Ten of fourteen models named Secure Code Warrior Learning Platform first on the direct prompt; zero named SafeStack Academy. Secure Code Warrior Learning Platform was named by fourteen of the fourteen models and SafeStack Academy by eleven and Secure Code Warrior Learning Platform carries 63 labels and SafeStack Academy 17, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the secure code training page.
Across every category in the November 2026 Edition, Secure Code Warrior Learning Platform and SafeStack Academy were named in the same answer thirty-six times, of the 194 answers naming Secure Code Warrior Learning Platform and the 42 naming SafeStack Academy. In those answers SafeStack Academy took the first choice five times and Secure Code Warrior Learning Platform twelve.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid premium platforms such as Secure Code Warrior or SecureFlag unless their stronger language coverage, labs, and analytics justify the higher cost” Perplexity Sonar · budget prompt · hard negative
“What to Avoid ... Enterprise-focused; typically high per-user cost and requires annual contracts.” DeepSeek V4 Flash · budget prompt · hard negative
“Be most cautious about Secure Code Warrior given its consistently poor developer reception” DeepSeek V4 Flash · negative prompt · hard negative
“Secure Code Warrior, now the developer training engine behind Black Duck Developer Security Training, is a strong core fit for mid-size B2B” Muse Glimmer 30B · paraphrase prompt · first choice
“Choose Secure Code Warrior if you want high engagement, gamification, skills assessments, and broad rollout to many developers.” GPT-5.4 mini · comparative prompt · first choice
“If you want the biggest hands-on challenge library and enterprise benchmarking, Secure Code Warrior is the consensus #1.” Muse Glimmer 30B · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“primary content is video-based, not hands-on. You get what you pay for” DeepSeek V4 Flash · budget prompt · hard negative
“The best secure code training platform for a company with a limited budget is SafeStack Academy” Llama 4 Maverick · budget prompt · first choice
“SafeStack Academy is frequently recommended as the best secure code training platform” Mistral Small · budget prompt · first choice
“For most mid-sized B2B companies, I'd start with a SafeStack trial” Kimi K2 · paraphrase prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.