# OpenAI: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 12 judge labels across 6 categories by 7 of 14 models. Page: https://www.gane.ai/index/it/vendors/openai

## 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% | 21 | 0% | 3 |
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 0% | 138 | 100% | 3 |
| [AI security platforms](https://www.gane.ai/index/it/security/ai-security-platforms/index.md) | 0% | 201 | 100% | 2 |
| [LLM gateways and observability](https://www.gane.ai/index/it/it-data/llm-gateways-and-observability/index.md) | 0% | 54 | 0% | 2 |
| [AI coding assistants](https://www.gane.ai/index/it/developer/ai-coding-assistants/index.md) | 0% | 46 | 0% | 1 |
| [AI SOC agents](https://www.gane.ai/index/it/security/ai-soc-agents/index.md) | 0% | 98 | 100% | 1 |

## What the models said for it

- "ChatGPT Enterprise and Claude Enterprise lead" (Muse Glimmer 30B, Enterprise AI)
- "if you want the strongest general-purpose assistant for deep reasoning, drafting, analysis, and custom workflows" (GPT-5.4 mini, Enterprise AI)
- "Google Duet AI, OpenAI Enterprise, Anthropic, or platforms like Moveworks/ServiceNow" (Grok 4.20, Enterprise AI)

## And against it

- "rated high risk/D on BewareOf.ai): Often criticized for data retention, potential training on inputs (unless opted out), and opaque models. Avoid feeding sensitive security data" (Grok 4.20, AI security)
- "OpenAI's consumer FAQ notes ChatGPT consumer content can be stored and accessed under certain conditions, while its business/API offerings have different data controls." (GPT-5.4 mini, ML platforms)
- "While not saying avoid OpenAI entirely, be cautious about agents built directly on consumer-facing LLMs without proper enterprise isolation." (Kimi K2, AI SOC agents)
- "Using the web UI for heavy coding or sensitive data analysis poses privacy risks." (Qwen 3.7 Flash, ML platforms)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named OpenAI, from 33 of the 38 answers that named it (only the models that return a source list).

### Domains cited

- microsoft.com: 10
- openai.com: 9 (its own site)
- gane.ai/index: 6
- developers.openai.com: 5 (its own site)
- arxiv.org: 4
- cio.com: 4
- help.openai.com: 4 (its own site)
- upguard.com: 4
- ai.gov.uk: 3
- akamai.com: 3

### Pages cited

- https://developers.openai.com/api/docs/guides/your-data: 4
- https://ai.gov.uk/knowledge-hub/how-to/security: 3
- https://cio.com/article/4237060/what-happens-when-vendors-take-the-lead-on-agentic-ai.html: 3
- https://microsoft.com/en-us/copilot/solutions/enterprise: 3
- https://microsoft.com/en-us/security/security-insider/emerging-trends/ai-security-guide: 3
- https://openai.com/business-data: 3
- https://openai.com/enterprise-privacy: 3
- https://openai.com/security-and-privacy: 3

## In its own words

What OpenAI's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: Research & Deployment (https://openai.com/)
- For: businesses and enterprise plans (https://openai.com/business/pricing/)
- Price stated: $20/month if billed annually. $25/month if billed monthly. $100/month if billed annually. $125/month if billed monthly. Custom pricing (https://openai.com/business/pricing/)
- Starting price: 20 (https://openai.com/business/pricing/)
- Free plan or trial: The free version of ChatGPT is available to everyone. (https://openai.com/business/pricing/)
- Certifications: SOC 2 Type II, ISO 27001, ISO 27017, ISO 27018, ISO 27701, PCI DSS
- Hosting: US, EU, UK, JP, CA, KR, SG, IN
- Customers named: Morgan Stanley, PwC, Robinhood, Square, Zendesk, Amgen, Bain & Company, Datadog

## What it publishes

Every page openai.com exposes, read 2026-09-29: 10532 addresses. By kind, pages and the last 90 days:

- blog: 6 pages, 0 in the last 90 days, latest undated
- case study: 7 pages, 0 in the last 90 days, latest 2023-05-21
- webinar or virtual event: 1 pages, 0 in the last 90 days, latest undated
- conference or event: 7 pages, 0 in the last 90 days, latest 2023-04-27
- report or ebook: 26 pages, 0 in the last 90 days, latest 2023-01-12
- comparison: 125 pages, 0 in the last 90 days, latest 2022-08-01
- template or tool: 4 pages, 0 in the last 90 days, latest 2023-03-10
- glossary or explainer: 119 pages, 0 in the last 90 days, latest 2021-06-10
- podcast or video: 11 pages, 0 in the last 90 days, latest 2023-06-01
- news or press: 5 pages, 0 in the last 90 days, latest 2023-02-24
- Recent: 2023-06-01 podcast or video: 244671 https://community.openai.com/t/chat-and-summarize-youtube-videos-learn-from-lectures-podcasts-interviews-etc/244671
- Recent: 2023-05-21 case study: 221540 https://community.openai.com/t/real-world-problem-solved-with-chatgpt-just-a-success-story/221540
- Recent: 2023-04-27 conference or event: 181097 https://community.openai.com/t/gpt4-shows-up-in-personal-playground-but-cannot-access-using-api/181097
- Recent: 2023-03-27 case study: 123071 https://community.openai.com/t/case-study-for-om475-choosing-the-best-method-of-transportation/123071
- Recent: 2023-03-19 case study: 107055 https://community.openai.com/t/https-openai-com-customer-stories-inworld-ai/107055
- Recent: 2023-03-19 conference or event: 107153 https://community.openai.com/t/conference-on-ai-call-for-papers/107153

## 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.