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The fastest path to high accuracy is pairing a good speech model with AI Enhancement, then adding the words you say most to your Dictionary. The model handles fast or accented speech, AI Enhancement cleans the rest, and the Dictionary keeps domain terms spelled correctly. Check first whether your model applies vocabulary at all. See How vocabulary actually reaches each model.

Choose the right model

Model choice is the single biggest factor in accuracy. See the Models guide for the full comparison. Rules of thumb:
  • English, offline: Parakeet V2 is the default and is genuinely good. Nemotron EN (macOS) matches it and gives a punctuated live preview.
  • Professional work: Whisper Large v3 Turbo locally, or a cloud model.
  • Non-English: Parakeet V3 for European languages, Whisper Large v3 on Groq for everything else.
  • Fast or accented speech: cloud models generally cope better than small local ones.
The Speech models page listing cloud providers and local models such as Parakeet V2, Nemotron EN, Small, Base and Tiny with their download sizes

Speech models in the left sidebar. Cloud providers at the top, downloadable local models underneath with their sizes.

Microphone tips

  • Use a dedicated microphone when possible. Even basic earbuds beat a laptop mic at arm’s length.
  • Minimize background noise. Vowen has noise suppression, but a quieter room helps more.
  • Keep a consistent distance from your microphone.
  • Check your input device in Settings > Audio to make sure the right mic is selected.
The microphone picker listing Automatic, AirPods Pro, MacBook Pro Microphone and Studio Display Microphone, with a level meter beside the selected row

Settings > Audio > Change. The microphone in use carries a live level meter, so you can confirm it is hearing you before you dictate.

Speaking tips

  • Speak at a natural pace. Rushing makes words blend together.
  • Pause briefly before and after speaking so the first and last words are not clipped.
  • Enunciate technical terms and unusual names.
  • Say punctuation explicitly if you need it: “period”, “comma”, “new line”. With AI enhancement, punctuation is added for you.

Use your Dictionary

Add terms the model gets wrong: product names, technical jargon, proper nouns, acronyms, colleagues’ names.
1

Open Dictionary

Click Dictionary in the left sidebar. It is a top-level page, not a settings tab.
2

Add a word

Click Add Word in the toolbar and type the term as you want it spelled.
3

Add its mishearings (optional)

List the ways the recognizer gets it wrong: “cuber netties” for “Kubernetes”, “github” for “GitHub”. See below.
Full guide: Dictionary & Vocabulary.

How vocabulary actually reaches each model

There is no single answer. Some engines steer recognition towards your terms and use your Dictionary well. Some take them only as a loose hint. Several take nothing at all, and on those your Dictionary does not affect transcription. The engines that get nothing:
If your model is Parakeet or Nemotron, adding words to your Dictionary will not change what the recognizer hears. Your entries still work as mishearing corrections and Threads, which are applied to the text afterwards. The recognition half does nothing. To influence recognition itself, switch to Whisper Small or larger, or to a cloud model from the table above.
When your list is longer than a provider’s cap, Vowen does not cut it alphabetically. Terms are ranked by how often you have said them, then by how recently, so the words that matter to you survive the trim.

Mishearing aliases

A Dictionary entry biases the recognizer, which is a hint, not a guarantee. A mishearing is the deterministic half. It is an exact phrase that gets rewritten to the entry’s correct spelling after transcription, every time. Open any Dictionary word and list the forms you keep seeing: Matching ignores case, so listing github under GitHub fixes capitalization alone. This works with every model, including Parakeet and Nemotron, because it runs on the text after transcription.

Auto-learning from your corrections

Auto-add to Dictionary is a Pro feature, marked Beta, available on macOS and Windows. It also requires at least one AI provider to be connected.
Turn on Settings > General > Auto-add corrections to Dictionary and Vowen watches what you fix by hand right after a dictation. When it sees you correcting the same recognizer mistake, it offers to add it for you. The two routes have deliberately different evidence bars: Both routes ask before changing anything, and a refusal is remembered. Decline a suggestion and Vowen will not raise it again.
Settings > General with the Auto-add corrections to Dictionary row highlighted, carrying a Beta badge

Auto-add corrections to Dictionary, at the bottom of Settings > General.

Pass screen as context

Screen context is macOS only, marked Beta, and off by default. The toggle only appears once AI enhancement is on and an AI provider is connected, because the feature works by adding names to the enhancement request.
Names are the hardest thing for a recognizer, and the correct spelling is often already on your screen in the Slack DM header, the member list, or the document title. This setting lets the AI enhancer use it.
The Command Mode tab with the Context-awareness row highlighted and its toggle off

Context-awareness, on the Command Mode tab of Configure your AI.

Find it under Configure your AI in the sidebar, nested beneath Enhance transcription: Pass screen as context. How it behaves:
  • It reads the Accessibility tree of the focused window. It is not screen recording and takes no screenshots.
  • The capture starts when your dictation starts and never blocks it. If the reading is not ready when the transcript is, the dictation goes without it.
  • It only runs when AI enhancement will run. No enhancement means no capture at all.
  • The candidate names ride along with the enhancement request you are already making. There is no second model call.
  • It is strictly opt-in. Until you turn it on, nothing from your screen is read or sent.
This sends text visible in your current window to your AI provider. Only turn it on if you are comfortable with that.

Use Threads for long-form phrases

If you dictate the same long phrase repeatedly (a university name, a mailing address, a signature, a project tag), set it up as a Thread. Speak a short trigger and Vowen inserts the full text.
  1. Open Dictionary in the sidebar and switch to the Threads tab.
  2. Add a trigger (what you say) and a replacement (what gets inserted).
  3. For example: say “my university” and Vowen inserts “Stanford University, Stanford, CA”.
Full guide: Threads (Snippets).

Enable AI Enhancement

For polished output, turn on AI Enhancement. It:
  • Fixes remaining spelling and grammar issues.
  • Adds proper punctuation and capitalization.
  • Formats numbers correctly, so “three thousand” becomes “3000”.
  • Applies spoken commands like “new paragraph”.
The Configure your AI page with the Enhance transcription with AI row highlighted below the provider grid

Enhance transcription with AI sits under the provider grid in Configure your AI.

Filler word removal

Vowen strips fillers like “um”, “uh”, “like” and “you know” before the text reaches AI Enhancement. This is on by default and works whether or not you have an AI provider connected. Toggle it in Settings > General > Remove filler words. ElevenLabs Scribe v2 can also do this server-side: see the Remove filler words and false starts toggle in Per-model options.
Settings > General with the Remove filler words row highlighted and its toggle on

Remove filler words, in Settings > General. On by default, and it runs with or without an AI provider.

British spelling without an AI instruction

If your transcripts come back with American spellings, do not write an AI instruction for it. Set Settings > Language > English spelling to British English. It is a native, on-device converter that runs with or without AI enhancement. See Languages.

Backing up your Dictionary

Your Dictionary and Threads travel together in Import / Export Data, at the bottom of Settings > Account. Use it to move your terms between machines or keep a backup.
Import / Export Data is a Pro feature.

Running into accuracy issues? See the Accuracy FAQ.