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

IT AI Recommendation 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; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories. Page: https://it-ai-index.com/developer/secure-code-training/

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

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | SecureFlag | 26% | 2% | 48 |
| 2 | Secure Code Warrior | 18% | 20% | 51 |
| 3 | SafeStack Academy | 12% | 0% | 20 |
| 4 | Security Journey | 4% | 3% | 37 |
| 5 | Snyk Learn | 2% | 0% | 17 |
| 6 | Avatao | 0% | 0% | 17 |
| 7 | Veracode Security Labs | 0% | 11% | 19 |

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

- Claude Haiku 4.5: Secure Code Warrior; alternatives AppSecEngineer, SecureFlag
- GPT-5.4 mini: SecureFlag; alternatives Immersive, Secure Code Warrior
- Gemini 3.5 Flash: Secure Code Warrior; alternatives AppSecEngineer, SecureFlag, Security Journey
- Perplexity Sonar: SecureFlag; alternatives Secure Code Warrior
- Grok 4.1 Fast: SecureFlag Secure Coding Training; alternatives Secure Code Warrior, Security Journey
- Mistral Small: RansomLeak, SecureFlag, Security Journey
- DeepSeek V4 Flash: SecureFlag; alternatives Secure Code Warrior, 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, SecureFlag
- GLM 4.7 FlashX: SecureFlag; alternatives Secure Code Warrior, Security Journey
- MiniMax M2.5: SecureFlag; alternatives SafeStack Academy, Secure Code Warrior, Security Journey, Wizer
- GPT-6 Luna: SecureFlag; alternatives Secure Code Warrior, Snyk Learn
- Muse Glimmer 30B: Secure Code Warrior; 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: 10 of 51 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: 3 of 4 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 4.1 Fast, budget prompt)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, October 2026 Edition, it-ai-index.com.