Nine of fourteen models named UpGuard first on the direct prompt; one named Venminder. UpGuard was named by fourteen of the fourteen models and Venminder by eleven and UpGuard carries 59 labels and Venminder 19, so the shares are not directly comparable.
Named in four categories this edition.
Named in one category 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 third-party risk management 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. Six of seven in this category shown.
“Generally considered expensive, especially for smaller organizations <br>• Limited functionality and reporting depth <br>• False positives in risk scores” GLM 4.7 FlashX · negative prompt · hard negative
“Avoid relying solely on security ratings platforms (like Bitsight, SecurityScorecard, UpGuard) for TPRM” Mistral Small · negative prompt · hard negative
“remediation recommendations lack clarity, smaller organizations find it expensive, and false positives need manual cleanup” Claude Haiku 4.5 · negative prompt · soft negative
“UpGuard is the most frequently recommended starter platform because of its published pricing, daily monitoring, and the claim it is built for mid-market deployment speed.” Muse Glimmer 30B · paraphrase prompt · first choice
“I'd recommend starting with UpGuard if you prioritize cyber risk visibility, or ProcessUnity if you need comprehensive lifecycle management” GLM 4.7 FlashX · direct prompt · first choice
“UpGuard stands out as the best third-party risk management (TPRM) platform for a mid-market B2B company” Grok 4.20 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“heavily reliant on questionnaires, such as OneTrust, Prevalent, ProcessUnity, Venminder, and Archer” Llama 4 Maverick · negative prompt · hard negative
“may not offer continuous monitoring or deep risk analysis” Mistral Small · negative prompt · soft negative
“I'd recommend starting with Venminder or ProcessUnity if budget allows” MiniMax M2.5 · paraphrase prompt · first choice
“Venminder — Best Overall for Mid-Market” DeepSeek V4 Flash · direct prompt · first choice
“If you are heavily regulated (Banking, Healthcare, Credit Unions): Choose Venminder or Prevalent” Gemini 3.5 Flash · comparative prompt · alternative
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.