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You have 100 points. Spend them.

Every speech-to-text trade-off is zero-sum — the most accurate model is rarely the cheapest or the fastest, and the most private one runs on your own hardware. So instead of rating everything “very important”, split 100 points across four priorities. Push one up and the others give way.

We rank the 26 cloud models and 15 on-device models HyperWhisper actually ships across macOS and Windows — not a general leaderboard. Pick your platform below and the list narrows to what you can run.

Your 100 points

40 / 20 / 30 / 10
40

How often it gets a word wrong

20

How long you wait for the text

30

What a minute of audio costs you

10

Whether the audio leaves your machine

Your platform
Languages you dictate
Must have
Closest region

Best match for how you spent your points

Nemotron 3.5 Multilingual

On device

Nemotron · 1.3 GB download · runs entirely on your Mac or PC

Word errors
—
Cost
Free

no per-minute cost

Per audio minute
1.2 s
Match
82

Your audio never leaves the machine, so there is no per-minute cost and no region to worry about.

Every model, ranked

26 cloud · 13 on-device

ModelWERCostPer minWhy it scoredMatch
Nemotron 3.5 MultilingualOn deviceapp rating
Nemotron · 1.3 GB
—Free1.2 s
82
Nemotron 3.5 LatinOn deviceapp rating
Nemotron · 350 MB
—Free1.2 s
82
Universal-3.5 ProCloud
AssemblyAI
3%3.5 cr/min777 ms●
78
Gemini 3 FlashCloud
Google Gemini
2.9%3 cr/min1.1 s●
78
Universal-3 ProCloud
AssemblyAI
3.1%3.5 cr/min777 ms●
77
MAI-Transcribe 1.5Cloud
Microsoft MAI-Transcribe 1.5
2.4%6 cr/min585 ms●
77
Apple SpeechOn deviceapp rating
Apple · Built in
—Free1.2 s
74
Whisper Large v3Cloud
Groq Whisper
4.1%1.85 cr/min201 ms●
74
Voxtral MiniCloud
Mistral Voxtral
3.8%3 cr/min521 ms●
73
Scribe v2Cloud
ElevenLabs Scribe v2
2.2%9.83 cr/min1.1 s●
72
Whisper MediumOn deviceapp rating
Whisper · 1.5 GB
—Free1.5 s
72
Universal-2Cloud
AssemblyAI
3.8%2.5 cr/min777 ms●
72
Parakeet V3On devicesame weights
Parakeet · 494 MB
4.5%Free1.2 s
72
GPT TranscribeCloud
OpenAI Whisper
3.3%4.5 cr/min997 ms●
72
Grok Speech-to-TextCloud
Grok STT
4%1.67 cr/min760 ms●
72
Whisper Large v3On devicesame weights
Whisper · 3.1 GB
4.1%Free2.0 s
71
Whisper Large v2On devicesame weights
Whisper · 2.9 GB
4.1%Free2.0 s
71
Whisper Large v3 TurboCloud
Groq Whisper
4.6%0.67 cr/min201 ms●
71
Gemini 2.5 ProCloud
Google Gemini
2.9%7.5 cr/min1.1 s●
70
Whisper Large v3 TurboOn devicesame weights
Whisper · 809 MB
4.6%Free1.5 s
69
Gemini 3.1 ProCloud
Google Gemini
2.8%10 cr/min1.1 s●
66
Whisper SmallOn deviceapp rating
Whisper · 466 MB
—Free1.5 s
64
GPT-4o Mini TranscribeCloud
OpenAI Whisper
4.5%3 cr/min997 ms●
63
GPT-4o TranscribeCloud
OpenAI Whisper
4%6 cr/min997 ms●
62
WhisperCloud
OpenAI Whisper
4.1%6 cr/min997 ms●
61
Nova 2 GeneralCloudnot benchmarked
Deepgram Nova 3
—5.5 cr/min1.0 s●
60
Nova 2 MedicalCloudnot benchmarked
Deepgram Nova 3
—5.5 cr/min1.0 s●
60
Gemini 2.5 Flash LiteCloud
Google Gemini
5.2%0.8 cr/min1.1 s●
60
Gemini 2.5 FlashCloud
Google Gemini
5.1%2.4 cr/min1.1 s●
58
Whisper BaseOn deviceapp rating
Whisper · 142 MB
—Free1.2 s
58
Whisper TinyOn deviceapp rating
Whisper · 39 MB
—Free1.2 s
58
Async v5Cloud
Soniox
3.8%1.67 cr/min3.5 s●
57
Qwen3 ASROn deviceapp rating
Qwen3 · 1.3 GB
—Free1.5 s
56
Async v4Cloud
Soniox
3.9%1.67 cr/min3.5 s●
56
Parakeet V2On devicesame weights
Parakeet · 474 MB
6.4%Free1.2 s
54
Nova 3 GeneralCloud
Deepgram Nova 3
5.2%5.5 cr/min1.0 s●
52
Nova 3 MedicalCloud
Deepgram Nova 3
5.2%5.5 cr/min1.0 s●
52
GPT Live TranscribeCloudnot benchmarked
OpenAI Whisper
—17 cr/min997 ms●
40
Chirp 3Cloud
Google Chirp 3
4.3%16 cr/min2.4 s●
30

