Two of fourteen models named Wallarm API Security first on the direct prompt; zero named StackHawk. Wallarm API Security was named by thirteen of the fourteen models and StackHawk by twelve and Wallarm API Security carries 29 labels and StackHawk 19, so the shares are not directly comparable.
Named in one category this edition.
Named in three 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 API security platforms 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. Three of four in this category shown.
“I'd generally recommend Wallarm as the first place to look” GPT-5.4 mini · paraphrase prompt · first choice
“I'd start with Wallarm for a typical mid-market B2B company” GPT-6 Luna · direct prompt · first choice
“Best Overall for Consolidated Security: Wallarm” Gemini 3.5 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“If you outgrow them, scale to affordable paid like StackHawk.” Grok 4.1 Fast · budget prompt · soft negative
“Best Overall Value (Automated Testing): StackHawk ... widely considered the best balance of cost and capability for startups and SMBs” Qwen 3.7 Flash · budget prompt · first choice
“StackHawk - a developer-centric CI/CD DAST on a budget, with a free tier and paid plans starting at $59/mo.” Llama 4 Maverick · budget 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.