# Kontra: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 15 judge labels across 1 category by 9 of 14 models. Page: https://www.gane.ai/index/it/vendors/kontra

## 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% | 21 | 0% | 15 |

## What the models said for it

- "Kontra hands-on labs and e-learning courses combine 50+ short-form video lessons with over 300 interactive vulnerability labs" (Claude Haiku 4.5, Secure code training)
- "Interactive, developer-first training with a focus on modern web vulnerabilities." (Mistral Small, Secure code training)
- "Platforms that are generally well-regarded and may be safer choices include" (Mistral Small, Secure code training)
- "Strong on enterprise scalability and metrics for training effectiveness" (Grok 4.20, Secure code training)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 2 | 0 | 3 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.20 | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 2 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 0 | 2 |
| 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 | 1 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Kontra, from 26 of the 29 answers that named it (only the models that return a source list).

### Domains cited

- sourceforge.net: 14
- g2.com: 12
- ebool.com: 11
- securecodewarrior.com: 11
- guideflow.com: 10
- ransomleak.com: 10
- securityjourney.com: 10
- blog.secureflag.com: 8
- comparitech.com: 8
- reddit.com: 8

### Pages cited

- https://ebool.com/secure-code-training-platforms: 11
- https://guideflow.com/blog/application-security-training: 10
- https://ransomleak.com/blog/best-secure-coding-training-2026: 9
- https://blog.secureflag.com/2026/09/25/best-secure-coding-training-platforms: 8
- https://comparitech.com/net-admin/best-secure-code-training-tools: 8
- https://reddit.com/r/cybersecurity/comments/1ip5cke/what_platform_do_you_use_to_train_developers_on: 8
- https://topbusinesssoftware.com/categories/secure-code-training: 7
- https://decryptiondigest.com/blog/developer-security-training-platform-comparison-safestack-secure-code-warrior-sans: 5

## 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.