Two of fourteen models named Cycode ASPM first on the direct prompt; one named ArmorCode. Cycode ASPM was named by thirteen of the fourteen models and ArmorCode by fourteen and Cycode ASPM carries 36 labels and ArmorCode 33, 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 October 2026 Edition, Cycode ASPM and ArmorCode were named in the same answer sixty-nine times, of the 95 answers naming Cycode ASPM and the 101 naming ArmorCode. In those answers ArmorCode took the first choice fifteen times and Cycode ASPM four.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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.
“ASPM platforms like Apiiro, ArmorCode, Cycode, OX Security, AccuKnox, and Snyk AppRisk aggregate security findings into a unified posture view; they cannot test a compiled mobile binary” Muse Glimmer 30B · negative prompt · soft negative
“their pricing models are built for large enterprises and often start at tens of thousands of dollars, requiring enterprise sales calls” Gemini 3.5 Flash · budget prompt · soft negative
“Vendor-locked scanner suites (e.g., those bundling ASPM with proprietary tools like Checkmarx, Cycode, or Snyk)” Grok 4.1 Fast · negative prompt · soft negative
“Cycode and Snyk are currently the top contenders for general use cases.” GLM 4.7 FlashX · direct prompt · first choice
“or Cycode if you need to consolidate multiple existing tools” Kimi K2 · paraphrase prompt · first choice
“I'd recommend Cycode as the strongest default choice” Perplexity Sonar · paraphrase 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.
“Enterprise-grade ASPM platforms (such as ArmorCode, Cycode, and Apiiro) are incredibly powerful, but their pricing models are built for large enterprises and often start at tens of thousands of dollars” Gemini 3.5 Flash · budget prompt · soft negative
“Some aggregator-focused platforms like ArmorCode, Tromzo, and similar tools that primarily focus on ingesting and reporting rather than adding intelligence.” DeepSeek V4 Flash · negative prompt · soft negative
“ArmorCode is positioned as a vendor-neutral AppSec command centre that integrates with 100-plus security tools, deduplicates findings and is an aggregator only.” Muse Glimmer 30B · negative prompt · soft negative
“Choose Wiz or ArmorCode if you are a cloud-native organization looking for a "single pane of glass"” Qwen 3.7 Flash · comparative prompt · first choice
“Many existing scanners; don’t want to replace them: start with ArmorCode and Veracode Risk Manager.” GPT-6 Luna · comparative prompt · first choice
“Choose ArmorCode if you have 30+ security tools ... it's the ultimate unification and automation engine.” DeepSeek V4 Flash · 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.