AI governance platforms · November 2026 Edition
Microsoft Purview vs Holistic AI
One of fourteen models named Microsoft Purview first on the direct prompt; zero named Holistic AI. Microsoft Purview was named by twelve of the fourteen models and Holistic AI by twelve and Microsoft Purview carries 24 labels and Holistic AI 31, so the shares are not directly comparable.
Named in eleven categories this edition.
Named in two categories this edition.
First-choice share5%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate12%13%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#6A position in a field of 10; printed, not drawn.
Labels2431A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Microsoft Purview reading right to left. Rank and label count are printed, not drawn.Credo AI was named alongside these two in ten of the fourteen direct answers. Credo AI vs Microsoft Purview · Credo AI vs Holistic AI · dope.security vs Microsoft Purview
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.
Microsoft PurviewFirst choices, of fourteen modelsHolistic AI
Direct10
Paraphrase101 against Microsoft Purview · 1 against Holistic AI
Comparative00
Budget-constrained101 against Holistic AI
Scale-constrained01
Negative002 against Microsoft Purview · 2 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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Microsoft Purview and Holistic AI 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 | | |
Microsoft Purview Holistic AI first choice named as an alternative argued againstblank: not namedEach cell is one answer, Microsoft Purview on the left and Holistic AI on the right.The direct prompt
The plain question, one answer per model, grouped by where Microsoft Purview and Holistic AI stood in it.
Microsoft Purview first, Holistic AI an alternative
1 of 14 modelsHolistic AI was named in the answer but not as the choice, or not at all.Grok 4.20Microsoft Purview alternatives: Credo AI, Drata, Holistic AI, Vanta, dope.security
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.Claude Haiku 4.5Credo AI alternatives: Govern365, Holistic AI, Walled AI
Perplexity SonarCredo AI alternatives: AWS SageMaker AI Governance, Govarna, Microsoft Purview, OneTrust AI Governance, Speakeasy
DeepSeek V4 FlashVanta alternatives: Credo AI, Govarna, Holistic AI
Neither was named
10 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniCredo AI alternatives: IBM watsonx.governance, OneTrust AI Governance
Gemini 3.5 FlashCredo AI alternatives: Fiddler AI, ModelOp Center, Trustible, Vanta
Mistral SmallGovarna alternatives: Govern365, dope.security
Llama 4 Maverickdope.security alternatives: Cakewalk, Govern365, Pillar Security
Qwen 3.7 FlashGovarna alternatives: Credo AI, Govern365, dope.security
Kimi K2Govarna alternatives: Vanta
GLM 4.7 FlashXGovern365 alternatives: IBM watsonx.governance, dope.security
MiniMax M2.5Credo AI alternatives: Drata, Govarna, IBM watsonx.governance
GPT-6 LunaTrustible alternatives: Credo AI, OneTrust AI Governance
Muse Glimmer 30BStrac, dope.security alternatives: Credo AI, Govarna, IBM watsonx.governance, OneTrust AI Governance
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
Microsoft Purview leads by two points.
Microsoft Purview2%#5 of 12Holistic AI0%#12 of 12Mid-marketThe figures above
Microsoft Purview leads by four points.
Microsoft Purview5%#4 of 10Holistic AI2%#6 of 10Enterprise
Microsoft Purview leads by seven points.
Microsoft Purview7%#4 of 11Holistic AI0%#9 of 11What the models said about Microsoft Purview
No label in this category carried a quote.
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.
“Enterprise-only platforms (OneTrust, Holistic AI, ModelOp) – typically $30K–$150K+/year” MiniMax M2.5 · budget prompt · hard negative
“capabilities or compliance claims have not been independently verified; this is explicitly flagged for Credo AI, Holistic AI, ServiceNow, and others” Perplexity Sonar · negative prompt · soft negative
“Both have high negative rates (17% and 16% respectively), which may reflect issues with functionality, support, or integration.” Mistral Small · negative prompt · soft negative
“Purpose-built AI Governance | Credo AI, Trustible, Enzai, Holistic AI | Usually the best fit.” Kimi K2 · scale prompt · first choice
“Holistic AI provides bias auditing, risk management, and compliance in one platform with strong technical depth without enterprise complexity” Claude Haiku 4.5 · direct prompt · alternative
“Offers deeper automated technical testing (bias, hallucinations, toxicity) than most competitors while still covering policy/compliance.” DeepSeek V4 Flash · comparative prompt · alternative
Also compared
Credo AI vs Microsoft PurviewCredo AI vs Holistic AIdope.security vs Microsoft Purviewdope.security vs Holistic AIStrac vs Microsoft PurviewStrac vs Holistic AIMicrosoft Purview vs VantaMicrosoft Purview vs Fiddler AIMicrosoft Purview vs IBM watsonx.governanceVanta vs Holistic AIHolistic AI vs Fiddler AIHolistic AI vs IBM watsonx.governanceAll twenty-eight head-to-head pages and the full AI governance standing
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.