# Prelude Operator: 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/prelude-operator

## 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% | 29 | 0% | 2 |

## What the models said for it

- "Prelude Operator is a community driven Caldera fork with additional automation." (Muse Glimmer 30B, BAS)

## 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 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

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

### Domains cited

- startupstash.com: 4
- bcs365.com: 3
- g2.com: 3
- github.com: 3
- ambisure.com: 2
- comparitech.com: 2
- csoonline.com: 2
- horizon3.ai: 2
- sourceforge.net: 2
- arxiv.org: 1

### Pages cited

- https://startupstash.com/best-breach-and-attack-simulation-tools: 4
- https://bcs365.com/insights/breach-and-attack-simulation-pricing: 3
- https://ambisure.com/blog/best-breach-and-attack-simulation-tools-in-2026: 2
- https://comparitech.com/net-admin/best-bas-tools: 2
- https://csoonline.com/article/2132289/breach-and-attack-simulation-tools.html: 2
- https://sourceforge.net/software/breach-and-attack-simulation-bas/for-small-business: 2
- https://arxiv.org/html/2003.01518v2: 1
- https://atomicredteam.io/: 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.