One of fourteen models named Snyk first on the direct prompt; zero named Legit Security. Snyk was named by twelve of the fourteen models and Legit Security by twelve and Snyk carries 34 labels and Legit Security 27, so the shares are not directly comparable.
Named in seven 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 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.
| 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. Four of four in this category shown.
“Avoid scanner add-ons (e.g., basic features from Snyk or Checkmarx)” Grok 4.20 · paraphrase prompt · hard negative
“I'd recommend starting with Snyk if your team is developer-centric” MiniMax M2.5 · direct prompt · first choice
“The Best Overall Choice: Snyk ... Start with a pilot using Snyk.” Qwen 3.7 Flash · paraphrase prompt · first choice
“The Best "Freemium" Platform: Snyk ... Snyk is the industry leader” Qwen 3.7 Flash · budget 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.
“Around 64% negative. Criticized for niche focus (e.g., supply chain), high costs” Grok 4.20 · negative prompt · soft negative
“also mentioned among those criticized for not being ideal for small businesses” Mistral Small · negative prompt · soft negative
“considered "criticized challengers" include ... Legit Security” Llama 4 Maverick · negative prompt · soft negative
“For the lowest entry point, Cycode and Legit Security are the most budget-friendly” Mistral Small · budget prompt · first choice
“purpose-built ASPM solutions like *Apiiro*, *Cycode*, or *Legit Security* generally offer stronger contextual correlation” Gemini 3.5 Flash · negative prompt · alternative
“Emphasize software-factory policies and supply-chain governance: compare Legit and Apiiro.” GPT-6 Luna · comparative prompt · alternative
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.