Eight of fourteen models named UpGuard BreachSight first on the direct prompt; one named Rapid7 Threat Command. UpGuard BreachSight was named by thirteen of the fourteen models and Rapid7 Threat Command by seven and UpGuard BreachSight carries 21 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. Four of five in this category shown.
“What to avoid ... UpGuard BreachSight: $5,999/year minimum.” DeepSeek V4 Flash · budget prompt · hard negative
“UpGuard is the most frequently named fit for consolidated DRP + vendor / user risk outcomes without multiple point tools” Muse Glimmer 30B · direct prompt · first choice
“UpGuard is frequently highlighted as a top digital risk protection (DRP) platform for mid-market B2B companies” Mistral Small · direct prompt · first choice
“I would recommend UpGuard because: ✅ Specifically built for mid-market” MiniMax M2.5 · direct 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.