Seven of fourteen models named SOCRadar Extended Threat Intelligence first on the direct prompt; two named ZeroFox. SOCRadar Extended Threat Intelligence was named by thirteen of the fourteen models and ZeroFox by fourteen and SOCRadar Extended Threat Intelligence carries 33 labels and ZeroFox 60, so the shares are not directly comparable.
Named in three categories 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 digital risk protection page.
Across every category in the November 2026 Edition, SOCRadar Extended Threat Intelligence and ZeroFox were named in the same answer eighty-four times, of the 132 answers naming SOCRadar Extended Threat Intelligence and the 179 naming ZeroFox. In those answers ZeroFox took the first choice fifteen times and SOCRadar Extended Threat Intelligence twenty-six.
| 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.
“They score well where reviewed (e.g., SOCRadar for extended threat intel), but lack of long-term data” Grok 4.20 · negative prompt · soft negative
“SOCRadar Extended Threat Intelligence (or Cyble Vision as a close alternative) stands out as the best digital risk protection (DRP) platform” Grok 4.20 · direct prompt · first choice
“Best Overall Value: SOCRadar Extended Threat Intelligence — Offers broad coverage ... at pricing designed for mid-market teams.” MiniMax M2.5 · direct prompt · first choice
“SOCRadar (with its free tier or entry-level paid plans) is one of the strongest options for a company with a limited budget.” Grok 4.20 · budget 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.
“Avoid: Enterprise-only DRP tools (like ZeroFox or Recorded Future) unless you have a dedicated security budget of $100,000+ per year.” GLM 4.7 FlashX · budget prompt · hard negative
“Avoid for Tight Budgets: Enterprise-heavy options like Recorded Future, ZeroFox, or Rapid7 often start at $20,000–$50,000+/year” Grok 4.20 · budget prompt · hard negative
“ZeroFox - mentioned as having a high negative rate and being criticized for its focus on visibility rather than disruption.” Llama 4 Maverick · negative prompt · hard negative
“Strong for brand and executive threat coverage across social media and external platforms, suitable for SMB through enterprise with modular options.” Mistral Small · direct prompt · first choice
“ZeroFox is widely recognized for its deep coverage across social media, mobile app stores, and digital channels.” Gemini 3.5 Flash · comparative prompt · first choice
“Choose ZeroFox if impersonation, executive threats, social media, or brand abuse are priorities.” Perplexity Sonar · comparative 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.