# Bionic: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/it/vendors/bionic

## 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% | 67 | 33% | 3 |

## And against it

- "Treat acquired offerings—such as Bionic/CrowdStrike, Dazz/Wiz, and similar platform integrations—with caution until the vendor demonstrates a stable roadmap" (Perplexity Sonar, ASPM)

## 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 | 1 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| 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 Bionic, from 5 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- csoonline.com: 4
- checkmarx.com: 3
- g2.com: 3
- gbhackers.com: 3
- expertinsights.com: 2
- github.com: 2
- guideflow.com: 2
- orca.security: 2
- startupstash.com: 2
- store.frost.com: 2

### Pages cited

- https://csoonline.com/article/4041891/aspm-buyers-guide-seven-products-to-help-secure-your-applications.html: 3
- https://gbhackers.com/best-aspm-compared: 3
- https://checkmarx.com/learn/appsec-vendors/ultimate-snyk-solution-overview-and-10-alternatives-to-consider: 2
- https://checkmarx.com/learn/aspm/best-aspm-tools-5-platforms-to-watch-in-2026: 2
- https://expertinsights.com/application-security/the-top-application-security-posture-management-aspm-tools: 2
- https://g2.com/categories/application-security-posture-management-aspm/enterprise: 2
- https://guideflow.com/blog/aspm-software: 2
- https://startupstash.com/top-tools-application-security-posture-management: 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.