Third-party risk management · September 2026 Edition
UpGuard vs Panorays
Ten of twelve models named UpGuard first on the direct prompt; four named Panorays. UpGuard was named by eleven of the twelve models and Panorays by eleven and UpGuard carries 47 labels and Panorays 35, so the shares are not directly comparable.
Named in three categories this edition.
Named in one category this edition.
First-choice share53%10%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate9%17%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#2A position in a field of 11; printed, not drawn.
Labels4735A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, UpGuard reading right to left. Rank and label count are printed, not drawn.UpGuard vs Vanta · Panorays vs Vanta
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.
By framing
How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
UpGuardFirst choices, of twelve modelsPanorays
Direct104
Paraphrase811 against Panorays
Comparative21
Budget-constrained701 against UpGuard · 1 against Panorays
Scale-constrained10
Negative003 against UpGuard · 4 against Panorays
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.
The direct prompt
The plain question, one answer per model, grouped by where UpGuard and Panorays stood in it.
Both were the first choice
4 of 12 modelsThe answer named them together, and the judge labeled each a first choice.Llama 4 MaverickPanorays, UpGuard, Vanta alternatives: Onspring
Qwen 3.7 FlashPanorays, UpGuard alternatives: ServiceNow Vendor Risk Management
Kimi K2Panorays, UpGuard alternatives: Prevalent, Venminder
MiniMax M2.5Panorays, UpGuard alternatives: SureCloud
UpGuard first, Panorays an alternative
6 of 12 modelsPanorays was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashUpGuard alternatives: Vanta, Venminder, Whistic
Perplexity SonarUpGuard alternatives: LogicGate, Panorays, StandardFusion
Grok 4.1 FastUpGuard alternatives: Panorays, Vanta
Mistral SmallUpGuard alternatives: Panorays, Prevalent
DeepSeek V4 FlashUpGuard alternatives: OneTrust Third-Party Risk Management, Panorays, Sprinto, Vanta
GLM 4.7 FlashXUpGuard alternatives: LogicGate Risk Cloud, Panorays, StandardFusion, Vanta
Neither was named
2 of 12 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice
GPT-5.4 miniProcessUnity alternatives: LogicGate, MetricStream, OneTrust Third-Party Risk Management, Onspring
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.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
UpGuard leads by forty-two points.
UpGuard44%#1 of 13Panorays2%#5 of 13Mid-marketThe figures above
UpGuard leads by forty-three points.
UpGuard53%#1 of 11Panorays10%#2 of 11Enterprise
What the models said about UpGuard
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
What the models said about Panorays
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Limited customization options, poor reporting capabilities, lack of clarity in risk assessment processes, inefficient risk management due to false positives” GLM 4.7 FlashX · negative prompt · hard negative
“As seen with some platforms like Panorays (users report lack of clarity in risk assessments, limited customization, and inefficient processes)” MiniMax M2.5 · negative prompt · soft negative
“Questionnaire-heavy platforms such as Panorays if your program depends on highly accurate vendor participation” Perplexity Sonar · negative prompt · soft negative
“The best third-party risk management platform for a mid-market B2B company is UpGuard, Panorays, or Vanta.” Llama 4 Maverick · direct prompt · first choice
“Panorays and UpGuard stand out for continuous monitoring + vendor‑friendly assessments.” GLM 4.7 FlashX · comparative prompt · first choice
“I'd recommend UpGuard or Panorays as the starting point” Kimi K2 · direct prompt · first choice
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.