# VulScan: 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/vulscan

## 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% | 68 | 0% | 1 |

## 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 | 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 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named VulScan, from 3 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- tenable.com: 2
- axis-intelligence.com: 1
- bigiron.cc: 1
- binarly.io: 1
- capterra.co.uk: 1
- checkmarx.com: 1
- cipherssecurity.com: 1
- cisa.gov: 1
- cyberriskalliance.com: 1
- defectdojo.com: 1

### Pages cited

- https://axis-intelligence.com/best-vulnerability-management-tools-tested: 1
- https://bigiron.cc/guides/self-hosted-vulnerability-scanner-openvas-vs-greenbone-2026: 1
- https://binarly.io/articles/vulnerability-management-tools: 1
- https://capterra.co.uk/directory/32775/vulnerability-scanner/software: 1
- https://checkmarx.com/gartner_magic_quadrant_2025_report: 1
- https://cipherssecurity.com/best-vuln-management-tools-enterprise-2026: 1
- https://cisa.gov/audiences/small-and-medium-businesses/secure-your-business/smb-resources: 1
- https://cyberriskalliance.com/press-release/enterprise-level-weaknesses-and-system-exposures-prompt-more-aggressive-vulnerability-management: 1

## In its own words

What VulScan's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: Passive security scanner for your domain. (https://vulscan.app/)
- Price stated: No signup, free. (https://vulscan.app/)
- Starting price: 0 (https://vulscan.app/)
- Free plan or trial: No signup, free. (https://vulscan.app/)

## What it publishes

Every page vulscan.app exposes, read 2026-09-29: 234 addresses. By kind, pages and the last 90 days:

- comparison: 6 pages, 0 in the last 90 days, latest undated

## 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.