One of fourteen models named Cycode ASPM first on the direct prompt; two named ArmorCode. Cycode ASPM was named by thirteen of the fourteen models and ArmorCode by fourteen and Cycode ASPM carries 47 labels and ArmorCode 40, 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 application security posture management page.
Across every category in the November 2026 Edition, Cycode ASPM and ArmorCode were named in the same answer 102 times, of the 126 answers naming Cycode ASPM and the 140 naming ArmorCode. In those answers ArmorCode took the first choice seventeen times and Cycode ASPM seventeen.
| 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.
“Avoid high-cost commercial platforms like Endor Labs or full Wiz/Cycode” Grok 4.20 · budget prompt · hard negative
“enterprise ASPM platforms (such as Apiiro, ArmorCode, or Cycode) can quickly become cost-prohibitive” Gemini 3.5 Flash · budget prompt · soft negative
“Mixed but notable negatives (around 52%)... flagged for enterprise pricing, incomplete remediation” Grok 4.20 · 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
“For the lowest entry point, Cycode and Legit Security are the most budget-friendly” Mistral Small · budget prompt · first choice
“Cycode (native platform with good mid-market fit)” Kimi K2 · scale 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.
“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
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.