# Prelude: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/it/vendors/prelude

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Breach and attack simulation](https://www.gane.ai/index/it/security/breach-and-attack-simulation/index.md) | 0% | 28 | 0% | 3 |

## 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 | 1 | 0 | 1 |
| 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 | 1 | 0 | 1 |
| 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 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Prelude, from 4 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- securityopswire.com: 4
- socradar.io: 4
- csoonline.com: 3
- g2.com: 3
- sourceforge.net: 3
- techtarget.com: 3
- appsecure.security: 2
- patrowl.io: 2
- picussecurity.com: 2
- attackiq.com: 1

### Pages cited

- https://securityopswire.com/best-breach-and-attack-simulation-tools: 4
- https://socradar.io/blog/top-10-breach-and-attack-simulation-bas-software-2024: 4
- https://csoonline.com/article/2132289/breach-and-attack-simulation-tools.html: 3
- https://sourceforge.net/software/breach-and-attack-simulation-bas: 3
- https://techtarget.com/news/Pros-and-cons-of-7-breach-and-attack-simulation-tools/837268: 3
- https://appsecure.security/blog/best-breach-and-attack-simulation-companies: 2
- https://g2.com/categories/breach-and-attack-simulation-bas: 2
- https://patrowl.io/en/ressources/comparisons/best-automated-pentest-tools: 2

## 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.