One of fourteen models named Flare first on the direct prompt; two named UpGuard BreachSight. Flare was named by ten of the fourteen models and UpGuard BreachSight by nine and Flare carries 16 labels and UpGuard BreachSight 14, 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 4.20 | ||||||
| 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 four in this category shown.
“~$19,600+ (based on identifiers) | Proactive monitoring ... Higher entry for even modest needs” Grok 4.20 · budget prompt · soft negative
“Choose [Flare](https://flare.io) if your primary concern is secret leaks (GitHub), dark web credential exposure, and keeping alert fatigue low” Gemini 3.5 Flash · direct prompt · first choice
“I recommend Flare (formerly known as Flare.io) as the top choice for integrated dark web and brand impersonation monitoring.” Grok 4.20 · paraphrase prompt · first choice
“Flare is specifically highlighted as the "strongest mid-market pick" for dark web monitoring” 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.
“independent comparisons flag questions around coverage, operational fit, and whether findings translate into effective remediation; validate it carefully” Perplexity Sonar · negative prompt · soft negative
“Platforms to be cautious about: BitSight, SecurityScorecard, UpGuard.” Qwen 3.7 Flash · negative prompt · soft negative
“UpGuard BreachSight is frequently identified as the top digital risk protection (DRP) solution.” Qwen 3.7 Flash · direct prompt · first choice
“For most mid-market B2B companies, UpGuard Breach Risk is the strongest default choice” Perplexity Sonar · direct prompt · first choice
“the strongest default recommendation is UpGuard Breach Risk” Perplexity Sonar · paraphrase 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.