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Secure code training · October 2026 Edition

SafeStack Academy vs Snyk Learn

Zero of fourteen models named SafeStack Academy first on the direct prompt; zero named Snyk Learn. SafeStack Academy was named by eleven of the fourteen models and Snyk Learn by eleven and SafeStack Academy carries 20 labels and Snyk Learn 17, so the shares are not directly comparable.

SafeStack Academy

accepted challenger

Named in one category this edition.

Snyk Learn

accepted challenger

Named in one category this edition.

First-choice share12%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 7; printed, not drawn.
Labels2017A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, SafeStack Academy reading right to left. Rank and label count are printed, not drawn.SecureFlag was named alongside these two in thirteen of the fourteen direct answers. SecureFlag vs SafeStack Academy · SecureFlag vs Snyk Learn · Secure Code Warrior vs SafeStack Academy

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

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
SafeStack AcademyFirst choices, of fourteen modelsSnyk Learn
Direct00
Paraphrase20
Comparative00
Budget-constrained41
Scale-constrained00
Negative00
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Across every category in the October 2026 Edition, SafeStack Academy and Snyk Learn were named in the same answer eighteen times, of the 51 answers naming SafeStack Academy and the 55 naming Snyk Learn. In those answers Snyk Learn took the first choice two times and SafeStack Academy eight.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where SafeStack Academy and Snyk Learn stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
SafeStack Academy Snyk Learn first choice named as an alternative argued againstblank: not namedEach cell is one answer, SafeStack Academy on the left and Snyk Learn on the right.

The direct prompt

The plain question, one answer per model, grouped by where SafeStack Academy and Snyk Learn stood in it.

Neither was the first choice, one was named

3 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Qwen 3.7 FlashSecureFlag alternatives: Checkmarx Codebashing, SafeStack Academy, Security Journey
MiniMax M2.5SecureFlag alternatives: SafeStack Academy, Secure Code Warrior, Security Journey, Wizer
GPT-6 LunaSecureFlag alternatives: Secure Code Warrior, Snyk Learn

Neither was named

11 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Secure Code Warrior alternatives: AppSecEngineer, SecureFlag
GPT-5.4 miniSecureFlag alternatives: Immersive, Secure Code Warrior
Gemini 3.5 FlashSecure Code Warrior alternatives: AppSecEngineer, SecureFlag, Security Journey
Perplexity SonarSecureFlag alternatives: Secure Code Warrior
Grok 4.1 FastSecureFlag Secure Coding Training alternatives: Secure Code Warrior, Security Journey
Mistral SmallRansomLeak, SecureFlag, Security Journey
DeepSeek V4 FlashSecureFlag alternatives: Secure Code Warrior, Security Journey
Llama 4 MaverickSecureFlag
Kimi K2Security Journey alternatives: Checkmarx Codebashing, Secure Code Warrior, SecureFlag
GLM 4.7 FlashXSecureFlag alternatives: Secure Code Warrior, Security Journey
Muse Glimmer 30BSecure Code Warrior alternatives: SecureFlag

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

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Snyk Learn leads by two points.
Snyk Learn15%#2 of 6
SafeStack Academy13%#3 of 6
The full small business standing →
Mid-marketThe figures above
The order flips: SafeStack Academy leads at mid-market.
SafeStack Academy12%#3 of 7
Snyk Learn2%#5 of 7
The full mid-market standing →
Enterprise
SafeStack Academy leads by four points.
SafeStack Academy4%#4 of 8
Snyk Learn0%#– of 8
The full enterprise standing →

What the models said about SafeStack Academy

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.

“I'd typically recommend starting with Top 10 Dev Training or SafeStack Academy for cost-effective compliance coverage” Kimi K2 · paraphrase prompt · first choice
“Start with SafeStack or Secure Code Warrior as your primary platform—it's affordable, scalable, and delivers quick wins.” Qwen 3.7 Flash · paraphrase prompt · first choice
“For the absolute best value: Start with RansomLeak (free if under 25 employees) or SafeStack ($30/user/year)” Kimi K2 · budget prompt · first choice

What the models said about Snyk Learn

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.

“If budget is the main constraint, start with Snyk Learn.” GPT-6 Luna · budget prompt · first choice
“If you already use Snyk or Veracode for application scanning, their native secure code training integrates seamlessly” Gemini 3.5 Flash · scale prompt · alternative
“Go with Snyk Learn. It leverages your existing workflow to deliver bite-sized training with minimal overhead.” Gemini 3.5 Flash · paraphrase prompt · alternative
Also compared

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.