vsref

Best Speech-to-text APIs for Medical (2026)

For medical, AssemblyAI is our pick: Both tools offer a HIPAA BAA and SOC 2 Type II certification, so the top criteria are matched. Clinical transcription under US healthcare privacy law: a HIPAA BAA is the gate, and medical vocabulary decides accuracy. Below is the full ranking and the tradeoffs, or read how we score.

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Reviewed by vsref Editorialfacts verified Jul 24, 2026Methodology →

1AssemblyAI logoAssemblyAIWINNER
Accuracy-led voice AI API for developers and voice agents9 of 14 points · 7 matchups
Developer-first realtime STT API for voice agents and transcription at scale16.5 of 26 points · 13 matchups
See pricingTry Deepgram
Low-cost pay-as-you-go file transcription from OpenAI; no first-party streaming or diarization10.5 of 20 points · 10 matchups

What matters for medical

Weighted attribute comparison for Medical
FactAssemblyAIDeepgramOpenAI Whisper (API)Amazon TranscribeGladia
HIPAA BAA available×5✓ IncludedJul 20✓ YesJul 20✓ YesJul 20✓ YesJul 20✓ YesJul 20
PII redaction×4◑ Paid add-onJul 20◑ Paid add-onJul 20✗ Not availableJul 20◑ Paid add-onJul 20✓ IncludedJul 20
Custom vocabulary / keyterm boosting×4✓ YesJul 20✓ YesJul 20✓ YesJul 20✓ YesJul 20✓ YesJul 20
SOC 2 Type II×3✓ YesJul 20✓ YesJul 20✓ YesJul 20✓ YesJul 20✓ YesJul 20
Self-host / on-prem option×2✓ YesJul 20✓ YesJul 20✗ NoJul 20✗ NoJul 20✓ YesJul 20
Swipe → to see every tool column.
×5 HIPAA BAA available: Without a signed BAA, patient audio cannot legally touch the service; this is a hard filter, not a preference.×4 PII redaction: Removing patient identifiers from stored transcripts is a compliance requirement, not a nicety.×4 Custom vocabulary / keyterm boosting: Drug names and clinical terms are where general models fail; vocabulary boosting closes the gap.×3 SOC 2 Type II: Healthcare procurement asks for the audit report before the pilot starts.×2 Self-host / on-prem option: Some health systems only clear tools that run inside their own perimeter.

The ranking, tool by tool

1AssemblyAI logoAssemblyAIWINNER
Both tools offer a HIPAA BAA and SOC 2 Type II certification, so the top criteria are matched.

Both tools offer a HIPAA BAA and SOC 2 Type II certification, so the top criteria are matched. Full AssemblyAI vs OpenAI Whisper (API) verdict →

Both tools offer a HIPAA BAA, SOC 2 Type II, custom vocabulary, and self-host options, so those attributes do not separate them. Full AssemblyAI vs Speechmatics verdict →

Both tools offer a HIPAA BAA and SOC 2 Type II certification, making them equal on the two highest-weighted compliance requirements. Full AssemblyAI vs Soniox verdict →

For clinical transcription under US healthcare privacy law, the HIPAA BAA is the decisive gate. Full AssemblyAI vs Rev AI verdict →

For clinical transcription under US healthcare privacy law, the HIPAA BAA is the absolute gate. Full AssemblyAI vs ElevenLabs Scribe verdict →

For clinical transcription under US healthcare privacy law, the HIPAA BAA is the absolute gate.
See pricingTry Deepgram

For clinical transcription under US healthcare privacy law, the HIPAA BAA is the absolute gate. Full Deepgram vs Smallest.ai Pulse verdict →

Both tools offer a HIPAA BAA, clearing the compliance gate equally. Full Deepgram vs Azure AI Speech (STT) verdict →

For clinical transcription under US healthcare privacy law, a HIPAA BAA is the absolute gate requirement. Full Deepgram vs Mistral Voxtral Transcribe verdict →

For clinical transcription under US healthcare privacy law, a HIPAA BAA is the non-negotiable requirement. Full Deepgram vs NVIDIA Parakeet / Riva verdict →

Both tools offer a HIPAA BAA and SOC 2 Type II certification, so neither leads on those two compliance attributes. Full Deepgram vs xAI Grok Speech-to-Text verdict →

Both tools offer a HIPAA BAA and SOC 2 Type II certification, so those attributes are tied. Full Deepgram vs OpenAI Whisper (API) verdict →

Both tools offer a HIPAA BAA and SOC 2 Type II certification, so they tie on the two heaviest compliance attributes. Full Deepgram vs Speechmatics verdict →

Both tools clear the HIPAA BAA gate, so the decision falls to lower-ranked attributes. Full Deepgram vs Soniox verdict →

Both tools offer a HIPAA BAA and SOC 2 Type II certification, so those top-weighted attributes are tied. Full Deepgram vs Google Cloud Speech-to-Text verdict →

Both tools offer a HIPAA BAA, SOC 2 Type II, and self-host options, so those attributes do not differentiate them. Full Deepgram vs Gladia verdict →

For clinical transcription under US healthcare privacy law, a HIPAA BAA is the mandatory gate. Full Deepgram vs Cohere Transcribe verdict →

Both tools offer a HIPAA BAA and SOC 2 Type II certification, so they tie on the two highest-weighted compliance attributes. Full Deepgram vs Cartesia Ink verdict →

A HIPAA BAA is the gate for this use case, and only OpenAI Whisper has a verified HIPAA BAA available.

