Third-party risk management · November 2026 Edition
Prevalent vs Whistic
One of fourteen models named Prevalent first on the direct prompt; one named Whistic. Prevalent was named by twelve of the fourteen models and Whistic by six and Prevalent carries 33 labels and Whistic 12, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate21%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#4A position in a field of 15; printed, not drawn.
Labels3312A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Prevalent reading right to left. Rank and label count are printed, not drawn.UpGuard was named alongside these two in ten of the fourteen direct answers. UpGuard vs Prevalent · UpGuard vs Whistic · Prevalent vs Venminder
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.
PrevalentFirst choices, of fourteen modelsWhistic
Direct11
Paraphrase101 against Prevalent
Comparative00
Budget-constrained002 against Prevalent
Scale-constrained00
Negative014 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 Prevalent and Whistic 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 4.20 | | | ||||
| 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 | |
Prevalent Whistic first choice named as an alternative argued againstblank: not namedEach cell is one answer, Prevalent on the left and Whistic on the right.The direct prompt
The plain question, one answer per model, grouped by where Prevalent and Whistic stood in it.
Prevalent first, Whistic not the choice
1 of 14 modelsWhistic was named in the answer but not as the choice, or not at all.Muse Glimmer 30BPrevalent alternatives: Hyperproof, LogicGate, OneTrust Third-Party Risk Management, Scytale, SureCloud
Whistic first, Prevalent not the choice
1 of 14 modelsPrevalent was named in the answer but not as the choice, or not at all.GPT-6 LunaWhistic alternatives: Vanta TPRM
Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashUpGuard alternatives: Drata, Panorays, Prevalent, Vanta TPRM, Whistic
Perplexity SonarUpGuard alternatives: Bitsight, LogicGate, Prevalent, ProcessUnity, SecurityScorecard, Vanta TPRM
DeepSeek V4 FlashUpGuard, Venminder alternatives: OneTrust Third-Party Risk Management, Panorays, Prevalent
Neither was named
9 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5StandardFusion alternatives: LogicGate, Onspring, Panorays, UpGuard
GPT-5.4 miniUpGuard alternatives: Bitsight, OneTrust Third-Party Risk Management, ProcessUnity, Secureframe, Vanta TPRM
Grok 4.20UpGuard alternatives: Aravo, Diligent One, ProcessUnity
Mistral SmallBitsight, UpGuard alternatives: Drata, Panorays, Vanta TPRM
Llama 4 Maverickno first choice
Qwen 3.7 FlashUpGuard alternatives: LogicGate RealRisk, SecurityScorecard, SureCloud
Kimi K2UpGuard alternatives: Panorays, Vanta TPRM, Venminder
GLM 4.7 FlashXProcessUnity Vendor Risk Management, UpGuard alternatives: LogicGate Risk Cloud, OneTrust Third-Party Risk Management, Risk Ledger
MiniMax M2.5no first choice
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
Mid-marketThe figures above
The order flips: Prevalent leads at mid-market.
Prevalent4%#2 of 15Whistic2%#4 of 15Enterprise
Prevalent leads by twelve points.
Prevalent12%#3 of 15Whistic0%#– of 15What the models said about Prevalent
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“heavily reliant on questionnaires, such as OneTrust, Prevalent, ProcessUnity, Venminder, and Archer” Llama 4 Maverick · negative prompt · hard negative
“Avoid overkill enterprise platforms like OneTrust or Prevalent unless you grow.” Grok 4.20 · budget prompt · hard negative
“Questionnaire-focused platforms (like OneTrust, Archer, Prevalent, ProcessUnity, Venminder) are useful for assessments but may not offer continuous monitoring” Mistral Small · negative prompt · soft negative
“If you're starting from scratch and want the best balance of functionality and ease of adoption, I'd lean Prevalent.” GPT-5.4 mini · paraphrase prompt · first choice
“Prevalent / Mitratech is the most cited pure-play.” Muse Glimmer 30B · direct prompt · first choice
“For a more robust solution, consider platforms that combine questionnaire workflows with continuous monitoring... such as Mitratech Prevalent” Mistral Small · negative prompt · alternative
What the models said about Whistic
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“If you are Mid-Market / Lean Security Team: Look for modern, automation-focused TPRM platforms (e.g., Whistic, Panorays, ProcessUnity, UpGuard)” Gemini 3.5 Flash · negative prompt · first choice
“My default pick is Whistic” GPT-6 Luna · direct prompt · first choice
“While perhaps slightly pricier than the "absolute" bottom shelf, Whistic is consistently ranked as one of the most user-friendly platforms.” Qwen 3.7 Flash · budget prompt · alternative
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.