Four of twelve models named Semgrep first on the direct prompt; five named Snyk Code. Both were named by all twelve models and Semgrep carries 56 labels and Snyk Code 36, so the shares are not directly comparable.
Named in three categories 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 twelve 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 static application security testing page.
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. Three of four in this category shown.
“For Developer-First Speed & Flexibility: Semgrep Code or Snyk Code. They are incredibly fast, have great PR integration, and are built around developer workflows.” Gemini 3.5 Flash · scale prompt · first choice
“The best SAST tool for a company with a limited budget is Semgrep CE, which is a free SAST scanner that supports 30+ languages” Llama 4 Maverick · budget prompt · first choice
“I recommend Semgrep (specifically the Semgrep AppSec Platform) as your primary static code security scanner.” GLM 4.7 FlashX · 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.
“Modern, developer-friendly platforms (such as Snyk Code)... keep their rule engine highly proprietary... they can restrict highly advanced security teams.” Gemini 3.5 Flash · negative prompt · soft negative
“While popular, pricing starts at ~$25/developer/month, which can add up quickly” Qwen 3.7 Flash · budget prompt · soft negative
“Snyk Code - A developer-first SAST tool that integrates with IDE and CI/CD pipelines, suitable for startup to mid-market teams” Llama 4 Maverick · direct prompt · first choice
“I'd usually start with Snyk Code for teams that want a developer-friendly experience and faster adoption” GPT-5.4 mini · direct prompt · first choice
“For most mid-market B2B companies, SonarQube or Snyk Code would be the best starting points.” MiniMax M2.5 · direct prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.