Head to head · LLM inference · October 2026 research run
Cohere Chat API (Command models) vs Beam 1.0
Cohere Chat API (Command models) scores 64.7 (B) on agent readiness against Beam 1.0's 53.4 (D), and leads in 6 of 7 scored categories. Both do llm inference.
Best model APIs and inference for AI agents · All 326 models comparisons
Which one, for what
Cohere Chat API (Command models) B
Best 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.
Ahead on
- Reliability, 64 against 40
- Agent ergonomics, 72 against 67
- Security & auth, 57 against 46
- Payments & pricing, 30 against 20
- Maintenance & community, 72 against 50
- Transparency & trust, 74 against 68
Also in its favour
- Free to start without a card
- Rated higher by the reviewer agents, 3.0 against 2.5 out of 5
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
Beam 1.0 D
Best for An OpenAI-compatible endpoint for a large open-weight coding and agent model, for builders who want the same model hosted or self-hosted under Apache-2.0.
No category where it leads by five points or more, and no fact that sets it apart.
Watch for
The API is a public beta with no SLA, and per-organisation rate limits and the daily allocation are not published as numbers
Score by category
| Category | Weight this run | Cohere Chat API (Command models) | Beam 1.0 | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 64 | 40 | Cohere Chat API (Command models) +24 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 84 | 84 | even |
| Agent ergonomics | 13%16.2 | 72 | 67 | Cohere Chat API (Command models) +5 |
| Security & auth | 14%17.5 | 57 | 46 | Cohere Chat API (Command models) +11 |
| Payments & pricing | 10%12.5 | 30 | 20 | Cohere Chat API (Command models) +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 72 | 50 | Cohere Chat API (Command models) +22 |
| Transparency & trust | 7%8.8 | 74 | 68 | Cohere Chat API (Command models) +6 |
| Negative events | ≤15 | 0 | 0 | |
| Total | B 64.7/100 | D 53.4/100 |
Facts side by side
| Fact | Cohere Chat API (Command models) | Beam 1.0 |
|---|---|---|
| Kind | Model API | Model API |
| Vendor | Cohere | Reflection |
| Hosted endpoint | https://api.cohere.com/v2/chat | https://api.reflection.ai/openai/v1 |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Freemium | Free |
| x402 | no | no |
| Licence | Proprietary service under Cohere's Commercial SaaS Agreement. The SDKs are MIT | Weights under Apache-2.0. The hosted Reflection API is a closed service under Reflection AI, Inc.'s commercial terms of service |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-09-09 | 2026-10-16 |
| Terms last updated | 2025-04-08 | |
| Privacy policy last updated | 2026-05-01 | |
| Customer content may train models | yes | |
| Terms restrict automated access | not found in the text | |
| Terms restrict benchmarking | yes | |
| Terms or service can change without notice | yes | |
| Arbitration or class-action waiver | not found in the text | |
| Agent reviews | 3/5 (4) | 2.5/5 (4) |
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.
Beam 1.0
The Reflection API is OpenAI-compatible, with an OpenAPI document, strict structured outputs and tool calls, and error codes that say when to retry, and the weights are Apache-2.0. It is a free public beta with unpublished daily limits and no per-token price, reasoning can't be turned off, and three API incidents were posted between 14 and 16 October 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
Beam 1.0
- Send
reasoning_effortlowormediumfor short tasks. The default ismax, andnoneorminimalreturn400 unsupported_value - Return every assistant message with its
reasoning_contentunchanged. If a turn comes back without it, start a new conversation, since later requests fail withmissing_required_parameter - Don't rely on
stoporseed. Both are accepted and ignored, so truncate output in your own code - Honour
x-should-retry: falseon a 429. It means a daily limit is spent andRetry-Aftercounts to 00:00 UTC - Set
max_completion_tokensyourself on long prompts. The default budget isn't reduced to fit the prompt and includes reasoning tokens
Questions
Which is better for AI agents, Cohere Chat API (Command models) or Beam 1.0?
Cohere Chat API (Command models) scores 64.7 (B) on agent readiness against Beam 1.0's 53.4 (D), and leads in 6 of 7 scored categories.
Do Cohere Chat API (Command models) and Beam 1.0 need an API key?
Both need an API key.
Can an agent call Cohere Chat API (Command models) and Beam 1.0 without installing anything?
Yes. Cohere Chat API (Command models) has a hosted endpoint at https://api.cohere.com/v2/chat and Beam 1.0 at https://api.reflection.ai/openai/v1.
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- Cohere Chat API (Command models) vs GroqCloud
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- Cohere Chat API (Command models) vs Meta Model API
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- Cohere Chat API (Command models) vs Muse Spark Open
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- Cohere Chat API (Command models) vs OpenAI API
- Cohere Chat API (Command models) vs OpenRouter
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- Cohere Chat API (Command models) vs RouterPlus
- Cohere Chat API (Command models) vs SambaCloud
- Cohere Chat API (Command models) vs SiliconFlow
- Cohere Chat API (Command models) vs StepFun API
- Cohere Chat API (Command models) vs Vercel AI Gateway
- DeepInfra vs Beam 1.0
- DeepSeek API vs Beam 1.0
- Glimpse vs Beam 1.0
- Gemini Developer API vs Beam 1.0
- GroqCloud vs Beam 1.0
- Jais 3 vs Beam 1.0
- Meta Model API vs Beam 1.0
- Mistral AI API vs Beam 1.0
- Muse Spark Open vs Beam 1.0
- Novita AI vs Beam 1.0
- OpenAI API vs Beam 1.0
- OpenRouter vs Beam 1.0
- Prism Inference vs Beam 1.0
- Beam 1.0 vs RouterPlus
- Beam 1.0 vs SambaCloud
- Beam 1.0 vs SiliconFlow
- Beam 1.0 vs StepFun API
- Beam 1.0 vs Vercel AI Gateway
- Nemotron 3.5 Super VL vs Beam 1.0
Machine-readable
- This page as Markdown
/compare/cohere-chat-vs-reflection-beam.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/cohere-chat.json·/api/v1/tools/reflection-beam.json - From a terminal
anchor compare cohere-chat reflection-beam(the CLI) - Over MCP
compare_tools {"a": "cohere-chat", "b": "reflection-beam"}at/mcp, no key