# Cohere: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 3 categories by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/cohere

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Enterprise AI assistants](https://www.gane.ai/index/it/it-data/enterprise-ai-assistants/index.md) | 0% | 61 | 0% | 1 |
| [LLM gateways and observability](https://www.gane.ai/index/it/it-data/llm-gateways-and-observability/index.md) | 0% | 68 | 0% | 1 |
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 0% | 76 | 0% | 1 |

## What the models said for it

- "Cohere Enterprise for customizable, private deployments" (Grok 4.20, Enterprise AI)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 2 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Cohere, from 2 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- aws.amazon.com: 1
- concordusa.com: 1
- corporate.ai: 1
- customgpt.ai: 1
- dl.acm.org: 1
- hypersense-software.com: 1
- nervico.com: 1
- netskope.com: 1
- polestaranalytics.com: 1
- stackai.com: 1

### Pages cited

- https://aws.amazon.com/blogs/machine-learning/governing-the-ml-lifecycle-at-scale-part-1-a-framework-for-architecting-ml-workloads-using-amazon-sagemaker: 1
- https://concordusa.com/blog/ai-gone-wrong-5-enterprise-ai-horror-stories: 1
- https://corporate.ai/blog/enterprise-ai-vendor-soc2-compliance-guide: 1
- https://customgpt.ai/soc-2-compliance-sso: 1
- https://dl.acm.org/doi/abs/10.1145/3759023.3759105: 1
- https://hypersense-software.com/blog/2025/09/04/enterprise-ai-playbook-part-3-infrastructure-implementation: 1
- https://nervico.com/en/blog/security-privacy-enterprise-ai-assistants: 1
- https://netskope.com/blog/ai-assistants-a-new-challenge-for-cisos: 1

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.