absolutely right: in embedded, <em>trust that the tool understands your stack<\/em> matters more than long feature lists.<\/p>\n<\/p>\n<p>Yes, there are a few initial steps to set up the project and select the target platform \u2014 but once that\u2019s done, everything becomes automated: analysis, and the optimized code suggestions (or generation) tailored to the specific MCU\/CPU.<\/p>\n<p>You no longer have to fight with finding hardware specific optimizations \u2014 beLow handles them for you, aware of your hardware constraints.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Really smart tool. When beLow generates \u201coptimized code tailored to target hardware,\u201d does it support multiple target platforms?<\/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\/@getsiful\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@getsiful<\/a> Absolutely \u2014 beLow supports multiple hardware targets.<\/p>\n<p>You can choose the platform directly in the project settings (ARM Cortex, x86, PowerPC, and Infineon Tricore among others), and the optimization engine adapts the generated code to the instruction set, memory model, and performance constraints of each target.<\/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>Congrats on the launch. Love that beLow doesn\u2019t just point at hotspots but actually generates optimized code tailored to the target hardware.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Having an agent that can analyze, propose changes, generate code, and push through CI\/CD makes \u201ccontinuous performance optimization\u201d feel realistic instead of a one\u2011off tuning sprint just before release. Congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The MCP server + AI\u2011agent angle is exciting, indeed! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is huge for embedded teams \u2014 manual optimization is always the biggest time sink.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Amazing! Great to see something for C\/C++.<br \/>Can it detect memory leaks alongside optimization? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/7LGBX6ECX3LZTE\" class=\"app-title\">Cumbuca<\/a><\/p>\n<div class=\"one-liner\">Develop your own payments infra in Brazil using our license<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">188<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cumbuca \u4f5c\u4e3a\u5df4\u897f\u53d7\u76d1\u7ba1\u751f\u6001\u7cfb\u7edf\u7684\u201c\u4ee3\u7406\u201d\uff0c\u8ba9\u91d1\u878d\u79d1\u6280\u516c\u53f8\u80fd\u5728\u65e0\u9700\u81ea\u6301\u652f\u4ed8\u724c\u7167\u7684\u60c5\u51b5\u4e0b\uff0c\u76f4\u63a5\u63a5\u5165Pix\u548c\u5f00\u653e\u91d1\u878d\u7684\u5b98\u65b9API\uff0c\u4ece\u800c\u5728\u5feb\u901f\u8fdb\u5165\u5e02\u573a\u7684\u540c\u65f6\uff0c\u83b7\u5f97\u5b8c\u5168\u81ea\u4e3b\u7684\u8fd0\u8425\u63a7\u5236\u6743\u548c\u6570\u636e\u6240\u6709\u6743\uff0c\u89e3\u51b3\u4e86\u201c\u81ea\u4e3b\u53ef\u63a7\u201d\u4e0e\u201c\u5feb\u901f\u5408\u89c4\u201d\u4e4b\u95f4\u7684\u6838\u5fc3\u77db\u76fe\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\/1e80e41a-528d-42e0-8eca-520df0c15f2d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d7c8934-2981-4d4a-92b2-21f3385a997b.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\/dd32a04c-a4b9-4828-b189-b99347100c58.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/F4_E2LYNBCQ\"><source src=\"https:\/\/youtu.be\/F4_E2LYNBCQ\" 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\">Fintech<\/span><br \/>\n <span class=\"tag\">Payments<\/span><br \/>\n <span class=\"tag\">Banking<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u91d1\u878d\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u652f\u4ed8\u724c\u7167\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5df4\u897f\u652f\u4ed8<\/span><br \/>\n <span class=\"tag\">\u5f00\u653e\u91d1\u878d<\/span><br \/>\n <span class=\"tag\">Pix\u76f4\u63a5\u63a5\u5165<\/span><br \/>\n <span class=\"tag\">B2B\u91d1\u878d\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u76d1\u7ba1\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd\u5373\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u53ef\u63a7<\/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\u89e3\u51b3\u4e86\u201c\u81ea\u4e3b\u6743\u4e0e\u901f\u5ea6\u201d\u7684\u75db\u70b9\uff0c\u5e76\u5bf9\u201c\u57fa\u4e8e\u5b98\u65b9API\u6784\u5efa\u201d\u7684\u7075\u6d3b\u6027\u8868\u793a\u8d5e\u8d4f\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u5e02\u573a\u5b9a\u4f4d\uff08\u662f\u5426\u4ec5\u9650\u5df4\u897f\uff09\u3001\u5177\u4f53\u5b9a\u5236\u5316\u7a0b\u5ea6\u3001\u5408\u89c4\u7ec6\u8282\u4ee5\u53ca\u9996\u6b21\u4f7f\u7528\u7684\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u3002\u521b\u59cb\u4eba\u56e2\u961f\u7684\u7ecf\u9a8c\u548c\u8fc7\u5f80\u75db\u70b9\u589e\u52a0\u4e86\u4ea7\u54c1\u53ef\u4fe1\u5ea6\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Cumbuca \u7684\u201c\u76d1\u7ba1\u4ee3\u7406\u201d\u6a21\u5f0f\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u573a\u7cbe\u5999\u7684\u76d1\u7ba1\u5957\u5229\u4e0e\u6743\u529b\u518d\u5206\u914d\u3002\u5b83\u6ca1\u6709\u521b\u9020\u65b0\u7684\u6280\u672f\u63a5\u53e3\uff0c\u800c\u662f\u9009\u62e9\u6210\u4e3a\u4e00\u5835\u900f\u660e\u7684\u201c\u7b7e\u540d\u5899\u201d\uff0c\u5c06\u6700\u5b9d\u8d35\u7684\u76d1\u7ba1\u724c\u7167\uff08\u7279\u522b\u662f\u7f55\u89c1\u7684ITP\/PISP\u8bb8\u53ef\uff09\u8f6c\u5316\u4e3a\u53ef\u7f16\u7a0b\u7684\u5408\u89c4\u670d\u52a1\u3002\u5176\u771f\u6b63\u98a0\u8986\u6027\u5728\u4e8e\uff0c\u5b83\u89e3\u6784\u4e86\u4f20\u7edfBaaS\u6216PSP\u201c\u63d0\u4f9b\u62bd\u8c61\u5316API\u5e76\u9501\u5b9a\u5ba2\u6237\u201d\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u5c06\u57fa\u7840\u8bbe\u65bd\u7684\u5b9a\u4e49\u6743\u548c\u6240\u6709\u6743\u4ea4\u8fd8\u7ed9\u5ba2\u6237\u3002\u8fd9\u76f4\u51fb\u4e86\u6210\u719f\u91d1\u878d\u79d1\u6280\u516c\u53f8\u7684\u6838\u5fc3\u7126\u8651\uff1a\u5728\u89c4\u6a21\u6269\u5f20\u671f\uff0c\u5e95\u5c42\u652f\u4ed8\u7cfb\u7edf\u7684\u201c\u9ed1\u7bb1\u201d\u95ee\u9898\u4f1a\u6210\u4e3a\u589e\u957f\u74f6\u9888\u548c\u7cfb\u7edf\u6027\u98ce\u9669\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u201c\u5c06\u5b98\u65b9API\u76f4\u63a5\u66b4\u9732\u7ed9\u5ba2\u6237\u201d\u7684\u6a21\u5f0f\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u9884\u8bbe\u4e86\u5ba2\u6237\u5177\u5907\u6210\u719f\u7684\u91d1\u878d\u7ea7\u5de5\u7a0b\u4e0e\u5408\u89c4\u80fd\u529b\uff0c\u8fd9\u81ea\u7136\u5c06\u5176\u5e02\u573a\u5b9a\u4f4d\u951a\u5b9a\u5728\u201c\u9ad8\u4ea4\u6613\u91cf\u201d\u73a9\u5bb6\uff0c\u4e0e\u5ba3\u79f0\u7684\u201c\u6c11\u4e3b\u5316\u201d\u613f\u666f\u5f62\u6210\u5fae\u5999\u53cd\u5dee\u3002\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u5f3a\u8c03\u201c\u975e\u81ea\u52a9\u670d\u52a1\u201d\u548c\u201c\u9009\u62e9\u6027\u5408\u4f5c\u201d\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5176\u5546\u4e1a\u672c\u8d28\uff1a\u5e76\u975e\u666e\u60e0\u5f0f\u5de5\u5177\uff0c\u800c\u662f\u9762\u5411\u7cbe\u82f1\u5ba2\u6237\u7684\u5408\u89c4\u80fd\u529b\u6279\u53d1\u3002\u5176\u6838\u5fc3\u98ce\u9669\u5e76\u975e\u6280\u672f\uff0c\u800c\u5728\u4e8e\u4f5c\u4e3a\u5355\u4e00\u724c\u7167\u6301\u6709\u65b9\uff0c\u5982\u4f55\u5c06\u81ea\u8eab\u7684\u76d1\u7ba1\u98ce\u9669\uff08\u5982AML\u3001\u64cd\u4f5c\u98ce\u9669\uff09\u901a\u8fc7\u4ee3\u7406\u6a21\u5f0f\u6709\u6548\u5730\u7ba1\u7406\u4e0e\u5206\u644a\uff0c\u8fd9\u9700\u8981\u6781\u5176\u4e25\u5bc6\u7684\u5408\u540c\u8bbe\u8ba1\u4e0e\u6301\u7eed\u76d1\u63a7\u3002\u5982\u679c\u6210\u529f\uff0cCumbuca \u5c06\u6210\u4e3a\u5df4\u897f\u652f\u4ed8\u751f\u6001\u7684\u201c\u6743\u529b\u63d2\u5ea7\u201d\uff1b\u82e5\u5931\u8d25\uff0c\u5219\u53ef\u80fd\u6210\u4e3a\u7cfb\u7edf\u6027\u98ce\u9669\u7684\u96c6\u4e2d\u70b9\u3002\u5b83\u7684\u672a\u6765\uff0c\u4e0d\u53d6\u51b3\u4e8e\u4ee3\u7801\uff0c\u800c\u53d6\u51b3\u4e8e\u5bf9\u76d1\u7ba1\u8fb9\u754c\u548c\u98ce\u9669\u9632\u706b\u5899\u7684\u6781\u81f4\u8bbe\u8ba1\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\">Cumbuca<\/span>\n <\/div>\n<div class=\"comment-content\">In Brazil, a payments license gives you full autonomy but takes years, millions in $$$, and heavy compliance. Existing providers get you live fast but restricts independence and operational control. Cumbuca merges both: you get the same development flexibility with direct access to Open Finance and Pix, with full operational control, reduced risk and flexible price. Build on official APIs, own your infra and data, customize every layer, and if you get your license, just plug your own certificate<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>We\u2019re Daniel, Bruno, and Pedro \u2014 founders of Cumbuca, the first proxy for Brazil\u2019s regulated ecosystem.<\/p>\n<p>After years of building fintechs in Brazil, we saw how painful it is to obtain a license or depend on PSPs and BaaS providers. Our previous B2C operation scaled to over a million accounts, and we suffered since a lot of our core product relied on partner infra, and it hurt us to not be able to solve the issues affecting our customers. We\u2019ve been deeply involved with Open Finance since its earliest days \u2014 we were one of the first players in the ecosystem and became the **fourth ITP\/PISP license ever issued in Brazil**, and after closing our B2C operation decided to pivot to B2B and build the financial infrastructure partner we always wished existed for ourselves.<\/p>\n<p>We\u2019ve always been obsessed with the technology and the infrastructure behind Open Finance and Pix in Brazil, it’s potential to be a transformational benefit to millions of Brazilians and wish to use our license and expertise to partner with amazing companies that will bring those benefits to life.<\/p>\n<p>Cumbuca is the result of that journey: a regulatory bridge that enables fintechs to operate with **direct access to Pix and Open Finance** while retaining complete control over their operations. You **build your own infrastructure, own your operational data, resolve issues without middlemen, and enjoy the same development freedom you would have if you held your own license** \u2014 all while we carry the regulatory exposure and maintain the highest compliance standards.<\/p>\n<p>**We redesigned the delivery layer from the ground up.** Instead of exposing Cumbuca APIs, which would impose our abstractions and limit customer flexibility, we built a **regulatory proxy**. Customers can develop their entire infrastructure end-to-end using the **same APIs available to banks and other regulated players**. They generate their requests, send them to our proxy, and we sign and forward them under our license. The proxy is intentionally a **minimal layer**, giving us only what we need: logging, compliance, visibility, and access control. **There is no Cumbuca API \u2014 only the proxy.**<\/p>\n<p>We\u2019ve supported global and local companies launching and scaling in Brazil. While we\u2019re excited to share Cumbuca with the PH community, we\u2019re **not a self-serve platform** \u2014 we work selectively with high-volume fintechs and infrastructure players where deep customization and autonomy are essential, and which are aligned on a long term plan for the Brazilian payments market.<\/p>\n<p>We\u2019d love to hear from you \u2014 who\u2019s considering entering the Brazilian market? What\u2019s holding you back? How has your experience been with Brazilian fintech infra providers?<\/p>\n<p>\ud83d\udcac Ask us anything below!<\/p>\n<p>\u2014 The Cumbuca team \ud83c\udde7\ud83c\uddf7<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>28<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ruhman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruhman<\/a> Congratulations on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ruhman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruhman<\/a> Amazing news – congratulations to the entire team on this milestone!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ruhman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruhman<\/a> so proud of this launch! I’m really excited to see the impact of this major innovation on Brazil’s ecosystem and how it will advance the Open Finance agenda. Great things are coming!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been frustrated with the trade-off between quick integrations and true ownership, so this caught my attention immediately. The idea that I can build on official APIs and still maintain full control feels great for someone like me trying to scale responsibly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabine_engel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabine_engel<\/a> that’s the idea \ud83d\ude42 <br \/>Hit us up and when you come to Brazil and we’ll help!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone who’s always wanted more control over my payments stack, this really speaks to me. The idea of getting direct access to Pix and Open Finance without drowning in years of licensing is huge. I like hoe flexible and builder-friendly your approach feels.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nancy_philip\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nancy_philip<\/a> thanks!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excellent launch, Cumbuca team. From a clarity-onboarding lens: when a fintech opens your platform for the first time, <strong>what\u2019s the one belief<\/strong> you want them to walk away with in the first 10-15 seconds?<br \/>Is it \u201cI can launch payments in Brazil without building full rails myself\u201d or \u201cI\u2019m working with a licensed entity that knows Brazil\u2019s regulation and compliance\u201d?<br \/>Because in payments infra, the belief that <em>someone has already taken care of the hard part<\/em> often drives faster adoption.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> great question! I guess it would be “I can develop a payments product in Brazil with the same flexibility I would have if I had a local license, but offloading the regulatory and compliance part, and the actual license, to a world class partner”<\/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\">Hey Daniel, congrats on the pivot and that line about not being able to solve issues affecting your customers really stands out. When you were running the B2C operation with a million+ accounts, was there a specific incident where you knew exactly how to fix something for your users but couldn\u2019t because you were stuck waiting on a partner?<\/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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> I can name a few! The most repeating one was downtime by our provider in critical moments like for example at the beginning of the month when most users were cashing in their paychecks. We also had some terrible ones like payments that were supposed to be instant taking hours to clear, judicial blocking on user assets with no warning or way to check for it, hard times when users changed their legal names… lot’s of edge cases that, at scale, become critical.<\/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>Brazil is a huge market, which ingorned by a lot of products because of payment issues. Having a payment gateway is a huge step and makes it easier to get to this big market! <\/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\/@pasha_tseluyko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_tseluyko<\/a> \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@ruhman\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ruhman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruhman<\/a> great pivot! I can’t imagine a better team to be building this in Brazil other than you guys, so congratulations a lot for the pivot and the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nathandias\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nathandias<\/a> thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been following Cumbuca since its founding. This pivot speeks volumes about their flexibility and competence. They are skillfully navigating a complex regulatory inviroment and were still one of the first 3 companies with an ITP license in Brazil. <\/p>\n<\/p>\n<p>Keep up the great work!<\/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\/@guilherme_cury\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guilherme_cury<\/a> thank you so much!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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 solves a massive gap in Brazil\u2019s fintech space \u2014 autonomy without waiting years for a license.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> that’s the goal! Thanks for your support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Why only Brazil? Will other South American countries be added in the future?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ruhman\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ruhman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruhman<\/a> Building payments infrastructure in Brazil is exciting! The license based approach gives developers more control than typical payment SDKs. <\/p>\n<p>How customizable is the infrastructure? Are fintech startups able to white label this for their own products? <\/p>\n<p>Curious about compliance and how Cumbuca handles the regulatory complexity in the Brazilian market.