Snyk Learn vs SafeStack Academy
Zero of fourteen models named Snyk Learn first on the direct prompt; zero named SafeStack Academy. Snyk Learn was named by thirteen of the fourteen models and SafeStack Academy by eleven and Snyk Learn carries 19 labels and SafeStack Academy 17, 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
Snyk LearnFirst choices, of fourteen modelsSafeStack Academy
Across every category in the November 2026 Edition, Snyk Learn and SafeStack Academy were named in the same answer nineteen times, of the 62 answers naming Snyk Learn and the 42 naming SafeStack Academy. In those answers SafeStack Academy took the first choice one time and Snyk Learn five.
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 4.20 | | | ||||
| 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 | | |
Snyk Learn SafeStack Academy first choice named as an alternative argued againstblank: not namedEach cell is one answer, Snyk Learn on the left and SafeStack Academy on the right.The direct prompt
Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
10 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
Snyk Learn12%#3 of 11SafeStack Academy7%#4 of 11Snyk Learn8%#3 of 13SafeStack Academy8%#4 of 13Snyk Learn0%#– of 7SafeStack Academy0%#– of 7What the models said about Snyk Learn
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
What the models said about SafeStack Academy
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“primary content is video-based, not hands-on. You get what you pay for” DeepSeek V4 Flash · budget prompt · hard negative
“The best secure code training platform for a company with a limited budget is SafeStack Academy” Llama 4 Maverick · budget prompt · first choice
“SafeStack Academy is frequently recommended as the best secure code training platform” Mistral Small · budget prompt · first choice
“For most mid-sized B2B companies, I'd start with a SafeStack trial” Kimi K2 · paraphrase 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.