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faster-whisper

by SYSTRAN

faster-whisper is a Python library that runs OpenAI's Whisper speech-to-text model through the CTranslate2 engine. It turns audio files into timestamped text, running up to four times faster than the original and using less memory.

Worth a lookEstablished, with a few things to check (listed below).

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Stars
26.2k
Licence
MIT
Runs on
Your computer
Setup
Moderate
Language
Python
Age
1354 days

What you can do with it

  • Transcribe audio files such as interviews, calls or podcasts into timestamped text
  • Detect the spoken language of a recording automatically
  • Run batched transcription on a GPU or a CPU with 8-bit quantisation to save time and memory

Make money with it

An individual could offer a low-cost transcription or subtitling service for podcasters and video creators, using this to do the bulk of the work before a quick manual check.

An idea, not financial advice. Check the licence before charging for anything built on it.

Ways a business could use it

  • Transcribe meetings, client calls and training recordings in-house instead of paying per-minute transcription fees
  • Build subtitle or captioning features into a video or podcast workflow to speed up delivery

Can you use it commercially?

Free to use, change and sell, including in paid products. Keep the copyright notice.

Not legal advice. Read the project's licence file before building a product on it.

Getting it running

Install it with "pip install faster-whisper" on Python 3.9 or later; GPU use also needs NVIDIA cuBLAS and cuDNN libraries for CUDA 12.

Follow the official instructions in the project README.

Things to check

  • It is a code library, so you need some Python knowledge to use it; there is no ready-made interface
  • GPU use depends on specific CUDA and cuDNN versions, which can be fiddly to match
  • Large models are slow on a CPU without a GPU

Checked 27 Oct 2026. Summary drafted by AI from the project's README.

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