Two of fourteen models named SOCRadar Extended Threat Intelligence first on the direct prompt; two named Cyble Vision. SOCRadar Extended Threat Intelligence was named by eight of the fourteen models and Cyble Vision by eight and SOCRadar Extended Threat Intelligence carries 15 labels and Cyble Vision 13, so the shares are not directly comparable.
Named in two categories this edition.
Named in two 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 threat intelligence platforms page.
Across every category in the October 2026 Edition, SOCRadar Extended Threat Intelligence and Cyble Vision were named in the same answer fifteen times, of the 78 answers naming SOCRadar Extended Threat Intelligence and the 42 naming Cyble Vision. In those answers Cyble Vision took the first choice zero times and SOCRadar Extended Threat Intelligence four.
| 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. Four of four in this category shown.
“positioned for larger teams or come with custom pricing, so they are usually not the best first pick when budget is constrained” Perplexity Sonar · budget prompt · soft negative
“SOCRadar and similar platforms have user reports of "volume of false positives" requiring extensive manual tuning” Kimi K2 · negative prompt · soft negative
“prioritize platforms that offer Extended Threat Intelligence (XTI) or Brand/Identity protection (like SOCRadar, Flare, or Cyble)” Gemini 3.5 Flash · scale prompt · first choice
“Choose SOCRadar. It offers the most comprehensive, direct threat-intel suite tailored for mid-market budgets.” Gemini 3.5 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Cyble received criticism for: Duplicate notifications and unreliable alert delivery → alert fatigue, Poor customer support” DeepSeek V4 Flash · negative prompt · soft negative
“positioned for larger teams or come with custom pricing, so they are usually not the best first pick when budget is constrained” Perplexity Sonar · budget prompt · soft negative
“Cyble Vision ranks first for combining external threat intelligence, dark web monitoring, attack surface management, and brand protection into a single AI-native platform.” Claude Haiku 4.5 · comparative prompt · first choice
“prioritize platforms that offer Extended Threat Intelligence (XTI) or Brand/Identity protection (like SOCRadar, Flare, or Cyble)” Gemini 3.5 Flash · scale prompt · first choice
“Rapid7 Threat Command and Cyble Vision are the strongest overall picks” DeepSeek V4 Flash · direct 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.