# Black Duck (Coverity) Secure Coding: 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/black-duck-coverity-secure-coding

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Secure code training](https://www.gane.ai/index/it/developer/secure-code-training/index.md) | 0% | 89 | 100% | 1 |

## And against it

- "Very limited data; tied to a heavy static‑analysis suite." (GLM 4.7 FlashX, Secure code training)

## 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 | 1 | 1 |
| 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 Black Duck (Coverity) Secure Coding, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- arxiv.org: 1
- comparitech.com: 1
- coursereport.com: 1
- gane.ai/index: 1
- guruteamirl.com: 1
- home.cern: 1
- nobleprog.mo: 1
- owasp.github.io: 1
- ransomleak.com: 1
- securecodinghub.com: 1

### Pages cited

- https://arxiv.org/pdf/2102.10432v1: 1
- https://comparitech.com/net-admin/best-secure-code-training-tools: 1
- https://coursereport.com/courses/cybersecurity-online-part-time-bootcamp-coding-dojo/reviews: 1
- https://coursereport.com/courses/cybersecurity-part-time-kable-academy/reviews: 1
- https://coursereport.com/courses/cybersecurity-remote-bootcamp-code-for-all_/reviews: 1
- https://www.gane.ai/index/it/developer/secure-code-training: 1
- https://guruteamirl.com/security/secure-coding.1224.html: 1
- https://home.cern/computer-security-secdevops-tips: 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.