# Black Duck Polaris Platform: 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/black-duck-polaris-platform

## 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% | 52 | 50% | 2 |

## What the models said for it

- "Black Duck is cited as best for enterprise governance and license compliance" (Muse Glimmer 30B, SCA)

## And against it

- "users note it can be expensive and may be better suited for larger enterprises" (GLM 4.7 FlashX, SCA)

## 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 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Black Duck Polaris Platform, from 7 of the 7 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 7
- topbusinesssoftware.com: 4
- gane.ai/index: 3
- appsecengineer.com: 2
- forrester.com: 2
- growthmarketreports.com: 2
- raven.io: 2
- reddit.com: 2
- res.cloudinary.com: 2
- securecodewarrior.com: 2

### Pages cited

- https://topbusinesssoftware.com/categories/secure-code-training: 4
- https://g2.com/categories/secure-code-training/small-business: 3
- https://forrester.com/report/the-forrester-wave-tm-software-composition-analysis-software-q4-2024/RES181655: 2
- https://g2.com/categories/secure-code-training/enterprise: 2
- https://g2.com/categories/software-composition-analysis: 2
- https://www.gane.ai/index/it/developer/secure-code-training/enterprise: 2
- https://growthmarketreports.com/report/secure-coding-training-platform-market: 2
- https://raven.io/blog/best-software-composition-analysis-tools: 2

## 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.