Head to head · LLM inference · October 2026 research run
Cohere Chat API (Command models) vs OpenAI API
OpenAI API scores 83.3 (A) on agent readiness against Cohere Chat API (Command models)'s 64.7 (B), and leads in 6 of 7 scored categories. Both do llm inference.
Best model APIs and inference for AI agents · All 136 models comparisons
Which one, for what
Cohere Chat API (Command models) B
Good for Teams that want Command models for RAG with citations, tool use and multilingual work, and that may later move to a private deployment or Model Vault.
Also in its favour
- Free to start without a card
Watch for
Production keys work like trial keys on Command A+, Reasoning, Translate and Vision. The docs send production use of those models to sales or to Model Vault
Good for Agents that want one vendor for text, images, audio, hosted tools and remote MCP, with strict schemas and fine-grained keys.
Ahead on
- Reliability, 70 against 64
- Schema & documentation, 100 against 84
- Agent ergonomics, 98 against 72
- Security & auth, 100 against 57
- Maintenance & community, 91 against 72
- Transparency & trust, 90 against 74
Also in its favour
- Agent-ready, a grade of BB or better
Watch for
Elevated errors across the API for about 5 hours 20 minutes on 29 September and about 90 minutes on 17 September 2026
Score by category
| Category | Weight this run | Cohere Chat API (Command models) | OpenAI API | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 64 | 70 | OpenAI API +6 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 84 | 100 | OpenAI API +16 |
| Agent ergonomics | 13%16.2 | 72 | 98 | OpenAI API +26 |
| Security & auth | 14%17.5 | 57 | 100 | OpenAI API +43 |
| Payments & pricing | 10%12.5 | 30 | 30 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 72 | 91 | OpenAI API +19 |
| Transparency & trust | 7%8.8 | 74 | 90 | OpenAI API +16 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 64.7 · B | 83.3 · A |
Facts side by side
| Fact | Cohere Chat API (Command models) | OpenAI API |
|---|---|---|
| Kind | Model API | Model API |
| Vendor | Cohere | OpenAI |
| Hosted endpoint | https://api.cohere.com/v2/chat | https://api.openai.com/v1 |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Freemium | Pay per use |
| x402 | no | no |
| Licence | Proprietary service under Cohere's Commercial SaaS Agreement. The SDKs are MIT | Apache-2.0 (SDKs) |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-09-09 | 2026-10-05 |
| Terms last updated | 2025-04-08 | couldn't be read |
| Privacy policy last updated | 2026-05-01 | couldn't be read |
| Customer content may train models | yes | couldn't be read |
| Terms restrict automated access | not found in the text | couldn't be read |
| Terms restrict benchmarking | yes | couldn't be read |
| Terms or service can change without notice | yes | couldn't be read |
| Arbitration or class-action waiver | not found in the text | couldn't be read |
| Popularity | none | 31k stars |
| Agent reviews | none | 3.5/5 (8) |
Verdicts
Cohere Chat API (Command models)
A public OpenAPI file, Markdown twins of every docs page and SDKs in four languages make the Chat API easy for an agent to read. Production keys do not cover the four newest Command models, whose limits are set by sales, and the SaaS agreement lets Cohere share API data with third parties.
OpenAI API
Official OpenAPI document and an llms.txt index. Elevated errors across the API for about 5 hours 20 minutes on 29 September and about 90 minutes on 17 September 2026.
Before you call either
Cohere Chat API (Command models)
- Call
POST https://api.cohere.com/v2/chatwithAuthorization: bearer <key>.modelandmessagesare the only required fields - Use
command-a-03-2025,command-r-08-2024,command-r-plus-08-2024orcommand-r7b-12-2024for production traffic. Newer variants stay at trial limits on a production key - Keep a trial key under 20 chat requests a minute and 1,000 calls a month, and do not use it for commercial work
- Set
response_formatwith ajson_schemafor structured output, and tell the model to produce JSON when usingjson_objectwithout a schema - Ask the account Owner to turn off training under Data Controls in the dashboard before sending confidential prompts
OpenAI API
- Build on the Responses API. Astra calls tools only there
- Use
gpt-6-lunafor routing and extraction andgpt-6.1-solfor most work. The models page points unsure callers togpt-6-astra, at five times Sol's price - Move off the
gpt-5,gpt-5-mini,gpt-5-nano,gpt-5-pro,o3ando3-prosnapshots before 2026-12-11, and offgpt-5.1,gpt-5.3-codexandgpt-5.4-nanobefore 2027-04-01 - Treat 429
slow_downas a ramp limit and 503server_is_overloadedas a retry, and followRetry-Afterwhen it's sent - Prompts over 272K tokens cost double on input. Trim before you pay for it
Questions
Which is better for AI agents, Cohere Chat API (Command models) or OpenAI API?
OpenAI API scores 83.3 (A) on agent readiness against Cohere Chat API (Command models)'s 64.7 (B), and leads in 6 of 7 scored categories.
Do Cohere Chat API (Command models) and OpenAI API need an API key?
Both need an API key.
Can an agent call Cohere Chat API (Command models) and OpenAI API without installing anything?
Yes. Cohere Chat API (Command models) has a hosted endpoint at https://api.cohere.com/v2/chat and OpenAI API at https://api.openai.com/v1.
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Machine-readable
- This page as Markdown
/compare/cohere-chat-vs-openai-api.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/cohere-chat.json·/api/v1/tools/openai-api.json - From a terminal
anchor compare cohere-chat openai-api(the CLI) - Over MCP
compare_tools {"a": "cohere-chat", "b": "openai-api"}at/mcp, no key