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Secure code training · October 2026 Edition

SecureFlag vs Snyk Learn

Nine of fourteen models named SecureFlag first on the direct prompt; zero named Snyk Learn. SecureFlag was named by fourteen of the fourteen models and Snyk Learn by eleven and SecureFlag carries 48 labels and Snyk Learn 17, so the shares are not directly comparable.

SecureFlag

accepted challenger

Named in one category this edition.

Snyk Learn

accepted challenger

Named in one category this edition.

First-choice share26%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate2%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#5A position in a field of 7; printed, not drawn.
Labels4817A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, SecureFlag reading right to left. Rank and label count are printed, not drawn.Secure Code Warrior was named alongside these two in eleven of the fourteen direct answers. SecureFlag vs Secure Code Warrior · SecureFlag vs SafeStack Academy · SecureFlag vs Security Journey

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.
SecureFlagFirst choices, of fourteen modelsSnyk Learn
Direct90
Paraphrase40
Comparative60
Budget-constrained01
Scale-constrained00
Negative101 against SecureFlag
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, SecureFlag and Snyk Learn were named in the same answer thirty-seven times, of the 156 answers naming SecureFlag and the 55 naming Snyk Learn. In those answers Snyk Learn took the first choice seven times and SecureFlag thirteen.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where SecureFlag 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
SecureFlag Snyk Learn first choice named as an alternative argued againstblank: not namedEach cell is one answer, SecureFlag on the left and Snyk Learn on the right.

The direct prompt

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

SecureFlag first, Snyk Learn an alternative

9 of 14 modelsSnyk Learn was named in the answer but not as the choice, or not at all.
GPT-5.4 miniSecureFlag alternatives: Immersive, Secure Code Warrior
Perplexity SonarSecureFlag alternatives: Secure Code Warrior
Mistral SmallRansomLeak, SecureFlag, Security Journey
DeepSeek V4 FlashSecureFlag alternatives: Secure Code Warrior, Security Journey
Llama 4 MaverickSecureFlag
Qwen 3.7 FlashSecureFlag alternatives: Checkmarx Codebashing, SafeStack Academy, Security Journey
GLM 4.7 FlashXSecureFlag alternatives: Secure Code Warrior, 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 the first choice, one was named

4 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5Secure Code Warrior alternatives: AppSecEngineer, SecureFlag
Gemini 3.5 FlashSecure Code Warrior alternatives: AppSecEngineer, SecureFlag, Security Journey
Kimi K2Security Journey alternatives: Checkmarx Codebashing, Secure Code Warrior, SecureFlag
Muse Glimmer 30BSecure Code Warrior alternatives: SecureFlag

Neither was named

1 of 14 modelsThe answer made no first choice from these two in this category.
Grok 4.1 FastSecureFlag Secure Coding Training alternatives: Secure Code Warrior, Security Journey

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
SecureFlag leads by eleven points.
SecureFlag26%#1 of 6
Snyk Learn15%#2 of 6
The full small business standing →
Mid-marketThe figures above
SecureFlag leads by twenty-four points.
SecureFlag26%#1 of 7
Snyk Learn2%#5 of 7
The full mid-market standing →
Enterprise
SecureFlag leads by twenty-two points.
SecureFlag22%#2 of 8
Snyk Learn0%#– of 8
The full enterprise standing →

What the models said about SecureFlag

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

“Low review volume, limited long-term track record, minor integration issues” DeepSeek V4 Flash · negative prompt · soft negative
“SecureFlag offers the strongest combination of practical depth, modern threat coverage (including AI risks), and workflow integration” Qwen 3.7 Flash · direct prompt · first choice
“SecureFlag and Secure Code Warrior are the leaders when it comes to AI‑code readiness and AI‑software governance” GLM 4.7 FlashX · comparative prompt · first choice
“Choose SecureFlag if you want hands-on labs, workflow integration, threat modeling, and compliance evidence.” GPT-5.4 mini · comparative 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.