Transcript – Audio Transcription App with Speaker Diarization

Type: Software  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

Field
PROJEKTE
Published
16 Oct 2026
Transcript – Audio Transcription App with Speaker Diarization
Project image to follow
RAWK / FIELD STUDYTranscript – Audio Transcription App with Speaker Diarization
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THE IDEA

Transcript – Audio Transcription App with Speaker Diarization

Type: Software 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 perspective (GDPR). Local alternatives rarely offer comparable quality, no provider comparison, and no admin dashboard for monitoring quality and performance of different Whisper variants. Description 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. Use Case Upload audio files and automatically convert them to text — with recognition of who is speaking. Link: https://github.com/rawk7000/transcript (private repo)

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