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Dev.to
Dev.to
5/8/2026
How I built a private audio transcription tool in browser using Transformers.js

How I built a private audio transcription tool in browser using Transformers.js

Short summary

Author built a privacy-first browser-based audio transcription tool using Whisper and Transformers.js to avoid cloud uploads. Core architecture uses Web Workers to prevent UI freezing during heavy inference; audio must be decoded to 16kHz mono before processing. Performance: tiny Whisper model transcribes at ~7x realtime, with future monetization through LLM-based cleanup.

  • Built privacy-first browser transcription using Whisper + Transformers.js
  • Web Worker threading prevents UI freeze during inference
  • Audio decoding to 16kHz mono is critical; WebGPU not production-ready for hardcoding

Generated with AI, which can make mistakes.

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