Four of fourteen models named Recorded Future Intelligence Cloud first on the direct prompt; two named Cyble Vision. Recorded Future Intelligence Cloud was named by fourteen of the fourteen models and Cyble Vision by eight and Recorded Future Intelligence Cloud carries 54 labels and Cyble Vision 13, so the shares are not directly comparable.
Named in one category 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.
| 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.
“Verdict: Avoid if you have a limited budget or require high-volume, automated ingestion into many disparate tools without manual tuning.” GLM 4.7 FlashX · negative prompt · hard negative
“one buyer guide flags "standard" TIPs like Recorded Future as something to avoid in some enterprise-fit comparisons” Perplexity Sonar · negative prompt · hard negative
“recommended to avoid if you have a limited budget or need high-volume, automated ingestion across many tools” Mistral Small · negative prompt · hard negative
“For Comprehensive Coverage: If you need to monitor everything from ransomware forums to geopolitical shifts without hiring more analysts, choose Recorded Future.” Qwen 3.7 Flash · comparative prompt · first choice
“Best For: Enterprises needing comprehensive, real-time, and automated threat intelligence with broad integration capabilities.” Mistral Small · comparative prompt · first choice
“Recorded Future is the best all-around choice due to its balance of automation, integration, and actionable intelligence” 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 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.