Twelve of fourteen models named Snyk Open Source first on the direct prompt; zero named OWASP Dependency-Track. Snyk Open Source was named by fourteen of the fourteen models and OWASP Dependency-Track by twelve and Snyk Open Source carries 60 labels and OWASP Dependency-Track 21, 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 software composition analysis 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. Six of eight in this category shown.
“tools including Snyk, GitHub Dependabot, OWASP Dependency-Check, and npm audit all failed to detect vulnerabilities in cloned or shaded components” MiniMax M2.5 · negative prompt · soft negative
“Does not protect against unknown malware or supply chain attacks like typosquatting, and lacks vulnerability prioritization” Claude Haiku 4.5 · negative prompt · soft negative
“Credit-based pricing model; SBOM generation locked behind Enterprise tier; can be expensive at scale” Kimi K2 · negative prompt · soft negative
“Snyk is built to get security out of the hands of security teams and into the IDEs of developers. It focuses heavily on speed and automation.” GLM 4.7 FlashX · comparative prompt · first choice
“Snyk Open Source is the best overall choice due to its broad feature set, strong community support, and developer-friendly approach” Mistral Small · direct prompt · first choice
“The best software composition analysis tool for a company with a limited budget is Snyk Open Source, which offers a free plan” Llama 4 Maverick · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Free and open source, but requires internal hosting and maintenance.” Perplexity Sonar · budget prompt · soft negative
“my default recommendation would be OWASP Dependency-Track” GPT-5.4 mini · paraphrase prompt · first choice
“Primary Recommendation: OWASP Dependency-Track” DeepSeek V4 Flash · paraphrase prompt · first choice
“Start with OWASP Dependency-Track + Trivy.” 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.