# Strobes: 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/strobes

## 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) | 0% | 62 | 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 Strobes, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- aikido.dev: 1
- csoonline.com: 1
- g2.com: 1
- github.com: 1
- peerspot.com: 1
- sourceforge.net: 1
- startupstash.com: 1
- veracode.com: 1

### Pages cited

- https://aikido.dev/comparison/aspm-alternative: 1
- https://csoonline.com/article/4041891/aspm-buyers-guide-seven-products-to-help-secure-your-applications.html: 1
- https://g2.com/categories/application-security-posture-management-aspm/mid-market: 1
- https://github.com/ishandutta2007/Awesome-SaaS-Security-Posture-Management/blob/main/README.md: 1
- https://peerspot.com/products/comparisons/mend-io_vs_software-risk-manager-aspm: 1
- https://sourceforge.net/software/application-security-posture-management-aspm/for-mid-size-business: 1
- https://startupstash.com/top-tools-application-security-posture-management: 1
- https://veracode.com/blog/application-security-posture-management-vendors-guide: 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.