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Third-party risk management · November 2026 Edition

Prevalent vs Bitsight

One of fourteen models named Prevalent first on the direct prompt; one named Bitsight. Prevalent was named by twelve of the fourteen models and Bitsight by fourteen and Prevalent carries 33 labels and Bitsight 35, so the shares are not directly comparable.

Prevalent

accepted challenger

Named in two categories this edition.

Bitsight

criticized challenger

Named in eight categories this edition.

First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate21%31%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#6A position in a field of 15; printed, not drawn.
Labels3335A 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 Bitsight · 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 modelsBitsight
Direct11
Paraphrase101 against Prevalent · 1 against Bitsight
Comparative001 against Bitsight
Budget-constrained002 against Prevalent · 2 against Bitsight
Scale-constrained00
Negative004 against Prevalent · 7 against Bitsight
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.

Across every category in the November 2026 Edition, Prevalent and Bitsight were named in the same answer sixty-five times, of the 105 answers naming Prevalent and the 179 naming Bitsight. In those answers Bitsight took the first choice three times and Prevalent five.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Prevalent and Bitsight stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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 Bitsight first choice named as an alternative argued againstblank: not namedEach cell is one answer, Prevalent on the left and Bitsight on the right.

The direct prompt

The plain question, one answer per model, grouped by where Prevalent and Bitsight stood in it.

Prevalent first, Bitsight not the choice

1 of 14 modelsBitsight 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

Bitsight first, Prevalent not the choice

1 of 14 modelsPrevalent was named in the answer but not as the choice, or not at all.
Mistral SmallBitsight, UpGuard alternatives: Drata, Panorays, Vanta TPRM

Neither was the first choice, one was named

4 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniUpGuard alternatives: Bitsight, OneTrust Third-Party Risk Management, ProcessUnity, Secureframe, Vanta TPRM
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

8 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5StandardFusion alternatives: LogicGate, Onspring, Panorays, UpGuard
Grok 4.20UpGuard alternatives: Aravo, Diligent One, ProcessUnity
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
GPT-6 LunaWhistic alternatives: Vanta TPRM

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
Level: the same share of first choices.
Prevalent0%#11 of 14
Bitsight0%#10 of 14
The full small business standing →
Mid-marketThe figures above
Prevalent leads by two points.
Prevalent4%#2 of 15
Bitsight2%#6 of 15
The full mid-market standing →
Enterprise
Prevalent leads by eight points.
Prevalent12%#3 of 15
Bitsight4%#5 of 15
The full enterprise standing →

What 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 Bitsight

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.

“BitSight / SecurityScorecard – Enterprise-grade, but minimum spends typically start around $20k–$30k/year.” DeepSeek V4 Flash · budget prompt · hard negative
“Avoid relying solely on security ratings platforms (like Bitsight, SecurityScorecard, UpGuard) for TPRM” Mistral Small · negative prompt · hard negative
“avoid enterprise-heavy platforms like ProcessUnity, OneTrust, or BitSight” MiniMax M2.5 · budget prompt · hard negative
“Bitsight and UpGuard are the top choices due to their scalability, strong security ratings” Mistral Small · direct prompt · first choice
“Combine tools if needed (e.g., a core TPRM platform with specialized cyber ratings like Bitsight or SecurityScorecard)” Grok 4.20 · negative prompt · alternative
“Choose SecurityScorecard or Bitsight for broad external cyber-risk screening and executive-friendly ratings.” Perplexity Sonar · comparative 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.