Secure Code Warrior vs SafeStack Academy
Three of fourteen models named Secure Code Warrior first on the direct prompt; zero named SafeStack Academy. Secure Code Warrior was named by fourteen of the fourteen models and SafeStack Academy by eleven and Secure Code Warrior carries 51 labels and SafeStack Academy 20, 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.
By framing
Secure Code WarriorFirst choices, of fourteen modelsSafeStack Academy
Across every category in the October 2026 Edition, Secure Code Warrior and SafeStack Academy were named in the same answer forty-one times, of the 153 answers naming Secure Code Warrior and the 51 naming SafeStack Academy. In those answers SafeStack Academy took the first choice eleven times and Secure Code Warrior ten.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | ||||
| GPT-5.4 mini | | | | | ||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | ||||
| Grok 4.1 Fast | | | | | | |
| 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 | | | | |
Secure Code Warrior SafeStack Academy first choice named as an alternative argued againstblank: not namedEach cell is one answer, Secure Code Warrior on the left and SafeStack Academy on the right.The direct prompt
Secure Code Warrior first, SafeStack Academy not the choice
3 of 14 modelsSafeStack Academy was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
9 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
SafeStack Academy13%#3 of 6Secure Code Warrior4%#6 of 6Secure Code Warrior18%#2 of 7SafeStack Academy12%#3 of 7Secure Code Warrior33%#1 of 8SafeStack Academy4%#4 of 8What the models said about Secure Code Warrior
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Secure Code Warrior has the most consistent negative feedback and is the one I'd be most cautious about.” DeepSeek V4 Flash · negative prompt · hard negative
“Avoid Secure Code Warrior unless your budget comfortably exceeds $50k/year” DeepSeek V4 Flash · paraphrase prompt · hard negative
“Trustpilot includes recent complaints that the training feels more like testing than teaching. So I wouldn't call it a scam; I'd just recommend piloting it before buying enterprise-wide.” GPT-5.4 mini · negative prompt · soft negative
“look for platforms that offer hands-on "break-fix" labs (like SecureFlag or AppSecEngineer) or highly gamified developer-first tournaments (like Secure Code Warrior)” Gemini 3.5 Flash · negative prompt · first choice
“Secure Code Warrior: Highly gamified, excellent language/framework coverage, and has rolled out extensive modules for securing AI-assisted coding.” Gemini 3.5 Flash · scale prompt · first choice
“Prioritize platforms that scale well for mid-sized enterprises (e.g., Secure Code Warrior, Security Journey, SecureFlag, Veracode Security Labs)” Grok 4.1 Fast · scale prompt · first choice
What the models said about SafeStack Academy
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“I'd typically recommend starting with Top 10 Dev Training or SafeStack Academy for cost-effective compliance coverage” Kimi K2 · paraphrase prompt · first choice
“Start with SafeStack or Secure Code Warrior as your primary platform—it's affordable, scalable, and delivers quick wins.” Qwen 3.7 Flash · paraphrase prompt · first choice
“For the absolute best value: Start with RansomLeak (free if under 25 employees) or SafeStack ($30/user/year)” Kimi K2 · budget 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.