A ● marks a timing we measured ourselves from your region. Everything else is the published speed factor.

Cloud and on-device are different bargains

Every row on this page is one or the other, and the badge says which. The distinction is not a detail — it changes what you pay, what you wait for, and where your voice ends up.

Cloud models

Your audio is uploaded to HyperWhisper Cloud, which hands it to the provider and sends the text back. You get the strongest accuracy available and no download, and you pay per audio minute in credits. These are the models with published error rates, because a hosted model is something a third party can measure.

On-device models

The model is downloaded once and runs on your own Mac or PC. The audio never leaves the machine, there is nothing to pay per minute, and it works with no network at all. What you give up is the top of the accuracy table, and a few gigabytes of disk.

Where these numbers come from

Accuracy
Word error rate comes from the Artificial Analysis speech-to-text leaderboard — an independent third party, not us. We do not publish an accuracy claim of our own here. A model they have not measured shows a dash and is marked not benchmarked; it scores neutrally rather than being flattered by a number we invented.
Why some on-device models borrow a cloud model's score
Whisper and Parakeet are open weights. The leaderboard measured the same weight files we download, just running on someone else's hardware — so the error rate carries over and is marked same weights. Speed does not carry over, which is why those rows never borrow a speed figure. The remaining local models have no published benchmark at all and fall back to the app's own accuracy rating, marked app rating. Without that fallback the smallest, roughest models would score like frontier ones purely for being free and private.
Cost
Credits per audio minute, read from the same catalog the desktop apps read, so the price here is the price the app charges you. 1,000 credits are $1, which makes a model at 4.5 credits a minute $4.50 per 1,000 minutes of audio. On-device models cost nothing to run, so they score full marks on cost no matter how you weight it.
Speed
Where we have measured a provider from your nearest region, the number is our own median from the last 90 days — the same measurements behind the latency page, taken from short clips because that is what dictation is. Those rows carry a dot. Everything else falls back to the leaderboard's published speed factor. On-device timings are an estimate from the app's own speed rating and depend on your hardware, so read them as an ordering, not a promise.
Privacy
Three steps, by where the audio goes. On-device scores full marks: nothing is transmitted. A model you can use with your own API key scores half: the audio still reaches the vendor, but on your account rather than through us. A cloud-tier-only model scores lowest. Turn the privacy slider up and the ranking moves to on-device models, which is the honest answer to that question.
Your region
HyperWhisper Cloud runs in 17 regions and routes you to the nearest one. We ask a small endpoint which of those you are closest to so the speed numbers are the ones you would actually get; the answer is used once to pick a row and is never stored. You can override it with the dropdown. Off our edge — a local dev server, say — nothing is detected and the busiest region is selected instead.
What this page will not tell you
A ranking is not a recommendation for a job it has never seen. If you dictate medical or legal terms, transcribe heavy accents, or need speaker labels, the model that wins here on paper may still lose on your audio. Every model listed is switchable in Settings → Transcription, so the last word is a minute of your own speech, not a number on a website.
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