{"id":8021,"date":"2026-04-08T13:48:08","date_gmt":"2026-04-08T11:48:08","guid":{"rendered":"https:\/\/www.rawk.at\/?p=6605"},"modified":"2026-05-31T07:57:14","modified_gmt":"2026-05-31T07:57:14","slug":"transcript-audio-transcription-app-with-speaker-diarization","status":"publish","type":"post","link":"https:\/\/new.rawk.at\/?p=8021","title":{"rendered":"Transcript &#8211; Audio Transcription App with Speaker Diarization"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"8021\" class=\"elementor elementor-8021\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-6275809 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6275809\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0f6fce5\" data-id=\"0f6fce5\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c6c8e18 elementor-widget elementor-widget-text-editor\" data-id=\"c6c8e18\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong>Type:<\/strong> Software\u00a0 <br \/><strong>Status:<\/strong> POC<\/p><p><strong>Tech Stack: <\/strong>Python, FastAPI, SQLAlchemy (async), Celery 5, Redis 7, PostgreSQL 16, faster-whisper\/WhisperX\/OpenAI Whisper, PyTorch (CUDA 12.6), React 18, Vite, TypeScript, Docker<\/p><p><strong>Problem Statement<\/strong><\/p><p>Transcription of meetings, interviews, and conferences requires not only speech-to-text but also speaker recognition (who said what?). Cloud-based services are expensive and problematic from a data privacy perspective (GDPR). Local alternatives rarely offer comparable quality, no provider comparison, and no admin dashboard for monitoring quality and performance of different Whisper variants.<\/p><p><strong>Description<\/strong><\/p><p>A complete transcription platform with three Whisper variants (faster-whisper, OpenAI-Whisper, WhisperX), automatic GPU acceleration (CUDA), optional speaker diarization, and provider selection per upload. Offers a user frontend and admin dashboard with observability (provider comparison, job logs, error rates, charts), user\/group management, audit logs, and export functions.<\/p><p><strong>Use Case<\/strong><\/p><p><em>Upload audio files and automatically convert them to text \u2014 with recognition of who is speaking.<\/em><\/p><p><strong>Link: <\/strong><a href=\"https:\/\/github.com\/rawk7000\/transcript\" target=\"_blank\" rel=\"noopener\">https:\/\/github.com\/rawk7000\/transcript<\/a> (private repo)<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc31366 elementor-widget elementor-widget-gallery\" data-id=\"fc31366\" data-element_type=\"widget\" data-e-type=\"widget\" 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data-settings=\"{&quot;columns&quot;:2,&quot;lazyload&quot;:&quot;yes&quot;,&quot;gallery_layout&quot;:&quot;grid&quot;,&quot;columns_tablet&quot;:2,&quot;columns_mobile&quot;:1,&quot;gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:10,&quot;sizes&quot;:[]},&quot;gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:10,&quot;sizes&quot;:[]},&quot;gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:10,&quot;sizes&quot;:[]},&quot;link_to&quot;:&quot;file&quot;,&quot;aspect_ratio&quot;:&quot;3:2&quot;,&quot;overlay_background&quot;:&quot;yes&quot;,&quot;content_hover_animation&quot;:&quot;fade-in&quot;}\" data-widget_type=\"gallery.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-gallery__container\">\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Type: Software\u00a0 Status: POC Tech Stack: Python, FastAPI, SQLAlchemy (async), Celery 5, Redis 7, PostgreSQL 16, faster-whisper\/WhisperX\/OpenAI Whisper, PyTorch (CUDA 12.6), React 18, Vite, TypeScript, Docker Problem Statement Transcription of meetings, interviews, and conferences requires not only speech-to-text but also speaker recognition (who said what?). Cloud-based services are expensive and problematic from a data privacy [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":8526,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[],"class_list":["post-8021","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-projects"],"_links":{"self":[{"href":"https:\/\/new.rawk.at\/index.php?rest_route=\/wp\/v2\/posts\/8021","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/new.rawk.at\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/new.rawk.at\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/new.rawk.at\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/new.rawk.at\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=8021"}],"version-history":[{"count":4,"href":"https:\/\/new.rawk.at\/index.php?rest_route=\/wp\/v2\/posts\/8021\/revisions"}],"predecessor-version":[{"id":8553,"href":"https:\/\/new.rawk.at\/index.php?rest_route=\/wp\/v2\/posts\/8021\/revisions\/8553"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/new.rawk.at\/index.php?rest_route=\/wp\/v2\/media\/8526"}],"wp:attachment":[{"href":"https:\/\/new.rawk.at\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8021"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/new.rawk.at\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8021"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/new.rawk.at\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8021"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}