A HIPAA BAA is the gate for this use case, and only OpenAI Whisper has a verified HIPAA BAA available. Full OpenAI Whisper (API) vs Mistral Voxtral Transcribe verdict →

For clinical transcription under US healthcare privacy law, a HIPAA BAA is the absolute requirement. Full OpenAI Whisper (API) vs Qwen3-ASR verdict →

For clinical transcription under US healthcare privacy law, a HIPAA BAA is the absolute gate. Full OpenAI Whisper (API) vs NVIDIA Parakeet / Riva verdict →

For clinical transcription under US healthcare privacy law, a HIPAA BAA is the absolute gate. Full OpenAI Whisper (API) vs Moonshine verdict →

The heaviest attribute for clinical transcription under US healthcare privacy law is HIPAA BAA availability. Full OpenAI Whisper (API) vs Groq (hosted Whisper) verdict →

The heaviest factor is HIPAA BAA availability. Full OpenAI Whisper (API) vs ElevenLabs Scribe verdict →

Both tools offer a HIPAA BAA and SOC 2 Type II certification, so the top and fourth-ranked attributes are tied.

Both tools offer a HIPAA BAA and SOC 2 Type II certification, so the top and fourth-ranked attributes are tied. Full Amazon Transcribe vs Google Cloud Speech-to-Text verdict →

Both Gladia and OpenAI Whisper (API) offer a HIPAA BAA, clearing that gate requirement equally.
See pricingTry Gladia

Both Gladia and OpenAI Whisper (API) offer a HIPAA BAA, clearing that gate requirement equally. Full Gladia vs OpenAI Whisper (API) verdict →

Flagship GPT-4o based transcription API from OpenAI.

Flagship GPT-4o based transcription API from OpenAI. No won verdicts for this use case yet; it ranks on ties and near-misses.

For clinical transcription under US healthcare privacy law, the HIPAA BAA requirement is the decisive gate.

For clinical transcription under US healthcare privacy law, the HIPAA BAA requirement is the decisive gate. Full Mistral Voxtral Transcribe vs ElevenLabs Scribe verdict →

Enterprise-grade STT inside the Azure cloud ecosystem.

Enterprise-grade STT inside the Azure cloud ecosystem. No won verdicts for this use case yet; it ranks on ties and near-misses.

Hyperscaler STT API with Chirp foundation models and enterprise compliance.

Hyperscaler STT API with Chirp foundation models and enterprise compliance. No won verdicts for this use case yet; it ranks on ties and near-misses.

Streaming STT for voice agents with native turn detection.

Streaming STT for voice agents with native turn detection. No won verdicts for this use case yet; it ranks on ties and near-misses.

Enterprise-grade open ASR for accurate batch transcription.

Enterprise-grade open ASR for accurate batch transcription. No won verdicts for this use case yet; it ranks on ties and near-misses.

Accuracy-led STT API from the leading AI audio company.

Accuracy-led STT API from the leading AI audio company. No won verdicts for this use case yet; it ranks on ties and near-misses.

Low-cost hosted STT API on the Grok stack.

Low-cost hosted STT API on the Grok stack. No won verdicts for this use case yet; it ranks on ties and near-misses.

Ultra-fast, low-cost hosted Whisper transcription API (no realtime streaming).

Ultra-fast, low-cost hosted Whisper transcription API (no realtime streaming). No won verdicts for this use case yet; it ranks on ties and near-misses.

On-device streaming STT for live voice interfaces, from tiny edge models to Whisper Large v3-beating accuracy.
See pricingWebsite →

On-device streaming STT for live voice interfaces, from tiny edge models to Whisper Large v3-beating accuracy. No won verdicts for this use case yet; it ranks on ties and near-misses.

Open-weights, GPU-accelerated self-hosted STT stack.

Open-weights, GPU-accelerated self-hosted STT stack. No won verdicts for this use case yet; it ranks on ties and near-misses.

Open-weights multilingual ASR models.
See pricingWebsite →

Open-weights multilingual ASR models. No won verdicts for this use case yet; it ranks on ties and near-misses.

Transcription-heritage STT API with low per-hour pricing and open (non-commercial) Reverb models.
See pricingTry Rev AI

Transcription-heritage STT API with low per-hour pricing and open (non-commercial) Reverb models. No won verdicts for this use case yet; it ranks on ties and near-misses.

Ultra-low-latency multilingual STT for voice agents.

Ultra-low-latency multilingual STT for voice agents. No won verdicts for this use case yet; it ranks on ties and near-misses.

Ultra-low-cost multilingual STT + real-time translation API.
See pricingTry Soniox

Ultra-low-cost multilingual STT + real-time translation API. No won verdicts for this use case yet; it ranks on ties and near-misses.

Accuracy-first enterprise STT with flexible deployment (SaaS, container, on-prem).

Accuracy-first enterprise STT with flexible deployment (SaaS, container, on-prem). No won verdicts for this use case yet; it ranks on ties and near-misses.

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