# Saner CVEM: 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/saner-cvem

## 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% | 65 | 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 Saner CVEM, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- ninjaone.com: 2
- vicarius.io: 2
- action1.com: 1
- axis-intelligence.com: 1
- benquan.hk: 1
- binarly.io: 1
- blog.scalefusion.com: 1
- checkmarx.com: 1
- ciopages.com: 1
- cipherssecurity.com: 1

### Pages cited

- https://ninjaone.com/blog/best-vulnerability-management-tools: 2
- https://vicarius.io/articles/top-three-alternatives-to-tenable: 2
- https://action1.com/blog/best-vulnerability-remediation-tools-software-in-2026: 1
- https://axis-intelligence.com/best-vulnerability-management-tools-tested: 1
- https://benquan.hk/article-tenable-vs-qualys-vulnerability-management-buying-guide.html: 1
- https://binarly.io/articles/vulnerability-management-tools: 1
- https://blog.scalefusion.com/best-vulnerability-management-tools: 1
- https://checkmarx.com/gartner_magic_quadrant_2025_report: 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.