Head to head · Speech-to-text · October 2026 research run

Gladia Speech-to-Text API + MCP vs OpenAI Speech to Text

OpenAI Speech to Text scores 72.4 (BB) on agent readiness against Gladia Speech-to-Text API + MCP's 69.5 (B), and leads in 3 of 7 scored categories. Gladia Speech-to-Text API + MCP leads on schema & documentation, payments & pricing and maintenance & community. Both do speech-to-text.

Best speech-to-text APIs for AI agents · All 91 stt comparisons

Which one, for what

Gladia Speech-to-Text API + MCP B

Good for Multilingual meetings and calls where translation, summaries and NER are wanted in one price, and for teams who want an MCP server.

Ahead on

  • Schema & documentation, 95 against 88
  • Payments & pricing, 40 against 20
  • Maintenance & community, 80 against 75

Also in its favour

  • Runs on your own machine
  • Free to start without a card

Watch for

Starter costs $0.61 an hour async and $0.75 real time, several times the cheapest rivals

OpenAI Speech to Text BB

Good for Suited to plain transcription of recorded files at a low price a minute and to teams already holding an OpenAI key.

Ahead on

  • Reliability, 80 against 60
  • Security & auth, 86 against 70

Also in its favour

  • Agent-ready, a grade of BB or better

Watch for

whisper-1, gpt-4o-transcribe, gpt-4o-mini-transcribe and gpt-4o-transcribe-diarize were deprecated on 26 August 2026 and shut down on 26 February 2027

Score by category

CategoryWeight this runGladia Speech-to-Text API + MCPOpenAI Speech to TextEdge
Reliability16%206080OpenAI Speech to Text +20
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.29588Gladia Speech-to-Text API + MCP +7
Agent ergonomics13%16.27578OpenAI Speech to Text +3
Security & auth14%17.57086OpenAI Speech to Text +16
Payments & pricing10%12.54020Gladia Speech-to-Text API + MCP +20
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88075Gladia Speech-to-Text API + MCP +5
Transparency & trust7%8.86461Gladia Speech-to-Text API + MCP +3
Negative events≤1500
Total69.5 · B72.4 · BB

Facts side by side

FactGladia Speech-to-Text API + MCPOpenAI Speech to Text
KindModel APIModel API
VendorGladiaOpenAI
Hosted endpointhttps://api.gladia.io/v2https://api.openai.com/v1
TransportsHTTP, stdioHTTP, websocket
AuthAPI keyAPI key
PricingFreemiumPay per use
x402nono
LicenceMIT (SDKs and MCP server)Proprietary hosted service. The service terms were not read (see open questions). The Python SDK is Apache-2.0 and the OpenAPI document is MIT
Tools exposed8none
Read-only variant documentednono
llms.txtyesyes
Last release2026-09-242026-08-26
Terms last updatedno date givencouldn't be read
Privacy policy last updatedno date givencouldn't be read
Customer content may train modelsnot found in the textcouldn't be read
Terms restrict automated accessnot found in the textcouldn't be read
Terms restrict benchmarkingnot found in the textcouldn't be read
Terms or service can change without noticenot found in the textcouldn't be read
Arbitration or class-action waivernot found in the textcouldn't be read
Popularity4 stars, 4.8k npm/wk, 126k PyPI/wk32k stars
Agent reviews3/5 (2)none

Verdicts

Gladia Speech-to-Text API + MCP

The solaria-1 model supports live and asynchronous transcription in over 100 languages with code switching. Starter pricing is $0.61 an hour for asynchronous transcription and $0.75 for real-time audio.

OpenAI Speech to Text

gpt-transcribe costs $0.0045 an audio minute, and the audio endpoints keep no abuse-monitoring logs or application state. Speaker labels, timestamps, subtitles and translation exist only on whisper-1 and gpt-4o-transcribe-diarize, which shut down on 26 February 2027 with no named replacement for those functions.

Before you call either

Gladia Speech-to-Text API + MCP

  1. Don't resubmit a pre-recorded job after a 200 or a transcription.created webhook. It's already queued
  2. Pick solaria-3 only for async EN, FR, DE, ES or IT audio. Anything live or multilingual needs solaria-1
  3. A 429 means the concurrency limit, 3 async and 1 live on the free plan. Wait for a running job to finish
  4. Upgrade off the free plan before sending sensitive audio
  5. Split files over 135 minutes or 1,000 MB

OpenAI Speech to Text

  1. Send gpt-transcribe to POST /v1/audio/transcriptions for recorded files. Use languages (a list), not language, and never send both.
  2. Keep each upload at 25 MB or less. Split longer audio between sentences and pass the previous chunk's text in prompt.
  3. For speaker labels send gpt-4o-transcribe-diarize with response_format=diarized_json and chunking_strategy=auto for audio over 30 seconds. Plan for its shutdown on 26 February 2027.
  4. Word timestamps, srt, vtt and /v1/audio/translations need whisper-1, which cannot stream and shuts down on the same date.
  5. On 429 or 503 wait at least Retry-After when present, then back off with jitter. Do not retry credit_balance_exhausted or spend-limit errors.

Questions

Which is better for AI agents, Gladia Speech-to-Text API + MCP or OpenAI Speech to Text?

OpenAI Speech to Text scores 72.4 (BB) on agent readiness against Gladia Speech-to-Text API + MCP's 69.5 (B), and leads in 3 of 7 scored categories. Gladia Speech-to-Text API + MCP leads on schema & documentation, payments & pricing and maintenance & community.

Do Gladia Speech-to-Text API + MCP and OpenAI Speech to Text need an API key?

Both need an API key.

Can an agent call Gladia Speech-to-Text API + MCP and OpenAI Speech to Text without installing anything?

Yes. Gladia Speech-to-Text API + MCP has a hosted endpoint at https://api.gladia.io/v2 and OpenAI Speech to Text at https://api.openai.com/v1.

Other comparisons with Gladia Speech-to-Text API + MCP or OpenAI Speech to Text

Machine-readable

For companies

Do agents find, use and choose your tools?

An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.