# ChatGPT: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 24 judge labels across 8 categories by 10 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/chatgpt

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [AI marketing agents](https://www.gane.ai/index/gtm/marketing/ai-marketing-agents/index.md) | 8% | 2 | 0% | 9 |
| [Proposal software](https://www.gane.ai/index/gtm/revops/proposal-software/index.md) | 0% | 69 | 100% | 4 |
| [RFP response software](https://www.gane.ai/index/gtm/sales/rfp-response-software/index.md) | 0% | 64 | 67% | 3 |
| [Chatbots and conversational AI for support](https://www.gane.ai/index/gtm/customer/chatbots-and-conversational-ai-for-support/index.md) | 0% | 95 | 50% | 2 |
| [Competitive intelligence tools](https://www.gane.ai/index/gtm/marketing/competitive-intelligence/index.md) | 0% | 98 | 100% | 2 |
| [Content marketing platforms](https://www.gane.ai/index/gtm/marketing/content-marketing-platforms/index.md) | 0% | 61 | 0% | 2 |
| [Address verification tools](https://www.gane.ai/index/gtm/gtm-data/address-verification/index.md) | 0% | 58 | 100% | 1 |
| [Knowledge base and self-service](https://www.gane.ai/index/gtm/customer/knowledge-base-and-self-service/index.md) | 0% | 102 | 100% | 1 |

## What the models said for it

- "Start with the Mailchimp Free Plan for emails and ChatGPT Free for writing. This covers 80% of a small business's needs at $0 cost." (GLM 4.7 FlashX, AI marketing agents)
- "The Best "Generalist" Agent: ChatGPT (or Claude) ... this is your base agent" (Qwen 3.7 Flash, AI marketing agents)
- "Best Overall Value & Versatility: ChatGPT Plus or Claude Projects" (Gemini 3.5 Flash, AI marketing agents)
- "ChatGPT Free - for content and brainstorming" (MiniMax M2.5, AI marketing agents)

## And against it

- "ChatGPT, Claude, and Gemini are not, by themselves, customer-support platforms with ticketing, controlled knowledge access, routing, or operational handoff." (Perplexity Sonar, Support chatbots)
- "such as those using Large Language Models (LLMs) like ChatGPT, Claude, Gemini, and Deepseek, can be unpredictable and inaccurate" (Llama 4 Maverick, Address verification)
- "Be cautious with general-purpose AI tools like ChatGPT (or similar LLMs from OpenAI, Anthropic, Google, etc.) for RFP responses." (Grok 4.20, RFP response)
- "not suitable for managing governed RFP responses, especially when it comes to accuracy, approvals, and auditability" (Llama 4 Maverick, RFP response)

## 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 | 1 | 1 | 1 | 1 | 4 |
| Perplexity Sonar | 0 | 0 | 0 | 1 | 1 |
| Grok 4.20 | 0 | 1 | 0 | 3 | 4 |
| Mistral Small | 0 | 1 | 0 | 1 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 3 | 3 |
| Qwen 3.7 Flash | 1 | 0 | 1 | 0 | 2 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 1 | 0 | 1 | 1 | 3 |
| MiniMax M2.5 | 1 | 0 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 2 | 1 | 3 |

## Sources returned with these answers

The sites and pages cited by the answers that named ChatGPT, from 58 of the 62 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 15
- gane.ai/index: 14
- kite.ai: 11
- fitsmallbusiness.com: 10
- capterra.com: 9
- blog.hubspot.com: 8
- linkedin.com: 8
- simplified.com: 7
- toolradar.com: 7
- tribble.ai: 6

### Pages cited

- https://fitsmallbusiness.com/best-ai-marketing-tools: 6
- https://www.gane.ai/index/gtm/marketing/ai-marketing-agents/smb: 6
- https://kite.ai/blog/best-ai-marketing-agents: 6
- https://simplified.com/blog/marketing/best-ai-marketing-agents: 6
- https://blog.hubspot.com/marketing/ai-marketing-tools: 5
- https://kite.ai/blog/the-best-ai-marketing-automation-tools-for-small-teams.md: 5
- https://marblism.com/blog/best-ai-agents-for-small-business: 5
- https://searchlab.nl/en/guides/best-ai-marketing-tools-small-business: 5

## In its own words

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

- Positioning: A secure workspace with company context and flexible seat types for any budget. (https://openai.com/business/pricing/)
- For: businesses and enterprise customers (https://openai.com/business/pricing/)
- Price stated: Standard seat: $20/ month; Premium seat: $100/ month; Enterprise: 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
- Hosting: US, EU, UK, JP, CA, KR, SG, IN
- Customers named: Morgan Stanley, PwC, Robinhood, Square, Zendesk, Amgen, Bain & Company, Datadoghq

## Record

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