One of fourteen models named Source Defense first on the direct prompt; zero named Feroot PaymentGuard. Source Defense was named by eleven of the fourteen models and Feroot PaymentGuard by nine and Source Defense carries 26 labels and Feroot PaymentGuard 20, 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.
Across every category in the October 2026 Edition, Source Defense and Feroot PaymentGuard were named in the same answer twenty times, of the 69 answers naming Source Defense and the 46 naming Feroot PaymentGuard. In those answers Feroot PaymentGuard took the first choice one time and Source Defense 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.
“solutions from vendors like JScrambler, Reflectiz, Source Defense, and Human Security ... often fail to block the majority of sophisticated e-skimming attacks” Qwen 3.7 Flash · negative prompt · soft negative
“Popular vendors include Human Security, SourceDefense, JScrambler, and Reflectiz. ... JS agents detect behavior after a script has already executed.” Muse Glimmer 30B · negative prompt · soft negative
“you do not need to pay $15,000+ per year for enterprise-grade solutions (like Akamai, Jscrambler, or Source Defense)” Gemini 3.5 Flash · budget prompt · soft negative
“Choose In-Browser Runtime Agents (Source Defense / HUMAN) if you operate a high-volume checkout or login page and want *active prevention*” Gemini 3.5 Flash · comparative prompt · first choice
“I'd recommend starting with c/side (free tier) or Source Defense Essentials ($98/month)” Kimi K2 · direct prompt · first choice
“I'd start with Source Defense's PCI Compliance product for a mid-sized B2B company” GPT-6 Luna · paraphrase prompt · first choice
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
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.