# Symbiotic Security: 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/symbiotic-security

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Secure code training](https://www.gane.ai/index/it/developer/secure-code-training/index.md) | 0% | 84 | 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 | 1 | 0 | 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 Symbiotic Security, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- application.security: 1
- decryptiondigest.com: 1
- ebool.com: 1
- gane.ai/index: 1
- omr.com: 1
- owasp.github.io: 1
- peerspot.com: 1
- securecodewarrior.com: 1
- securecodinghub.com: 1
- slashdot.org: 1

### Pages cited

- https://application.security/: 1
- https://application.security/faq: 1
- https://decryptiondigest.com/blog/developer-security-training-platform-comparison-safestack-secure-code-warrior-sans: 1
- https://ebool.com/secure-code-training-platforms: 1
- https://www.gane.ai/index/it/developer/secure-code-training: 1
- https://www.gane.ai/index/it/developer/secure-code-training/enterprise: 1
- https://omr.com/en/reviews/product/kontra: 1
- https://owasp.github.io/DevSecOpsGuideline/1-People/1-2-Training/1-2-1-Secure-coding: 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.