Four of fourteen models named Feroot Security first on the direct prompt; zero named Feroot PaymentGuard. Feroot Security was named by ten of the fourteen models and Feroot PaymentGuard by ten and Feroot Security carries 25 labels and Feroot PaymentGuard 14, so the shares are not 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.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Four of five in this category shown.
“Feroot Security (higher cost, but excellent for payment page protection)” GLM 4.7 FlashX · budget prompt · soft negative
“Cloudflare Client-Side Security (Page Shield) and Feroot Security are the best choices due to their free tiers and strong reputations.” Mistral Small · budget prompt · first choice
“Best for Compliance & Ease of Use: Feroot Security ... Feroot is often cited as the strongest option.” Qwen 3.7 Flash · direct prompt · first choice
“If you want the best balance of reputation, compliance, and user satisfaction: go with Feroot Security.” DeepSeek V4 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“those from Reflectiz, Feroot, Human Security, Imperva Client-Side Protection, Source Defense ... ineffective against sophisticated attacks” Grok 4.20 · negative prompt · hard negative
“tools to be cautious about or avoid include: ... 3. Feroot PaymentGuard” Llama 4 Maverick · negative prompt · hard negative
“Feroot samples down to 10% of sessions, meaning it statistically misses 90% of client-side attacks in unobserved sessions” Claude Haiku 4.5 · comparative prompt · soft negative
“I'd recommend starting with Feroot PaymentGuard or Cside” Claude Haiku 4.5 · paraphrase prompt · first choice
“Choose Feroot when compliance automation across multiple regulations is the main buying criterion.” Perplexity Sonar · comparative prompt · alternative
“Feroot focuses on identifying and patching vulnerabilities within the client-side code itself” GLM 4.7 FlashX · comparative 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.