Nine of fourteen models named Semgrep AppSec Platform first on the direct prompt; two named Snyk Code. Both were named by all fourteen models and Semgrep AppSec Platform carries 69 labels and Snyk Code 50, 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 static application security testing page.
Across every category in the November 2026 Edition, Semgrep AppSec Platform and Snyk Code were named in the same answer 124 times, of the 199 answers naming Semgrep AppSec Platform and the 131 naming Snyk Code. In those answers Snyk Code took the first choice two times and Semgrep AppSec Platform sixty-six.
| Model | DirectSA | ParaphraseSA | ComparativeSA | Budget-constrainedSA | Scale-constrainedSA | NegativeSA |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | SA | SA | SA | |||
| GPT-5.4 mini | SA | SA | SA | |||
| Gemini 3.5 Flash | SA | SA | SA | SA | SA | |
| Perplexity Sonar | SA | SA | SA | SA | ||
| Grok 4.20 | SA | SA | SA | SA | SA | |
| Mistral Small | SA | SA | SA | SA | ||
| DeepSeek V4 Flash | SA | SA | SA | SA | SA | |
| Llama 4 Maverick | SA | SA | SA | |||
| Qwen 3.7 Flash | SA | SA | SA | SA | SA | |
| Kimi K2 | SA | SA | SA | SA | SA | |
| GLM 4.7 FlashX | SA | SA | SA | SA | ||
| MiniMax M2.5 | SA | SA | SA | SA | ||
| GPT-6 Luna | SA | SA | SA | SA | SA | |
| Muse Glimmer 30B | SA | SA | SA | SA |
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.
“Semgrep Community Edition as your only deep-analysis scanner: ... its single-function analysis and community-rule coverage may miss issues” GPT-6 Luna · negative prompt · soft negative
“Semgrep (with its free Community Edition) is widely regarded as one of the best SAST tools for companies operating on a limited budget.” Grok 4.20 · budget prompt · first choice
“For most mid-market B2B companies, Semgrep offers the best balance of detection quality, developer experience, transparency, and cost” DeepSeek V4 Flash · direct prompt · first choice
“Semgrep Community Edition is the best overall SAST tool due to its flexibility, broad language support, and strong community backing.” Mistral Small · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“pricing is higher (~$98/user/month) and it's more focused on SCA and developer workflows than on comprehensive code quality” GLM 4.7 FlashX · paraphrase prompt · soft negative
“delivers fast in-IDE feedback, but findings aren't verified for exploitability” Claude Haiku 4.5 · comparative prompt · soft negative
“Great IDE integration, but the free tier is limited” DeepSeek V4 Flash · budget prompt · soft negative
“Choose Snyk or Semgrep if your priority is developer velocity, minimal false positives, fast PR feedback, and simple setup.” Gemini 3.5 Flash · comparative prompt · first choice
“I'd recommend starting with SonarQube or Snyk Code due to their balance of features, pricing, and ease of use” GLM 4.7 FlashX · direct prompt · first choice
“Snyk Code — *Best Overall Platform for Mid-Market B2B*” Gemini 3.5 Flash · direct 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.