# HP Fortify: 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/hp-fortify

## 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% | 71 | 100% | 2 |

## And against it

- "Frequently called out in reviews for being resource-heavy, producing noisy output, or having high setup/maintenance costs" (Grok 4.20, SAST)
- "You likely don't have the massive engineering resources required to tune an Enterprise-grade scanner (like HP Fortify)" (Qwen 3.7 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 | 1 | 1 |
| 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 | 1 | 1 |
| 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 HP Fortify, from 1 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- arxiv.org: 1
- checkmarx.com: 1
- dev.to: 1
- dl.acm.org: 1
- pmc.ncbi.nlm.nih.gov: 1

### Pages cited

- https://arxiv.org/pdf/2609.01669: 1
- https://checkmarx.com/learn/sast/open-source-vs-premium-sast-tools: 1
- https://dev.to/rahulxsingh/i-reviewed-32-sast-tools-the-ones-worth-using-283e: 1
- https://dl.acm.org/doi/fullHtml/10.1145/3674805.3690750: 1
- https://pmc.ncbi.nlm.nih.gov/articles/PMC12190248: 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.