Zero of fourteen models named Snyk Learn first on the direct prompt; zero named AppSecEngineer. Snyk Learn was named by thirteen of the fourteen models and AppSecEngineer by nine and Snyk Learn carries 19 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, Snyk Learn and AppSecEngineer were named in the same answer twelve times, of the 62 answers naming Snyk Learn and the 55 naming AppSecEngineer. In those answers AppSecEngineer took the first choice zero times and Snyk Learn zero.
| 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. Four of five in this category shown.
“Avoid adopting it as a complete standalone program if your team needs broad, structured training, assessments, or substantial hands-on labs.” Perplexity Sonar · negative prompt · soft negative
“I'd recommend starting with Snyk Learn (if you already use Snyk for vulnerability scanning) or Security Journey (for budget flexibility)” MiniMax M2.5 · paraphrase prompt · first choice
“Best fit on a very tight budget: Snyk Learn. It offers free secure-coding lessons, learning paths, quizzes, and certificates.” GPT-6 Luna · budget prompt · first choice
“the best choice is usually Snyk Learn if free or low-cost foundational training is sufficient” Perplexity Sonar · budget 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.