# pip-audit: 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/pip-audit

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Software composition analysis](https://www.gane.ai/index/it/developer/software-composition-analysis/index.md) | 0% | 51 | 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 | 1 | 0 | 1 |
| 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 pip-audit, from 1 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- bito.ai: 1
- checkmarx.com: 1
- corewin.ua: 1
- dependency-check.github.io: 1
- endorlabs.com: 1
- hackerone.com: 1
- kiuwan.com: 1
- mend.io: 1
- owasp.org: 1
- ox.security: 1

### Pages cited

- https://bito.ai/blog/owasp-dependency-check: 1
- https://checkmarx.com/learn/sca/types-of-sca-tools: 1
- https://checkmarx.com/learn/software-composition-analysis/software-composition-analysis-sca: 1
- https://corewin.ua/en/blog-en/owasp-dependency-check: 1
- https://dependency-check.github.io/DependencyCheck: 1
- https://endorlabs.com/learn/best-sca-tools-05b7a: 1
- https://hackerone.com/knowledge-center/owasp-dependency-check-how-it-works-benefits-and-proscons: 1
- https://kiuwan.com/blog/software-composition-analysis-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.