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/DBBF2GNDEU6RQU\" class=\"app-title\">Slack Feature Request Agent<\/a><\/p>\n<div class=\"one-liner\">Track and fulfil customer requests directly on Slack<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">176<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u8fd9\u662f\u4e00\u6b3e\u96c6\u6210\u5728Slack\u4e2d\u7684AI\u4ee3\u7406\uff0c\u901a\u8fc7\u81ea\u52a8\u6293\u53d6\u548c\u5206\u6790\u5ba2\u6237\u901a\u8bdd\u8bb0\u5f55\uff0c\u6355\u83b7\u3001\u8ffd\u8e2a\u5e76\u95ed\u73af\u5904\u7406\u5ba2\u6237\u529f\u80fd\u8bf7\u6c42\uff0c\u89e3\u51b3\u4e86\u5ba2\u6237\u6210\u529f\u548c\u9500\u552e\u56e2\u961f\u5728\u8de8\u5de5\u5177\u624b\u52a8\u8bb0\u5f55\u3001\u8ddf\u8fdb\u53ca\u53cd\u9988\u5ba2\u6237\u9700\u6c42\u65f6\u6548\u7387\u4f4e\u4e0b\u4e14\u6613\u9057\u6f0f\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\/094e9117-d3d3-433c-a474-524cba365e06.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/67fe162e-71df-4e77-8c0f-72bfe46162ee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3f35dd25-7037-4a88-9fc0-f81a756534ad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f6e821b4-4fec-48f8-a2ed-90f2db3b5802.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8b96ed84-4ace-4cd8-96ba-9ed812e6fcff.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\/9addb187-6d3b-4fec-b5ab-2cda56a1cf12.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=9Y2iHIZ6DiU\"><source src=\"https:\/\/www.youtube.com\/watch?v=9Y2iHIZ6DiU\" 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\">Customer Success<\/span><br \/>\n <span class=\"tag\">Customer Communication<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5ba2\u6237\u53cd\u9988\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u9700\u6c42\u6536\u96c6<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u6210\u529f<\/span><br \/>\n <span class=\"tag\">Jira\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">B2B\u8f6f\u4ef6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u9700\u6c42\u9ed1\u6d1e\u201d\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u8d5e\u8d4f\u5176\u65e0\u9700\u6539\u53d8\u5de5\u4f5c\u6d41\u7684\u8bbe\u8ba1\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u53bb\u91cd\u5339\u914d\u73b0\u6709\u5de5\u5355\u7684\u51c6\u786e\u5ea6\u3001\u8def\u7531\u89c4\u5219\u7684\u81ea\u5b9a\u4e49\u7075\u6d3b\u6027\u3001\u8fb9\u7f18\u6848\u4f8b\u5904\u7406\u80fd\u529b\uff0c\u4ee5\u53ca\u5982\u4f55\u5feb\u901f\u5efa\u7acb\u7528\u6237\u5bf9AI\u751f\u6210\u5185\u5bb9\u7cbe\u51c6\u6027\u7684\u4fe1\u4efb\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 Korl\u7684Slack Feature Request Agent\u5c55\u73b0\u4e86\u4e00\u4e2a\u6e05\u6670\u7684\u8d8b\u52bf\uff1aAI\u6b63\u4ece\u201c\u751f\u6210\u5185\u5bb9\u201d\u5411\u201c\u4ee3\u7406\u5de5\u4f5c\u201d\u6f14\u8fdb\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u4fe1\u606f\u63d0\u53d6\uff0c\u800c\u5728\u4e8e\u6084\u65e0\u58f0\u606f\u5730\u5d4c\u5165\u73b0\u6709\u5de5\u4f5c\u6d41\uff08Slack\u3001Jira\u3001\u901a\u8bdd\u8bb0\u5f55\u5e73\u53f0\uff09\uff0c\u5145\u5f53\u4e86\u4e00\u4e2a\u4e0d\u77e5\u75b2\u5026\u7684\u201c\u6d41\u7a0b\u7f1d\u5408\u8005\u201d\u3002\u5b83\u7784\u51c6\u7684\u4e0d\u662f\u65b0\u529f\u80fd\uff0c\u800c\u662f\u4f01\u4e1a\u4e2d\u6700\u6602\u8d35\u4e14\u6613\u51fa\u9519\u7684\u201c\u624b\u5de5\u80f6\u6c34\u5de5\u4f5c\u201d\u2014\u2014\u90a3\u4e9b\u4ecb\u4e8e\u5ba2\u6237\u6c9f\u901a\u3001\u4ea7\u54c1\u5f00\u53d1\u548c\u5ba2\u6237\u6210\u529f\u4e4b\u95f4\u7684\u3001\u975e\u7ed3\u6784\u5316\u7684\u3001\u4f9d\u8d56\u4eba\u5de5\u8bb0\u5fc6\u4e0e\u8f6c\u53d1\u7684\u4fe1\u606f\u4f20\u9012\u73af\u8282\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u601d\u8def\u7280\u5229\u5730\u907f\u5f00\u4e86\u201c\u518d\u9020\u4e00\u4e2a\u5e73\u53f0\u201d\u7684\u9677\u9631\uff0c\u9009\u62e9\u6210\u4e3a\u73b0\u6709\u7cfb\u7edf\u7684\u795e\u7ecf\u4e2d\u67a2\u3002\u8fd9\u964d\u4f4e\u4e86\u91c7\u7528\u95e8\u69db\uff0c\u4f46\u4e5f\u5c06\u6700\u5927\u7684\u6280\u672f\u6311\u6218\u9690\u85cf\u5176\u540e\uff1a\u5176\u6838\u5fc3AI\u80fd\u529b\uff08\u8bed\u4e49\u7406\u89e3\u3001\u53bb\u91cd\u5339\u914d\u3001\u9700\u6c42\u63d0\u53d6\uff09\u7684\u53ef\u9760\u6027\u76f4\u63a5\u51b3\u5b9a\u4e86\u5b83\u662f\u201c\u667a\u80fd\u52a9\u624b\u201d\u8fd8\u662f\u201c\u6df7\u4e71\u5236\u9020\u673a\u201d\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u53bb\u91cd\u51c6\u786e\u6027\u548c\u8fb9\u7f18\u6848\u4f8b\u7684\u62c5\u5fe7\uff0c\u6b63\u662f\u5bf9\u5176AI\u6a21\u578b\u5728\u771f\u5b9e\u4f01\u4e1a\u590d\u6742\u3001\u6a21\u7cca\u8bed\u5883\u4e0b\u7406\u89e3\u80fd\u529b\u7684\u62f7\u95ee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u770b\uff0c\u6b64\u4ea7\u54c1\u82e5\u6210\u529f\uff0c\u5176\u5546\u4e1a\u4ef7\u503c\u53ef\u80fd\u8fdc\u8d85\u4e00\u4e2a\u6548\u7387\u5de5\u5177\u3002\u5b83\u901a\u8fc7\u81ea\u52a8\u5316\u95ed\u73af\uff0c\u7cfb\u7edf\u6027\u5730\u6355\u83b7\u4e86\u4f20\u7edf\u4e0a\u6d41\u5931\u7684\u3001\u6563\u843d\u7684\u5ba2\u6237\u9700\u6c42\u6570\u636e\uff0c\u4e3a\u4f01\u4e1a\u6784\u5efa\u4e86\u4e00\u4e2a\u6301\u7eed\u3001\u81ea\u52a8\u5316\u7684\u5ba2\u6237\u9700\u6c42\u7ba1\u9053\u3002\u8fd9\u4e3a\u4ea7\u54c1\u51b3\u7b56\u63d0\u4f9b\u4e86\u8fd1\u4e4e\u5b9e\u65f6\u7684\u6570\u636e\u6d1e\u5bdf\uff0c\u5c06\u5ba2\u6237\u6210\u529f\u56e2\u961f\u4ece\u884c\u653f\u5de5\u4f5c\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u8f6c\u5411\u66f4\u9ad8\u4ef7\u503c\u7684\u5ba2\u6237\u5173\u7cfb\u7ba1\u7406\u3002\u7136\u800c\uff0c\u5176\u5929\u82b1\u677f\u4e5f\u5728\u4e8e\u6b64\uff1a\u5b83\u4e25\u91cd\u4f9d\u8d56\u5e76\u53d7\u5236\u4e8e\u4f01\u4e1a\u73b0\u6709\u5de5\u5177\u751f\u6001\uff08\u5982Jira\u3001Slack\uff09\u7684\u5f00\u653e\u6027\u4e0e\u7a33\u5b9a\u6027\uff0c\u4e14\u5176\u4ef7\u503c\u611f\u77e5\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u56e2\u961f\u73b0\u6709\u6d41\u7a0b\u7684\u6df7\u4e71\u7a0b\u5ea6\u2014\u2014\u6d41\u7a0b\u8d8a\u89c4\u8303\u7684\u4f01\u4e1a\uff0c\u5176\u5373\u65f6\u4ef7\u503c\u53ef\u80fd\u8d8a\u4e0d\u663e\u8457\u3002\u8fd9\u662f\u4e00\u6b3e\u4e3a\u201c\u589e\u957f\u4e2d\u7684\u6df7\u4e71\u201d\u91cf\u8eab\u5b9a\u5236\u7684\u7cbe\u5bc6\u6b62\u75db\u836f\uff0c\u800c\u975e\u4e07\u80fd\u6ecb\u8865\u54c1\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\">Slack Feature Request Agent<\/span>\n <\/div>\n<div class=\"comment-content\">Korl\u2019s Slack Agent uses AI to automatically capture and track customer feature requests \u2013 without adding new tools to your workflow. Here\u2019s how: 1. Extracts requests from customer calls in Gong, Zoom, Fathom, Fireflies, and more 2. Routes requests for review so you can file or update Jira tickets right from Slack 3. Notifies you when features ship with a personalized update for customers It helps CSMs avoid the request \u201cblack hole\u201d while giving Product visibility into what customers need.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey ProductHunt! \ud83d\udc4b<\/p>\n<p>I\u2019m Berit, co-founder of Korl. Thanks for checking out our launch!<\/p>\n<\/p>\n<p>This Slack agent actually started as a hacky internal workflow we built for ourselves. We were tired of trying to remember to log Jira issues after every customer call. We were building things our customers had asked for\u2026 but forgetting to close the loop when they shipped. We knew AI could automate this, and we didn\u2019t want yet another system to log into.<\/p>\n<\/p>\n<p>So we stitched together a rough agent that reviewed our Fathom call transcripts, flagged feature requests, and pushed them into Slack for quick triage.<\/p>\n<\/p>\n<p>Then one of our customers saw it and asked, \u201cCan we have that?\u201d That\u2019s when we realized this should be part of our product, not just an internal tool.<\/p>\n<\/p>\n<p>Today\u2019s launch is that productized version. It:<\/p>\n<\/p>\n<p>\u2022 Captures feature requests automatically from call recordings<\/p>\n<p>\u2022 Routes them to Slack so CSMs or Sales can add or update Jira issues from Slack<\/p>\n<p>\u2022 Tracks progress and drafts personalized updates when features ship<\/p>\n<\/p>\n<p>We\u2019d love to hear from you. What\u2019s your current process for tracking customer requests? And what would make this agent more useful in your workflow?<\/p>\n<\/p>\n<p>Thanks again for your support and for being part of the Korl community!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@berit_hoffmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@berit_hoffmann<\/a> Exactly, as Berit said: the ‘black hole’ of customer requests was a real pain for us. As a co-founder, I was constantly struggling to keep up with customer requests and prioritizing them. Like the best folks you work with, this agent meets you where you are. To me, that\u2019s the best part. It doesn\u2019t require behavior change or nudges. You just have your call, and Korl handles the admin work in the background. I\u2019ll be hanging out in the comments all day. Hit me with your toughest questions about our roadmap or how the agent works under the hood!<\/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\/@berit_hoffmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@berit_hoffmann<\/a> Huge congrats on the launch! The design overhaul is exactly what was needed. Waiting to test out the new features right away.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@berit_hoffmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@berit_hoffmann<\/a> This looks incredibly polished. The onboarding flow seems really smooth. Launching my own product today, so I know how stressful it is to get the pixels perfect. Upvoted!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Beautiful launch Berit. Korl feels simple and powerful. Congrats to you and the team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nimaaksoy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nimaaksoy<\/a> Thanks so much! We really appreciate your support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool. And finally, do you allow the presentations to be exported to different formats?<\/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\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> Yes. You can go into present mode from Korl, or you can export to common formats like PDF or Google Slides. Korl itself has full editing capabilities on the slides as well, many of which are powered by AI and much more efficient than editing in common tools like GSlides.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Oof, this hits my \u201cwhere\u2019d that request go?\u201d panic before QBRs. Pulling asks from Gong \u2192 Slack\/Jira then nudging when it ships\u2026 nice. Also into the auto-deck angle. Curious how well it de-dupes and maps to existing tickets.<\/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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> the deduping against existing Jira tickets uses vector search, so it captures matches even when they’re not a keyword match or are phrased differently. We also surface the top 3 matches in Slack so you can choose which one is the best match (or file a new ticket if none of them are).<\/p>\n<\/p>\n<p>Obviously proof is in the pudding once you try it on your data, but one of our early adopter customers has been using this for a little over a month and of the 100+ requested they’ve captured, about 70 of them were linked to existing issues!<\/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>Impressive launch, Korl team. From a clarity & onboarding lens: when a customer-facing team opens Korl for the first time, what\u2019s the <em>one belief<\/em> you want them to hold in the first 10-15 seconds?<br \/>Is it:<br \/>\u2022 \u201cI understand each customer\u2019s unique value path, not just their usage data.\u201d<br \/>Or:<br \/>\u2022 \u201cMy presentation will reflect their brand, context, and issues\u2014no generic slides.\u201d<br \/>Because in tools aimed at personalization at scale, the biggest adoption barrier isn\u2019t features\u2014it\u2019s belief that it <em>gets the customer<\/em>, not just the data.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> Good question. The belief we want them to hold is:<\/p>\n<\/p>\n<p>“Korl prepares me to speak directly to value for <em>this<\/em> customer, based on their unique requests, use cases, and priorities.”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Korl hits a major pain point for CS\/AM teams: the grind of turning scattered product + customer data into polished, personalized decks and renewal materials. Rather than wrestling with spreadsheets, Jira tickets, Slack threads, and having to build each customer\u2011specific slide by hand, Korl pulls everything together and auto\u2011generates meaningful presentations.<\/p>\n<p>I especially like that it doesn\u2019t treat \u201cpresentations\u201d as generic templates \u2014 it builds them around real context: who the customer is, how they use your product, what their priorities are, and what value you\u2019ve delivered or could deliver next. That shift from generic to personalized is where automation actually adds value.<\/p>\n<p>For startups or small SaaS companies that can\u2019t justify a full\u2011time CS ops or presentation builder, Korl seems like a tool that lets you punch above your weight: better customer communications, stronger renewals, and more consistent value messaging without scaling headcount.<\/p>\n<p>That said \u2014 the real test will be how well the \u201cAI + data sync \u2192 presentation\u201d pipeline handles edge cases, complex data, and constantly evolving products. If that holds up, I think Korl could be a game\u2011changer for customer-facing teams.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@andrew_azman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_azman<\/a> Thanks for the comment! Definitely agree the real test is in handling edge cases and complex data. That’s why we offer a free trial so people can see how Korl does on their own data.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I could see how our tool could benefit from Korl\u2019s workflow automation and streamlined collaboration features, so I\u2019m thinking this could work well together and I\u2019ll go take a closer look at their launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jamesjacksonleachatx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jamesjacksonleachatx<\/a> Glad to hear! Feel free to reach out if you have any questions as you are getting started.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 customizable is the routing to Slack channels or Jira projects?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Very customizable. You choose:<\/p>\n<ol>\n<li>\n<p>The Slack channel you want to post the summary of calls + requests<\/p>\n<\/li>\n<li>\n<p>Where you want requests sent for review\/triage (default is a DM to the call attendees, but you can fall back to a shared channel if you’d like)<\/p>\n<\/li>\n<li>\n<p>Which Jira issues to compare against for matching<\/p>\n<\/li>\n<li>\n<p>How to file new requests in Jira: which fields to update, which project new requests should go to, what type of issue (story, bug, epic, etc.)<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/MD2IITZRAF7VFJ\" class=\"app-title\">Nerve<\/a><\/p>\n<div class=\"one-liner\">AI Chief of Staff that does your actual work<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">170<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Nerve\u662f\u4e00\u6b3e\u4f01\u4e1a\u7ea7AI\u5de5\u4f5c\u526f\u9a7e\uff0c\u901a\u8fc7\u6df1\u5ea6\u96c6\u6210\u5e76\u7d22\u5f15\u4f01\u4e1a\u5185\u90e8\u5de5\u5177\u548c\u6570\u636e\uff0c\u5728\u8de8\u7cfb\u7edf\u4fe1\u606f\u68c0\u7d22\u3001\u6587\u6863\u64b0\u5199\u3001\u5de5\u5355\u521b\u5efa\u7b49\u65e5\u5e38\u529e\u516c\u573a\u666f\u4e2d\uff0c\u4e3b\u52a8\u6267\u884c\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u4fe1\u606f\u5b64\u5c9b\u4e0e\u91cd\u590d\u6027\u64cd\u4f5c\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\/20afaab6-99b8-4c43-afac-5d3d972beb40.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/589d5439-7e67-4a88-b643-c29c63a4e23c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f008a0b-7073-4693-b64d-b01b8543b179.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b27c610f-7f05-455a-af06-8142b4af60e7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ffad21b8-bea7-4f54-b9d0-8f3b48bf072b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23e3bb96-3cbd-414f-8827-a11a83c23507.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\/55d3519d-454b-4ce8-b3a6-f1a80fe4f1d7.