Zero of fourteen models named SafeStack Academy first on the direct prompt; zero named Veracode Security Labs. SafeStack Academy was named by eleven of the fourteen models and Veracode Security Labs by twelve and SafeStack Academy carries 17 labels and Veracode Security Labs 23, 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.
| 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.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Paid enterprise platforms like Secure Code Warrior, Veracode Security Labs, or Immersive Labs are highly rated for depth and integration but often start at thousands of dollars annually” Grok 4.20 · budget prompt · soft negative
“Veracode Security Labs, Synopsys, and Checkmarx Codebashing, which are considered to be high-cost and high-friction” Llama 4 Maverick · negative prompt · soft negative
“they can feel more bolted-on than dedicated platforms like SCW, and pricing may be higher for mid-market” Grok 4.20 · direct prompt · soft negative
“SANS and Veracode are both excellent choices” Mistral Small · paraphrase prompt · first choice
“Best For: Teams already standardized on Veracode scanning who want training that aligns with their existing tooling.” GLM 4.7 FlashX · comparative prompt · alternative
“Best for: Existing Veracode customers wanting training that complements their scanning and remediation workflows.” DeepSeek V4 Flash · 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.