One of fourteen models named Akamai API Security first on the direct prompt; zero named StackHawk. Akamai API Security was named by fourteen of the fourteen models and StackHawk by twelve and Akamai API Security carries 39 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.
Across every category in the October 2026 Edition, Akamai API Security and StackHawk were named in the same answer twenty-six times, of the 125 answers naming Akamai API Security and the 147 naming StackHawk. In those answers StackHawk took the first choice six times and Akamai API Security zero.
| 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.
“If you use cloud-delivery platforms (like Cloudflare, Fastly, or Akamai) on their basic, entry-level, or pro tiers, do not assume your APIs are safe.” Gemini 3.5 Flash · negative prompt · soft negative
“exercise caution with these due to recurring user-reported drawbacks ... Steep learning curve and complex initial setup” Grok 4.1 Fast · negative prompt · soft negative
“premium enterprise API security platforms (like Salt Security, Akamai/Noname, or Traceable) are usually out of reach” Gemini 3.5 Flash · budget prompt · soft negative
“For most mid-sized B2B companies, Akamai API Security stands out due to its comprehensive discovery and protection features” Mistral Small · paraphrase prompt · first choice
“A strong enterprise shortlist candidate for complex, hybrid estates and teams wanting broad governance and testing.” GPT-6 Luna · comparative prompt · first choice
“Akamai API Security is a very strong default choice if you want a purpose-built platform with broad capability” GPT-5.4 mini · 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.