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/pi7YN9DgW0g\"><source src=\"https:\/\/youtu.be\/pi7YN9DgW0g\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5de5\u4f5c\u526f\u9a7e<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e3b\u52a8\u5f0fAI<\/span><br \/>\n <span class=\"tag\">SOC 2\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u667a\u80fd\u4f53<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8bc4\u4ef7\u5176\u6df1\u5ea6\u4e0a\u4e0b\u6587\u7406\u89e3\u4e0e\u4e3b\u52a8\u6267\u884c\u80fd\u529b\uff0c\u8ba4\u4e3a\u5176\u4ece\u201c\u804a\u5929\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u5b9e\u9645\u5de5\u4f5c\u8005\u201d\u3002\u6709\u6548\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u8be2\u95ee\u5de5\u4f5c\u6d41\u81ea\u5b9a\u4e49\u80fd\u529b\u3001\u63a2\u8ba8\u6280\u672f\u6311\u6218\uff08\u5982\u6d77\u91cf\u6570\u636e\u7d22\u5f15\u4e0e\u6743\u9650\u63a7\u5236\uff09\u3001\u5efa\u8bae\u589e\u5f3a\u201c\u667a\u80fd\u63a8\u8350\u201d\u7b49\u524d\u77bb\u6027\u529f\u80fd\uff0c\u5e76\u671f\u5f85\u66f4\u667a\u80fd\u7684\u4e3b\u52a8\u4ee3\u7406\u5de5\u4f5c\u6d41\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Nerve\u5e76\u975e\u53c8\u4e00\u4e2a\u5957\u58f3\u804a\u5929\u673a\u5668\u4eba\uff0c\u5176\u91ce\u5fc3\u5728\u4e8e\u6210\u4e3a\u4f01\u4e1a\u5185\u90e8\u7684\u201c\u6570\u5b57\u4e2d\u67a2\u795e\u7ecf\u7cfb\u7edf\u201d\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u56de\u7b54\u201c\u662f\u4ec0\u4e48\u201d\uff0c\u800c\u5728\u4e8e\u89e3\u51b3\u201c\u7136\u540e\u5462\u201d\u2014\u2014\u5c06\u6563\u843d\u4e8eSlack\u3001\u90ae\u4ef6\u3001CRM\u4e2d\u7684\u5bf9\u8bdd\u4e0e\u4fe1\u606f\uff0c\u81ea\u52a8\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u7684Jira\u5de5\u5355\u3001\u9500\u552e\u8ddf\u8fdb\u90ae\u4ef6\u6216\u6807\u51c6PRD\u6587\u6863\u3002\u8fd9\u6807\u5fd7\u7740AI\u5e94\u7528\u4ece\u201c\u5bf9\u8bdd\u5f0f\u68c0\u7d22\u201d\u8fc8\u5165\u201c\u4ee3\u7406\u5f0f\u6267\u884c\u201d\u7684\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u58c1\u5792\u770b\u4f3c\u662f\u7e41\u591a\u7684API\u96c6\u6210\uff0c\u5b9e\u5219\u662f\u4e24\u91cd\u66f4\u6df1\u5c42\u7684\u6311\u6218\uff1a\u4e00\u662f\u6784\u5efa\u4e00\u4e2a\u7406\u89e3\u4f01\u4e1a\u590d\u6742\u6743\u9650\u56fe\u8c31\u5e76\u80fd\u5b9e\u65f6\u540c\u6b65\u6d77\u91cf\u788e\u7247\u7684\u201c\u77e5\u8bc6\u5f15\u64ce\u201d\uff1b\u4e8c\u662f\u8bbe\u8ba1\u51fa\u80fd\u53ef\u9760\u5b8c\u6210\u591a\u6b65\u9aa4\u3001\u53ef\u9006\u64cd\u4f5c\uff08\u5982\u521b\u5efa\u3001\u66f4\u65b0\u8bb0\u5f55\uff09\u7684\u201c\u667a\u80fd\u4f53\u201d\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u65e9\u671f\u7528\u6237\u5df2\u5c06\u5176\u7528\u4e8e\u7ade\u4e89\u60c5\u62a5\u6c47\u603b\u3001\u5468\u62a5\u81ea\u52a8\u751f\u6210\u7b49\u573a\u666f\uff0c\u9a8c\u8bc1\u4e86\u5176\u4f5c\u4e3a\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u6f5c\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u98ce\u9669\u4e5f\u5728\u4e8e\u6b64\u3002\u5c06AI\u6df1\u5ea6\u5d4c\u5165\u6838\u5fc3\u5de5\u4f5c\u6d41\uff0c\u610f\u5473\u7740\u9519\u8bef\u6216\u201c\u5e7b\u89c9\u201d\u7684\u6210\u672c\u6781\u9ad8\u3002\u4ea7\u54c1\u5fc5\u987b\u5728\u5176\u5f15\u4ee5\u4e3a\u50b2\u7684\u201c\u4e3b\u52a8\u6027\u201d\u4e0e\u201c\u53ef\u63a7\u6027\u201d\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u5e73\u8861\u3002\u6b64\u5916\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3a\u201c\u4e00\u5bb6\u516c\u53f8\u552f\u4e00\u7684\u5de5\u4f5cAI\u201d\uff0c\u6b64\u5b9a\u4f4d\u56fa\u7136\u5b8f\u5927\uff0c\u4f46\u4e5f\u9762\u4e34\u6765\u81ea\u5782\u76f4\u9886\u57df\u4e13\u7528Agent\uff08\u5982\u9500\u552e\u3001\u5ba2\u670dAI\uff09\u7684\u7ade\u4e89\u3002\u80fd\u5426\u5728\u4fdd\u6301\u901a\u7528\u6027\u7684\u540c\u65f6\uff0c\u5728\u7279\u5b9a\u90e8\u95e8\uff08\u5982\u4ea7\u54c1\u3001\u9500\u552e\u8fd0\u8425\uff09\u6253\u9020\u51fa\u4e0d\u53ef\u66ff\u4ee3\u7684\u6df1\u5ea6\u4ef7\u503c\uff0c\u5c06\u662f\u5176\u4ece\u201c\u6709\u7528\u5de5\u5177\u201d\u8715\u53d8\u4e3a\u201c\u5fc5\u5907\u7cfb\u7edf\u201d\u7684\u5173\u952e\u3002\u5f53\u524d\u7248\u672c\u4f3c\u4e4e\u66f4\u504f\u5411\u4e8e\u4fe1\u606f\u6574\u5408\u4e0e\u6587\u6863\u751f\u6210\uff0c\u79bb\u771f\u6b63\u201c\u4ee3\u7406\u201d\u5168\u6d41\u7a0b\u5de5\u4f5c\u5c1a\u6709\u8ddd\u79bb\uff0c\u4f46\u8def\u5f84\u5df2\u7136\u6e05\u6670\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\">Nerve<\/span>\n <\/div>\n<div class=\"comment-content\">Nerve connects to the apps your team already uses, searches through your internal content, and automates your most common workflows. It handles everything from writing docs, to updating your CRM, creating tickets in JIRA, and responding to emails. Even more, it proactively surfaces your most important to-dos and team updates. Nerve is enterprise ready, with SOC 2 compliance, SAML\/SSO support, and never trains on your data.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi ProductHunt! You probably use a lot of ChatGPT or Claude for work (as did we) but we kept running into three problems:<\/p>\n<p>1-<strong> They didn’t have a deep understanding of my work.<\/strong> None of them knew what I\u2019d said in a slack thread, on a video call, or what the latest updates to a file in my google drive were.<br \/>2-<strong> They couldn’t actually do my everyday work tasks.<\/strong> They\u2019d stop short of actually completing my work, like creating the actual jira tickets, sending followup emails, and updating my CRM.<br \/>3- <strong>They were too reliant on me starting a chat.<\/strong> I wanted something that would be able to proactively surface anything that should be important to me – things I need to take action on or updates on projects I\u2019m watching.<\/p>\n<p>We built Nerve to solve for this and be the one AI any company can use for work. It\u2019s enterprise ready, SOC 2 certified, and SSO compatible.<\/p>\n<p>Our customers are using Nerve for tasks like:<br \/> – Find all users that have requested a mobile app at some point and send them an email about our launch<br \/> – Write me a PRD using this template and then create the corresponding JIRA tickets<br \/> – Update the Salesforce opportunity fields from a gong call transcript and draft a follow up for any action items<\/p>\n<p>Nerve is free to try at <a href=\"https:\/\/www.usenerve.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.usenerve.com\/<\/a>, and to celebrate our launch we’re giving extended trials to the first 150 users from PH, message me at <a href=\"mailto:aziz@usenerve.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">aziz@usenerve.com<\/a> to claim \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@azizpabani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@azizpabani<\/a> <br \/><strong>This is a significant leap beyond chat-based AI\u2014building an agent that proactively surfaces actions and connects across tools (Slack, Drive, CRM) solves the exact “AI assistant vs. actual work” gap. The SOC 2 + SSO focus shows you’re serious about the enterprise.<\/strong><\/p>\n<p><strong>A strategic question: As you target companies ready for “one AI for work,” are you focusing on specific departments first (like sales ops or product teams), or are you approaching leadership for company-wide deployment from the start?<\/strong><\/p>\n<p><strong>(I ask because I specialize in helping enterprise-ready AI platforms connect with both departmental champions and executive decision-makers on LinkedIn\u2014where discussions about workflow automation, AI integration, and operational efficiency are constant.)<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A next-level productivity tool. Does Nerve support customizing workflows or is it limited to built-in integrations only?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@getsiful\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@getsiful<\/a> We’re adding new integrations all the time, though within those integrations you have a lot of ability to customize or even create your own workflows! Is there a specific thing you were trying to do?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! Cofounder\/CTO here at Nerve.<\/p>\n<\/p>\n<p>We solved a ton of technical challenges while building Nerve — everything from indexing huge amounts of data while maintaining a strict permission layer, to building more advanced agents that are able to handle more complicated workflows like pipeline reviews or performance evaluations, and even dealing with writing data back to dozens of apps.<\/p>\n<p>Happy to chat about any of those if you\u2019re curious, and always open to feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tanooj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanooj<\/a> Tanooj and I worked very closely at Brex where we built their banking product, and he’s easily one of the best engineers I’ve ever worked with \ud83d\ude42 <\/p>\n<p>Ever since the first chatgpt launch we’ve been tinkering with the idea of what a true work AI would look like – one that would not just chat but actually do most of our everyday workflows and unburden us to do higher leverage, more creative tasks. <\/p>\n<p>We built Nerve to solve the problems we faced at Brex and that all growing companies do: information getting siloed, too many notifications, and a lot more time spent writing docs or updating systems of record than doing our actual work. I hope you find Nerve as useful and time saving as our current users and I look forward to hearing your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using Nerve for over six months as a PM at OpenSpace.ai. Last week I dropped a call transcript in and asked it to draft a PRD and tickets for a quick, scrappy project we wanted to ship fast. It came back with a full draft\u2014and flagged issues we’d raised six months ago when we first discussed this project. Context pulled from old team notes, calls, and docs that nobody on the current call had mentioned. That alone saved us a ton of headaches. The beauty is now the Nerve agent takes it one step further and actually creates the Jira tickets. <\/p>\n<\/p>\n<p>No other AI tool I’ve used comes close to this level of context understanding. Nerve actually knows my company. It’s accurately incorporated bits of information from years ago and somehow can avoid getting lost in irrelevant context. Honestly, mind-blowing. Very impressive work from the Nerve team. <\/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\/@gabriel_denis_arrue_munes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabriel_denis_arrue_munes<\/a> thanks Gabe! it’s been so fun working with you and never saying ‘no’ or ‘too unrealistic’ to a task. The new capabilities were meant to be exactly that – a way for users to sit back and watch their AI do their actual work, whether its creating Jira tickets, writing a doc, or following up on emails. <\/p>\n<p>We have another surprise coming up at the end of the year – you show up in the morning and Nerve’s proactively done your critical tasks for you \ud83d\ude42 Coming up in the next launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats!! I have used Nerve as a PM and it has been instrumental in finding and sharing knowledge with stakeholders. Rather than sifting through multitude of documents, engineers, designers, marketers now ask questions to Nerve and get answers quickly. It led to a greater engagement and stronger shared context across our team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@serra_kazanc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@serra_kazanc<\/a> Thanks Serra! It’s been amazing working with you and the product teams at Brex and Adaptive. So much of that early feedback has made us indispensable to PMs, esp w the ability to write documents such as PRDs, roadmap planning etc with your existing templates. Thanks for your continued support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I lead product at OpenSpace, and over the last few months Nerve has quietly become one of the most important tools in my day. It started as \u201cyet another AI thing to try\u201d and ended up feeling a lot closer to an extra person on the team.<\/p>\n<p>A lot of AI products are basically \u201cChatGPT with a different skin.\u201d Nerve is different in two important ways for us:<\/p>\n<ol>\n<li>\n<p><strong>It actually knows our company.<\/strong><br \/>Nerve sits on top of the tools we live in every day\u2014Gmail, Slack, Google Drive, Gong, Jira, Salesforce, etc.\u2014and indexes them in a way that respects permissions. It can only see what <em>I<\/em> can see, but it brings all of that context into a single conversation. That means I can ask things like:<\/p>\n<ul>\n<li>\n<p>\u201cShow me everything customers have said about [competitor] in the last 2 weeks across Gong and Slack and summarize the themes.\u201d<\/p>\n<\/li>\n<li>\n<p>\u201cRemind me what we committed to in my last call with [customer] and draft a follow-up email.\u201d<\/p>\n<\/li>\n<li>\n<p>\u201cPull in the latest PRDs, specs, and Slack threads related to this epic and help me write an updated product brief.\u201d<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>It\u2019s built for actual work, not just answers.<\/strong><br \/>The place where Nerve really shines for me is <em>long-form, messy work<\/em>\u2014the stuff that usually takes real time: product specs, strategy docs, customer updates, competitive reviews, internal memos.<\/p>\n<p>My typical workflow now looks like:<\/p>\n<ul>\n<li>\n<p>Start with a messy brain dump: \u201cHere\u2019s a wall of Slack, Gong, and doc links. Help me turn this into a draft PRD in this template.\u201d<\/p>\n<\/li>\n<li>\n<p>Apply our own templates: we\u2019ve set up PRD and internal comms templates, so Nerve can mirror our exact structure, tone, and headings. It doesn\u2019t just write \u201ca document\u201d \u2013 it writes an <em>OpenSpace-style<\/em> document.<\/p>\n<\/li>\n<li>\n<p>Iterate in place: I highlight a section and say \u201ctighten this,\u201d \u201cmake this more executive-friendly,\u201d or \u201cadd risks and open questions based on the source material\u201d and it edits just that portion instead of rewriting the whole thing.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>For me personally, Nerve has replaced a lot of painful context gathering and blank-page time. A few concrete examples of how I actually use it:<\/p>\n<ul>\n<li>\n<p><strong>Prepping for important calls:<\/strong> Before a customer or partner meeting, I\u2019ll ask Nerve to summarize the last call, pull in any relevant emails and Slack threads, and list open questions or action items. I no longer dig through 5 different tools 10 minutes before a call.<\/p>\n<\/li>\n<li>\n<p><strong>Competitive intelligence timelines:<\/strong> We created a \u201ccompetitive feed\u201d timeline that watches Gong, Slack, and a few key docs for mentions of competitors. Nerve compiles this into a digest so I can see what customers are saying, how deals are shifting, and where pricing or messaging is coming up.<\/p>\n<\/li>\n<li>\n<p><strong>Weekly \u201cwhat did I actually do?\u201d summaries:<\/strong> I\u2019m experimenting with using Nerve to answer \u201cWhat did I work on this week?\u201d It pulls from meetings, email, Slack, and docs to draft a Good\/Bad\/Neutral style update that I can quickly review and be critical about where I’m spending my time, my most critical resource.<\/p>\n<\/li>\n<li>\n<p><strong>Turn calls into real outputs:<\/strong> When we run internal product or project huddles, we often end with obvious next steps: \u201cLet\u2019s write a PRD,\u201d \u201cLet\u2019s create Jira tickets,\u201d \u201cLet\u2019s draft a note for sales.\u201d Once that call is recorded and shows up in our systems, Nerve is where I go to turn that raw conversation into structured tickets or documents.<\/p>\n<\/li>\n<\/ul>\n<p>What\u2019s made this all stick is that the team behind Nerve actually listens and ships. We\u2019ve given them pretty opinionated feedback (sometimes bluntly), and we\u2019ve watched them:<\/p>\n<ul>\n<li>\n<p>Fix UX paper cuts within days.<\/p>\n<\/li>\n<li>\n<p>Rework action items so they auto-resolve when I actually reply in email or Slack, instead of turning into an endless, noisy backlog.<\/p>\n<\/li>\n<li>\n<p>Improve timelines from overly long, source-by-source dumps to concise summaries with details available <em>if<\/em> you want them.<\/p>\n<\/li>\n<\/ul>\n<p>Is everything perfect? No product is. I\u2019d love to see even more \u201cagentic\u201d workflows where it listens to my meetings or reviews notes (Granola-esque!) and proactively proposes tasks, tickets, or docs for me to confirm. <\/p>\n<\/p>\n<p>But at this point, for the way we work in product at OpenSpace, Nerve has crossed an important line: it\u2019s not a toy, it\u2019s infrastructure. If they turned it off tomorrow, my week would get noticeably worse.<\/p>\n<\/p>\n<p>If you\u2019re in product (or lead a cross\u2011functional team) and your work lives across Slack, email, docs, Gong, and Jira, Nerve is one of the few AI tools I\u2019ve tried that actually <em>earns<\/em> a permanent spot in that stack.<\/p>\n<\/p>\n<p>Happy to answer questions about how we\u2019ve wired it into our workflows.<\/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\/@mj_liverpool\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mj_liverpool<\/a> this is so amazing Michael, it’s been a pleasure working closely with your team and getting your constant feature requests \ud83d\ude42 Looking forward to doing a wider case study with OpenSpace; appreciate the in-depth use and comments here!<\/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! What was the biggest technical challenge in building the engine that connects all these disparate apps and internal content?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lightninglx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lightninglx<\/a> the biggest technical challenge has been making it all work with a good performance. Even a company with 500 employees already has millions of data pieces (any tons more generated every day), all of which needs to be indexed and pulled on demand. A lot of that is updating over the course of the day.<\/p>\n<\/p>\n<p>And doing all of this while maintaining a strict permission structure is crucial. A CEO should have access to different information than an intern, and to do it all seamlessly we need to mirror and abstract away individual, group, company-wide permissions to make this one-click connect experience that we really wanted to have.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great idea! It would be very useful for me if AI could give recommendations on improving certain processes. For example, I write a task in Jira: “Connect Mailchimp for newsletters.” The AI analyzes the task and understands that this is a personalized B2B newsletter, then gives a recommendation: “For personalized B2B newsletters it\u2019s better to use Reply, where emails land in the primary inbox rather than the Promotions tab.”<\/p>\n<p>Is it easy to build this with AI? Of course!