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AI governance platforms · October 2026 Edition

OneTrust AI Governance vs Holistic AI

Two of fourteen models named OneTrust AI Governance first on the direct prompt; zero named Holistic AI. OneTrust AI Governance was named by fourteen of the fourteen models and Holistic AI by eleven and OneTrust AI Governance carries 39 labels and Holistic AI 22, so the shares are not directly comparable.

OneTrust AI Governance

criticized challenger

Named in one category this edition.

Holistic AI

accepted challenger

Named in two categories this edition.

First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate33%23%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#4A position in a field of 7; printed, not drawn.
Labels3922A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, OneTrust AI Governance reading right to left. Rank and label count are printed, not drawn.Credo AI was named alongside these two in nine of the fourteen direct answers. Credo AI vs OneTrust AI Governance · Credo AI vs Holistic AI · ModelOp Center vs OneTrust AI Governance

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 AI governance platforms page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
OneTrust AI GovernanceFirst choices, of fourteen modelsHolistic AI
Direct205 against OneTrust AI Governance · 1 against Holistic AI
Paraphrase01
Comparative20
Budget-constrained004 against OneTrust AI Governance · 3 against Holistic AI
Scale-constrained00
Negative004 against OneTrust AI Governance · 1 against Holistic AI
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 October 2026 Edition, OneTrust AI Governance and Holistic AI were named in the same answer fifty-nine times, of the 113 answers naming OneTrust AI Governance and the 79 naming Holistic AI. In those answers Holistic AI took the first choice one time and OneTrust AI Governance one.

Every model, every framing

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

The direct prompt

The plain question, one answer per model, grouped by where OneTrust AI Governance and Holistic AI stood in it.

OneTrust AI Governance first, Holistic AI not the choice

2 of 14 modelsHolistic AI was named in the answer but not as the choice, or not at all.
GPT-5.4 miniCredo AI, OneTrust AI Governance alternatives: IBM watsonx.governance, ModelOp Center, SAP, ServiceNow AI Control Tower
DeepSeek V4 FlashIBM watsonx.governance, OneTrust AI Governance alternatives: Arthur, Drata, Fiddler AI, Vanta

Neither was the first choice, one was named

5 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5Credo AI alternatives: Govern365, IBM watsonx.governance, Lumenova AI, OneTrust AI Governance
Gemini 3.5 FlashGalileo, Trustible alternatives: Arthur, Credo AI, Fiddler AI, Holistic AI, Nightfall, ShadowLock, Strac
Perplexity SonarGovarna alternatives: Arthur, IBM watsonx.governance, OneTrust AI Governance
GLM 4.7 FlashXModelOp Center alternatives: Arthur AI, Credo AI, Fiddler AI, Guardrails AI, OneTrust AI Governance, Protect AI, ServiceNow AI Control Tower
GPT-6 LunaTrustible alternatives: Credo AI, Microsoft Purview, OneTrust AI Governance

Neither was named

7 of 14 modelsThe answer made no first choice from these two in this category.
Grok 4.1 FastGovarna alternatives: Aporia, Arthur AI, Credo AI
Mistral SmallGovarna alternatives: Credo AI, Speakeasy
Llama 4 MaverickGovarna
Qwen 3.7 FlashGovarna alternatives: Credo AI
Kimi K2Montro alternatives: FairNow, ModelOp Center
MiniMax M2.5Govarna alternatives: ModelOp Center, Montro
Muse Glimmer 30BCredo AI alternatives: Dataiku, Fiddler AI

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.
OneTrust AI Governance0%#10 of 10
Holistic AI0%#9 of 10
The full small business standing →
Mid-marketThe figures above
OneTrust AI Governance leads by two points.
OneTrust AI Governance4%#3 of 7
Holistic AI2%#4 of 7
The full mid-market standing →
Enterprise
OneTrust AI Governance leads by eight points.
OneTrust AI Governance8%#4 of 9
Holistic AI0%#7 of 9
The full enterprise standing →

What the models said about OneTrust AI Governance

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

“avoid legacy giants like IBM (watsonx.governance), ServiceNow, or OneTrust” Gemini 3.5 Flash · direct prompt · hard negative
“What to avoid ... OneTrust AI Governance – typically $50K–$200K+/year” DeepSeek V4 Flash · budget prompt · hard negative
“Enterprise tools like OneTrust/IBM start at $3K+/month, so avoid them.” Grok 4.1 Fast · budget prompt · hard negative
“Choose OneTrust if you need a broad compliance dashboard for legal and risk teams.” Qwen 3.7 Flash · comparative prompt · first choice
“the best choice is IBM watsonx.governance or OneTrust AI Governance” DeepSeek V4 Flash · direct prompt · first choice
“Best overall for mid-market B2B: Credo AI or OneTrust AI Governance” GPT-5.4 mini · direct prompt · first choice

What the models said about Holistic AI

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

“What to avoid ... Holistic AI – starts around $40K/year for SMBs” DeepSeek V4 Flash · budget prompt · hard negative
“Holistic AI | Custom quotes | No self-serve pricing” Kimi K2 · budget prompt · hard negative
“typically custom / enterprise pricing, often $25K-$250K+/year, and "pricing structure is less accessible for small teams"” Muse Glimmer 30B · budget prompt · soft negative
“Start with a trial of Credo AI or Holistic AI if your priority is commercial compliance and customer trust.” Qwen 3.7 Flash · paraphrase prompt · first choice
“Pairs technical risk libraries with regulator-aligned assessment workflows; good for enterprise risk quantification” Kimi K2 · comparative prompt · alternative
“Best For: Organizations focused on detailed model risk management and independent auditing.” Qwen 3.7 Flash · 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.