# ChatGPT: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 76 judge labels across 6 categories by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/chatgpt

## 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) | 20% | 2 | 18% | 61 |
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 0% | 140 | 100% | 4 |
| [AI coding assistants](https://www.gane.ai/index/it/developer/ai-coding-assistants/index.md) | 0% | 71 | 67% | 3 |
| [AI IT support agents](https://www.gane.ai/index/it/operations/ai-it-support-agents/index.md) | 0% | 153 | 100% | 3 |
| [AI security platforms](https://www.gane.ai/index/it/security/ai-security-platforms/index.md) | 0% | 205 | 100% | 3 |
| [DDI and IP address management](https://www.gane.ai/index/it/network/ddi-and-ipam/index.md) | 0% | 112 | 100% | 2 |

## What the models said for it

- "No suite lock-in and want the lowest predictable enterprise seat: ChatGPT Business or Claude Team at ~ $20/user/mo annual" (Muse Glimmer 30B, Enterprise AI)
- "For most budget-conscious companies, ChatGPT Business is the safest, most capable choice at $20/user/month" (DeepSeek V4 Flash, Enterprise AI)
- "Choose ChatGPT Enterprise if you want the most flexible general-purpose enterprise assistant." (GPT-5.4 mini, Enterprise AI)
- "If you want the lowest cost and maximum flexibility, ChatGPT Business is likely the best fit." (Mistral Small, Enterprise AI)

## And against it

- "Public Generative AI (e.g., ChatGPT, Gemini) for Sensitive IT Tasks Why to avoid: While useful for brainstorming, using public AI models for internal IT operations is dangerous." (GLM 4.7 FlashX, AI IT agents)
- "Public Consumer-Facing Tools (e.g., OpenAI's ChatGPT, Google's Gemini/Bard, Anthropic's Claude in free/public modes): Why cautious? High risk of data leakage" (Grok 4.20, ML platforms)
- "You cannot control what data you input... avoid using public SaaS AI tools unless you've reviewed their data handling policies" (GLM 4.7 FlashX, ML platforms)
- "Large language models for DDI screening... ChatGPT identified 439, Gemini 1556, and Copilot 1813 potential interactions" (Muse Glimmer 30B, DDI and IPAM)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 1 | 0 | 3 |
| GPT-5.4 mini | 2 | 2 | 0 | 0 | 4 |
| Gemini 3.5 Flash | 0 | 4 | 0 | 1 | 5 |
| Perplexity Sonar | 0 | 1 | 0 | 3 | 4 |
| Grok 4.20 | 0 | 2 | 0 | 3 | 5 |
| Mistral Small | 1 | 2 | 0 | 3 | 6 |
| DeepSeek V4 Flash | 1 | 4 | 0 | 2 | 7 |
| Llama 4 Maverick | 1 | 0 | 3 | 1 | 5 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 1 | 3 |
| Kimi K2 | 1 | 3 | 1 | 1 | 6 |
| GLM 4.7 FlashX | 1 | 3 | 1 | 5 | 10 |
| MiniMax M2.5 | 0 | 3 | 0 | 1 | 4 |
| GPT-6 Luna | 3 | 3 | 0 | 1 | 7 |
| Muse Glimmer 30B | 3 | 1 | 0 | 3 | 7 |

## Sources returned with these answers

The sites and pages cited by the answers that named ChatGPT, from 195 of the 210 answers that named it (only the models that return a source list).

### Domains cited

- microsoft.com: 77
- coworker.ai: 68
- gane.ai/index: 59
- openai.com: 42
- slite.com: 40
- perceptis.ai: 33
- g2.com: 30
- resources.rework.com: 23
- moveworks.com: 21
- bestaiforenterprises.com: 20

### Pages cited

- https://coworker.ai/blog/best-enterprise-ai-assistant-2026: 53
- https://perceptis.ai/blog/best-enterprise-ai-software-in-2026-top-tools-by-category: 33
- https://www.gane.ai/index/it/it-data/enterprise-ai-assistants/smb: 24
- https://microsoft.com/en-us/copilot/solutions/enterprise: 24
- https://slite.com/learn/ai-assistants-for-business: 23
- https://microsoft.com/en-us/copilot/resources/compete: 22
- https://openai.com/enterprise: 19
- https://viewpointanalysis.com/post/enterprise-ai-assistant-options-2026: 19

## 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.