# Code Review Lab: 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/code-review-lab

## 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% | 19 | 33% | 3 |

## What the models said for it

- "offers interactive training focused on secure coding at just $7/month per user, making it one of the most affordable options available" (Claude Haiku 4.5, Secure code training)
- "Move to SafeStack Academy or Code Review Lab if you need centralized reporting and practical exercises" (Perplexity Sonar, Secure code training)

## And against it

- "reviews are sparse and it lacks the depth/lab quality of PortSwigger or SecureFlag" (DeepSeek V4 Flash, Secure code training)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 0 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 1 | 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 Code Review Lab, from 10 of the 10 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 8
- guideflow.com: 8
- sourceforge.net: 8
- comparitech.com: 7
- slashdot.org: 7
- ransomleak.com: 6
- blog.secureflag.com: 5
- reddit.com: 4
- gartner.com: 3
- aws.amazon.com: 2

### Pages cited

- https://guideflow.com/blog/application-security-training: 8
- https://comparitech.com/net-admin/best-secure-code-training-tools: 7
- https://ransomleak.com/blog/best-secure-coding-training-2026: 6
- https://blog.secureflag.com/2026/09/25/best-secure-coding-training-platforms: 5
- https://g2.com/categories/secure-code-training/small-business: 4
- https://reddit.com/r/cybersecurity/comments/1ip5cke/what_platform_do_you_use_to_train_developers_on: 4
- https://sourceforge.net/software/secure-code-training: 4
- https://sourceforge.net/software/secure-code-training/for-small-business: 4

## 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.