# Copilot: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 2 categories by 5 of 14 models. Page: https://www.gane.ai/index/it/vendors/copilot

## 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% | 147 | 100% | 4 |
| [DDI and IP address management](https://www.gane.ai/index/it/network/ddi-and-ipam/index.md) | 0% | 105 | 100% | 1 |

## And against it

- "Large language models for DDI screening... Copilot 1813 potential interactions" (Muse Glimmer 30B, DDI and IPAM)
- "personal ChatGPT, Claude, Gemini, or Copilot accounts. Don't assume their data protections match an organization's business or enterprise plan." (GPT-6 Luna, Enterprise AI)
- "Microsoft Copilot deployments with weak permission hygiene. Copilot can amplify existing oversharing" (Perplexity Sonar, Enterprise AI)
- "Microsoft Copilot for 365 (especially if not properly configured) ... Risk Level: Medium-High" (DeepSeek V4 Flash, 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 | 1 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 1 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 1 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 1 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Copilot, from 14 of the 16 answers that named it (only the models that return a source list).

### Domains cited

- microsoft.com: 6
- coworker.ai: 4
- learn.microsoft.com: 4
- openai.com: 4
- gane.ai/index: 3
- github.com: 3
- moveworks.com: 3
- perceptis.ai: 3
- slite.com: 3
- upguard.com: 3

### Pages cited

- https://github.com/druce/governance/blob/master/wiki/categories/enterprise-ai-assistant.md: 3
- https://perceptis.ai/blog/best-enterprise-ai-software-in-2026-top-tools-by-category: 3
- https://slite.com/learn/ai-assistants-for-business: 3
- https://upguard.com/blog/enterprise-ai-security-index: 3
- https://adminit.ucdavis.edu/tech-tips/readai: 2
- https://aiagentsquare.com/blog/best-ai-agents-by-company-size: 2
- https://akamai.com/site/en/documents/state-of-the-internet/2026/enterprise-ai-risk-report.pdf: 2
- https://cio.com/article/4237060/what-happens-when-vendors-take-the-lead-on-agentic-ai.html: 2

## 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.