Ten of twelve models named UpGuard first on the direct prompt; one named Vanta. UpGuard was named by eleven of the twelve models and Vanta by eleven and UpGuard carries 47 labels and Vanta 30, so the shares are not directly comparable.
Named in three categories this edition.
Named in four categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.
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.
“UpGuard Vendor Risk: Solid 4.5/5 on G2, lauded for usability, but criticized for expensive pricing (tough for SMBs), limited functionality” Grok 4.1 Fast · negative prompt · soft negative
“They are not a full TPRM solution: They lack native questionnaire workflows, remediation tracking, and supply-chain relationship mapping.” DeepSeek V4 Flash · negative prompt · soft negative
“it is significantly more expensive than the options above. However, it is worth mentioning if you can access the free tier.” Qwen 3.7 Flash · budget prompt · soft negative
“UpGuard is highly recommended for mid-market teams that want a balance of continuous monitoring and automated assessment workflows.” Mistral Small · direct prompt · first choice
“Best All-Rounder (Continuous Monitoring + Questionnaires): UpGuard Vendor Risk ... UpGuard is the market leader for mid-sized teams.” Gemini 3.5 Flash · paraphrase prompt · first choice
“the strongest default choice is UpGuard because it offers a free plan to monitor five vendors and has published pricing” Perplexity Sonar · budget 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.
“Limited customization in reporting and dashboards, integration problems, limited integrations with niche tech stacks” GLM 4.7 FlashX · negative prompt · hard negative
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.