<br \/>Is it useful? It would be an absolute game-changer \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykyta_semenov_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykyta_semenov_<\/a> Actually a big use case for Nerve is as a thought partner! Customers have been using for a wide range of ideating and brainstorming tasks from coming up with product features, how to best approach a conversation with a manager, ideas for boosting specific OKRs or metrics, and recommendations on creating marketing collateral and copy that converts best! <br \/>Nerve is available in Jira via a browser extension and I’d love for you to try the exact use case you mentioned here, and share any thoughts! Try it at usenerve.com<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love that Nerve is proactive instead of waiting for us to start a chat, especially for surfacing follow-ups and things that need attention. Which signal or trigger has turned out to be the most useful for those proactive alerts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> Hey Viktor! We use a mix of signals to determine where a user needs to take attention. Getting tagged in something is very high intent, as is a thread that you were already responding to. We also semantically determine based on the content of say an email how urgent an ask is, whether the users is the best person to respond to it (vs everyone else in the thread), and we gather context from other SaaS apps on if the question or task has been answered elsewhere. Would love for you to try it yourself at usenerve.com!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/COUDPMY3AO3MBU\" class=\"app-title\">Transformers v5<\/a><\/p>\n<div class=\"one-liner\">The backbone of modern AI, re-engineered<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">157<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Transformers v5\u901a\u8fc7\u6a21\u5757\u5316\u8bbe\u8ba1\u3001\u539f\u751f\u91cf\u5316\u652f\u6301\u548cOpenAI\u517c\u5bb9\u670d\u52a1API\uff0c\u4e3aAI\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u6807\u51c6\u5316\u3001\u9ad8\u6027\u80fd\u7684\u6a21\u578b\u5f00\u53d1\u4e0e\u90e8\u7f72\u6846\u67b6\uff0c\u89e3\u51b3\u4e86AI\u6280\u672f\u6808\u788e\u7247\u5316\u3001\u751f\u4ea7\u90e8\u7f72\u590d\u6742\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\/340c2f97-e1fc-4525-8457-7bb390bd0fe9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07e3e25d-a814-42d3-8fe6-83e6ca6f3a73.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8616d38-8794-4ab5-8b90-a0caf0c7b3d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5f00\u53d1\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u673a\u5668\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">PyTorch\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u91cf\u5316\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u4e92\u64cd\u4f5c\u6027<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u5c31\u7eea<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u6807\u51c6\u5316\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u63a8\u7406\u670d\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u80af\u5b9av5\u7684\u4e92\u64cd\u4f5c\u6027\u548c\u751f\u4ea7\u5c31\u7eea\u7279\u6027\uff0c\u7279\u522b\u662f\u5bf9vLLM\/GGUF\u7b49\u751f\u6001\u7684\u76f4\u63a5\u652f\u6301\u3001\u91cf\u5316\u4f5c\u4e3a\u4e00\u7b49\u516c\u6c11\u4ee5\u53caOpenAI\u517c\u5bb9\u670d\u52a1\u5668\u3002\u6709\u8bc4\u8bba\u63a2\u8ba8Hugging Face\u5982\u4f55\u8ba9\u7528\u6237\u5feb\u901f\u5efa\u7acb\u201c\u80fd\u89c4\u6a21\u5316\u5de5\u4f5c\u6d41\u201d\u7684\u4fe1\u5ff5\uff0c\u53e6\u6709\u521b\u4e1a\u56e2\u961f\u8868\u8fbe\u795d\u8d3a\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 Transformers v5\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u6280\u672f\u5347\u7ea7\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9AI\u57fa\u7840\u8bbe\u65bd\u6743\u529b\u683c\u5c40\u7684\u4e00\u6b21\u9690\u6027\u91cd\u5851\u3002\u5728\u751f\u6210\u5f0fAI\u7206\u53d1\u540e\u7684\u6df7\u6c8c\u4e2d\uff0cHugging Face\u6b63\u8bd5\u56fe\u4ece\u201c\u6a21\u578b\u4ed3\u5e93\u201d\u7684\u5b9a\u4f4d\uff0c\u6084\u7136\u5347\u7ea7\u4e3a\u201cAI\u5806\u6808\u7684\u4e8b\u5b9e\u6807\u51c6\u5236\u5b9a\u8005\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u4e09\u4e2a\u5c42\u9762\u7684\u6218\u7565\u5361\u4f4d\uff1a\u7b2c\u4e00\uff0c**\u901a\u8fc7\u201c\u4e92\u64cd\u4f5c\u6027\u201d\u6536\u7f16\u751f\u6001**\u3002\u76f4\u63a5\u652f\u6301vLLM\u3001llama.cpp\u7b49\u6d41\u884c\u63a8\u7406\u6846\u67b6\uff0c\u5e76\u7eb3\u5165GGUF\u683c\u5f0f\uff0c\u672c\u8d28\u4e0a\u662f\u5efa\u7acb\u4e86\u4e00\u4e2a\u4ee5\u81ea\u8eab\u4e3a\u4e2d\u5fc3\u7684\u517c\u5bb9\u6027\u8054\u76df\uff0c\u5c06\u5206\u6563\u7684\u4f18\u5316\u5de5\u5177\u8f6c\u5316\u4e3a\u81ea\u5df1\u7684\u4e0b\u6e38\u6e20\u9053\u3002\u7b2c\u4e8c\uff0c**\u5c06\u91cf\u5316\u7b49\u751f\u4ea7\u9700\u6c42\u201c\u4e00\u7b49\u516c\u6c11\u5316\u201d**\uff0c\u8fd9\u5e76\u975e\u5355\u7eaf\u7684\u6280\u672f\u4f18\u5316\uff0c\u800c\u662f\u654f\u9510\u6355\u6349\u5230AI\u5e94\u7528\u4ece\u7814\u7a76\u8f6c\u5411\u5927\u89c4\u6a21\u90e8\u7f72\u7684\u6838\u5fc3\u74f6\u9888\u2014\u2014\u5185\u5b58\u4e0e\u6548\u7387\uff0c\u4ece\u800c\u7262\u7262\u6293\u4f4f\u4f01\u4e1a\u7ea7\u7528\u6237\u7684\u6838\u5fc3\u8bc9\u6c42\u3002\u7b2c\u4e09\uff0c**\u63a8\u51faOpenAI\u517c\u5bb9\u7684API\u670d\u52a1\u5668**\uff0c\u8fd9\u662f\u6700\u5177\u91ce\u5fc3\u7684\u4e3e\u52a8\u3002\u5b83\u964d\u4f4e\u4e86\u4ece\u5f00\u53d1\u5230\u90e8\u7f72\u7684\u95e8\u69db\uff0c\u540c\u65f6\u4e5f\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4e00\u6761\u201c\u53bbOpenAI\u5316\u201d\u7684\u5e73\u6ed1\u8fc1\u79fb\u8def\u5f84\uff0c\u5c06\u81ea\u5df1\u7f6e\u4e8e\u6a21\u578b\u63d0\u4f9b\u5546\u4e0e\u6700\u7ec8\u5e94\u7528\u4e4b\u95f4\u7684\u5173\u952e\u7ba1\u9053\u4f4d\u7f6e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u5168\u9762\u62e5\u62b1PyTorch\u201d\u7684\u7b56\u7565\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5728\u5de9\u56faPyTorch\u751f\u6001\u4e3b\u5bfc\u6743\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u758f\u8fdcTensorFlow\/JAX\u9635\u8425\u7684\u5f00\u53d1\u8005\uff0c\u5e76\u5728\u786c\u4ef6\u5382\u5546\uff08\u5982\u5bf9NVIDIA\u4e0d\u540c\u5de5\u5177\u94fe\uff09\u7684\u9002\u914d\u4e0a\u9762\u4e34\u65b0\u7684\u5e73\u8861\u6311\u6218\u3002\u6b64\u5916\uff0c\u4f5c\u4e3a\u201c\u73b0\u4ee3AI\u7684\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u5176\u65e5\u76ca\u589e\u957f\u7684\u590d\u6742\u6027\u662f\u5426\u4e0e\u201c\u8ba9AI\u6c11\u4e3b\u5316\u201d\u7684\u521d\u5fc3\u76f8\u6096\uff0c\u4e5f\u662f\u4e00\u4e2a\u503c\u5f97\u89c2\u5bdf\u7684\u95ee\u9898\u3002v5\u6807\u5fd7\u7740Transformers\u4ece\u8ffd\u6c42\u6a21\u578b\u8986\u76d6\u5e7f\u5ea6\u7684\u201c\u6269\u5f20\u671f\u201d\uff0c\u8fdb\u5165\u4e86\u5b9a\u4e49\u884c\u4e1a\u63a5\u53e3\u6807\u51c6\u7684\u201c\u5e73\u53f0\u671f\u201d\uff0c\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u63d0\u4f9b\u6807\u51c6\u5316\u4fbf\u5229\u7684\u540c\u65f6\uff0c\u907f\u514d\u6210\u4e3a\u521b\u65b0\u672c\u8eab\u7684\u65b0\u74f6\u9888\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\">Transformers v5<\/span>\n <\/div>\n<div class=\"comment-content\">The biggest update in 5 years. v5 brings a modular design, first-class quantization, and a new OpenAI-compatible serving API. Optimized for PyTorch and fully interoperable with the modern AI stack (vLLM, llama.cpp, GGUF).<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>It\u2019s hard to believe, but Transformers v4 was <a href=\"https:\/\/huggingface.co\/transformers\/v4.0.1\/index.html\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">released back in November 2020<\/a>. Think about that: v4 predates ChatGPT, Stable Diffusion, and the entire generative AI boom. Today, with 3M+ daily installs and 1.2B+ total downloads, it has become the undeniable “operating system” of modern AI.<\/p>\n<p>v5 is a maturity milestone. While v4 was about exploding growth (from 40 to 400+ architectures), v5 is about standardization and interoperability.<\/p>\n<p>Big shifts in this release:<\/p>\n<ul>\n<li>\n<p><strong>Interoperability is Key<\/strong>: v5 is built to play nice with the entire ecosystem\u2014seamlessly connecting with vLLM, SGLang, and llama.cpp. You can even load GGUF files directly now.<\/p>\n<\/li>\n<li>\n<p><strong>Production Ready<\/strong>: They introduced <em>transformers serve<\/em>, an OpenAI-compatible server for easy deployment and testing.<\/p>\n<\/li>\n<li>\n<p><strong>Quantization First<\/strong>: No longer an afterthought. Low-precision formats (4-bit\/8-bit) are now first-class citizens with cleaner APIs.<\/p>\n<\/li>\n<li>\n<p><strong>PyTorch Focus<\/strong>: They are going all in on PyTorch as the primary backend to ensure peak performance, while maintaining compatibility with JAX\/Flax.<\/p>\n<\/li>\n<\/ul>\n<p>For the community, Transformers remains the “Source of Truth” for model definitions. If a paper comes out, the code usually lands here first.<\/p>\n<p>Huge congrats to the <a href=\"https:\/\/www.producthunt.com\/products\/hugging-face\" target=\"_blank\" rel=\"noopener\">@Hugging Face<\/a> team and the all the <a href=\"https:\/\/github.com\/huggingface\/transformers\/releases#:~:text=Read%20more-,Contributors,-kashif%2C%20nihui%2C%20and\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">contributors<\/a> who made this happen. The past 5 years have been unforgettable, and the next 5 look even more exciting!\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> This is such a massive milestone, congrats to the entire team and community!<br \/>Crazy to think how much of the AI world has changed since v4 dropped, and yet Transformers has stayed the backbone of the entire ecosystem.<\/p>\n<p>The focus on interoperability is huge. Being able to plug directly into vLLM, SGLang, llamacpp, and even load GGUF out of the box makes v5 feel like a true universal layer for modern model development.<\/p>\n<p>Also love seeing quantisation treated as a first-class feature. So many real-world deployments depend on 4-bit\/8-bit workflows, so giving that clean APIs and official support is a big win for developers.<\/p>\n<p>And transformers serve is just\u2026 wow. An OpenAI-compatible server is going to make local + production testing so much easier.<\/p>\n<p>Amazing to see the project evolve from rapid expansion to this level of polish and maturity. Excited to see what the next phase unlocks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 vision behind Hugging Face\u2014making open-source AI tools accessible <em>and<\/em> usable is huge.<\/p>\n<p>From a clarity & conversion lens: when a developer or product team lands on the Hugging Face hub for the first time, what one belief are you aiming for them to take away in their first 10-15 seconds?<br \/>Is it:<br \/>\u2022 \u201cI can build and deploy cutting-edge models without reinventing the stack.\u201d<br \/>Or:<br \/>\u2022 \u201cThis community gives me control, not just usage.\u201d<br \/>Because for infrastructure\/SaaS tools, the biggest adoption hurdle isn\u2019t always features\u2014it\u2019s the user\u2019s <em>belief<\/em> that the tool will actually scale their product and workflow.<br \/>Curious how you\u2019re designing that initial moment of clarity for first-time users.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool! Congratulations on the new launch. We\u2019re also building an AI startup right now, but unfortunately, it\u2019s not open-source yet \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/42D4UL6L7Q53OI\" class=\"app-title\">Gleam<\/a><\/p>\n<div class=\"one-liner\">AI-powered design reviews from 10 expert panelists<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">154<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gleam\u901a\u8fc710\u4f4d\u5404\u5177\u4e13\u957f\u7684AI\u8bc4\u5ba1\u5458\uff0c\u5bf9\u8bbe\u8ba1\u7a3f\u63d0\u4f9b\u7ed3\u6784\u5316\u8bc4\u5ba1\uff0c\u5e2e\u52a9\u8bbe\u8ba1\u5e08\u548c\u72ec\u7acb\u5f00\u53d1\u8005\u5728\u7f3a\u4e4f\u5373\u65f6\u4e13\u4e1a\u53cd\u9988\u65f6\uff0c\u5feb\u901f\u83b7\u5f97\u591a\u7ef4\u5ea6\u6d1e\u5bdf\u548c\u9ad8\u6548\u6539\u8fdb\u5efa\u8bae\uff0c\u4ece\u800c\u6253\u7834\u601d\u7ef4\u5b9a\u5f0f\uff0c\u52a0\u901f\u8bbe\u8ba1\u8fed\u4ee3\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\/8a7c8221-0920-4b46-938d-feab9a92baa0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/466553aa-8d20-4bf3-be39-861c37744ace.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/911479f6-1d1e-4a29-ad4c-83bccf1da257.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44db50bf-198a-4583-bfff-d664d14d20e9.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\">Design Tools<\/span><br \/>\n <span class=\"tag\">User Experience<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bbe\u8ba1\u8bc4\u5ba1<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u4f53\u9a8c\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u53cd\u9988\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u4e13\u5bb6\u89c6\u89d2<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u8fed\u4ee3\u52a0\u901f<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u8d28\u91cf\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8bbe\u8ba1\u5ba1\u8ba1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u6838\u5fc3\u4ef7\u503c\uff0c\u5c24\u5176\u5bf9\u72ec\u7acb\u5f00\u53d1\u8005\u662f\u201c\u5de8\u5927\u89e3\u9501\u201d\uff0c\u80fd\u6709\u6548\u5bf9\u6297\u201c\u96a7\u9053\u89c6\u91ce\u201d\u3002\u53cd\u9988\u8ba4\u4e3a\u4eba\u683c\u5316\u8bc4\u5ba1\u907f\u514d\u4e86\u7b3c\u7edf\u8bc4\u4ef7\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u62d3\u5c55\u81f3\u5b8c\u6574\u9879\u76ee\u94fe\u63a5\u5ba1\u8ba1\u5e76\u751f\u6210\u62a5\u544a\uff1b\u8fdb\u4e00\u6b65\u660e\u786e\u4ea7\u54c1\u5e0c\u671b\u7528\u6237\u572810\u79d2\u5185\u5efa\u7acb\u7684\u6838\u5fc3\u4fe1\u5ff5\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 Gleam\u5de7\u5999\u5730\u7528\u201c\u4e13\u5bb6\u5c0f\u7ec4\u201d\u7684\u62df\u4eba\u5316\u53d9\u4e8b\uff0c\u5305\u88c5\u4e86\u4e00\u4e2a\u591a\u7ef4\u5ea6\u8bbe\u8ba1\u8bc4\u4f30\u6a21\u578b\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u7ec8\u6781\u7b54\u6848\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u201c\u7ed3\u6784\u5316\u53cd\u601d\u201d\u7684\u5f3a\u5236\u89e6\u53d1\u5668\u3002\u5bf9\u4e8e\u9677\u5165\u7ec6\u8282\u7684\u8bbe\u8ba1\u5e08\uff0c\u5b83\u6a21\u62df\u4e86\u8de8\u804c\u80fd\u8bc4\u5ba1\u4f1a\uff0c\u7528\u4e0d\u540c\u201c\u4e13\u4e1a\u89c6\u89d2\u201d\u5f3a\u884c\u5c06\u4e3b\u4f53\u4ece\u521b\u4f5c\u8005\u5207\u6362\u4e3a\u6279\u5224\u8005\uff0c\u8fd9\u662f\u5bf9\u6297\u4e2a\u4eba\u8ba4\u77e5\u504f\u5dee\u7684\u6709\u6548\u624b\u6bb5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\u3002\u7b2c\u4e00\uff0c\u6df1\u5ea6\u4f9d\u8d56\u8f93\u5165\u8d28\u91cf\uff08\u5355\u5f20\u622a\u56fe\uff09\uff0c\u7f3a\u4e4f\u5bf9\u4ea4\u4e92\u6d41\u7a0b\u3001\u4e1a\u52a1\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\uff0c\u53cd\u9988\u6613\u6d41\u4e8e\u8868\u9762\u89c4\u5219\u4e0e\u542f\u53d1\u5f0f\u68c0\u67e5\u3002\u7b2c\u4e8c\uff0c\u5c06\u201c\u4e13\u5bb6\u201d\u7b80\u5316\u4e3a\u56fa\u5b9a\u6807\u7b7e\uff0c\u53ef\u80fd\u9677\u5165\u53e6\u4e00\u79cd\u523b\u677f\u53cd\u9988\uff0c\u7f3a\u4e4f\u771f\u5b9e\u8bc4\u5ba1\u4e2d\u52a8\u6001\u3001\u8ffd\u95ee\u7684\u601d\u7ef4\u78b0\u649e\u3002\u7b2c\u4e09\uff0c\u6700\u5371\u9669\u7684\u6f5c\u5728\u5f71\u54cd\u662f\uff0c\u7528\u6237\u53ef\u80fd\u5c06\u201c\u5f97\u5206\u201d\u4e0e\u201c\u4f18\u5316\u6e05\u5355\u201d\u8bef\u8bfb\u4e3a\u8bbe\u8ba1\u8d28\u91cf\u7684\u6743\u5a01\u6807\u51c6\uff0c\u4ece\u800c\u6291\u5236\u4e86\u66f4\u6839\u672c\u3001\u66f4\u521b\u65b0\u7684\u8bbe\u8ba1\u63a2\u7d22\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5b9a\u4f4d\u201c\u975e\u66ff\u4ee3\u771f\u5b9e\u4e13\u5bb6\u201d\u662f\u6e05\u9192\u7684\u3002\u5b83\u672c\u8d28\u662f\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u53d1\u6563\u601d\u7ef4\u201d\u542f\u52a8\u5668\u4e0e\u81ea\u67e5\u6e05\u5355\uff0c\u9002\u7528\u4e8e\u65e9\u671f\u3001\u5feb\u901f\u7684\u8fed\u4ee3\u5faa\u73af\uff0c\u5c24\u5176\u5229\u597d\u8d44\u6e90\u6709\u9650\u7684\u72ec\u7acb\u6784\u5efa\u8005\u3002\u4f46\u82e5\u60f3\u4ece\u201c\u6709\u8da3\u5de5\u5177\u201d\u8fdb\u9636\u4e3a\u201c\u4e13\u4e1a\u4f19\u4f34\u201d\uff0c\u4e0b\u4e00\u6b65\u9700\u601d\u8003\u5982\u4f55\u878d\u5165\u8bbe\u8ba1\u7cfb\u7edf\u4e0e\u4e1a\u52a1\u6307\u6807\uff0c\u8ba9AI\u7684\u201c\u7b56\u7565\u201d\u53cd\u9988\u4e0d\u6b62\u4e8e\u7a7a\u6cdb\u5efa\u8bae\uff0c\u800c\u662f\u80fd\u4e0e\u771f\u5b9e\u7528\u6237\u6570\u636e\u53ca\u5546\u4e1a\u76ee\u6807\u5bf9\u9f50\u3002\u5f53\u524d\u7248\u672c\u662f\u4f18\u79c0\u7684\u201c\u7834\u5c40\u201d\u5de5\u5177\uff0c\u4f46\u8ddd\u79bb\u6210\u4e3a\u6df1\u5ea6\u201c\u534f\u4f5c\u8005\u201d\u4ecd\u6709\u957f\u8def\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\">Gleam<\/span>\n <\/div>\n<div class=\"comment-content\">Gleam gives your design a structured review from 10 AI panelists, each with their own specialty\u2014UX, visual design, accessibility, product strategy, and more. Upload a screenshot and get scores, directional insights, and a short list of high-impact fixes to guide your next iteration.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \u2014 Dane here \ud83d\udc4b<\/p>\n<p>I built Gleam because I\u2019ve always loved iterating on designs, but getting meaningful critique on demand is hard. Sometimes you need quick input across a wide range of topics to break out of your current focus and see your design more broadly.<\/p>\n<p>Gleam gives you that: 10 AI reviewers with different specialties, scoring your design and pointing you toward the highest-leverage improvements. Not a replacement for real design expertise \u2014 just a tool to help you think about trade-offs and ship faster.