A local Whisper transcription pipeline: picking the right model size
10 min
You don't need a paid API to transcribe audio. With faster-whisper, int8 quantization, and a little ffmpeg preprocessing you get offline, free transcription. I benchmarked all five model sizes on CPU against LibriSpeech, and the biggest one didn't win.