# SANS Developer Security Training: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 9 judge labels across 1 category by 6 of 14 models. Page: https://www.gane.ai/index/it/vendors/sans-developer-security-training

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Secure code training](https://www.gane.ai/index/it/developer/secure-code-training/index.md) | 2% | 11 | 22% | 9 |

## What the models said for it

- "SANS and Veracode are both excellent choices, with SANS being particularly strong for deep, hands-on training" (Mistral Small, Secure code training)
- "SANS Developer Security Training, e.g. SEC522, is an advanced web, API, and microservices curriculum for practitioners who need deep applied skills" (Muse Glimmer 30B, Secure code training)
- "For a smaller number of specialists who need intensive instruction, SANS offers developer-focused training with hands-on labs." (GPT-6 Luna, Secure code training)
- "Choose this when instructor-led depth and high-end practitioner training matter more than scalability or price" (Perplexity Sonar, Secure code training)

## And against it

- "Higher cost and less scalable for training every developer; not primarily a continuous in-workflow platform." (Perplexity Sonar, Secure code training)
- "Treat them cautiously if you need continuous, developer-specific practice rather than occasional courses." (Perplexity Sonar, Secure code training)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 1 | 0 | 2 | 3 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 1 | 0 | 0 | 0 | 1 |
| 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 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 1 | 1 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named SANS Developer Security Training, from 26 of the 26 answers that named it (only the models that return a source list).

### Domains cited

- sans.org: 17 (its own site)
- gane.ai/index: 13
- veracode.com: 12
- guideflow.com: 9
- securityjourney.com: 9
- sourceforge.net: 9
- g2.com: 8
- securecodewarrior.com: 8
- aws.amazon.com: 7
- owasp.github.io: 7

### Pages cited

- https://sans.org/for-organizations/workforce/risk-management/developer: 16
- https://veracode.com/developers/training: 12
- https://sans.org/for-organizations/workforce/risk-management/developer/hands-on: 11
- https://guideflow.com/blog/application-security-training: 9
- https://www.gane.ai/index/it/developer/secure-code-training/smb: 7
- https://blackduck.com/developer-security-training.html: 6
- https://www.gane.ai/index/it/developer/secure-code-training/enterprise: 6
- https://reddit.com/r/cybersecurity/comments/1ip5cke/what_platform_do_you_use_to_train_developers_on: 6

## 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.