The best local speech-to-text models for a Mac, compared from their model cards

By Ryleigh Newman · Published October 9, 2026

For dictation on a Mac without the cloud, four model families come up again and again: OpenAI's Whisper Large v3 Turbo, NVIDIA's Parakeet TDT v3 and Nemotron ASR, and Cohere Transcribe. Whisper covers by far the most languages. Parakeet and Nemotron are smaller and built for speed. Cohere Transcribe covers 14 languages, and superwhisper calls it its most accurate local model.

I make YapToText, which runs Whisper, so I have a stake in this. The facts below are from each model's own card, read on October 9, 2026, and I do not publish an accuracy ranking of my own.

This app is completely free. You don't have to make an account. There are no subscriptions, no difficult downloads, and nothing is locked. Made for Apple silicon Macs. Source on GitHub.

Side by side

Model cards on Hugging Face, read October 9, 2026. Cohere Transcribe's card needs a sign-in, so its row is from superwhisper's voice models page.

What each one is good at

• Whisper Large v3 Turbo. A pruned Whisper Large v3, with its decoder cut from 32 layers to 4, which its card says makes it much faster at a small cost in accuracy. The choice when you dictate in many languages.
• Parakeet TDT 0.6B v3. Punctuation, capitalization and word-level timestamps, in 25 European languages. A strong pick for English and European dictation where speed matters.
• Nemotron ASR Streaming. Designed to stream, with chunk sizes from 80 milliseconds up, so words can appear as you speak. The original is English only. Nemotron 3.5, released June 4, 2026, covers 40 language-locales.
• Cohere Transcribe. superwhisper's docs call it the most accurate local model in its app, with an 8.4 percent word error rate on an Apple M4 by their measurement, in 14 languages.

There is no single best model: the right one depends on your language first and your patience second.

Which Mac apps offer which

• Whisper. YapToText, superwhisper, VoiceInk, MacWhisper, Vowen and FluidVoice.
• Parakeet. superwhisper on Pro, VoiceInk, Vowen, FluidVoice and MacWhisper.
• Nemotron. FluidVoice and Vowen.
• Cohere Transcribe. superwhisper on Pro, and FluidVoice.

From each app's own pages, read October 9, 2026. The Parakeet vs Whisper page goes deeper on those two.

How to choose

• You dictate outside Europe's languages. Whisper, which covers about 100.
• You want words on screen as you talk. A streaming model such as Nemotron.
• You dictate in English or a European language and want speed. Parakeet v3.
• You have an older or smaller Mac. A smaller Whisper model, or Parakeet, will load faster than the largest models.

Whatever you pick, test it on your own voice and microphone for a day before you settle. Published word error rates come from benchmark audio, not from you.

What YapToText uses

YapToText runs Whisper on the Mac, and its App Store build ships with a speech model already inside, so there is nothing to download first. It also runs a separate cleanup model on the Mac. It does not offer Parakeet, Nemotron or Cohere Transcribe, and if you want those, the apps listed above are where to look.

This app is completely free. You don't have to make an account. There are no subscriptions, no difficult downloads, and nothing is locked. Made for Apple silicon Macs. Source on GitHub.

The Whisper Large v3 Turbo page and the local Whisper guide cover running Whisper on a Mac.

The short version

• Most languages. Whisper Large v3 Turbo, about 100, MIT license.
• Fast European dictation. Parakeet TDT 0.6B v3, 25 languages.
• Streaming. Nemotron ASR, English or 40 language-locales in version 3.5.
• Accuracy in 14 languages. Cohere Transcribe, by superwhisper's account.

If a model card changes, or I have missed an app, open an issue on GitHub. Every one gets read.

This app is completely free. You don't have to make an account. There are no subscriptions, no difficult downloads, and nothing is locked. Made for Apple silicon Macs. Source on GitHub.

About the author. Ryleigh Newman is a developer whose hands make typing difficult and who dictates every day with YapToText, the app this site describes. Facts about other apps come from their own sites, with the date they were read. More about the project.

Related

• Which VoiceInk model to choose, from VoiceInk's own guidance
• Parakeet vs Whisper for dictation on a Mac: NVIDIA's model against OpenAI's
• Whisper Large v3 Turbo on a Mac: what it is, how it compares, and how to run it free
• Local Whisper on a Mac: what it needs, what it costs, and how to run it
• Offline dictation for Mac, with no internet at all
• A Vowen alternative for the Mac, and how close the two really are
• A FluidVoice alternative that installs from the Mac App Store
• superwhisper offline: what runs locally, and what still needs a connection
• Open-source dictation apps for the Mac, from someone who makes one

Sources

• https://huggingface.co/openai/whisper-large-v3-turbo (checked 2026-10-09)
• https://huggingface.co/nvidia/parakeet-tdt-0.6b-v3 (checked 2026-10-09)
• https://huggingface.co/nvidia/nemotron-speech-streaming-en-0.6b (checked 2026-10-09)
• https://huggingface.co/nvidia/nemotron-3.5-asr-streaming-0.6b (checked 2026-10-09)
• https://huggingface.co/CohereLabs/cohere-transcribe-03-2026 (checked 2026-10-09)
• https://superwhisper.com/docs/models/voice (checked 2026-10-09)
• https://raw.githubusercontent.com/altic-dev/FluidVoice/main/README.md (checked 2026-10-09)
• https://vowen.ai/llms.txt (checked 2026-10-09)
• https://tryvoiceink.com/docs/local-models (checked 2026-10-09)
• https://docs.macwhisper.com/article/52-keeping-transcriptions-private (checked 2026-10-09)
• https://github.com/ryleighnewman/YapToText (checked 2026-10-09)
• https://apps.apple.com/us/app/yaptotext/id6786382289 (checked 2026-10-09)

Questions