Open Source Speech Recognition vs Pulse STT: When to Self-Host

Compare open-source speech-to-text (Whisper, NeMo Canary, Voxtral) against Pulse STT by Smallest AI on accuracy, latency, total cost, and production readiness.

Open Source Speech Recognition vs Pulse STT: When to Self-Host

Compare open-source speech-to-text (Whisper, NeMo Canary, Voxtral) against Pulse STT by Smallest AI on accuracy, latency, total cost, and production readiness.

Self-hosted open source vs a managed real-time API

Open-source STT is free to license. The real cost shows up in GPUs, streaming, and maintenance.

Self-hosted open source vs a managed real-time API

Open-source STT is free to license. The real cost shows up in GPUs, streaming, and maintenance.

Self-hosted open source vs a managed real-time API

Open-source STT is free to license. The real cost shows up in GPUs, streaming, and maintenance.

Native real-time streaming

Pulse streams partial transcripts at ~64ms TTFT. Whisper has no native streaming and needs a separate real-time layer.

Native real-time streaming

Pulse streams partial transcripts at ~64ms TTFT. Whisper has no native streaming and needs a separate real-time layer.

No GPU ops to run

Self-hosting Whisper-class models means GPU provisioning, version management, and hallucination mitigation. Pulse is a managed endpoint.

No GPU ops to run

Self-hosting Whisper-class models means GPU provisioning, version management, and hallucination mitigation. Pulse is a managed endpoint.

Diarization & timestamps built in

Speaker diarization and word-level timestamps ship in the API rather than being assembled from extra tooling.

Diarization & timestamps built in

Speaker diarization and word-level timestamps ship in the API rather than being assembled from extra tooling.

Compliance out of the box

SOC 2, HIPAA, GDPR, and on-prem options, versus building your own compliance layer around open-source weights.

Compliance out of the box

SOC 2, HIPAA, GDPR, and on-prem options, versus building your own compliance layer around open-source weights.

Pulse vs Open Source STT

A factual comparison on the metrics that matter for production voice apps.

Pulse vs Open Source STT

A factual comparison on the metrics that matter for production voice apps.

Pulse vs Open Source STT

A factual comparison on the metrics that matter for production voice apps.

FeaturesPulseOpen Source (Whisper-class)
Real-Time StreamingNative (~64ms TTFT)Not native (needs extra layer)
Production WER (real-world)Industry-lowest across 30+ languages~10%+ on conversational audio
Diarization & TimestampsBuilt inAdd-on / custom
InfrastructureManaged APISelf-hosted GPUs
License cost~$0.005/min usageFree + GPU & ops cost

Open-source models remove license fees but add streaming, accuracy, and ops burden. Pulse trades a per-minute fee for managed real-time performance. Numbers reflect publicly available data as of June 2026.

Certified & Compliant

Guarding your data with enterprise security

Certified & Compliant

Guarding your data with enterprise security

Proactive Defense

Anticipating threats before they emerge, thanks to our advanced monitoring.

Proactive Defense

Anticipating threats before they emerge, thanks to our advanced monitoring.

Proactive Defense

Anticipating threats before they emerge, thanks to our advanced monitoring.

Frequently
asked questions

Is open-source speech recognition free?

Does Whisper support real-time streaming?

When does self-hosting open-source STT make sense?

How accurate is Pulse versus open-source models?

Can Pulse run on-premise like a self-hosted model?

What does moving from self-hosted Whisper to Pulse involve?

Build the future of voice agent orchestration

Build the future of voice agent orchestration

Build the future of voice agent orchestration