# Evolve Security: 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/evolve-security

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Penetration testing as a service](https://www.gane.ai/index/it/security/penetration-testing-as-a-service/index.md) | 0% | 86 | 0% | 1 |

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| 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 | 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 Evolve Security, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- beaglesecurity.com: 2
- getastra.com: 2
- redsentry.com: 2
- softwaresecured.com: 2
- synack.com: 2
- underdefense.com: 2
- deepstrike.io: 1
- hackernoon.com: 1
- qualysec.com: 1
- redbotsecurity.com: 1

### Pages cited

- https://beaglesecurity.com/blog/article/top-penetration-testing-companies.html: 2
- https://getastra.com/blog/penetration-testing/companies: 2
- https://redsentry.com/resources/blog/best-penetration-testing-companies: 2
- https://softwaresecured.com/post/top-10-penetration-testing-vendors: 2
- https://synack.com/blog/best-penetration-testing-companies: 2
- https://underdefense.com/blog/penetration-testing-services: 2
- https://deepstrike.io/blog/top-penetration-testing-companies: 1
- https://deepstrike.io/blog/top-penetration-testing-companies-us: 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.