Zero of fourteen models named Feroot PaymentGuard first on the direct prompt; one named Imperva Client-Side Protection. Feroot PaymentGuard was named by nine of the fourteen models and Imperva Client-Side Protection by twelve and both carry 20 labels, so the shares below are directly comparable.
Named in one category 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 client-side protection page.
Across every category in the October 2026 Edition, Feroot PaymentGuard and Imperva Client-Side Protection were named in the same answer nineteen times, of the 46 answers naming Feroot PaymentGuard and the 64 naming Imperva Client-Side Protection. In those answers Imperva Client-Side Protection took the first choice one time and Feroot PaymentGuard three.
| 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.
“Tools to Avoid on a Tight Budget - Reflectiz, Feroot, DomDog, Jscrambler” DeepSeek V4 Flash · budget prompt · hard negative
“Avoid: Enterprise solutions like Akamai, Imperva, or Feroot” Kimi K2 · budget prompt · hard negative
“A caveat: its synthetic crawler can be bypassed by attackers who serve clean scripts to bots and malicious ones to real users.” DeepSeek V4 Flash · direct prompt · soft negative
“Use client-side protection tools that provide active blocking and real-time monitoring (e.g., Feroot, Human Security)” Mistral Small · negative prompt · first choice
“If you want a single practical pick, Feroot PaymentGuard is a strong fit because it is described as low-overhead” Perplexity Sonar · paraphrase prompt · first choice
“I recommend Reflectiz or Feroot as your primary tools” Mistral Small · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Avoid: Enterprise solutions like Akamai, Imperva, or Feroot” Kimi K2 · budget prompt · hard negative
“compared to enterprise solutions like Akamai or Imperva” Qwen 3.7 Flash · budget prompt · soft negative
“Imperva Client-Side Protection stands out as one of the top choices for a mid-market B2B company” Grok 4.1 Fast · direct prompt · first choice
“Imperva Client-Side Protection monitors all third-party JavaScript running on sites, detecting and blocking malicious activity in real-time” Muse Glimmer 30B · comparative prompt · alternative
“listed in the client-side protection category as a solution that monitors all third-party JavaScript running on sites” Muse Glimmer 30B · direct prompt · alternative
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.