# Fluid Attacks: 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/fluid-attacks

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Static application security testing](https://www.gane.ai/index/it/developer/static-application-security-testing/index.md) | 0% | 26 | 0% | 2 |

## 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 | 1 | 0 | 1 |
| 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 Fluid Attacks, from 4 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- checkmarx.com: 4
- fluidattacks.com: 4 (its own site)
- safeguard.sh: 3
- derscanner.com: 2
- open.metu.edu.tr: 2
- securityboulevard.com: 2
- zeropath.com: 2
- aikido.dev: 1
- appsecsanta.com: 1
- blackduck.com: 1

### Pages cited

- https://checkmarx.com/learn/sast/open-source-vs-premium-sast-tools: 4
- https://fluidattacks.com/blog/top-10-sast-tools: 4
- https://derscanner.com/blog/top-10-sast-tools-in-2026-coverage-deployment-and-developer-trust: 2
- https://open.metu.edu.tr/bitstream/handle/11511/119092/Thesis-April_Final.pdf: 2
- https://safeguard.sh/resources/blog/best-sast-tools-for-enterprise-applications: 2
- https://securityboulevard.com/2025/06/best-sast-tools-top-10-solutions-compared: 2
- https://zeropath.com/blog/best-sast-tools: 2
- https://aikido.dev/blog/top-sast-tools: 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.