One of fourteen models named Cycode ASPM first on the direct prompt; zero named Apiiro. Cycode ASPM was named by thirteen of the fourteen models and Apiiro by thirteen and Cycode ASPM carries 47 labels and Apiiro 30, 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 Apiiro were named in the same answer seventy-nine times, of the 126 answers naming Cycode ASPM and the 99 naming Apiiro. In those answers Apiiro took the first choice nine times and Cycode ASPM ten.
| 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.
“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.