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Third-party risk management · September 2026 Edition

Panorays vs Vanta

Four of twelve models named Panorays first on the direct prompt; one named Vanta. Panorays was named by eleven of the twelve models and Vanta by eleven and Panorays carries 35 labels and Vanta 30, so the shares are not directly comparable.

Panorays

accepted challenger

Named in one category this edition.

Vanta

accepted challenger

Named in four categories this edition.

First-choice share10%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.

Negative rate17%17%Negative labels as a share of the product's labels, 0 to 100.

Rank in category#2#3A position in a field of 11; printed, not drawn.

Labels3530A count; the two differ.

The two percentage rows are drawn on one 0 to 100 track, Panorays reading right to left. Rank and label count are printed, not drawn.UpGuard was named alongside these two in ten of the twelve direct answers. UpGuard vs Panorays · UpGuard 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.

PanoraysFirst choices, of twelve modelsVanta

Direct41

Paraphrase121 against Panorays

Comparative101 against Vanta

Budget-constrained001 against Panorays · 2 against Vanta

Scale-constrained00

Negative004 against Panorays · 2 against Vanta

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 Panorays and Vanta stood in it.

Both were the first choice

1 of 12 modelsThe answer named them together, and the judge labeled each a first choice.

Llama 4 MaverickPanorays, UpGuard, Vanta alternatives: Onspring

Panorays first, Vanta not the choice

3 of 12 modelsVanta was named in the answer but not as the choice, or not at all.

Qwen 3.7 FlashPanorays, UpGuard alternatives: ServiceNow Vendor Risk Management

Kimi K2Panorays, UpGuard alternatives: Prevalent, Venminder

MiniMax M2.5Panorays, UpGuard alternatives: SureCloud

Neither was the first choice, one was named

6 of 12 modelsThe answer put something else first and named one of the two as an alternative.

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

Vanta leads by twenty-four points.

Vanta#2 of 13

Panorays#5 of 13

The full small business standing →

Mid-marketThe figures above

The order flips: Panorays leads at mid-market.

Panorays#2 of 11

Vanta#3 of 11

The full mid-market standing →

Enterprise

Level: the same share of first choices.

Panorays#9 of 13

Vanta#11 of 13

The full enterprise standing →

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

What the models said about Vanta

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

Also compared

UpGuard vs Panorays UpGuard vs Vanta The full TPRM standing

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.