One of fourteen models named ZeroFox first on the direct prompt; one named Rapid7 Threat Command. ZeroFox was named by fourteen of the fourteen models and Rapid7 Threat Command by seven and ZeroFox carries 47 labels and Rapid7 Threat Command 12, 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 digital risk 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 4.1 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.
“Users frequently report problems with inefficient alerts, slow performance ... and a high volume of false positives.” Mistral Small · negative prompt · hard negative
“What to avoid (If budget is truly limited):- ZeroFox: Median contract value is ~$45,000/year.” DeepSeek V4 Flash · budget prompt · hard negative
“ZeroFox – Multiple User Complaints - False positive overload” Kimi K2 · negative prompt · hard negative
“Broad external-threat coverage spanning brand and domain abuse, social platforms, executive risks... Look closely at ZeroFox.” GPT-6 Luna · comparative prompt · first choice
“If brand, executive, and social media protection with rapid takedowns are your top priorities → ZeroFox” DeepSeek V4 Flash · comparative prompt · first choice
“ZeroFox is highly regarded for its automated threat intelligence, brand defense, and executive protection.” Gemini 3.5 Flash · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“the strongest default choice is Rapid7 Threat Command or UpGuard” Perplexity Sonar · 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.