# Secure code training for small business buyers: 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 small 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/smb

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since.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/smb/index.md

**Standing:** SecureFlag leads with 26% of first choices; verdict contested. 47 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% | 6% | 48 |
| 2 | [Snyk Learn](https://www.gane.ai/index/it/vendors/snyk-learn/index.md) | 15% | 7% | 30 |
| 3 | [SafeStack Academy](https://www.gane.ai/index/it/vendors/safestack-academy/index.md) | 13% | 0% | 21 |
| 4 | [Avatao](https://www.gane.ai/index/it/vendors/avatao/index.md) | 9% | 7% | 27 |
| 5 | [Security Journey](https://www.gane.ai/index/it/vendors/security-journey/index.md) | 9% | 18% | 33 |
| 8 | [Secure Code Warrior Learning Platform](https://www.gane.ai/index/it/vendors/secure-code-warrior-learning-platform/index.md) | 4% | 52% | 48 |

Rank is by share of first choices among all 83 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 Avatao, Kontra, Security Journey
- GPT-5.4 mini: SecureFlag; alternatives Codebashing, Secure Code Warrior Learning Platform
- Gemini 3.5 Flash: SecureFlag; alternatives AppSecEngineer, OWASP Secure Coding Dojo, SafeStack Academy, Secure Code Warrior Learning Platform
- Perplexity Sonar: Snyk Learn; alternatives Codebashing, Secure Code Warrior Learning Platform, Veracode Security Labs
- Grok 4.20: SecureFlag; alternatives Secure Code Warrior Learning Platform, Snyk Learn
- Mistral Small: Avatao, SecureFlag; alternatives CMD+CTRL Training, Checkmarx Codebashing
- DeepSeek V4 Flash: Security Journey; alternatives Secure Code Warrior Learning Platform, SecureFlag, Snyk Learn
- Llama 4 Maverick: Avatao; alternatives Secure Code Warrior Learning Platform, Wizer
- Qwen 3.7 Flash: Security Journey; alternatives Avatao
- Kimi K2: SafeStack Academy; alternatives Avatao, Security Journey, Snyk Learn, Wizer
- GLM 4.7 FlashX: SafeStack Academy; alternatives Avatao, Kontra, SecureFlag, Security Journey
- MiniMax M2.5: SafeStack Academy; alternatives SecureFlag, Security Journey
- GPT-6 Luna: SecureFlag; alternatives Secure Code Warrior Learning Platform, Security Journey
- Muse Glimmer 30B: Security Journey; alternatives Avatao, SafeStack Academy, SecureFlag

## Sources the answers cite

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

- sourceforge.net: 49 answers, 110 citations
- ransomleak.com: 45 answers, 45 citations
- g2.com: 39 answers, 98 citations
- us.fitgap.com: 39 answers, 43 citations
- securityjourney.com: 38 answers, 65 citations
- slashdot.org: 36 answers, 43 citations
- f6s.com: 31 answers, 36 citations
- topbusinesssoftware.com: 26 answers, 28 citations

Pages named in the most answers:

- https://ransomleak.com/blog/best-secure-coding-training-2026 (45 answers)
- https://us.fitgap.com/search/secure-code-training-software/small-business (38 answers)
- https://sourceforge.net/software/compare/HCL-AppScan-vs-Synopsys-Security-Training (32 answers)
- https://sourceforge.net/software/secure-code-training (31 answers)
- https://f6s.com/software/category/secure-coding-training (27 answers)
- https://gartner.com/reviews/market/secure-code-training-tools (23 answers)
- https://blog.secureflag.com/2026/09/25/best-secure-coding-training-platforms (19 answers)
- https://securityjourney.com/secure-development-training (19 answers)
- https://top10devtraining.com/guides/owasp-top-10-training-cost-comparison (18 answers)
- https://slashdot.org/software/secure-code-training/f-mid-size-business (17 answers)

## Warned against

- Secure Code Warrior Learning Platform: 25 of 48 labels negative. "Secure Code Warrior — ⚠️ High Risk for SMBs ... This is built for enterprise-scale teams with AppSec budgets — not small businesses" (DeepSeek V4 Flash, negative prompt)
- Security Journey: 6 of 33 labels negative. "2. Security Journey - Issues reported: Users have cited a "steep learning curve" due to a lack of hands-on exercises" (Mistral Small, negative prompt)
- SANS Developer Security Training: 5 of 9 labels negative. "avoid enterprise-tier secure coding platforms (like *Secure Code Warrior*, *SANS*, or *Codebashing*)" (Gemini 3.5 Flash, budget prompt)
- Veracode: 3 of 4 labels negative. "Avoid enterprise platforms like Secure Code Warrior or Veracode unless you have 50+ developers" (Kimi K2, direct 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.