Two of fourteen models named ArmorCode first on the direct prompt; one named Snyk. ArmorCode was named by fourteen of the fourteen models and Snyk by twelve and ArmorCode carries 40 labels and Snyk 34, so the shares are not directly comparable.
Named in one category this edition.
Named in seven categories 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, ArmorCode and Snyk were named in the same answer fifty-eight times, of the 140 answers naming ArmorCode and the 181 naming Snyk. In those answers Snyk took the first choice two times and ArmorCode six.
| 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.
“Multiple AI models explicitly recommend avoiding these for smaller organizations due to high costs and complexity.” Mistral Small · negative prompt · hard negative
“High criticism rate (around 74%, with many "hard negative" labels)... overly complex for non-large orgs” Grok 4.20 · negative prompt · hard negative
“enterprise-grade ASPM platforms like ArmorCode, Cycode, and Apiiro may have pricing models that are not suitable for small or mid-sized businesses” Llama 4 Maverick · negative prompt · soft negative
“If you need broad scanner aggregation and workflow automation on a controlled budget: ArmorCode. Strong integration count and lifecycle management” Muse Glimmer 30B · paraphrase prompt · first choice
“Short answer: ArmorCode—if by ASPM you mean an independent layer that pulls findings from the security tools you already use” GPT-6 Luna · direct prompt · first choice
“my default pick would be ArmorCode unless you already have a strong reason to standardize on another vendor” GPT-5.4 mini · direct prompt · first choice
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
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.