# PentestGPT: 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/it/vendors/pentestgpt

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [AI security platforms](https://www.gane.ai/index/it/security/ai-security-platforms/index.md) | 0% | 190 | 100% | 1 |

## And against it

- "Caution with: Early-stage penetration testing tools (e.g., early iterations of PentestGPT ...)." (Qwen 3.7 Flash, AI security)

## 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 | 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 | 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 PentestGPT, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- adaptivesecurity.com: 1
- arunbaby.com: 1
- asc.alabama.gov: 1
- cautellus.com: 1
- checkpoint.com: 1
- crn.com: 1
- csoonline.com: 1
- fortune.com: 1
- gane.ai/index: 1
- github.com: 1

### Pages cited

- https://adaptivesecurity.com/: 1
- https://arunbaby.com/ai-security/0007-ai-security-incidents-2024-2025-field-report: 1
- https://asc.alabama.gov/wp-content/uploads/2024/07/Investor-Alert-AI-and-Investment-Fraud.pdf: 1
- https://cautellus.com/scams/ai-scams: 1
- https://checkpoint.com/cyber-hub/tools-vendors/best-ai-security-companies-in-2026: 1
- https://crn.com/news/channel-news/2025/the-10-most-controversial-companies-of-2025: 1
- https://csoonline.com/article/3518733/ai-spm-buyers-guide-artificial-intelligence-security-posture-management-tools-compared.html: 1
- https://fortune.com/2025/12/04/companies-are-increasingly-falling-victim-to-ai-impersonation-scams-this-startup-just-raised-28m-to-stop-deepfakes-in-real-time: 1

## 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.