Two of fourteen models named Salt Security first on the direct prompt; zero named StackHawk. Salt Security was named by fourteen of the fourteen models and StackHawk by twelve and Salt Security carries 43 labels and StackHawk 19, so the shares are not directly comparable.
Named in two categories 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, Salt Security and StackHawk were named in the same answer thirty times, of the 133 answers naming Salt Security and the 147 naming StackHawk. In those answers StackHawk took the first choice six times and Salt Security nine.
| 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.
“Another platform frequently mentioned as having significant setup and operational overhead.” Mistral Small · negative prompt · hard negative
“Avoid Salt Security ($100k+/year)” Kimi K2 · direct prompt · hard negative
“Salt Security is frequently cited as a category pioneer for AI-powered behavioral threat detection and API discovery... also note typical enterprise caveats: shift-left and SIEM logging integrations are still maturing in places, and smaller teams report sales-led buying and opaque pricing.” Muse Glimmer 30B · negative prompt · soft negative
“If you want to stop complex logic abuse (like BOLA) in runtime without adding any latency to your production traffic, select Salt Security or Traceable AI.” Gemini 3.5 Flash · comparative prompt · first choice
“dedicated purpose-built solutions like Salt Security, Traceable AI, Wallarm, Akamai API Security, and Cequence Security” Grok 4.1 Fast · comparative prompt · first choice
“Purpose-built API security platform that combines API discovery, posture governance, and runtime threat detection in a single product.” Muse Glimmer 30B · comparative 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.