# Vulcan Cyber: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 2 categories by 3 of 14 models. Page: https://www.gane.ai/index/it/vendors/vulcan-cyber

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Vulnerability management platforms](https://www.gane.ai/index/it/security/vulnerability-management-platforms/index.md) | 0% | 35 | 0% | 2 |
| [Compliance automation](https://www.gane.ai/index/it/security/compliance-automation/index.md) | 0% | 49 | 0% | 1 |

## What the models said for it

- "Best for: Remediation orchestration and workflow management" (DeepSeek V4 Flash, Vuln management)
- "Security-Focused: Vulcan or Centraleyes." (Grok 4.20, Compliance automation)

## 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 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| 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 Vulcan Cyber, from 6 of the 6 answers that named it (only the models that return a source list).

### Domains cited

- orca.security: 3
- securityboulevard.com: 3
- vicarius.io: 3
- g2.com: 2
- applytosupply.digitalmarketplace.service.gov.uk: 1
- axis-intelligence.com: 1
- blog.scalefusion.com: 1
- checkmarx.com: 1
- ciopages.com: 1
- cisotribune.com: 1

### Pages cited

- https://orca.security/resources/blog/best-vulnerability-management-tools: 3
- https://securityboulevard.com/2024/06/top-15-vulnerability-management-tools-for-your-business: 2
- https://vicarius.io/articles/top-5-solutions-for-vulnerability-management: 2
- https://applytosupply.digitalmarketplace.service.gov.uk/g-cloud/services/618601209852699: 1
- https://axis-intelligence.com/best-vulnerability-management-tools-tested: 1
- https://blog.scalefusion.com/best-vulnerability-management-tools: 1
- https://checkmarx.com/learn/appsec/vulnerability-management-tools-key-features-and-12-solutions-to-know: 1
- https://ciopages.com/buyer-guides/vulnerability-management: 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.