Assess
Cohere's Command model family -- now led by Command A (March 2025, 111B parameters, 256K context) -- is the strongest RAG-optimized model line in the market, with native citation generation, multi-step tool use, and enterprise deployment across AWS Bedrock, Oracle Cloud, and Azure.
Why It's in Assess
Cohere's Command family serves a specific enterprise niche that complements the coding-focused models elsewhere on this radar:
- RAG-first design: Built from the ground up for retrieval-augmented generation with in-line citations that mitigate hallucinations -- a feature no other model family matches natively
- Command A (111B): Current flagship with 256K context, 150% higher throughput than Command R+, runs on just 2x A100/H100 GPUs
- Command A Reasoning: Hybrid reasoning model with the strongest tool use performance in the family, proactive problem-solving for complex agentic tasks across 23 languages
- Multi-step tool use: The model can chain multiple tools across multiple steps to accomplish complex tasks autonomously
- Enterprise deployment options: AWS Bedrock, Oracle Cloud, Azure -- designed for regulated industries
It sits in Assess rather than Trial because:
- Command's strength is RAG and enterprise search, not software engineering -- teams building coding agents should look at Claude, GPT, or open-weight alternatives first
- Not competitive on SWE-bench or coding-specific benchmarks
- Pricing ($2.50/$10 per M tokens for R+) is higher than competitors for general-purpose use
The Command Family
| Model | Parameters | Context | Strength |
|---|---|---|---|
| Command A | 111B | 256K | Current flagship, RAG + agents |
| Command A Reasoning | 111B | 256K | Hybrid reasoning, strongest tool use |
| Command A Translate | — | — | SOTA translation across 23 languages |
| Command A Vision | — | — | Multimodal (image + text) |
| Command R+ | — | 128K | Previous flagship (Aug 2024 update) |
| Command R7B | 7B | — | Budget option ($0.0375/$0.15 per M) |
Supporting Models for RAG Pipelines
Cohere's RAG story extends beyond the Command models:
- Rerank 3.5: Improves search precision across 100+ languages and multiple data formats
- Embed 4: Most performant search embedding model in Cohere's lineup
Together, Command + Rerank + Embed form a complete RAG pipeline -- something no other provider offers as a first-party integrated stack.
When to Choose Cohere
Cohere's sweet spot is teams building:
- Enterprise knowledge systems with strict citation and hallucination requirements
- Multilingual RAG across 23+ languages with native translation
- Regulated industry deployments needing Bedrock/Azure/Oracle Cloud hosting
- High-volume search and retrieval where Command R7B's $0.0375/M input pricing is 3-27x cheaper than competitors
Key Characteristics
| Property | Value |
|---|---|
| Flagship model | Command A (111B, 256K context) |
| Budget model | Command R7B ($0.0375/M input) |
| Languages | 23+ (Command A Translate) |
| Deployment | Cohere Platform, AWS Bedrock, Oracle Cloud, Azure |
| Provider | Cohere |
| Latest release | Command A (March 2025) |