Question · Dictation software
Which model should you use in VoiceInk?
For most people the best VoiceInk model is the default, Parakeet V3, which VoiceInk's own guide names as the starting point for local dictation on Apple silicon. Switch to Whisper Large v3 Turbo only for a language Parakeet does not cover, and to a cloud provider only on an Intel Mac.
Updated October 27, 20264 min read22 cited facts, each traced to its source
Use Parakeet V3. It is the model VoiceInk's onboarding downloads, and the maker's model guide names it the starting point for local dictation on Apple silicon 1. It handles English and the supported European languages 2. Change it only if you dictate in a language it lacks, or if you are on an Intel Mac. This page covers VoiceInk 2.x as documented on October 27, 2026. For the whole app, see our VoiceInk guide.
Parakeet V3 wins where dictation is hard: noise and accents
In a quiet room the two main local models are close. On clean read English, Whisper Large v3 Turbo had a 3.92 percent word error rate 3 against 4.48 percent for Parakeet V3 4. You would rarely notice that gap.
The ranking flips under real conditions. We ran both models directly on a Mac with an M2 Pro in October 2026, outside VoiceInk, on public test sets:
| Condition | Parakeet V3 | Whisper Large v3 Turbo |
|---|---|---|
| Clean read English | 4.48% 4 | 3.92% 3 |
| Loud cafe babble (5 dB) | 7.85% 5 | 13.92% 6 |
| Accented conversation | 12.57% 7 | 17.66% 8 |
On accented conversation from 13 groups, Whisper made about 40 percent more errors than Parakeet 9. If you speak English with an accent, or dictate the way you talk instead of reading aloud, that gap outweighs the quiet-room result. The full numbers, including long recordings, are in the VoiceInk guide.
Parakeet is also faster to use. Whisper models in VoiceInk transcribe the recording after you stop speaking, rather than streaming partial text, and larger ones take more storage and time 10.
Pick by language first, then by Mac
The language you speak narrows the choice faster than accuracy does. VoiceInk's model guide says a model being multilingual does not mean it supports every language, and tells you to check the Mode's language picker before downloading 11.
| You need | Use | Why |
|---|---|---|
| English or a major European language | Parakeet V3 | 25 European languages, detected automatically 12 |
| English only, nothing else | Parakeet V2 or Parakeet Unified | The maker's starting points for English-only dictation 13 |
| Japanese, Korean, Arabic, Vietnamese, Chinese | Cohere Transcribe | 14 on-device languages 14 |
| A language on neither list | Whisper Large v3 Turbo | OpenAI says Whisper supports 98 languages 15 |
| An Intel Mac | A cloud provider | The app warns that local models do not work reliably on Intel 16 |
Our question on which languages VoiceInk supports lists them by model, and the guide to Whisper's languages shows how Whisper's accuracy varies across them.
When another model is the better choice
You switch between languages. Make one Mode per language, each with its own model. A Mode holds the transcription model and the language together 17, so a German Mode can use one model and an English Mode another.
You dictate for minutes without stopping. In our long-recording test Whisper lost more: it left out a passage of 10 or more words in 4 of 84 readings 18, against 1 of 84 for Parakeet 19. Those engines ran with their own long-audio handling, not VoiceInk's, so treat that as a hint to test, not a rule.
You want the smallest download. VoiceInk's Whisper catalog runs from Tiny to Large v3 Turbo, with a quantized Turbo build 20. Smaller Whisper models are less accurate, so only choose them if disk space is the real constraint.
You are comparing cloud options. A cloud model sends your audio to a provider and needs your own API key, and the license does not cover the charges 21. Everything on this page assumes local models, where audio stays on the Mac.
What to do: keep the default, then test your own voice
- Start with Parakeet V3 and dictate your usual work for a few days.
- If your language is not listed for it, open AI Models, then Local, and download Cohere Transcribe or a Whisper model, then select it in a Mode.
- Compare results on your own microphone and voice. VoiceInk's guide points to History, then Analyze, for saved recording timings 22, and notes that speed and accuracy vary with your microphone, language and hardware.
- Keep the model that makes you fix the fewest words, not the one with the best benchmark.
The same trade-offs appear in rival apps. Superwhisper offers both model families too, as the question on VoiceInk vs Superwhisper explains, and the question on VoiceInk vs Wispr Flow covers the cloud alternative. For a wider view, read the overview of dictation software and the glossary entry on on-device speech recognition.
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The data behind these numbers
- How Many Languages Speech Recognition Supports3 of this page's figures, 414 data points in all
- On-Device Speech Recognition Benchmark: 25 Languages2 of this page's figures, 56 data points in all
- Speech Recognition Accuracy: Word Error Rates2 of this page's figures, 864 data points in all
- Dictation in Noise: Speech Recognition Accuracy Tested2 of this page's figures, 15 data points in all
- Speech Recognition and Accents: 13 English Accents Tested2 of this page's figures, 42 data points in all
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