One 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 eleven and Cycode ASPM carries 47 labels and Wiz 24, so the shares are not directly comparable.
Named in one category this edition.
Named in seventeen 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 4.20 | ||||||
| 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
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.