# Garak: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/garak

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [AI security platforms](https://www.gane.ai/index/it/security/ai-security-platforms/index.md) | 4% | 14 | 0% | 2 |

## What the models said for it

- "paired with Garak (for security testing). This combination gives you standard enterprise-grade LLM security at $0 in vendor licensing costs" (Gemini 3.5 Flash, AI security)
- "the most suitable tool for a mid-sized B2B company would be Garak, as it is an LLM vulnerability scanner" (Llama 4 Maverick, 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 | 1 | 0 | 0 | 0 | 1 |
| 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 | 1 | 0 | 0 | 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 Garak, from 3 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- aimultiple.com: 2
- github.com: 2
- owasp.github.io: 2
- safeguard.sh: 2
- acronis.com: 1
- ai-industry-reviews.com: 1
- aitoolfinder.ai: 1
- apis.io: 1
- aws.amazon.com: 1
- bluehost.com: 1

### Pages cited

- https://aimultiple.com/llm-security-tools: 2
- https://github.com/wearetyomsmnv/Awesome-LLMSecOps: 2
- https://owasp.github.io/DevSecOpsGuideline/2-Process/2-4-Test/2-4-6-AI-LLM-Application-Security-Testing: 2
- https://safeguard.sh/resources/blog/best-llm-security-tools-2026: 2
- https://acronis.com/en/blog/posts/best-ai-security-tools-smb: 1
- https://ai-industry-reviews.com/reviews/lakera: 1
- https://aitoolfinder.ai/tools/lakera-guard: 1
- https://apis.io/plans/lakera-ai/lakera-ai-plans-pricing: 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.