# DeepSurface: 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/deepsurface

## 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% | 39 | 0% | 1 |

## What the models said for it

- "For MSPs, Action1 or DeepSurface get positive mentions for prioritization." (Grok 4.20, Vuln management)

## 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 | 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 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named DeepSurface, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- beaglesecurity.com: 1
- capterra.com: 1
- cert-in.org.in: 1
- cert.europa.eu: 1
- cisa.gov: 1
- csa.gov.sg: 1
- g2.com: 1
- harrywetherald.substack.com: 1
- iru.com: 1
- learn.microsoft.com: 1

### Pages cited

- https://beaglesecurity.com/blog/article/tenable-vs-qualys-vs-rapid7.html: 1
- https://capterra.com/vulnerability-management-software: 1
- https://cert-in.org.in/s2cMainServlet: 1
- https://cert.europa.eu/publications/security-advisories/2024-119/pdf: 1
- https://cisa.gov/news-events/alerts/2024/02/29/cisa-and-partners-release-advisory-threat-actors-exploiting-ivanti-connect-secure-and-policy-secure: 1
- https://cisa.gov/news-events/cybersecurity-advisories/aa24-060b: 1
- https://csa.gov.sg/alerts-and-advisories/advisories/ad-2024-003: 1
- https://g2.com/categories/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.