# PyRIT: 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/pyrit

## 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% | 161 | 0% | 1 |

## 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 | 1 | 0 | 1 |
| 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 PyRIT, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- github.com: 2
- aimultiple.com: 1
- akamai.com: 1
- checkpoint.com: 1
- cloudflare.com: 1
- docs.litellm.ai: 1
- f5.com: 1
- fruggr.io: 1
- genai.owasp.org: 1
- globenewswire.com: 1

### Pages cited

- https://aimultiple.com/llm-security-tools: 1
- https://akamai.com/resources/white-paper/what-is-shadow-ai: 1
- https://checkpoint.com/cyber-hub/tools-vendors/top-llm-security-tools-in-2026: 1
- https://cloudflare.com/enterprise: 1
- https://docs.litellm.ai/docs/proxy/guardrails/guardrails_ai: 1
- https://f5.com/company/news/press-releases/f5-ai-security-platform-control-enterprise-risk: 1
- https://fruggr.io/en/shadow-ai: 1
- https://genai.owasp.org/ai-security-solutions-landscape: 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.