Two of fourteen models named Cycode ASPM first on the direct prompt; one named Wiz. Cycode ASPM was named by thirteen of the fourteen models and Wiz by nine and Cycode ASPM carries 36 labels and Wiz 18, so the shares are not directly comparable.
Named in one category this edition.
Named in sixteen 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.
| 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
No label in this category carried a quote.
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.