Two of fourteen models named Snyk first on the direct prompt; zero named DefectDojo. Snyk was named by thirteen of the fourteen models and DefectDojo by ten and Snyk carries 34 labels and DefectDojo 18, so the shares are not directly comparable.
Named in eleven categories this edition.
Named in three 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 application security posture management page.
Across every category in the October 2026 Edition, Snyk and DefectDojo were named in the same answer twenty-eight times, of the 177 answers naming Snyk and the 54 naming DefectDojo. In those answers DefectDojo took the first choice five times and Snyk five.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 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 |
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. Five of five in this category shown.
“Vendor-locked scanner suites (e.g., those bundling ASPM with proprietary tools like Checkmarx, Cycode, or Snyk)” Grok 4.1 Fast · negative prompt · soft negative
“Snyk would cost significantly more for the same breadth of coverage” DeepSeek V4 Flash · paraphrase prompt · soft negative
“I'd recommend starting with Snyk or Aikido due to their balance of features, pricing transparency, and mid-market-friendly onboarding” Kimi K2 · direct prompt · first choice
“I'd recommend starting with Snyk or Aikido Security due to their free tiers and affordability” MiniMax M2.5 · budget prompt · first choice
“I'd recommend Snyk as a strong starting point for Application Security Posture Management (ASPM)” Grok 4.1 Fast · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“DefectDojo (open source) – Zero licensing cost, but higher effort” DeepSeek V4 Flash · scale prompt · soft negative
“DefectDojo (open source, but requires more setup)” Mistral Small · scale prompt · soft negative
“DefectDojo Community Edition – free, powerful, and integrates with 500+ tools. Great for small teams with some DevOps/DevSecOps capacity.” GLM 4.7 FlashX · budget prompt · first choice
“DefectDojo (Open Source/Community Edition) is the best overall choice because it is free forever” DeepSeek V4 Flash · budget prompt · first choice
“If you have DevOps talent: Choose DefectDojo. It maximizes ROI because you aren't paying for a license” Qwen 3.7 Flash · budget 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.