Four of fourteen models named SecureFlag first on the direct prompt; zero named AppSecEngineer. SecureFlag was named by fourteen of the fourteen models and AppSecEngineer by nine and SecureFlag carries 41 labels and AppSecEngineer 15, 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, SecureFlag and AppSecEngineer were named in the same answer forty times, of the 137 answers naming SecureFlag and the 55 naming AppSecEngineer. In those answers AppSecEngineer took the first choice three times and SecureFlag nine.
| 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 seven in this category shown.
“Avoid premium platforms such as Secure Code Warrior or SecureFlag” Perplexity Sonar · budget prompt · hard negative
“competitors like Secure Code Warrior or SecureFlag (which often start in the $10k+ range)” Qwen 3.7 Flash · budget prompt · soft negative
“Labs may have issues when using a VPN, and initial setup can feel overly complex” Claude Haiku 4.5 · negative prompt · soft negative
“Choose SecureFlag if you need a comprehensive solution that covers AI security, provides auditor-ready reports, and mirrors real coding workflows.” Qwen 3.7 Flash · comparative prompt · first choice
“Choose SecureFlag if you want realistic hands-on remediation, stronger workflow realism, and AI-era secure coding/threat modeling.” GPT-5.4 mini · comparative prompt · first choice
“prioritize platforms that let developers work in actual IDEs with real code (like SecureFlag, which gets high marks for this approach)” Kimi K2 · negative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“the strongest default recommendation is AppSecEngineer's enterprise secure-coding program” Perplexity Sonar · paraphrase prompt · first choice
“If compliance reporting is critical to your business, AppSecEngineer offers superior documentation” Claude Haiku 4.5 · paraphrase prompt · alternative
“Choose AppSecEngineer for a broader enterprise program spanning application security, cloud, DevSecOps” Perplexity Sonar · comparative prompt · alternative
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.