accepted challengerNamed in eleven categories this edition.
accepted challengerNamed in seven categories this edition.
First-choice share5%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate12%10%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#5A position in a field of 10; printed, not drawn.
Labels2410A count; the two differ.
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 modelsVanta
Direct11
Paraphrase111 against Microsoft Purview · 1 against Vanta
Comparative00
Budget-constrained10
Scale-constrained00
Negative002 against Microsoft Purview
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.
The direct prompt
The plain question, one answer per model, grouped by where Microsoft Purview and Vanta stood in it.
Microsoft Purview first, Vanta an alternative
1 of 14 modelsVanta was named in the answer but not as the choice, or not at all.xAIGrok 4.20Microsoft Purview alternatives: Credo AI, Drata, Holistic AI, Vanta, dope.security
Vanta first, Microsoft Purview not the choice
1 of 14 modelsMicrosoft Purview was named in the answer but not as the choice, or not at all.DeepSeek V4 FlashVanta alternatives: Credo AI, Govarna, Holistic AI
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 FlashCredo AI alternatives: Fiddler AI, ModelOp Center, Trustible, Vanta
Perplexity SonarCredo AI alternatives: AWS SageMaker AI Governance, Govarna, Microsoft Purview, OneTrust AI Governance, Speakeasy
Kimi K2Govarna alternatives: Vanta
Neither was named
9 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Credo AI alternatives: Govern365, Holistic AI, Walled AI
GPT-5.4 miniCredo AI alternatives: IBM watsonx.governance, OneTrust AI Governance
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
Z.AIGLM 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.
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.