Third-party risk management · October 2026 Edition
Vanta vs Prevalent
One of fourteen models named Vanta first on the direct prompt; zero named Prevalent. Vanta was named by thirteen of the fourteen models and Prevalent by thirteen and Vanta carries 34 labels and Prevalent 22, so the shares are not directly comparable.
Named in nine categories this edition.
Named in three categories this edition.
First-choice share12%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate15%9%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#3A position in a field of 15; printed, not drawn.
Labels3422A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Vanta reading right to left. Rank and label count are printed, not drawn.UpGuard was named alongside these two in thirteen of the fourteen direct answers. UpGuard vs Vanta · UpGuard vs Prevalent · Vanta vs ProcessUnity
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.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
VantaFirst choices, of fourteen modelsPrevalent
Direct102 against Vanta · 1 against Prevalent
Paraphrase22
Comparative02
Budget-constrained202 against Vanta
Scale-constrained10
Negative001 against Vanta · 1 against Prevalent
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Vanta and Prevalent stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | ||||
| GPT-5.4 mini | | | | |||
| Gemini 3.5 Flash | | | | | ||
| Perplexity Sonar | | | ||||
| Grok 4.1 Fast | | | | | ||
| 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 | | |
Vanta Prevalent first choice named as an alternative argued againstblank: not namedEach cell is one answer, Vanta on the left and Prevalent on the right.The direct prompt
The plain question, one answer per model, grouped by where Vanta and Prevalent stood in it.
Vanta first, Prevalent not the choice
1 of 14 modelsPrevalent was named in the answer but not as the choice, or not at all.Mistral SmallVanta alternatives: LogicGate, Panorays, StandardFusion, UpGuard
Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniProcessUnity alternatives: UpGuard, Vanta, Venminder, Whistic
Gemini 3.5 FlashUpGuard alternatives: Drata, Panorays, Vanta, Venminder, Whistic
Grok 4.1 FastUpGuard alternatives: LogicGate Risk Cloud, Prevalent, ProcessUnity, SecurityScorecard
DeepSeek V4 FlashUpGuard alternatives: LogicGate, Panorays, Prevalent, StandardFusion, Venminder
Llama 4 MaverickLogicGate alternatives: StandardFusion, UpGuard, Vanta
Qwen 3.7 FlashUpGuard alternatives: Panorays, Riskonnect, Sprinto, Vanta
GLM 4.7 FlashXUpGuard alternatives: Panorays, SecurityScorecard, Vanta
Neither was named
6 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice
Perplexity SonarUpGuard alternatives: LogicGate, Panorays, StandardFusion
Kimi K2UpGuard alternatives: Hyperproof, LogicGate Risk Cloud, Panorays
MiniMax M2.5UpGuard alternatives: Panorays
GPT-6 LunaUpGuard alternatives: Vanta TPRM, Whistic
Muse Glimmer 30BUpGuard alternatives: LogicGate, LogicManager, Panorays, Whistic
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 thirty-two points.
Vanta32%#2 of 9Prevalent0%#– of 9Mid-marketThe figures above
Enterprise
Level: the same share of first choices.
Vanta4%#6 of 14Prevalent4%#5 of 14What the models said about Vanta
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Vanta is often the best starting point for a smaller company because it combines vendor-risk workflows with broader compliance automation in one platform” GPT-5.4 mini · budget prompt · first choice
“Vanta, in particular, utilizes "Agentic VRM" to automatically read vendor evidence, auto-answer questionnaires, and continuously scan for vendor breach data.” Gemini 3.5 Flash · scale prompt · first choice
“I would recommend Vanta if your team wants a single platform that combines vendor risk management with your own security/compliance program” Perplexity Sonar · paraphrase prompt · first choice
What the models said about Prevalent
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“They may be more platform than a lean mid-market team needs, so test implementation effort and total cost carefully.” GPT-6 Luna · direct prompt · soft negative
“reviews consistently flag limited customization and integration pain for UpGuard and Prevalent” Muse Glimmer 30B · negative prompt · soft negative
“Prevalent, ProcessUnity, and OneTrust are excellent choices if you need depth in assessment and compliance” Mistral Small · paraphrase prompt · first choice
“The strongest TPRM platforms for 2026 are Mitratech Prevalent, UpGuard, and SecurityScorecard” Claude Haiku 4.5 · comparative prompt · first choice
“For a specialist TPRM workflow, start with ProcessUnity and Prevalent.” GPT-6 Luna · comparative prompt · first choice
Also compared
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.