<\/p>\n<p>Try it out and let me know what you think! \ud83d\ude4f<\/p>\n<p>\u2014 Dane<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@duilen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@duilen<\/a> You did a fantastic job.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@duilen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@duilen<\/a> Looks awesome!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Oh wow this looks soo good! My design team is not gonna have a fun day I am sure of it haha. <\/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\/@ansh_deb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansh_deb<\/a> Thanks!<\/p>\n<\/p>\n<p>Let me know how it goes. I’ve given the app a test run on a handful of designs but you always get unexpected surprises when you throw a new app to the wolves the first time. \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 massive unlock for solo devs. I usually stare at my own designs until I lose all objectivity.<\/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\">@kavan_thosani I hope so!<\/p>\n<p>I’ve worked on so many designs over the years as a solo dev. It’s easy to get tunnel vision when you get locked into working on a single element.<\/p>\n<p>This helps you take a step back and look at the bigger picture. And you can do it in short feedback cycles that don’t take days to weeks.<\/p>\n<p>I’m excited to build a product that supports solo devs! \ud83d\udd96<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really amazing. I loved it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love this! No more staring at your design, squinting while tilting your head left and right like it could magically fix it. Just drop a screenshot in Gleam and iterate. I’m a fan!<\/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\/@its_felice\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@its_felice<\/a> Thanks!<\/p>\n<p>I’m not opposed to doing a little squinting while internally debating about what’s next and why. Investing mental energy in your design is where the real magic happens. I hope Gleam just helps make that process a little easier.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting idea! I suggest a project development option: you upload a link to your project and it generates a series of audits\u2014layout quality, SEO quality, design quality, etc. But full audits, with a report and recommendations. On the website, immediately show examples of such audits so the quality level is clear. I haven\u2019t seen a project like this, but I\u2019m sure it would be in demand. And Google queries for audits aren\u2019t very competitive, so getting into the top 5 and receiving organic traffic wouldn\u2019t be difficult.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mykyta_semenov_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykyta_semenov_<\/a> Great idea! Instead of baking this functionality into Gleam, it might make sense to create a separate tool dedicated to product audits. That sounds like a solid v1Labs tool to potentially build soon. \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The persona-based feedback is smart. Stops the AI from just saying “looks good” and actually forces a specific critique angle.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 and valuable. Excited to use it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The panel\u2019s feedback is helpful and definitely gave me several ideas for what to improve next. Amazing job!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love how Gleam frames social skills as a learnable muscle. From an onboarding & clarity lens: when someone opens Gleam for the first time, what\u2019s the <em>one belief<\/em> you want them to walk away with in the first 10 seconds?<br \/>Is it \u201cI can show up socially without freezing\u201d or \u201cI\u2019m going to learn this just like I learned piano\u201d?<br \/>Because in habit-tools for human behaviour, that first belief can make all the difference.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/N2OPGPE5DLUVS6\" class=\"app-title\">Unosend<\/a><\/p>\n<div class=\"one-liner\">Send transactional + marketing email w\/ 99.9% deliverability<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">150<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u5f00\u53d1\u8005\u6253\u9020\u7684\u9ad8\u9001\u8fbe\u7387\u90ae\u4ef6API\uff0c\u4ee5\u6781\u5177\u7ade\u4e89\u529b\u7684\u4ef7\u683c\u548c\u53cb\u597d\u7684\u514d\u8d39\u989d\u5ea6\uff0c\u89e3\u51b3\u521d\u521b\u56e2\u961f\u53ca\u72ec\u7acb\u5f00\u53d1\u8005\u5728\u90ae\u4ef6\u53d1\u9001\u6210\u672c\u4e0e\u6269\u5c55\u6027\u4e0a\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\/a1d6ad66-3ea1-48a7-bf96-8e89ed4a3e71.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c252f16c-6192-43b5-9017-08bf3eaca45f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/350a5639-add2-429f-aea1-2e1efa99c880.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8854644a-a7fe-464b-a1c6-e0cbb98f1723.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\">Email Marketing<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u90ae\u4ef6API<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u9001\u8fbe\u7387<\/span><br \/>\n <span class=\"tag\">\u4e8b\u52a1\u6027\u90ae\u4ef6<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u90ae\u4ef6<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u66ff\u4ee3\u65b9\u6848<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u989d\u5ea6<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u4ef7\u503c\uff0c\u5c24\u5176\u5173\u6ce8\u5b9a\u4ef7\u4f18\u52bf\u3001\u4e0eResend\u7684\u5bf9\u6bd4\u53ca\u529f\u80fd\u5b8c\u6574\u6027\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u80af\u5b9a\u514d\u8d39\u989d\u5ea6\u4e0e\u6027\u4ef7\u6bd4\uff1b\u8be2\u95eePHP\/Laravel\u652f\u6301\u3001\u9ad8\u7ea7\u5206\u6790\u3001\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7b49\u5f00\u53d1\u7ec6\u8282\uff1b\u63d0\u51fa\u5bf9\u9001\u8fbe\u7387\u4fdd\u969c\u3001\u53cd\u6ee5\u7528\u673a\u5236\u7684\u6280\u672f\u6027\u8d28\u7591\uff1b\u6307\u51fa\u5b98\u7f51\u6697\u9ed1\u6a21\u5f0f\u663e\u793a\u95ee\u9898\uff0c\u5e76\u5efa\u8bae\u4f18\u5316UI\u4ee5\u907f\u514d\u4e0eResend\u8fc7\u5ea6\u76f8\u4f3c\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 Unosend\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u5730\u523a\u5165\u4e86\u5f53\u524d\u5f00\u53d1\u8005\u90ae\u4ef6\u670d\u52a1\u5e02\u573a\u7684\u8f6f\u808b\uff1a\u5728Resend\u91cd\u5851\u4e86\u5f00\u53d1\u8005\u4f53\u9a8c\uff08DX\uff09\u4e4b\u540e\uff0c\u5176\u5b9a\u4ef7\u7b56\u7565\u6210\u4e3a\u4e86\u65b0\u7684\u589e\u957f\u67b7\u9501\u3002Unosend\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u5e76\u975e\u5355\u7eaf\u7684\u529f\u80fd\u521b\u65b0\u8005\uff0c\u800c\u662f\u5b9a\u4f4d\u4e3a\u201c\u66f4\u4f18\u6027\u4ef7\u6bd4\u7684\u66ff\u4ee3\u65b9\u6848\u201d\u3002\u5b83\u51e0\u4e4e\u590d\u523b\u4e86Resend\u5907\u53d7\u8d5e\u8a89\u7684\u7b80\u6d01API\u4e0e\u5f00\u53d1\u4f53\u9a8c\uff0c\u540c\u65f6\u6253\u51fa\u201c5000\u5c01\u514d\u8d39+\u66f4\u4f4e\u5355\u4ef7+\u66f4\u9ad8\u901f\u7387\u201d\u7684\u7ec4\u5408\u62f3\uff0c\u76f4\u63a5\u7784\u51c6\u4e86\u4ef7\u683c\u654f\u611f\u5374\u53c8\u8ffd\u6c42\u4e13\u4e1a\u5ea6\u7684\u521d\u521b\u516c\u53f8\u548c\u72ec\u7acb\u5f00\u53d1\u8005\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\u6a21\u4eff\u8005\u56f0\u5883\u201d\u3002\u5176UI\u4e0eResend\u7684\u9ad8\u5ea6\u76f8\u4f3c\u6027\uff0c\u5df2\u88ab\u7528\u6237\u6307\u51fa\u53ef\u80fd\u635f\u5bb3\u4fe1\u4efb\u3002\u5728\u5de5\u5177\u7c7b\u5e02\u573a\uff0c\u54c1\u724c\u72ec\u7acb\u6027\u4e0e\u4fe1\u4efb\u611f\u81f3\u5173\u91cd\u8981\uff0c\u8fc7\u5ea6\u501f\u9274\u867d\u80fd\u964d\u4f4e\u7528\u6237\u8fc1\u79fb\u6210\u672c\uff0c\u4f46\u4e5f\u53ef\u80fd\u524a\u5f31\u81ea\u8eab\u54c1\u724c\u4ef7\u503c\uff0c\u88ab\u89c6\u4e3a\u201c\u5c71\u5be8\u7248\u201d\u3002\u5176\u6b21\uff0c\u662f\u57fa\u7840\u8bbe\u65bd\u7684\u201c\u4fe1\u4efb\u8d64\u5b57\u201d\u3002\u90ae\u4ef6\u670d\u52a1\u7684\u6838\u5fc3\u662f\u9001\u8fbe\u7387\u4e0e\u53d1\u4ef6\u4eba\u58f0\u8a89\uff0c\u8fd9\u662f\u4e00\u4e2a\u9700\u8981\u957f\u671f\u6295\u5165\u4e0e\u79ef\u7d2f\u7684\u9886\u57df\u3002\u65b0\u73a9\u5bb6\u627f\u8bfa\u201c99.9%\u9001\u8fbe\u7387\u201d\u5e76\u58f0\u79f0\u4f7f\u7528\u4e0e\u5de8\u5934\u76f8\u540c\u7684\u53ef\u9760\u57fa\u7840\u8bbe\u65bd\uff0c\u4f46\u5982\u4f55\u8ba9\u7528\u6237\uff0c\u7279\u522b\u662f\u4e2d\u5927\u578b\u5ba2\u6237\uff0c\u76f8\u4fe1\u5176\u80fd\u957f\u671f\u3001\u7a33\u5b9a\u5730\u7ef4\u6301\u8fd9\u4e00\u627f\u8bfa\uff0c\u5e76\u6709\u6548\u9694\u79bb\u6076\u610f\u7528\u6237\u4ee5\u4fdd\u62a4\u6574\u4f53\u53d1\u4ef6\u4eba\u58f0\u8a89\uff0c\u662f\u9700\u8981\u7528\u65f6\u95f4\u548c\u900f\u660e\u6570\u636e\u6765\u56de\u7b54\u7684\u786c\u6838\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u6280\u672f\u4e0a\u7684\u98a0\u8986\uff0c\u800c\u5728\u4e8e\u5e02\u573a\u7b56\u7565\u7684\u7cbe\u51c6\u3002\u5b83\u5229\u7528\u540e\u53d1\u4f18\u52bf\uff0c\u4ee5\u4e00\u4e2a\u201c\u5e73\u4ef7\u4f18\u8d28\u66ff\u4ee3\u54c1\u201d\u7684\u59ff\u6001\uff0c\u8feb\u4f7f\u5e02\u573a\u91cd\u65b0\u5ba1\u89c6\u5b9a\u4ef7\u5408\u7406\u6027\uff0c\u4e3a\u5f00\u53d1\u8005\u7fa4\u4f53\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u8bae\u4ef7\u7b79\u7801\u548c\u9009\u62e9\u7a7a\u95f4\u3002\u4f46\u5176\u957f\u8fdc\u6210\u529f\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u4fdd\u6301\u4ef7\u683c\u4f18\u52bf\u7684\u540c\u65f6\uff0c\u5feb\u901f\u5efa\u7acb\u72ec\u7279\u7684\u4ea7\u54c1\u8fa8\u8bc6\u5ea6\uff0c\u5e76\u7ecf\u53d7\u4f4f\u5927\u89c4\u6a21\u3001\u590d\u6742\u573a\u666f\u4e0b\u5bf9\u90ae\u4ef6\u57fa\u7840\u8bbe\u65bd\u7a33\u5b9a\u6027\u548c\u5b89\u5168\u6027\u7684\u6b8b\u9177\u8003\u9a8c\u3002\u8fd9\u662f\u4e00\u573a\u5173\u4e8e\u5e73\u8861\u201c\u6027\u4ef7\u6bd4\u201d\u4e0e\u201c\u53ef\u4fe1\u5ea6\u201d\u7684\u6301\u4e45\u6218\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\">Unosend<\/span>\n <\/div>\n<div class=\"comment-content\">The best email API for developers. Send transactional and marketing emails with 99.9% deliverability. Simple REST API, competitive pricing, and 5,000 free emails\/month. Better than Resend & SendGrid. Start free today.<\/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 excited to launch Unosend\u2014the email API I wish existed when I started building.<\/p>\n<p>The Problem:<br \/>\nEvery email API either charges too much, has confusing pricing, or lacks features developers need. I’ve used Resend, SendGrid, Resend and Postmark-they’re all great but expensive for growing startups.<\/p>\n<p>The Solution:<\/p>\n<p>Unosend gives you:<br \/>\n– 5000 free emails\/month<br \/>\n– Transectional and marketing emails.<br \/>\n– Simple, predictable pricing as you scale<br \/>\n– The same reliable infrastructure and deliverability<br \/>\n– A developer experience we’re proud of<\/p>\n<p>Why we built this:<br \/>\nAs developers ourselves, we wanted an email API that doesn’t punish you for success. When your app grows, your email costs shouldn’t eat into your margins.<\/p>\n<p>What’s next:<br \/>\n– React Email integration<br \/>\n– More SDKs (Rust, Java, .NET)<br \/>\n– Advanced analytics<br \/>\n– Email automation workflows<\/p>\n<p>I’d love your feedback! Try it free (no credit card needed), and let me know what you think.<\/p>\n<p>Happy to answer any questions! \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@bittucreator\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bittucreator<\/a> Advanced analytics could be super useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bittucreator\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bittucreator<\/a> Congrats on the launch! Any plans on integrating Unosend with <a href=\"https:\/\/www.producthunt.com\/products\/wemail-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"wemail-2\" target=\"_blank\" rel=\"noopener\">@weMail<\/a> ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Your landing page is partly broken<\/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\/@jim_engine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_engine<\/a> It looks like a dark mode thing, but yeah the styles do look a bit broken. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jim_engine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_engine<\/a> Explain bit more<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Do you offer tracking, and also is there a way to detect if the mail has landed in spam?<br \/>Would love to try it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> <\/p>\n<p>Thanks for the interest! \ud83d\ude4c<\/p>\n<p><strong>Yes, we offer tracking!<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Open tracking<\/strong> – Know when recipients open your emails<\/p>\n<\/li>\n<li>\n<p><strong>Click tracking<\/strong> – Track which links get clicked<\/p>\n<\/li>\n<li>\n<p><strong>Delivery webhooks<\/strong> – Real-time notifications for delivered, bounced, and complained events<\/p>\n<\/li>\n<\/ul>\n<p>About spam detection:<br \/>Directly detecting if an email lands in spam isn’t possible (no email provider can do this – it’s determined by the recipient’s mail server). However, we help you maximize inbox placement:<\/p>\n<ul>\n<li>\n<p>\ud83d\udcca <strong>Bounce & complaint monitoring<\/strong> – High rates often indicate deliverability issues<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd10 <strong>Full authentication<\/strong> – We handle SPF, DKIM, and DMARC automatically<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcc8 <strong>Sending reputation<\/strong> – Our infrastructure maintains high sender reputation<\/p>\n<\/li>\n<\/ul>\n<p> If you’re seeing deliverability issues, the complaint\/bounce rates in your dashboard are usually the best indicators.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>So the only thing this one better than <strong>Resend<\/strong> is the number of free emails?<\/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\/@buiducnhat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@buiducnhat<\/a> <\/p>\n<p>The free tier is definitely a highlight (5,000 emails\/month vs Resend’s 3,000), but there’s more:<\/p>\n<p><strong>Beyond the free tier:<\/strong><\/p>\n<ul>\n<li>\n<p>\ud83d\udcb0 <strong>Better value<\/strong> – $20\/mo gets you 50K emails AND 10,000 contacts (Resend’s $20 only gives you 50K emails, no contacts included)<\/p>\n<\/li>\n<li>\n<p>\ud83d\ude80 <strong>Higher rate limits<\/strong> – 50 emails\/sec vs Resend’s 10\/sec<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd0c <strong>Same simple API<\/strong> – If you know Resend, you already know Unosend (drop-in compatible)<\/p>\n<\/li>\n<\/ul>\n<p><strong>Same great features:<\/strong><\/p>\n<ul>\n<li>\n<p>Beautiful developer experience<\/p>\n<\/li>\n<li>\n<p>Webhooks, tracking, templates<\/p>\n<\/li>\n<li>\n<p>React Email support<\/p>\n<\/li>\n<li>\n<p>All the SDKs you need<\/p>\n<\/li>\n<\/ul>\n<p>We built Unosend because we love what Resend did for email DX, but felt the pricing was holding back indie hackers and startups. Same philosophy, friendlier on the wallet \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>Very cool product \ud83d\ude42 <br \/>Looking forward to trying it! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Thanks Lev \u2014 appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice project, @bittucreator! It\u2019s much-needed. I also love the simple and clean UI. Congratulations on a successful launch!<\/p>\n<\/p>\n<p>Do you have any plans for a PHP\/Laravel package or library that can be used to send emails using UnoSend?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hasin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hasin<\/a> <\/p>\n<p>Thanks so much! Really glad you like the clean UI – we put a lot of effort into making it developer-friendly \ud83d\ude4f<\/p>\n<p>Great question about PHP\/Laravel! Yes, we have a <strong>PHP SDK<\/strong> ready to go:<\/p>\n<\/p>\n<p>For Laravel specifically, you can also use it as a mail driver. <\/p>\n<p>We’re working on a dedicated Laravel package with Mailables support and would love your feedback on what features would be most useful!<\/p>\n<p>Check out our docs: <a href=\"https:\/\/www.unosend.co\/docs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/unosend.com\/docs<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Well done Venkat. Unosend is clean and practical. Congrats to you and the team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nimaaksoy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nimaaksoy<\/a> <\/p>\n<p><strong>Thanks, Nima<\/strong>, that means a lot. We aimed for a developer-first flow: fast setup, clean API, and predictable pricing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>pricing feels fair, especially for small projects that still need professional delivery.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>landing page looks pretty wack on darkmode firefox.<\/p>\n<\/p>\n<p>as a paying resend user, why should i switch to unosend?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>here are some features that are fairly table stakes to me:<\/p>\n<p>– be able to have multiple projects with their own domains <br \/>– simple API <\/p>\n<p>-deliverability metrics<\/p>\n<p>– (nice to have) some idempotency protection<\/p>\n<p>-( nice to have) a sense of best practices and if my emails meet them<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does deliverability compare to Resend? Are you likely to end up in spam for gmail or outlook? Additionally, do you have any protection in place to prevent people abusing the service, and then get the other people using the service to be marked as spam?