Corti vs OpenAI Whisper

Clinical speech to text that outperforms OpenAI Whisper

Whisper wasn't built for the accuracy requirements of healthcare. Corti Speech to Text is clinical-grade: accurate, fast, and sovereign, with up to 99% accuracy on clinical speech and models across 46 languages.

$50 free credits
No card required
EU or US data residency
With Corti you get
  • Clinical accuracy
  • Low latency
  • Compliant, secure, sovereign
  • Validated on millions of medical terms across ~50 languages
  • Clinical facts, structured notes, and medical coding on the same API
OpenAI Whisper doesn't offer
  • × Recognition tuned for clinical vocabulary
  • × Clinical fact extraction or note generation
  • × A data residency guarantee for regulated use
Interface Essential Voice Id Streamline Icon: https://streamlinehq.com interface-essential-voice-id
98.6% word accuracy on clinical speech
Health Medical Notes Streamline Icon: https://streamlinehq.com health-medical-notes
150,000+ medical terms, 46 languages
Interface Essential Global Public Streamline Icon: https://streamlinehq.com interface-essential-global-public
EU or US residency, sovereign or on-prem
Design Layer Streamline Icon: https://streamlinehq.com design-layer
Facts, notes, and coding on the same API

Trusted for more than 1 million interactions every week

Why teams switch

OpenAI Whisper wasn't built for production grade clinical deployments

Corti Speech to Text is a clinical speech pipeline end to end, built for the accuracy, latency, and compliance a production deployment in healthcare actually needs.
Medical language

The errors land on drug names and doses

Keyterm biasing cuts missed medical terms by roughly half, with precision holding above 96%. No retraining, no per-site model.

Audio reality

Bad microphones get flagged mid-visit

Audio health events surface degrading signal in real time, so you can prompt a re-record before a bad transcript reaches a clinician.

Sovereignty

EU residency without a workaround

Pick the region your customers require. Sovereign cloud or on-premises, on infrastructure already running national health systems.

Beyond transcription

Transcript is the first call, not the last

Structured facts, note generation, and ICD-10 and CPT coding are on the same platform, so your second feature isn't a second vendor.

Benchmarks

The most accurate clinical speech to text available

We publish the numbers and the methodology so you can verify them rather than trust them. Ranked first across speech recognition, medical coding, clinical reasoning, and agents.

Word accuracy rate comparison
Realtime and async configurations in English.
98.6%
83.6%
82.6%
81.9%
81.4%
81.1%
SymphonyRealtime
AWSOffline
OpenAIRealtime
ElevenLabsRealtime
GoogleOffline
ParakeetRealtime
Word accuracy rate comparison
Realtime and async configurations in English.
98.6%
83.6%
82.6%
81.9%
81.4%
81.1%
SymphonyRealtime
AWSOffline
OpenAIRealtime
ElevenLabsRealtime
GoogleOffline
ParakeetRealtime
98.6%
Word accuracy on clinical speech, realtime
2%
Clinical word error rate
20%
Fewer errors than Dragon Medical One on dictation
94%
FactsR groundedness, above clinician-written reference notes
Side by side

Corti and Speechmatics, feature by feature

Feature Corti Symphony OpenAI Whisper
Built for clinical audio Yes General-purpose
Clinical word accuracy 98.6% 82.6%
Medical vocabulary 150,000+ terms Prompt conditioning
Keyterm biasing Yes, ~50% fewer missed terms Prompt conditioning
Audio health events Real time No
Structured clinical facts FactsR, 94% groundedness No
Clinical note generation Templates and sections No
Medical coding ICD-10, CPT, SNOMED, OPS No
EU data residency EU or US, on-prem option US-hosted by default
Healthcare compliance posture Inherited from platform Your responsibility

Every row above is testable before you talk to us.

Pricing

$0.0065 per minute. Everything included.

One rate for the whole clinical-grade pipeline. No add-on line items for diarization, multi-speaker, PII handling, or post-processing, because they're all part of the same request.

  • One rate for realtime, async, and dictation
  • One credit balance across every Corti API
  • Same credits for development, testing, and production
Clinical speech to text per minute of audio
$0.0065 per minute of audio, all features included
Included no add-ons
  • Diarization and multi-speaker
  • PII handling
  • Post-processing, punctuation, and formatting
  • Keyterm biasing and custom vocabulary
  • Audio health events
  • All 46 languages
Hidden fees none
Get started

Switching to Corti is easy

Getting started is easy with our AI Studio, detailed guides, and clear documentation. Go ahead. Take it for a spin and get $50 in free credits.

