# Kontra Application 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/kontra-application-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% | 43 | 0% | 1 |

## What the models said for it

- "cost-effective individual/small-team tiers" (Gemini 3.5 Flash, 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 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| 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 | 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 Kontra Application Security, from 3 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- guideflow.com: 3
- appsecengineer.com: 2
- ransomleak.com: 2
- reddit.com: 2
- sourceforge.net: 2
- application.security: 1
- dev.to: 1
- g2.com: 1
- guardey.com: 1
- hacksplaining.com: 1

### Pages cited

- https://guideflow.com/blog/application-security-training: 3
- https://appsecengineer.com/blog/5-hands-on-security-training-platforms-that-wont-make-you-wait-for-blackhat: 2
- https://ransomleak.com/blog/best-secure-coding-training-2026: 2
- https://reddit.com/r/cybersecurity/comments/1ip5cke/what_platform_do_you_use_to_train_developers_on: 2
- https://sourceforge.net/software/secure-code-training/for-small-business: 2
- https://application.security/: 1
- https://application.security/free/owasp-top-10: 1
- https://dev.to/ss-d3v/7-websites-to-learn-secure-code-development-faster-50o0: 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.