Eleven of fourteen models named Aikido Security first on the direct prompt; zero named Apiiro. Aikido Security was named by fourteen of the fourteen models and Apiiro by thirteen and Aikido Security carries 36 labels and Apiiro 30, so the shares are not directly comparable.
Named in ten categories 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.
| 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.
No label in this category carried a quote.
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.