One of fourteen models named Snyk first on the direct prompt; zero named Apiiro. Snyk was named by twelve of the fourteen models and Apiiro by thirteen and Snyk carries 34 labels and Apiiro 30, 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.
Across every category in the November 2026 Edition, Snyk and Apiiro were named in the same answer thirty-nine times, of the 181 answers naming Snyk and the 99 naming Apiiro. In those answers Apiiro took the first choice six times and Snyk 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 4.20 | ||||||
| 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.
“explicitly recommend avoiding these for smaller organizations due to high costs and complexity” Mistral Small · negative prompt · hard negative
“Frequently criticized as a "pure-play" tool with high negatives (up to 85% in some analyses)” Grok 4.20 · negative prompt · hard negative
“some ASPM platforms that are considered "criticized challengers" include Apiiro... may have pricing models that are not suitable for small or mid-sized businesses” Llama 4 Maverick · negative prompt · soft negative
“The strongest choices are Cycode, Apiiro, ArmorCode, Legit Security, OX Security, Snyk AppRisk, Wiz, and ecosystem offerings from Palo Alto and CrowdStrike” Perplexity Sonar · comparative prompt · first choice
“Top-tier risk scoring with business & code context, strong in Gartner evaluations... Gartner-recognized leader (4.6/5 Peer Insights)” Grok 4.20 · comparative prompt · first choice
“Keep your existing scanners: start with ArmorCode or Apiiro.” GPT-6 Luna · comparative 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.