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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><a href=\"https:\/\/www.producthunt.com\/@bittucreator\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"bittucreator\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bittucreator<\/a> I will definitely give unosend a try! <\/p>\n<\/p>\n<p>My recommendation would be to change up the UI a little, it feels like a clone of resend (which I currently use) and I think that could hurt the trust of customers who already know Resend.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’m really interested in using it for a Waitlist\ud83d\ude4f\ud83c\udffdmy flow is: user signs up, unosend collects the email as contact, unosend sends Email confirmation to user, 1 week later Unosend automatically sends a reminder to All users. Can I create all that with Unosend alone?<\/p>\n<p>I went through your Docs, I think Unosend can do all that. Just wanted a short confirmation before I start hacking.<\/p>\n<p>Resend forces me to buy webhooks externally (zapier, supabase, mailchimp) which for me defeats the purpose of using Resend at all.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6SZVMGM3KAI5G2\" class=\"app-title\">Nova Act by Amazon<\/a><\/p>\n<div class=\"one-liner\">An AI agent platform on AWS for building reliable agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">139<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Nova Act \u662f\u4e00\u4e2a\u57fa\u4e8eAWS\u7684AI\u667a\u80fd\u4f53\u5e73\u53f0\uff0c\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u6a21\u62df\u73af\u5883\u8bad\u7ec3\uff0c\u65e8\u5728\u53ef\u9760\u5730\u81ea\u52a8\u5316\u7f51\u9875\u8868\u5355\u586b\u5199\u3001QA\u6d4b\u8bd5\u7b49\u91cd\u590d\u6027\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u4f20\u7edfRPA\u5de5\u5177\u56e0\u754c\u9762\u53d8\u5316\u800c\u811a\u672c\u8106\u5f31\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\/ff431b98-f1d8-4cef-a27b-9ff9e77498a1.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=zHLHvBEeRMU\"><source src=\"https:\/\/www.youtube.com\/watch?v=zHLHvBEeRMU\" 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\/9f169dbe-5885-4df4-93b1-26c5045078c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30717f9e-0017-4e43-a00a-62fb2570d82a.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\/490d8d06-2411-486d-adca-dd3e945f9896.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\/a391f6e7-c07a-4f7a-9cae-3b32e04e51a3.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">RPA\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u5f3a\u5316\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">AWS\u4e91\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u53ef\u9760\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u5c31\u7eea<\/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\u5448\u4e24\u6781\uff1a\u4e00\u65b9\u80af\u5b9a\u5176\u5f3a\u5316\u5b66\u4e60\u5e26\u6765\u7684\u53ef\u9760\u6027\u53ca\u751f\u4ea7\u7ea7\u5de5\u5177\u94fe\uff1b\u53e6\u4e00\u65b9\u5219\u8d28\u7591\u4e9a\u9a6c\u900a\u5728AI\u7ade\u8d5b\u4e2d\u7684\u8ddf\u8fdb\u901f\u5ea6\u4e0e\u6a21\u578b\u8868\u73b0\u3002\u6838\u5fc3\u5efa\u8bae\u805a\u7126\u4e8e\u660e\u786e\u4ea7\u54c1\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\uff0c\u4ee5\u5efa\u7acb\u7528\u6237\u5bf9\u201c\u5927\u89c4\u6a21\u53ef\u9760\u8fd0\u884c\u201d\u7684\u4fe1\u5fc3\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 \u4e9a\u9a6c\u900a\u63a8\u51faNova Act\uff0c\u770b\u4f3c\u662f\u6324\u5165\u5df2\u8d8b\u62e5\u6324\u7684AI\u667a\u80fd\u4f53\u4e0e\u81ea\u52a8\u5316\u8d5b\u9053\uff0c\u4f46\u5176\u771f\u6b63\u7684\u950b\u8292\u5e76\u975e\u5728\u4e8e\u70ab\u6280\uff0c\u800c\u5728\u4e8e\u76f4\u51fb\u4ea7\u4e1a\u7ea7\u5e94\u7528\u7684\u8f6f\u808b\u2014\u2014\u53ef\u9760\u6027\u3002\u4e0e\u4f9d\u8d56\u70b9\u51fb\u5f55\u5236\u7684\u4f20\u7edfRPA\u5de5\u5177\u4e0d\u540c\uff0cNova Act\u5f3a\u8c03\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u5728\u6a21\u62df\u73af\u5883\u4e2d\u8bad\u7ec3\u667a\u80fd\u4f53\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5bf9\u201c\u8106\u5f31\u6027\u201d\u8fd9\u4e00\u81ea\u52a8\u5316\u987d\u75be\u7684\u91dc\u5e95\u62bd\u85aa\u3002\u5b83\u8bd5\u56fe\u8ba9\u667a\u80fd\u4f53\u50cf\u4eba\u4e00\u6837\u7406\u89e3\u610f\u56fe\u5e76\u9002\u5e94\u754c\u9762\u53d8\u5316\uff0c\u800c\u975e\u673a\u68b0\u5730\u6267\u884c\u56fa\u5b9a\u5750\u6807\u6307\u4ee4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u540c\u6837\u9c9c\u660e\u3002\u4e00\u65b9\u9762\uff0c\u5b83\u80cc\u9760AWS\u7684\u5b8c\u6574\u751f\u6001\uff08IDE\u6269\u5c55\u3001CloudWatch\u3001\u90e8\u7f72\uff09\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4ece\u6784\u5efa\u5230\u76d1\u63a7\u7684\u201c\u751f\u4ea7\u5c31\u7eea\u201d\u5de5\u5177\u7bb1\uff0c\u8fd9\u662f\u5176\u76f8\u8f83\u4e8e\u8bb8\u591a\u72ec\u7acb\u521b\u65b0\u8005\u7684\u5de8\u5927\u4f18\u52bf\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u7528\u6237\u8bc4\u8bba\u4e5f\u63ed\u793a\u4e86\u4fe1\u4efb\u58c1\u5792\uff1a\u5728\u81ea\u52a8\u5316\u9886\u57df\uff0c\u6280\u672f\u80fd\u529b\u4e4b\u5916\uff0c\u7528\u6237\u5bf9\u201c\u80fd\u5426\u771f\u6b63\u89c4\u6a21\u5316\u7a33\u5b9a\u8fd0\u884c\u201d\u7684\u4fe1\u5ff5\u81f3\u5173\u91cd\u8981\u3002\u4e9a\u9a6c\u900a\u7684\u201c\u53ef\u9760\u201d\u6807\u7b7e\uff0c\u9700\u8981\u7ecf\u53d7\u7406\u6240\u5f53\u7136\u7684\u66f4\u4e25\u82db\u5ba1\u89c6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cNova Act\u662f\u4e9a\u9a6c\u900a\u5c06AI\u5de5\u7a0b\u5316\u80fd\u529b\u4ea7\u54c1\u5316\u7684\u53c8\u4e00\u6b21\u5c1d\u8bd5\u3002\u5b83\u4e0d\u8ffd\u6c42\u5728\u57fa\u7840\u6a21\u578b\u7ade\u8d5b\u4e2d\u77ed\u671f\u593a\u9b41\uff0c\u800c\u662f\u4f9d\u6258\u5176\u6df1\u539a\u7684\u4e91\u57fa\u7840\u8bbe\u65bd\u4e0e\u5bf9\u4f01\u4e1a\u5de5\u4f5c\u6d41\u7684\u7406\u89e3\uff0c\u805a\u7126\u4e8e\u5c06\u524d\u6cbfAI\u7814\u7a76\uff08\u5982\u5f3a\u5316\u5b66\u4e60\uff09\u8f6c\u5316\u4e3a\u4f01\u4e1a\u5ba2\u6237\u53ef\u4f9d\u8d56\u7684\u3001\u53ef\u96c6\u6210\u7684\u670d\u52a1\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5355\u9879\u6280\u672f\u7684\u9886\u5148\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u590d\u6742\u7684\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u4e2d\uff0c\u6301\u7eed\u8bc1\u660e\u5176\u201c\u53ef\u9760\u201d\u7684\u4ef7\u503c\u4e3b\u5f20\uff0c\u4ece\u800c\u5728RPA\u5411\u667a\u80fd\u6d41\u7a0b\u81ea\u52a8\u5316\u6f14\u8fdb\u7684\u9053\u8def\u4e0a\uff0c\u6210\u4e3a\u4f01\u4e1a\u7ea7\u5e02\u573a\u7684\u5173\u952e\u62fc\u56fe\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\">Nova Act by Amazon<\/span>\n <\/div>\n<div class=\"comment-content\">Amazon Nova is a new generation of foundation models with frontier intelligence and industry leading price performance. Generate text, code, and images with natural language prompts.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For me Amazon is unfortunately a bit slow in the AI race and just trying to catch up with others. I also personally don’t like the Nova models of Amazon. But at least they are trying hard here to get our attention, so I will try it out and maybe give my opinion about the Nova Act here on PH soon<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Amazon just launched Nova Act! An AI agent platform built for reliability.<\/p>\n<p>It focuses on practical use cases like form filling, QA testing, and other repetitive browser workflows.<\/p>\n<p>Instead of copying clicks, Nova Act uses reinforcement learning in simulated environments, so agents adapt when layouts or logic change.<\/p>\n<p>With IDE extensions, CloudWatch, and AWS deployment, it looks like a serious toolkit for developers building production-ready agents.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I wonder, how does this compare to other RPA tools that mostly rely on click recordings?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Impressive launch, Nova Act team. From a clarity lens: when a developer opens the SDK for the first time, <strong>what\u2019s the one belief<\/strong> you want them to hold in the first 10-15 seconds?<br \/>Is it \u201cI can reliably automate browser workflows without brittle scripts\u201d or \u201cI have control of an agent that acts like a human user, not just a bot\u201d?<br \/>Because in agent-automation tools, the biggest barrier isn\u2019t necessarily tech capability\u2014it\u2019s the user\u2019s belief that the tool will <em>actually work at scale<\/em>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Q6FSIOXNQ6CSCB\" class=\"app-title\">2025 Annual Review<\/a><\/p>\n<div class=\"one-liner\">It’s like Spotify Wrapped for Your Journal<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">133<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7AI\u4e00\u952e\u5206\u6790\u5168\u5e74\u65e5\u8bb0\u5185\u5bb9\uff0c\u81ea\u52a8\u751f\u6210\u7ed3\u6784\u5316\u5e74\u5ea6\u56de\u987e\u62a5\u544a\u7684APP\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u5e74\u7ec8\u590d\u76d8\u65f6\u9762\u5bf9\u6d77\u91cf\u8bb0\u5f55\u65e0\u4ece\u4e0b\u624b\u3001\u8017\u65f6\u8d39\u529b\u7684\u6838\u5fc3\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\/80749b3b-9247-422c-bc30-98c26f84a887.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=J5Vfxl3074A\"><source src=\"https:\/\/www.youtube.com\/watch?v=J5Vfxl3074A\" 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\/403e0783-b070-4467-977a-8e926b4a5e03.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\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e2a\u4eba\u6210\u957f<\/span><br \/>\n <span class=\"tag\">\u65e5\u8bb0\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5e74\u5ea6\u590d\u76d8<\/span><br \/>\n <span class=\"tag\">AI\u603b\u7ed3<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u53cd\u601d\u8f85\u52a9<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u201c\u65e5\u8bb0\u7248Spotify Wrapped\u201d\u6982\u5ff5\u53ca\u53d1\u5e03\u65f6\u673a\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u5728\uff1a1. \u8be2\u95ee\u6280\u672f\u5b9e\u73b0\u53c2\u6570\uff08\u5982\u5206\u6790\u7684\u65f6\u95f4\u8de8\u5ea6\u4e0e\u6570\u636e\u7ef4\u5ea6\uff09\uff1b2. \u63a2\u8ba8\u5982\u4f55\u8d85\u8d8a\u201c\u4efb\u52a1\u611f\u201d\uff0c\u901a\u8fc7\u5373\u65f6\u53cd\u9988\u548c\u6d1e\u5bdf\u5173\u8054\uff0c\u521b\u9020\u9a71\u52a8\u957f\u671f\u4f7f\u7528\u7684\u201c\u987f\u609f\u65f6\u523b\u201d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u201c2025 Annual Review\u201d\u7684\u672c\u8d28\uff0c\u662f\u5c06\u201c\u590d\u76d8\u201d\u8fd9\u4e00\u9ad8\u5ea6\u62bd\u8c61\u3001\u4f9d\u8d56\u8ba4\u77e5\u6df1\u5ea6\u7684\u884c\u4e3a\uff0c\u8fdb\u884c\u4e86\u5de5\u4e1a\u5316\u62c6\u89e3\u548c\u6807\u51c6\u5316\u8f93\u51fa\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u66ff\u4ee3\u601d\u8003\uff0c\u800c\u662f\u901a\u8fc7AI\u5f3a\u884c\u5efa\u7acb\u201c\u6570\u636e\u8f93\u5165-\u7ed3\u6784\u5316\u8f93\u51fa\u201d\u7684\u6700\u5c0f\u95ed\u73af\uff0c\u5c06\u201c\u65e0\u4ece\u4e0b\u624b\u201d\u7684\u6050\u60e7\u8f6c\u5316\u4e3a\u201c\u53ef\u7f16\u8f91\u7684\u521d\u7a3f\u201d\uff0c\u4ece\u800c\u663e\u8457\u964d\u4f4e\u4e86\u53cd\u601d\u884c\u4e3a\u7684\u542f\u52a8\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u501f\u7528\u4e86\u201cSpotify Wrapped\u201d\u8fd9\u4e00\u5df2\u88ab\u5e02\u573a\u6559\u80b2\u7684\u8ba4\u77e5\u6a21\u578b\uff0c\u5c06\u79c1\u4eba\u65e5\u8bb0\u8fd9\u79cd\u975e\u7ed3\u6784\u5316\u3001\u9ad8\u60c5\u611f\u5bc6\u5ea6\u7684\u6570\u636e\uff0c\u5305\u88c5\u6210\u7c7b\u4f3c\u542c\u6b4c\u62a5\u544a\u7684\u3001\u53ef\u6d88\u8d39\u7684\u89c6\u89c9\u6210\u679c\u3002\u8fd9\u51fb\u4e2d\u4e86\u73b0\u4ee3\u4eba\u7684\u53cc\u91cd\u7126\u8651\uff1a\u65e2\u6e34\u671b\u6df1\u5ea6\u7684\u81ea\u6211\u5bf9\u8bdd\uff0c\u53c8\u6781\u5ea6\u7f3a\u4e4f\u6574\u7406\u5185\u5728\u4e16\u754c\u7684\u65f6\u95f4\u548c\u5fc3\u529b\u3002\u5176\u63d0\u4f9b\u7684\u201c\u5065\u5eb7\u6982\u89c8\u201d\u3001\u201c\u6210\u957f\u6a21\u5f0f\u201d\u7b49\u7ef4\u5ea6\uff0c\u5b9e\u5219\u662f\u4e3a\u7528\u6237\u9884\u8bbe\u4e86\u53cd\u601d\u6846\u67b6\uff0c\u5f15\u5bfc\u5176\u4ece\u6df7\u6c8c\u7684\u611f\u53d7\u4e2d\u63d0\u70bc\u51fa\u53ef\u53d9\u8ff0\u7684\u6545\u4e8b\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u98ce\u9669\u4e0e\u6311\u6218\u540c\u6837\u9c9c\u660e\u3002\u9996\u5148\uff0c\u201c\u4e00\u952e\u751f\u6210\u201d\u7684\u4fbf\u6377\u6027\u53ef\u80fd\u5f02\u5316\u53cd\u601d\u672c\u8eab\uff0c\u8ba9\u7528\u6237\u6ee1\u8db3\u4e8e\u80a4\u6d45\u7684\u3001\u7531\u7b97\u6cd5\u5b9a\u4e49\u7684\u201c\u5e74\u5ea6\u603b\u7ed3\u201d\uff0c\u800c\u9003\u907f\u771f\u6b63\u75db\u82e6\u7684\u3001\u98a0\u8986\u6027\u7684\u81ea\u6211\u5ba1\u89c6\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u7684\u957f\u671f\u4ef7\u503c\u4e25\u91cd\u4f9d\u8d56\u5176\u6d1e\u5bdf\u7684\u201c\u9897\u7c92\u5ea6\u201d\u4e0e\u201c\u60ca\u559c\u611f\u201d\u3002\u82e5\u5206\u6790\u4ec5\u505c\u7559\u5728\u5173\u952e\u8bcd\u63d0\u53d6\u548c\u7b80\u5355\u5f52\u7c7b\uff0c\u672a\u80fd\u901a\u8fc7\u957f\u671f\u6570\u636e\u6316\u6398\u51fa\u8fde\u7528\u6237\u81ea\u8eab\u90fd\u672a\u5bdf\u89c9\u7684\u6f5c\u5728\u6a21\u5f0f\u6216\u77db\u76fe\uff0c\u5176\u5de5\u5177\u5c5e\u6027\u5c06\u5927\u4e8e\u6210\u957f\u4f19\u4f34\u5c5e\u6027\uff0c\u65b0\u9c9c\u611f\u8fc7\u540e\u6781\u6613\u88ab\u629b\u5f03\u3002\u521b\u59cb\u4eba\u5728\u56de\u590d\u4e2d\u63d0\u5230\u7684\u201c\u5373\u65f6\u6d1e\u5bdf\u201d\u548c\u201c\u5173\u8054\u8fc7\u5f80\u6761\u76ee\u201d\u7684\u529f\u80fd\uff0c\u624d\u662f\u7ef4\u7cfb\u957f\u671f\u7c98\u6027\u7684\u5173\u952e\u2014\u2014\u5b83\u5fc5\u987b\u8ba9\u7528\u6237\u611f\u5230\uff0c\u8fd9\u4e2aAI\u4e0d\u662f\u5728\u603b\u7ed3\uff0c\u800c\u662f\u5728\u201c\u7406\u89e3\u201d\u5e76\u201c\u63d0\u9192\u201d\u90a3\u4e9b\u88ab\u9057\u5fd8\u7684\u81ea\u6211\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u5728\u6b63\u786e\u8d5b\u9053\u4e0a\u7684\u806a\u660e\u4ea7\u54c1\u3002\u5b83\u7528\u6280\u672f\u89e3\u51b3\u4e86\u53cd\u601d\u7684\u201c\u6548\u7387\u201d\u95ee\u9898\uff0c\u4f46\u53cd\u601d\u7684\u201c\u6df1\u5ea6\u201d\u548c\u201c\u6548\u679c\u201d\u4ecd\u53d6\u51b3\u4e8e\u7528\u6237\u81ea\u8eab\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176AI\u662f\u6b62\u6b65\u4e8e\u82b1\u54e8\u7684\u5e74\u5ea6PPT\u751f\u6210\u5668\uff0c\u8fd8\u662f\u80fd\u8fdb\u5316\u6210\u4e3a\u4e00\u9762\u6108\u53d1\u654f\u9510\u3001\u6562\u4e8e\u5448\u73b0\u771f\u5b9e\u6096\u8bba\u7684\u201c\u6570\u5b57\u955c\u5b50\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">2025 Annual Review<\/span>\n <\/div>\n<div class=\"comment-content\">This year we have completely reimagined the Annual Review. With a single click, Reflection instantly gathers your 2025 journal entries to generate a beautiful “first draft” of your year. See key moments, wellness overview, growth patterns, all formatted in a stunning and easy to edit recap. Giving you a massive head start on your end-of-year reflection without the heavy lifting. We can’t wait to hear what you think!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hey hey! Dave here, co-founder of Reflection.<\/p>\n<p>We all know the power of an Annual Review. Looking back helps us move forward with intention. But for many.. the process is usually a slog. Re-reading a year’s worth of journal entries, your photos, your calendar… can take hours (or days), and it\u2019s easy to get lost in the weeds without actually doing a meaningful retrospective.<\/p>\n<p>This year, we completely reimagined the process. With a single click, our new Annual Review scans your 2025 entries and generates a “first draft” of your year.<\/p>\n<p>Think of it like Spotify Wrapped for your journal. \ud83c\udfa7<\/p>\n<p>It instantly highlights:<br \/>\n\u2022 Title to summarize your review<br \/>\n\u2022 Wellness Overview<br \/>\n\u2022 Top Memories<br \/>\n\u2022 Growth Patterns<br \/>\n\u2022 And more.<\/p>\n<p>It doesn\u2019t replace the deep work of reflection\u2014it just gives you a massive head start. <\/p>\n<p>You can edit anything, add your own nuance, and even share it with a private link.<\/p>\n<p>Excited to hear what you think!<\/p>\n<p>Dave<\/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<\/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>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\/@francescod_ales\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@francescod_ales<\/a> !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love the concept and great timing on bringing it on here one day after the wrapped came out of Spotify \ud83e\udd23, but i do believe that for us to understand what’s to come, it’s very important to revisit the past, and i love how you’re product helps the users do a context dive. All love, wish you the best.<\/p>\n<p>I am curious tho, what parameters are you reading the delta for?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ssindhia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ssindhia<\/a> haha thanks! honestly, the timing was pure luck. we were already planning to launch today, and I had no idea that Spotify Wrapped was just rolling out for everyone. feeling really lucky about that. \ud83d\ude05<\/p>\n<p>The annual review starts with entries based on January and goes through to the end of December. But the user can always regenerate after adding new entries at any point. <\/p>\n<p>And yeah, I agree. I think it’s actually important to revisit and reread a lot of the entries. Our goal here was to remove the friction, allow users to see the benefit, and then go back, edit, update, and enhance their annual review. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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. Many journaling apps struggle because reflection still feels like a task. From an onboarding & retention perspective, what\u2019s the moment when a user actually <em>feels<\/em> the reset, not just sees the prompts? That feeling is usually what drives long-term use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@joydeep_pandey\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> You’re spot on. That “aha” moment is tough to nail, especially with journaling. Sure, there’s that instant clarity you get right after writing an entry. But like you’re saying, the real value comes from doing it consistently and then looking back to gain perspective.<\/p>\n<\/p>\n<p>We actually rolled out a feature a few months back where we show users insights right after they create an entry\u2014stuff that connects to their past entries. We noticed this made a huge difference in how people felt after journaling and whether they’d come back. Seeing those connections and getting a quick synthesis of their entry helps users feel the benefits immediately. And the more they journal, the more perspective they build up over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/ZOIQJH46DRP2SG\" class=\"app-title\">TypMo<\/a><\/p>\n<div class=\"one-liner\">Write wireframes. Generate prompts. Ship products.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">133<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TypMo\u662f\u4e00\u6b3e\u5c06\u6587\u672c\u63cf\u8ff0\u3001\u8349\u56fe\u6216\u63d0\u793a\u8bcd\u5feb\u901f\u8f6c\u6362\u4e3a\u7ebf\u6846\u56fe\u7684\u5de5\u5177\uff0c\u5e76\u80fd\u4e3aAI\u7f16\u7a0b\u5de5\u5177\u751f\u6210\u8be6\u7ec6\u5b9e\u73b0\u63d0\u793a\uff0c\u5728\u65e9\u671f\u4ea7\u54c1\u8bbe\u8ba1\u9636\u6bb5\uff0c\u4ee5\u6781\u4f4e\u6210\u672c\u89e3\u51b3\u56e0\u7f3a\u4e4f\u7ed3\u6784\u6e05\u6670\u5ea6\u800c\u5bfc\u81f4AI\u5f00\u53d1\u63d0\u793a\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\/d619579d-a304-472e-a38e-1f55893225d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8cc5b447-2314-460b-b347-1bb37590d5da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/293d91ab-201e-4ee6-8dba-79fba1032fab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a05a9ec2-c6bf-42fa-87b0-6601dbfca14a.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\/01bb768e-da7c-4e4d-9814-343d284dd9bd.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/25QufRzOueo\"><source src=\"https:\/\/youtu.be\/25QufRzOueo\" 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\">User Experience<\/span><br \/>\n <span class=\"tag\">Prototyping<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7ebf\u6846\u56fe\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u8fed\u4ee3<\/span><br \/>\n <span class=\"tag\">Markdown\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u8f6c\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u9700\u6c42\u6f84\u6e05<\/span><br \/>\n <span class=\"tag\">\u654f\u6377\u5f00\u53d1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u201cMarkdown\u753b\u7ebf\u6846\u201d\u6982\u5ff5\u7684\u7b80\u6d01\u9ad8\u6548\uff0c\u8ba4\u4e3a\u5176\u5728\u7075\u6d3b\u6027\u4e0e\u6e05\u6670\u5ea6\u95f4\u53d6\u5f97\u4e86\u5e73\u8861\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u5546\u4e1a\u6a21\u5f0f\u3001\u5904\u7406\u590d\u6742\u591a\u5c4f\u6d41\u7a0b\u7684\u80fd\u529b\uff0c\u4ee5\u53ca\u8f93\u51fa\u63d0\u793a\u8bcd\u7684\u5177\u4f53\u5e94\u7528\u65b9\u5f0f\uff08\u5982\u4e0eCursor\u7684\u96c6\u6210\uff09\u3002\u521b\u59cb\u4eba\u786e\u8ba4\u91c7\u7528Freemium\u6a21\u5f0f\uff0c\u5e76\u652f\u6301\u591a\u5c4f\u6d41\u7a0b\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 TypMo\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86AI\u7f16\u7801\u65f6\u4ee3\u4e00\u4e2a\u6084\u7136\u6ecb\u751f\u7684\u65b0\u75db\u70b9\uff1a\u5728\u201c\u60f3\u6cd5\u201d\u4e0e\u201cAI\u6267\u884c\u201d\u4e4b\u95f4\uff0c\u7f3a\u5931\u4e86\u4e00\u4e2a\u80fd\u63d0\u4f9b**\u7ed3\u6784\u6027\u7ea6\u675f**\u7684\u4e2d\u95f4\u5c42\u3002\u5b83\u5e76\u975e\u53c8\u4e00\u4e2a\u62d6\u62fd\u5f0f\u539f\u578b\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u201c\u8bbe\u8ba1\u601d\u7ef4\u201d\u4e0e\u201c\u63d0\u793a\u8bcd\u5de5\u7a0b\u201d\u4e4b\u95f4\u7684\u7ffb\u8bd1\u5668\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7528\u6587\u672c\u751f\u6210\u7ebf\u6846\u56fe\uff08\u6b64\u7c7b\u5de5\u5177\u6709\u4e4b\uff09\uff0c\u800c\u5728\u4e8e\u5176\u5b9a\u4e49\u7684\u201c\u7ebf\u6846\u56fe\u5373\u63d0\u793a\u8bcd\u201d\u5de5\u4f5c\u6d41\u3002\u5b83\u5f3a\u5236\u8981\u6c42\u5728\u4ea7\u54c1\u6784\u601d\u6700\u6df7\u6c8c\u3001\u4fee\u6539\u6210\u672c\u6700\u4f4e\u7684\u65e9\u671f\uff0c\u8fdb\u884c\u903b\u8f91\u4e0e\u7ed3\u6784\u7684\u68b3\u7406\u3002\u5f53\u7528\u6237\u7528\u5176\u7c7bMarkdown\u8bed\u6cd5\u63cf\u8ff0\u754c\u9762\u65f6\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u8fdb\u884c\u4e00\u573a\u7ed3\u6784\u5316\u7684\u601d\u8003\u6f14\u4e60\uff0c\u8f93\u51fa\u7684\u4e0d\u4ec5\u662f\u89c6\u89c9\u8349\u7a3f\uff0c\u66f4\u662f\u4e00\u4efd\u7ecf\u8fc7\u7ec4\u7ec7\u7684\u3001\u673a\u5668\u53ef\u8bfb\u7684\u201c\u8bbe\u8ba1\u9700\u6c42\u8bf4\u660e\u4e66\u201d\u3002\u8fd9\u76f4\u63a5\u5c06\u540e\u7eedAI\u7f16\u7801\u7684\u63d0\u793a\u8bcd\u8d28\u91cf\uff0c\u4ece\u201c\u4f9d\u8d56\u4e34\u573a\u53d1\u6325\u7684\u63cf\u8ff0\u80fd\u529b\u201d\u63d0\u5347\u5230\u201c\u4ea4\u4ed8\u6e05\u6670\u6570\u636e\u7ed3\u6784\u4e0e\u7ec4\u4ef6\u89c4\u7ea6\u201d\u7684\u5c42\u9762\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u663e\u800c\u6613\u89c1\u3002\u9996\u5148\uff0c\u5176\u6838\u5fc3\u7528\u6237\u753b\u50cf\u5b58\u5728\u77db\u76fe\uff1a\u80fd\u4e60\u60ef\u7528\u62bd\u8c61\u6587\u672c\u63cf\u8ff0UI\u7684\u8bbe\u8ba1\u5e08\u6216\u4ea7\u54c1\u7ecf\u7406\uff0c\u672c\u8eab\u5df2\u5177\u5907\u8f83\u5f3a\u7684\u7ed3\u6784\u5316\u601d\u7ef4\uff1b\u800c\u66f4\u9700\u8981\u6b64\u5de5\u5177\u6765\u68b3\u7406\u601d\u8def\u7684\u521d\u5b66\u8005\uff0c\u53ef\u80fd\u4ecd\u66f4\u4f9d\u8d56\u76f4\u89c2\u7684\u56fe\u5f62\u754c\u9762\u3002\u5176\u6b21\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u96f6\u5b66\u4e60\u66f2\u7ebf\u201d\u503c\u5f97\u5546\u69b7\uff0c\u638c\u63e1\u5176\u8bed\u6cd5\u672c\u8d28\u662f\u5b66\u4e60\u4e00\u95e8\u65b0\u7684\u9886\u57df\u7279\u5b9a\u8bed\u8a00\u3002\u6700\u540e\uff0c\u5176\u957f\u8fdc\u4ef7\u503c\u9ad8\u5ea6\u7ed1\u5b9a\u4e8e\u4e0b\u6e38AI\u7f16\u7801\u5de5\u5177\u7684\u80fd\u529b\u4e0e\u751f\u6001\u3002\u5982\u679c\u672a\u6765AI\u80fd\u76f4\u63a5\u7406\u89e3\u66f4\u6a21\u7cca\u7684\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u6216\u8349\u56fe\uff0c\u8fd9\u4e2a\u201c\u4e2d\u95f4\u5c42\u201d\u7684\u4ef7\u503c\u53ef\u80fd\u4f1a\u88ab\u7a00\u91ca\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cTypMo\u662f\u4e00\u6b21\u6709\u4ef7\u503c\u7684\u8303\u5f0f\u63a2\u7d22\uff0c\u5b83\u4e0d\u662f\u5728\u4f18\u5316\u8bbe\u8ba1\u73af\u8282\u672c\u8eab\uff0c\u800c\u662f\u5728\u4f18\u5316\u201c\u8bbe\u8ba1\u610f\u56fe\u5411\u5f00\u53d1\u6307\u4ee4\u7684\u4f20\u9012\u6548\u7387\u201d\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u8bc1\u660e\uff0c\u7ecf\u8fc7\u5176\u6d41\u7a0b\u68b3\u7406\u6240\u63d0\u5347\u7684AI\u5f00\u53d1\u4e00\u6b21\u901a\u8fc7\u7387\uff0c\u8db3\u4ee5\u62b5\u6d88\u7528\u6237\u5b66\u4e60\u4e0e\u4f7f\u7528\u5b83\u7684\u989d\u5916\u6210\u672c\u3002\u5b83\u8d4c\u7684\u662f\uff0c\u5728\u53ef\u89c1\u7684\u672a\u6765\uff0c\u201c\u6e05\u6670\u7684\u7ed3\u6784\u201d\u4f9d\u7136\u662f\u4eba\u7c7b\u4e0eAI\u534f\u4f5c\u4e2d\u6700\u7a00\u7f3a\u3001\u6700\u503c\u94b1\u7684\u8981\u7d20\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\">TypMo<\/span>\n <\/div>\n<div class=\"comment-content\">TypMo is where wireframes become prompts. Write UI in simple text syntax, like Markdown, or generate from prompts and sketches. 60+ components, zero learning curve. Iterate freely when changes are cheap, share with stakeholders, gather feedback. Then export detailed implementation specs for AI Coding tools. Clarity before code. Wireframe first, prompt with precision.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b I’m Adit, founder of TypMo. In the age of AI coding tools, I noticed a problem: we’re spending significant time and money prompting without structural clarity. The wireframing stage is where experimentation should happen, it’s fast, cheap, and low-risk. <strong>So I built TypMo\u2014where wireframes become implementation prompts.<\/strong><br \/>It’s Markdown for wireframes, a simple text syntax using design vocabulary you already know. No learning curve. Just type and see your UI render instantly. <\/p>\n<p>With TypMo you can:<\/p>\n<ul>\n<li>\n<p>Generate wireframes from prompts, sketches, or PRDs<\/p>\n<\/li>\n<li>\n<p>Run IA\/UX audits on your structure<\/p>\n<\/li>\n<li>\n<p>Iterate on hierarchy, flows, and components freely<\/p>\n<\/li>\n<li>\n<p>Export implementation prompts when you’re ready<\/p>\n<\/li>\n<\/ul>\n<p>That’s where TypMo lives – the cheap zone where messy ideas become organized, prompt-ready structure. Experiment freely, validate fast, then let AI build exactly what you need, the first time.<\/p>\n<\/p>\n<p>Clarity before code. Wireframe first, prompt with precision.<\/p>\n<p>I would love to have your feedback! Thank you!!<\/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\/@aditgupta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditgupta<\/a> <a href=\"https:\/\/www.producthunt.com\/products\/typmo\" target=\"_blank\" rel=\"noopener\">@TypMo<\/a> <\/p>\n<p>I\u2019m really impressed by TypMo \u2014 it strikes an excellent balance between flexibility, speed, and clarity. Writing UI in simple text (like Markdown) feels natural and removes the friction of traditional drag-and-drop design tools. The ability to instantly render wireframes and then export detailed implementation specs is a huge win \u2014 especially useful when you want to quickly iterate on ideas or hand off to developers or AI-based tools. <\/p>\n<p>What truly stands out is how TypMo makes \u201citerate first, refine later\u201d a seamless workflow: early ideas can stay messy while you experiment, then once you\u2019re confident, you convert them into clean, prompt-ready UI structure. <\/p>\n<p>Overall, TypMo helps turn messy brainstorming into organized, actionable design \u2014 highly recommended for anyone building interfaces, prototypes, or prepping designs for coding or AI-assisted development.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@aditgupta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditgupta<\/a> Markdown for wireframes feels like the right level of simplicity.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aditgupta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditgupta<\/a> Congrats on the launch Adit, TypMo looks clean and useful. Upvoted. I am co founder of bestofweb .site and after your launch if you want more visibility you are welcome to join and introduce UX Assist to our founder community.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sounds really interesting! How is the business model behind?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Thank you! It’s a freemium subscription model. I have started with an early launch price of $39.99\/year for next one month. Very soon we will have monthly and team plans too. \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\">Congrats.. interesting product .. all the best<\/div>\n<div class=\"comment-actions\">\n<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\/@dessignnet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dessignnet<\/a> Thank you!! \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>Translating wireframes into UI prompts \u2013 I really like the thinking and agree with the problem this is trying to solve. I will definitely give it a try! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jamiesunde\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jamiesunde<\/a> Thank you, Jamie! \ud83d\ude42 This is super motivating to hear!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulation <a href=\"https:\/\/www.producthunt.com\/@aditgupta\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aditgupta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditgupta<\/a> Love the \u201cMarkdown for wireframes\u201d idea – that\u2019s a super clean mental model.<br \/>How well does TypMo handle complex multi-screen flows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@digitalpreetam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@digitalpreetam<\/a> Thank you Preetam! TypMo supports multi-screen flows for both wireframing and prompt generation. Here’s one small video about it – <a href=\"https:\/\/youtu.be\/mtIf2vH7urk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/youtu.be\/mtIf2vH7urk<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very unique and convenient. Check if I understand it correctly, we need to write our structure and it designs a wireframe and the output is the prompt that we can feed into cursor? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Thank you so much!! \ud83d\ude42 Yes, you can either write the structure (my preferred way!) OR generate it from prompt or by uploading your sketch. Three different ways to get the wireframe and then generate production-ready prompt for any AI coding tool. The generated prompt will have the following:<\/p>\n<p>1. Project overview and architecture – key features, success criteria, user flow<br \/>2. Project structure<br \/>3. Data models and typescript interfaces<br \/>4. Detailed component breakdown<br \/>5. Routing and Navigation<br \/>6. State management<br \/>7. Authentication<br \/>8. Accessibility<br \/>9. Performance Optimimisation<br \/>10. Testing Strategy<br \/>11. Styling approach<br \/>12. Error handling and edge cases<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZS4DZXQ7TNPHNF\" class=\"app-title\">ScreenBreak<\/a><\/p>\n<div class=\"one-liner\">Stop mindless scrolling and earn app access through effort<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">129<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ScreenBreak\u901a\u8fc7\u5728\u4f60\u8bd5\u56fe\u6253\u5f00\u5206\u5fc3\u5e94\u7528\u65f6\u8bbe\u7f6e\u9700\u5b8c\u6210\u5feb\u901f\u6311\u6218\u7684\u201c\u8f6f\u6027\u963b\u788d\u201d\uff0c\u5728\u9700\u8981\u5408\u7406\u4f7f\u7528\u4e0e\u904f\u5236\u65e0\u610f\u8bc6\u5237\u5c4f\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u89e3\u51b3\u7528\u6237\u5bf9\u4f20\u7edf\u5e94\u7528 blockers \u201c\u8981\u4e48\u5168\u9501\u6b7b\uff0c\u8981\u4e48\u5168\u653e\u5f00\u201d\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\/778b9303-165b-47b2-9606-d097382959c6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de2c4192-f318-4375-ac98-b113b8d545c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad1fb7e1-c1f7-42bc-90cf-bf68e3df2c8d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8ee180ad-b594-4f99-a7f4-29b28b0c1b0c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc5d4d97-1c33-4c1d-932b-39a198254105.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ec1692e-539b-4d18-87df-b779c0f58270.