Two of fourteen models named Noname Security first on the direct prompt; zero named StackHawk. Noname Security was named by eleven of the fourteen models and StackHawk by twelve and Noname Security carries 14 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 | DirectNS | ParaphraseNS | ComparativeNS | Budget-constrainedNS | Scale-constrainedNS | NegativeNS |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | NS | |||||
| Gemini 3.5 Flash | NS | |||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | NS | |||||
| Mistral Small | NS | |||||
| DeepSeek V4 Flash | NS | NS | ||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | NS | NS | ||||
| Kimi K2 | NS | |||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | NS | |||||
| GPT-6 Luna | NS | |||||
| 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.
“Criticized for long setup times, limited remediation guidance... Some experts consider it less effective compared to newer agentless approaches” Mistral Small · negative prompt · hard negative
“This is the most frequently criticized major vendor in the space.” DeepSeek V4 Flash · negative prompt · hard negative
“Post-acquisition integration still in progress; some pre-acquisition roadmap features delayed; product now bundled with Akamai's broader portfolio” Kimi K2 · negative prompt · soft negative
“For most mid-market B2B companies, I'd recommend starting with Noname (Akamai API Security)” DeepSeek V4 Flash · direct prompt · first choice
“For pure API Security & Visibility: Go with Noname Security.” Qwen 3.7 Flash · direct prompt · first choice
“this is the market leader for mid-to-large organizations” Qwen 3.7 Flash · paraphrase 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.