# Secure code training: what AI models recommend, October 2026

Gane Index, October 2026 Edition. Asked as "secure code training platform" and as "developer security training", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Added to the October 2026 Edition on October 4, 2026. Page: https://www.gane.ai/index/it/developer/secure-code-training/2026-10

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/it/developer/secure-code-training/index.md

**Standing:** SecureFlag leads with 26% of first choices; verdict contested. 50 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [SecureFlag](https://www.gane.ai/index/it/vendors/secureflag/index.md) | 26% | 2% | 48 |
| 2 | [Secure Code Warrior Learning Platform](https://www.gane.ai/index/it/vendors/secure-code-warrior-learning-platform/index.md) | 18% | 19% | 52 |
| 3 | [SafeStack Academy](https://www.gane.ai/index/it/vendors/safestack-academy/index.md) | 12% | 0% | 20 |
| 6 | [Security Journey](https://www.gane.ai/index/it/vendors/security-journey/index.md) | 4% | 3% | 37 |
| 7 | [Snyk Learn](https://www.gane.ai/index/it/vendors/snyk-learn/index.md) | 2% | 0% | 17 |
| 20 | [Avatao](https://www.gane.ai/index/it/vendors/avatao/index.md) | 0% | 0% | 17 |
| 21 | [Veracode Security Labs](https://www.gane.ai/index/it/vendors/veracode-security-labs/index.md) | 0% | 11% | 19 |

Rank is by share of first choices among all 94 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Secure Code Warrior Learning Platform; alternatives AppSecEngineer, SecureFlag
- GPT-5.4 mini: SecureFlag; alternatives Immersive, Secure Code Warrior Learning Platform
- Gemini 3.5 Flash: Secure Code Warrior Learning Platform; alternatives AppSecEngineer, SecureFlag, Security Journey
- Perplexity Sonar: SecureFlag; alternatives Secure Code Warrior Learning Platform
- Grok 4.20: SecureFlag Secure Coding Training; alternatives Secure Code Warrior Learning Platform, Security Journey
- Mistral Small: RansomLeak, SecureFlag, Security Journey
- DeepSeek V4 Flash: SecureFlag; alternatives Secure Code Warrior Learning Platform, Security Journey
- Llama 4 Maverick: SecureFlag
- Qwen 3.7 Flash: SecureFlag; alternatives Checkmarx Codebashing, SafeStack Academy, Security Journey
- Kimi K2: Security Journey; alternatives Checkmarx Codebashing, Secure Code Warrior Learning Platform, SecureFlag
- GLM 4.7 FlashX: SecureFlag; alternatives Secure Code Warrior Learning Platform, Security Journey
- MiniMax M2.5: SecureFlag; alternatives SafeStack Academy, Secure Code Warrior Learning Platform, Security Journey, Wizer
- GPT-6 Luna: SecureFlag; alternatives Secure Code Warrior Learning Platform, Snyk Learn
- Muse Glimmer 30B: Secure Code Warrior Learning Platform; alternatives SecureFlag

## Sources the answers cite

76 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- ransomleak.com: 49 answers, 50 citations
- sourceforge.net: 47 answers, 90 citations
- gartner.com: 41 answers, 44 citations
- g2.com: 40 answers, 95 citations
- securityjourney.com: 33 answers, 55 citations
- securecodewarrior.com: 30 answers, 47 citations
- f6s.com: 25 answers, 32 citations
- blog.secureflag.com: 25 answers, 28 citations

Pages named in the most answers:

- https://ransomleak.com/blog/best-secure-coding-training-2026 (49 answers)
- https://gartner.com/reviews/market/secure-code-training-tools (40 answers)
- https://sourceforge.net/software/secure-code-training (25 answers)
- https://blog.secureflag.com/2026/09/25/best-secure-coding-training-platforms (23 answers)
- https://securityjourney.com/secure-development-training (19 answers)
- https://f6s.com/software/category/secure-coding-training (18 answers)
- https://g2.com/categories/secure-code-training (18 answers)
- https://sourceforge.net/software/secure-code-training/for-enterprise (18 answers)
- https://secureflag.com/training (16 answers)
- https://sourceforge.net/software/compare/HCL-AppScan-vs-Synopsys-Security-Training (16 answers)

## Warned against

- Secure Code Warrior Learning Platform: 10 of 52 labels negative. "Secure Code Warrior has the most consistent negative feedback and is the one I'd be most cautious about." (DeepSeek V4 Flash, negative prompt)
- SANS Developer Security Training: 4 of 8 labels negative. "Premier traditional option; ideal for teams wanting structured classroom-style courses (more expensive)" (Qwen 3.7 Flash, paraphrase prompt)
- Veracode Security Labs: 2 of 19 labels negative. "Veracode Security Labs is more of a "high-cost, high-friction" concern than a quality problem per se." (DeepSeek V4 Flash, negative prompt)
- Black Duck: 1 of 1 labels negative. "Avoid high-end like Synopsys or Checkmarx Codebashing ($1K+/user or bundled)." (Grok 4.20, budget prompt)

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, October 2026 Edition, www.gane.ai/index/it.