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b72c2351-86ae-4ca4-8fba-699776799cb5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Health<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u5b57\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u9650\u5236<\/span><br \/>\n <span class=\"tag\">\u9632\u6c89\u8ff7<\/span><br \/>\n <span class=\"tag\">\u8f6f\u6027\u963b\u65ad<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u5e72\u9884<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u65f6\u95f4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316<\/span><br \/>\n <span class=\"tag\">\u6ce8\u610f\u529b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u8f6f\u6027\u963b\u788d\u201d\u8bbe\u8ba1\u6bd4\u786c\u6027\u963b\u65ad\u66f4\u4eba\u6027\u5316\uff0c\u80fd\u6253\u7834\u591a\u5df4\u80fa\u5faa\u73af\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u5efa\u8bae\u589e\u52a0\u6e38\u620f\u5316\u5143\u7d20\u548c\u5f7b\u5e95\u963b\u65ad\u9009\u9879\uff1b\u8be2\u95ee\u6570\u636e\u5206\u6790\u529f\u80fd\u662f\u5426\u514d\u8d39\uff08\u5df2\u786e\u8ba4\u514d\u8d39\uff09\uff1b\u63a2\u8ba8\u4ea7\u54c1\u6838\u5fc3\u662f\u5e2e\u52a9\u7528\u6237\u5c06\u65e0\u610f\u8bc6\u884c\u4e3a\u8f6c\u5316\u4e3a\u6709\u610f\u8bc6\u9009\u62e9\uff1b\u5e76\u671f\u5f85\u5b9e\u9645\u51cf\u5c11\u5c4f\u5e55\u65f6\u95f4\u7684\u6709\u6548\u6027\u6570\u636e\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 ScreenBreak\u7684\u672c\u8d28\uff0c\u5e76\u975e\u53c8\u4e00\u6b3e\u201c\u65f6\u95f4\u9501\u201d\uff0c\u800c\u662f\u4e00\u5957\u9488\u5bf9\u5373\u65f6\u51b2\u52a8\u7684\u201c\u884c\u4e3a\u4e2d\u65ad\u7cfb\u7edf\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u7cbe\u51c6\u5730\u5e72\u9884\u4e86\u201c\u4e60\u60ef\u56de\u8def\u201d\u4e2d\u7684\u201c\u60ef\u5e38\u884c\u4e3a\u201d\u73af\u8282\u2014\u2014\u5728\u6e34\u671b\u89e6\u53d1\u4e0e\u9884\u671f\u5956\u8d4f\u4e4b\u95f4\uff0c\u63d2\u5165\u4e00\u4e2a\u9700\u8981\u4ed8\u51fa\u4f53\u611f\u52aa\u529b\uff08\u5feb\u901f\u70b9\u51fb\u3001\u6447\u6643\uff09\u7684\u201c\u4ee3\u4ef7\u201d\u3002\u8fd9\u5e76\u975e\u5355\u7eaf\u589e\u52a0\u6469\u64e6\uff0c\u800c\u662f\u901a\u8fc7\u4e00\u4e2a\u5fae\u5c0f\u4f46\u5fc5\u987b\u8c03\u52a8\u524d\u989d\u53f6\uff08\u8d1f\u8d23\u7406\u6027\u51b3\u7b56\uff09\u7684\u52a8\u4f5c\uff0c\u5f3a\u884c\u5c06\u7528\u6237\u4ece\u81ea\u52a8\u9a7e\u9a76\u7684\u201c\u65e0\u610f\u8bc6\u5237\u5c4f\u201d\u72b6\u6001\uff0c\u5207\u6362\u81f3\u201c\u6709\u610f\u8bc6\u51b3\u7b56\u201d\u72b6\u6001\u3002\u8fd9\u662f\u5176\u4e0e\u4f20\u7edf blockers \u5728\u5fc3\u7406\u5b66\u5e95\u5c42\u903b\u8f91\u4e0a\u7684\u5206\u91ce\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u8bbe\u8ba1\u4e5f\u9690\u542b\u6df1\u5c42\u77db\u76fe\u4e0e\u6311\u6218\u3002\u9996\u5148\uff0c\u5b83\u5c06\u201c\u52aa\u529b\u201d\u672c\u8eab\u6e38\u620f\u5316\uff0c\u53ef\u80fd\u5f02\u5316\u4e3a\u4e00\u79cd\u65b0\u578b\u5c0f\u6e38\u620f\uff0c\u957f\u671f\u6765\u770b\uff0c\u5176\u6253\u65ad\u6548\u679c\u4f1a\u56e0\u7528\u6237\u9002\u5e94\u800c\u8870\u51cf\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u7406\u5ff5\u5728\u201c\u5141\u8bb8\u5408\u7406\u8bbf\u95ee\u201d\u4e0e\u201c\u5f7b\u5e95\u963b\u65ad\u51b2\u52a8\u201d\u95f4\u5b58\u5728\u5f20\u529b\uff0c\u6b63\u5982\u8bc4\u8bba\u6240\u6307\uff0c\u90e8\u5206\u6df1\u5ea6\u6210\u763e\u7528\u6237\u9700\u8981\u7684\u53ef\u80fd\u6070\u6070\u662f\u65e0\u53ef\u59a5\u534f\u7684\u786c\u963b\u65ad\u3002\u6700\u540e\uff0c\u5176\u6709\u6548\u6027\u4e25\u91cd\u4f9d\u8d56\u4e8e\u7528\u6237\u7684\u201c\u81ea\u7701\u610f\u613f\u201d\u2014\u2014\u4e00\u4e2a\u4ecd\u6709\u52a8\u529b\u501f\u52a9\u5de5\u5177\u5bf9\u6297\u6c89\u8ff7\u7684\u7528\u6237\u3002\u5bf9\u4e8e\u5df2\u5b8c\u5168\u4e27\u5931\u81ea\u63a7\u610f\u56fe\u7684\u7528\u6237\uff0c\u4efb\u4f55\u53ef\u88ab\u7ed5\u8fc7\u7684\u673a\u5236\u90fd\u53ef\u80fd\u5931\u6548\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cScreenBreak\u66f4\u50cf\u4e00\u6b3e\u9762\u5411\u201c\u610f\u8bc6\u6e05\u9192\u7684\u6323\u624e\u8005\u201d\u7684\u8ba4\u77e5\u8f85\u52a9\u5de5\u5177\uff0c\u5176\u6210\u529f\u4e0d\u5728\u4e8e\u5f7b\u5e95\u5220\u9664\u5e94\u7528\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u4e00\u6b21\u6b21\u5fae\u5e72\u9884\uff0c\u91cd\u5851\u7528\u6237\u5bf9\u81ea\u8eab\u6570\u5b57\u884c\u4e3a\u7684\u611f\u77e5\u4e0e\u63a7\u5236\u611f\u3002\u5b83\u7684\u4e0a\u9650\uff0c\u662f\u5e2e\u52a9\u7528\u6237\u91cd\u5efa\u201c\u610f\u56fe\u201d\u4e0e\u201c\u884c\u4e3a\u201d\u4e4b\u95f4\u7684\u8fde\u63a5\uff1b\u800c\u4e0b\u9650\uff0c\u5219\u662f\u6ca6\u4e3a\u4e00\u79cd\u8ba9\u7528\u6237\u4e3a\u81ea\u5df1\u5237\u624b\u673a\u884c\u4e3a\u201c\u4ed8\u8d39\u201d\uff08\u4ed8\u51fa\u52aa\u529b\uff09\u7684\u81ea\u6211\u5b89\u6170\u4eea\u5f0f\u3002\u5176\u957f\u671f\u4ef7\u503c\uff0c\u9700\u4e25\u8c28\u7684\u7528\u6237\u884c\u4e3a\u6570\u636e\u6765\u9a8c\u8bc1\uff0c\u770b\u5b83\u57f9\u517b\u7684\u662f\u771f\u6b63\u7684\u81ea\u89c9\uff0c\u8fd8\u662f\u65b0\u7684\u6761\u4ef6\u53cd\u5c04\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\">ScreenBreak<\/span>\n <\/div>\n<div class=\"comment-content\">ScreenBreak helps you cut off app addiction by adding effort at the exact moment you try to open a distracting app. Instead of simple blocking, it asks you to complete a quick challenge\u2014tap fast, shake your phone, or draw a circle. Win, and you get a short access window; fail, and the urge breaks. ScreenBreak also provides detailed hourly and weekly screen-time insights to help you understand and improve your habits.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi everyone! \ud83d\udc4b<br \/>\nI built ScreenBreak because traditional app blockers never worked well for me. Hard blocks felt too rigid \u2014 either I locked myself out completely, or I tapped Ignore Limit and kept scrolling. There was no middle ground.<\/p>\n<p>But in real life, we do sometimes need to open addictive apps \u2014 to search something, reply to someone, check updates. The problem isn\u2019t the intentional use; it\u2019s the unconscious, endless scrolling that follows. Soft blocking creates a balance: you can still access the app when needed, but you must put in effort, which naturally filters out mindless usage.<\/p>\n<p>After nearly a year of iteration, I designed multiple flexible ways for ScreenBreak to activate:<br \/>\n– Schedule Block \u2013 block during certain hours<br \/>\n– App Launch Limit \u2013 block after too many opens<br \/>\n– Usage Budget Limit \u2013 block after hitting time caps (daily or hourly)<\/p>\n<p>When a block triggers, you must complete a quick challenge \u2014 tapping fast, shaking your phone, drawing a circle, etc. Win for a short access window; fail, and the urge usually fades.<\/p>\n<p>I\u2019d love your feedback on challenge design and which blocking rules fit your habits best. Thanks for checking it out! \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>Need more gamification and completely block the app without continue button<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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’m interested in digital detox, I even tried using a flip phone but nothing really worked for me.<br \/>Curious how this will hold up to my impulsive scrolling \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joyp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joyp<\/a> This is indeed a painful issue. I\u2019d say ScreenBreak\u2019s gamified control helps reduce doomscrolling to some extent (speaking from personal experience).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Looks so pretty. I think the analytics can be such a huge help if done right. Is that a premium feature?<\/div>\n<div class=\"comment-actions\">\n<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\/@nair0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nair0<\/a> Thanks for your comment. The analytics feature is open to free users.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a super nice app. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excellent launch, ScreenBreak team. From a clarity & onboarding lens: when a user tries to open a blocked app for the first time, <strong>what\u2019s the one belief<\/strong> you want them to walk away with after the mini-game unlock?<br \/>Is it:<br \/>\u2022 \u201cI opened this intentionally\u2014not out of habit.\u201d<br \/>Or:<br \/>\u2022 \u201cI now control this device\u2014it doesn\u2019t control me.\u201d<br \/>Because in habit-breaking tools, the win isn\u2019t just blocking usage\u2014it\u2019s changing a moment of unconscious behavior into a moment of conscious choice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> Thanks! The belief we want users to walk away with is:<\/p>\n<p>\u201cI\u2019m not opening this on autopilot \u2014 I\u2019m choosing to.\u201d<\/p>\n<p>The challenge exists to turn an unconscious habit into a conscious decision.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I am a huge fan of these digital detox apps and as someone who damaged eyesight by staring to the screen most of time, find this pretty helpful \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a really smart approach to the scrolling problem. \ud83e\udde0 Hard blockers usually just make me angry (and I end up disabling them), but adding ‘Friction Cost’ via physical effort is a much better psychological hack to break the dopamine loop. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great Release! The app looks nice. I’m going to try it. Did you test if it actually helps to reduce screentime with a user group? If yes, what are the results?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IEK4KNQPIB5NDC\" class=\"app-title\">GanttTool<\/a><\/p>\n<div class=\"one-liner\">Online project Gantt charts builder with instant exports<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">124<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u65e0\u9700\u5b66\u4e60\u8bed\u6cd5\u3001\u901a\u8fc7\u53ef\u89c6\u5316\u70b9\u51fb\u5feb\u901f\u751f\u6210\u4e13\u4e1a\u7518\u7279\u56fe\u7684\u514d\u8d39\u5728\u7ebf\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u9879\u76ee\u7ba1\u7406\u8005\u5728\u6587\u6863\u3001\u90ae\u4ef6\u4e2d\u5373\u65f6\u521b\u5efa\u548c\u5bfc\u51fa\u6e05\u6670\u7518\u7279\u56fe\u7684\u6548\u7387\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\/e1acee0b-781f-45a3-b27c-98983112adce.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/AOUjOrUZ1h0\"><source src=\"https:\/\/youtu.be\/AOUjOrUZ1h0\" 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\/dde84108-4640-48bf-89bb-7e0be467fcf7.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\/a591a9e4-8afb-4d1e-b416-0e94a5fd2da9.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\/c1ce1c1d-98ec-4df3-8977-e7578588a203.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\/70eb47f1-989f-4177-abbc-f9b7d133526c.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\/48d9f338-9616-4afc-8566-7279b102c9e2.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\/3f44dce8-962e-4a21-9f03-5071dc5d0478.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\/48a242b9-49df-4bb0-96ce-feed00467632.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\/026661a0-1bf3-4e54-8379-cbfe8d711034.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\/b4122ebc-b9e2-4fc5-a7ef-43424fa0672c.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\/e5bec99c-7696-4eea-a400-c2eee60ee320.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Task Management<\/span><br \/>\n <span class=\"tag\">Side Project<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7518\u7279\u56fe\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">PlantUML<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u56fe\u8868\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u901a\u8fc7\u53ef\u89c6\u5316\u64cd\u4f5c\u6d88\u9664PlantUML\u8bed\u6cd5\u8bb0\u5fc6\u8d1f\u62c5\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u201c\u806a\u660e\u201d\u5730\u89e3\u51b3\u4e86\u4e3b\u8981\u6469\u64e6\u70b9\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u671f\u5f85\u534f\u4f5c\u529f\u80fd\uff0c\u4f46\u5f00\u53d1\u8005\u660e\u786e\u56de\u590d\u6b64\u4e3a\u8f7b\u91cf\u7ea7\u5de5\u5177\uff0c\u6682\u65e0\u6b64\u8ba1\u5212\uff0c\u5e76\u900f\u9732\u6b63\u5f00\u53d1\u65b0\u7684\u56e2\u961f\u4efb\u52a1\u7ba1\u7406\u9879\u76ee\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 GanttTool\u7684\u672c\u8d28\uff0c\u5e76\u975e\u53c8\u4e00\u4e2a\u529f\u80fd\u5e9e\u6742\u7684\u9879\u76ee\u7ba1\u7406\u5e73\u53f0\uff0c\u800c\u662f\u4e00\u628a\u7cbe\u51c6\u72d9\u51fb\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u75db\u70b9\u7684\u201c\u624b\u672f\u5200\u201d\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u6df1\u523b\u7406\u89e3\u4e86\u201c\u5de5\u5177\u94fe\u65ad\u5c42\u201d\u2014\u2014\u8bb8\u591a\u4e13\u4e1a\u4eba\u58eb\u4f9d\u8d56PlantUML\u751f\u6210\u9ad8\u8d28\u91cf\u56fe\u8868\uff0c\u5374\u53d7\u56f0\u4e8e\u5176\u6587\u672c\u8bed\u6cd5\u7684\u53cd\u76f4\u89c9\u4e0e\u4fee\u6539\u4f4e\u6548\u3002\u4ea7\u54c1\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201c\u7ffb\u8bd1\u5668\u201d\u4e0e\u201c\u52a0\u901f\u5668\u201d\uff0c\u586b\u8865\u4e86\u201c\u601d\u7ef4\uff08\u89c6\u89c9\u89c4\u5212\uff09\u201d\u4e0e\u201c\u8f93\u51fa\uff08\u4ee3\u7801\/\u56fe\u8868\uff09\u201d\u4e4b\u95f4\u7684\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u7b56\u7565\u7cbe\u660e\u4e14\u514b\u5236\uff1a\u653e\u5f03\u5927\u800c\u5168\u7684\u534f\u4f5c\u3001\u5b58\u50a8\u7b49\u590d\u6742\u529f\u80fd\uff0c\u6b7b\u6b7b\u6293\u4f4f\u201c\u5feb\u901f\u3001\u672c\u5730\u3001\u514d\u767b\u5f55\u201d\u7684\u6781\u81f4\u8f7b\u91cf\u4f53\u9a8c\u3002\u8fd9\u4f7f\u5176\u5b8c\u7f8e\u5d4c\u5165\u73b0\u6709\u5de5\u4f5c\u6d41\uff08\u5982\u64b0\u5199\u6587\u6863\u3001\u90ae\u4ef6\uff09\uff0c\u6210\u4e3a\u5373\u7528\u5373\u8d70\u7684\u5b9e\u7528\u6a21\u5757\uff0c\u800c\u975e\u53e6\u4e00\u4e2a\u9700\u8981\u8fc1\u79fb\u6570\u636e\u7684\u7cfb\u7edf\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u8fd9\u79cd\u201c\u89e3\u51b3\u5355\u4e00\u95ee\u9898\u81f3\u6781\u201d\u7684\u5b9a\u4f4d\u83b7\u5f97\u4e86\u76ee\u6807\u7528\u6237\uff08\u5982\u9879\u76ee\u7ecf\u7406\uff09\u7684\u5171\u9e23\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\u3002\u6df1\u5ea6\u7ed1\u5b9aPlantUML\u65e2\u662f\u62a4\u57ce\u6cb3\uff0c\u4e5f\u662f\u67b7\u9501\uff0c\u9650\u5236\u4e86\u5176\u5728\u56fe\u8868\u81ea\u5b9a\u4e49\u548c\u9ad8\u7ea7\u9879\u76ee\u7ba1\u7406\u529f\u80fd\u4e0a\u7684\u6269\u5c55\u3002\u5f00\u53d1\u8005\u5728\u8bc4\u8bba\u4e2d\u5766\u8a00\u65e0\u534f\u4f5c\u8ba1\u5212\uff0c\u5e76\u5df2\u542f\u52a8\u65b0\u9879\u76ee\uff0c\u8fd9\u6697\u793aGanttTool\u53ef\u80fd\u88ab\u5b9a\u4f4d\u4e3a\u9a8c\u8bc1\u6982\u5ff5\u7684\u201c\u63a2\u9488\u201d\u6216\u8865\u5145\u4ea7\u54c1\u3002\u5176\u957f\u671f\u751f\u547d\u529b\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u7ef4\u6301\u6781\u7b80\u6838\u5fc3\u4e0e\u7528\u6237\u589e\u957f\u9700\u6c42\u7684\u5e73\u8861\uff0c\u6216\u6210\u529f\u5c06\u7528\u6237\u5f15\u6d41\u81f3\u5176\u66f4\u5b8f\u5927\u7684\u4ea7\u54c1\u751f\u6001\u3002\u5728\u5f53\u524d\u9636\u6bb5\uff0c\u5b83\u662f\u4e00\u6b3e\u4f18\u79c0\u7684\u201c\u75db\u70b9\u6740\u624b\u201d\uff0c\u4f46\u5e76\u975e\u8bd5\u56fe\u91cd\u5851\u5de5\u4f5c\u65b9\u5f0f\u7684\u9769\u547d\u8005\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">GanttTool<\/span>\n <\/div>\n<div class=\"comment-content\">Are you looking for a simple and free tool for quickly creating professional Gantt charts? PlantUML can do it\u2014but only if you remember all the necessary declarations and syntax, which is not always convenient. That’s why I created the Gantt Chart Tool. You plan. The tool converts everything you need. No learning syntax, no delays \u2014 just a clean result.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt!<\/p>\n<p>As a project manager, I have tried countless tools for planning and creating Gantt charts over the years. Some were powerful, some were pretty, others were complicated \u2014 but I never found anything that was fast, simple, and immediately usable so that I could quickly insert the output into an email, documentation, or presentation.<\/p>\n<p>Then I discovered PlantUML.<\/p>\n<p>The resulting charts? Incredibly clean, professional, and exportable to virtually anywhere.<br \/>\nThe problem? You have to remember the syntax. And if you want to change or rearrange tasks, you have to rewrite everything manually.<\/p>\n<p>I decided to create a tool where you just click on the tasks visually and PlantUML generates them for you. At first, it was a side tool for my own use… but the result was so good that it would be a shame to keep it to myself.<\/p>\n<p>And so Gantt Chart Tool was born. (GanttTool.com)<\/p>\n<p>Simple, fast, local, no registration required.<br \/>\nYou plan \u2192 PlantUML is generated \u2192 your chart is ready to use.<\/p>\n<p>I hope it serves you as well as it serves me.<br \/>\nI would love to hear your feedback, ideas, and maybe even \u2764\ufe0f.<\/p>\n<p>Pavel<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vlcek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vlcek<\/a> <strong>Yes!<\/strong> Manual rewriting PlantUML tasks is the worst. This solves a major friction point. Trying it now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vlcek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vlcek<\/a> Great one! I built an internal free tool to boost my launch day. Feel free to use it if you\u2019d like. It turns your Product Hunt reviews into short, engaging videos in seconds so you can boost your launch on other social channels: <a href=\"https:\/\/embeddable.live\/embed\/6TAWtBRWD3%22>https:\/\/embeddable.live\/embed\/6TAWtBRWD3″ target=”_blank” rel=”nofollow noopener noreferrer”>https:\/\/embeddable.live\/embed\/6TAWtBRWD3<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Thank you all so much for the incredible support and for every upvote! <\/strong><br \/>This launch turned out to be a great success, and I\u2019m truly grateful for it. I really hope the app will find its audience and become a helpful tool for many of you.<\/p>\n<p>If you enjoy using it, I\u2019d truly appreciate it if you recommended it to your friends or colleagues.<br \/>Your support means a lot \u2014 thank you! Pavel<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Turning PlantUML Gantt charts into a visual click-and-generate workflow is such a smart way to remove the friction of remembering syntax.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> Thanks a lot, Viktor! Really appreciate it. I truly hope the tool finds its audience and helps people work with Gantt charts more comfortably, just as intended.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Are you thinking about adding any kind of quick collaboration (like sharing a plan with a teammate) later on? Could be super handy.<\/p>\n<p>Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@damir_maham\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@damir_maham<\/a> Thanks a lot, Damir! For this project, I\u2019m not planning to add collaboration \u2014 it\u2019s really just a small side tool.<br \/>But I\u2019m already working on a new project focused on efficient task management for freelancers and small teams, something like digital sticky notes in a Kanban flow. That one will be released under my official company and will have more room for features. \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>Great launch! With a tool like GanttTool, when a team opens it for the first time, <em>what\u2019s the one belief<\/em> you want them to walk away with in the first 10 seconds?<br \/>Is it \u201cI finally see how all my tasks link, and I\u2019m in control\u201d or \u201cI can manage dependencies without drowning in spreadsheets\u201d?<br \/>Because for timeline tools, the moment users <em>see<\/em> clarity is often more important than the number of features.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> Thank you, Joydeep \u2014 really appreciate the thoughtful feedback!<br \/>Clarity is exactly what I\u2019m aiming for, and I hope the tool serves teams in the way they truly need. Your perspective means a lot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ 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