Zero of fourteen models named Snyk Learn first on the direct prompt; zero named Security Journey. Snyk Learn was named by thirteen of the fourteen models and Security Journey by eleven and Snyk Learn carries 19 labels and Security Journey 32, so the shares are not directly comparable.
Named in one category this edition.
Named in two categories 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 Security Journey were named in the same answer thirty times, of the 62 answers naming Snyk Learn and the 106 naming Security Journey. In those answers Security Journey took the first choice four times and Snyk Learn six.
| 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. Six of eight in this category shown.
“often compared unfavorably to competitors in evaluations... Video-heavy content that some users feel lacks depth and interactivity” MiniMax M2.5 · negative prompt · soft negative
“often more expensive and formal, suitable for organizations that prefer traditional e-learning structures over hands-on labs” Qwen 3.7 Flash · comparative prompt · soft negative
“Security Journey offers Mid-Cost training, but a Mid-Cost solution might not be the best fit for you.” Muse Glimmer 30B · budget prompt · soft negative
“Start with Secure Code Warrior or Security Journey for a structured enterprise program” GPT-6 Luna · comparative prompt · first choice
“or Security Journey (for budget flexibility)” MiniMax M2.5 · paraphrase prompt · first choice
“a stronger structured option for small organizations, with role-based paths and compliance-oriented reporting, but pricing should be confirmed directly” Perplexity Sonar · budget 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.