# Autopilot SEO Tools: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/autopilot-seo-tools

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [SEO and content optimization platforms](https://www.gane.ai/index/gtm/marketing/seo-content-optimization/index.md) | 0% | 90 | 100% | 1 |

## And against it

- "These tools are widely considered dangerous scams." (Mistral Small, SEO)

## 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 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 1 | 1 |
| 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 | 0 | 0 | 0 |
| 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 Autopilot SEO Tools, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- gane.ai/index: 2
- linkedin.com: 2
- techradar.com: 2
- backlinko.com: 1
- developers.google.com: 1

### Pages cited

- https://www.gane.ai/index/gtm/marketing/seo-content-optimization/2026-09/enterprise: 2
- https://www.gane.ai/index/gtm/marketing/seo-content-optimization/smb: 2
- https://linkedin.com/posts/oliverhodgsonbusiness_autopilot-seo-tools-are-one-of-the-most-dangerous-activity-7449376024485576704-8ujW: 2
- https://techradar.com/news/best-seo-tool: 2
- https://backlinko.com/seo-services: 1
- https://developers.google.com/search/docs/fundamentals/third-party-seo: 1

## 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.