Nine of fourteen models named SecureFlag first on the direct prompt; three named Secure Code Warrior. Both were named by all fourteen models and SecureFlag carries 48 labels and Secure Code Warrior 51, 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 October 2026 Edition, SecureFlag and Secure Code Warrior were named in the same answer 118 times, of the 156 answers naming SecureFlag and the 153 naming Secure Code Warrior. In those answers Secure Code Warrior took the first choice twenty-eight times and SecureFlag thirty-three.
| 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 |
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. Four of five in this category shown.
“Low review volume, limited long-term track record, minor integration issues” DeepSeek V4 Flash · negative prompt · soft negative
“SecureFlag offers the strongest combination of practical depth, modern threat coverage (including AI risks), and workflow integration” Qwen 3.7 Flash · direct prompt · first choice
“SecureFlag and Secure Code Warrior are the leaders when it comes to AI‑code readiness and AI‑software governance” GLM 4.7 FlashX · comparative prompt · first choice
“Choose SecureFlag if you want hands-on labs, workflow integration, threat modeling, and compliance evidence.” GPT-5.4 mini · comparative prompt · first choice
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
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.