  • Test models in AI Studio before you write a line of code
  • SDKs for JavaScript, C# .NET, and Python, plus a Postman collection
  • Run it alongside your current provider until you're convinced
Live compare your microphone
Corti Symphony

Patient presents with paroxysmal atrial fibrillation, started on apixaban 5mg BD.

OpenAI Whisper

Patient presents with paroxysmal atrial fibrilation, started on epixaban 5mg BD.

Compare tool

Don't take our word for it. Say something clinical.

Open the compare tool, speak into your microphone, and watch Corti Symphony transcribe alongside the general-purpose models in real time. Same audio, same moment, side by side.

  • Live microphone input, no upload and no sign-up
  • Try the terms your product actually has to get right
  • Medical and general models in the same view
/streamsReal time
00:02.4speaker 1clinician
00:07.1speaker 2patient
00:11.8keyterm matchedamoxicillin
00:14.0audio healthok
00:19.6interim resultstreaming
Region eu / us
Beyond transcription

Your next feature is already on the platform

Most teams buy speech to text and then discover they need everything after it. Here it's the same API, the same contract, and the same compliance review.
Structured clinical facts
Clinical note generation
Templates and sections
ICD-10 and CPT coding
Clinical agents
Dictation with voice commands
Embeddable scribe UI
Sovereign and on-prem deployment
Research and stories

How we build and measure the speech layer

Launch

Symphony for Speech-to-Text

Clinical-grade models for realtime dictation, conversational transcription, and batch processing, with up to 93% lower word error rate than generalist speech APIs.

Research

Better alignment, better evaluation

Why standard word error rate hides the errors that matter clinically, and the evaluation paradigm we use instead.

Method

Introducing Medical Term Recall

From everyday language to clinical precision. Measuring whether a model catches the drug names, dosages, and findings a note depends on.

Everything about the speech layer, in one place.

Frequently asked questions

How do you compare on general, non-clinical audio?

We're best in class on general audio too. The difference is that clinical speech is where we're built to shine, and where the gap widens most: medical vocabulary, dosages, measurements, and formatting.

What does switching actually involve?

Open a stream, send audio, handle transcript events. Most teams have a parallel integration running on real audio in an afternoon, then cut over once they've seen the accuracy difference on their own recordings.

What does sovereign deployment actually mean here?

Your audio is processed on infrastructure we operate, in the region you choose, under that region's law. Sovereign cloud or fully on-premises, with attested hardware and no US cloud provider in the request path. It's the same platform running national health systems today, so the compliance posture comes with it rather than being bolted on.

What about Where does the audio live?specialty-specific templates?

EU or US, determined by the environment and tenant you provision. Nothing crosses the boundary you pick, and on-premises is available if your customers need the audio to stay inside their own perimeter.

Which languages do you support?

46 languages across three performance tiers. Premier covers English, German, French, Danish, Swiss French, and Swiss High German with 100,000+ validated medical terms. Enhanced adds optimised medical vocabulary in languages including Arabic, Dutch, Spanish, Swedish, Norwegian, Finnish, Hungarian, and Swiss German. Base covers the rest for general clinical recognition.

How do you handle vocabulary we can't predict in advance?

Pass keyterms with the request. Biasing toward site-specific or specialty-specific vocabulary cuts missed medical terms by roughly half while precision holds above 96%. No retraining, no per-customer model, and it works across any supported language.

What happens when the audio quality is bad?

Audio health events flag degrading signal in real time, so you can trigger fallback logic, prompt a re-record, or warn the clinician before a bad transcript reaches a downstream workflow. Microphone placement and ambient noise vary by room, so this matters more in practice than most accuracy claims.

Do you support dictation as well as conversational transcription?

Yes. A separate real-time dictation endpoint with voice commands, custom vocabulary, text replacements, and device button mapping. Many teams ship both, since some specialties still prefer dictation.

What does it cost?

Usage-based, with $50 of free credits to start and no card required. One credit balance covers every Corti API, and the same credits work across development, testing, and production.