# Graudit: 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/graudit

## 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% | 64 | 100% | 1 |

## And against it

- "Graudit had zero true positives (TP) for Java applications" (DeepSeek V4 Flash, SAST)

## 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 | 1 | 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 Graudit, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- bura.brunel.ac.uk: 2
- checkmarx.com: 2
- dl.acm.org: 2
- github.com: 2
- pixee.ai: 2
- pmc.ncbi.nlm.nih.gov: 2
- aikido.dev: 1
- aisle.com: 1
- appsecsanta.com: 1
- arxiv.org: 1

### Pages cited

- https://bura.brunel.ac.uk/bitstream/2438/30374/1/FullText.pdf: 2
- https://pixee.ai/sast: 2
- https://pmc.ncbi.nlm.nih.gov/articles/PMC10535982: 2
- https://aikido.dev/blog/top-enterprise-sast-tools: 1
- https://aisle.com/ai-sast: 1
- https://appsecsanta.com/sast-tools/enterprise-sast-tools: 1
- https://arxiv.org/html/2601.22952v2: 1
- https://augmentcode.com/tools/enterprise-sast-tools-large-teams-field-guide: 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.