Seven of fourteen models named Snyk Open Source first on the direct prompt; zero named OWASP Dependency-Check. Both were named by all fourteen models and Snyk Open Source carries 55 labels and OWASP Dependency-Check 35, so the shares are not directly comparable.
Named in one category 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 software composition analysis page.
Across every category in the October 2026 Edition, Snyk Open Source and OWASP Dependency-Check were named in the same answer sixty-six times, of the 177 answers naming Snyk Open Source and the 99 naming OWASP Dependency-Check. In those answers OWASP Dependency-Check took the first choice seven times and Snyk Open Source twenty-two.
| 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. Six of eight in this category shown.
“enterprise buyers often cite "unpredictable ballooning costs"... some procurement models recommend avoiding it if strict cost-prediction budgets are required” Qwen 3.7 Flash · negative prompt · soft negative
“Snyk is proprietary software. A mid-sized B2B company might prefer Trivy or Dependency-Check to avoid vendor lock-in and licensing costs” GLM 4.7 FlashX · paraphrase prompt · soft negative
“limited policy flexibility, poor data quality for complex remediations, high false positives in transitives, and costs spike” Grok 4.1 Fast · negative prompt · soft negative
“Choose Snyk if you want a seamless developer experience with early vulnerability detection and integrated security scanning.” GLM 4.7 FlashX · comparative prompt · first choice
“Choose Snyk if you have a budget and want the best developer-first integration and workflow tools.” Gemini 3.5 Flash · comparative prompt · first choice
“Start with Snyk for most mid-market B2B due to its balance, high adoption, and dev-centric design” Grok 4.1 Fast · direct 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.
“useful as a free scanner, but I'd avoid treating its results as definitive ... can produce both false positives and false negatives” GPT-6 Luna · negative prompt · soft negative
“It has a higher false-positive rate than Trivy or Grype (due to CPE-based matching), so it requires more triage time.” Kimi K2 · budget prompt · soft negative
“Basic scanning, can be noisy, and is often cited as lacking the depth and automation of commercial tools.” Perplexity Sonar · negative prompt · soft negative
“OWASP Dependency-Check is a free, open-source SCA tool that provides basic CVE scanning for teams with limited budgets.” Claude Haiku 4.5 · budget prompt · first choice
“the best starting point is usually OWASP Dependency-Check because it is free and open source” Perplexity Sonar · budget prompt · first choice
“the best default choice is usually OWASP Dependency-Check. It's free, open source” GPT-5.4 mini · 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.