# Arnica: 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/arnica

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Application security posture management](https://www.gane.ai/index/it/developer/application-security-posture-management/index.md) | 2% | 17 | 50% | 2 |

## What the models said for it

- "I'd generally recommend Arnica or Veracode Risk Manager as the first places to look, with a slight lean toward Arnica" (GPT-5.4 mini, ASPM)

## And against it

- "I would be *most cautious* of: Arnica (GitHub lock-in, no runtime)" (DeepSeek V4 Flash, ASPM)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 1 | 0 | 0 | 0 | 1 |
| 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 Arnica, from 5 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- csoonline.com: 4
- g2.com: 4
- checkmarx.com: 3
- cycode.com: 2
- github.com: 2
- ox.security: 2
- peerspot.com: 2
- aikido.dev: 1
- arnica.io: 1
- blog.gitguardian.com: 1

### Pages cited

- https://csoonline.com/article/4041891/aspm-buyers-guide-seven-products-to-help-secure-your-applications.html: 4
- https://g2.com/categories/application-security-posture-management-aspm/enterprise: 3
- https://g2.com/categories/application-security-posture-management-aspm: 2
- http://securityhorror.blogspot.com/search/label/Back%20Door: 1
- https://aikido.dev/blog/aspm-features-and-capabilities: 1
- https://arnica.io/blog/application-security-posture-management-guide: 1
- https://blog.gitguardian.com/good-application-security-posture-requires-good-data: 1
- https://checkmarx.com/learn/appsec/aspm-best-practices-for-2024-2025: 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.