AI governance platforms · November 2026 Edition
Holistic AI vs IBM watsonx.governance
Zero of fourteen models named Holistic AI first on the direct prompt; zero named IBM watsonx.governance. Holistic AI was named by twelve of the fourteen models and IBM watsonx.governance by fourteen and Holistic AI carries 31 labels and IBM watsonx.governance 41, so the shares are not directly comparable.
Named in two categories this edition.
IBM watsonx.governance
criticized challengerNamed in two categories this edition.
First-choice share2%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate13%39%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#8A position in a field of 10; printed, not drawn.
Labels3141A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Holistic AI 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 Holistic AI · Credo AI vs IBM watsonx.governance · dope.security vs Holistic AI
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.
Holistic AIFirst choices, of fourteen modelsIBM watsonx.governanceDirect002 against IBM watsonx.governance
Paraphrase011 against Holistic AI · 2 against IBM watsonx.governance
Comparative031 against IBM watsonx.governance
Budget-constrained001 against Holistic AI · 6 against IBM watsonx.governance
Scale-constrained10
Negative002 against Holistic AI · 5 against IBM watsonx.governance
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, Holistic AI and IBM watsonx.governance were named in the same answer fifty-one times, of the 73 answers naming Holistic AI and the 145 naming IBM watsonx.governance. In those answers IBM watsonx.governance took the first choice five times and Holistic AI one.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Holistic AI and IBM watsonx.governance stood in it.
| Model | DirectIW | ParaphraseIW | ComparativeIW | Budget-constrainedIW | Scale-constrainedIW | NegativeIW |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | IW | IW | ||
| GPT-5.4 mini | IW | IW | IW | IW | ||
| Gemini 3.5 Flash | IW | IW | ||||
| Perplexity Sonar | IW | IW | IW | |||
| Grok 4.20 | IW | | IW | IW | IW | |
| Mistral Small | | IW | | |||
| DeepSeek V4 Flash | IW | | IW | IW | IW | IW |
| Llama 4 Maverick | IW | |||||
| Qwen 3.7 Flash | IW | |||||
| Kimi K2 | IW | IW | IW | | ||
| GLM 4.7 FlashX | IW | IW | ||||
| MiniMax M2.5 | IW | IW | IW | | IW | |
| GPT-6 Luna | | |||||
| Muse Glimmer 30B | IW | IW | IW | IW |
Holistic AIIW IBM watsonx.governance first choice named as an alternative argued againstblank: not namedEach cell is one answer, Holistic AI on the left and IBM watsonx.governance on the right.The direct prompt
The plain question, one answer per model, grouped by where Holistic AI and IBM watsonx.governance stood in it.
Neither was the first choice, one was named
7 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
GPT-5.4 miniCredo AI alternatives: IBM watsonx.governance, OneTrust AI Governance
Grok 4.20Microsoft Purview alternatives: Credo AI, Drata, Holistic AI, Vanta, dope.security
DeepSeek V4 FlashVanta alternatives: Credo AI, Govarna, Holistic AI
GLM 4.7 FlashXGovern365 alternatives: IBM watsonx.governance, dope.security
MiniMax M2.5Credo AI alternatives: Drata, Govarna, IBM watsonx.governance
Muse Glimmer 30BStrac, dope.security alternatives: Credo AI, Govarna, IBM watsonx.governance, OneTrust AI Governance
Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.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
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
GPT-6 LunaTrustible alternatives: Credo AI, 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
IBM watsonx.governance leads by two points.
IBM watsonx.governance2%#9 of 12
Holistic AI0%#12 of 12Mid-marketThe figures above
Level: the same share of first choices.
Holistic AI2%#6 of 10IBM watsonx.governance2%#8 of 10
The full mid-market standing →Enterprise
IBM watsonx.governance leads by twenty-nine points.
IBM watsonx.governance29%#1 of 11
Holistic AI0%#9 of 11What 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
What the models said about IBM watsonx.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 for mid-market: Heavy enterprise tools like IBM watsonx.governance, BigID, or ModelOp” Grok 4.20 · direct prompt · hard negative
“What to Avoid on a Limited Budget | IBM watsonx.governance | $3,500/month | Enterprise-priced” DeepSeek V4 Flash · budget prompt · hard negative
“avoiding for mid-market budgets: IBM watsonx.governance — starts around $75K+” DeepSeek V4 Flash · direct prompt · hard negative
“Connects AI inventories, risks, controls, and regulatory obligations in a unified system. It's designed for large enterprises needing comprehensive model lifecycle management” Mistral Small · comparative prompt · first choice
“A comprehensive enterprise platform from IBM... Credo AI and IBM shine for audits, policies, and regulatory mapping” Grok 4.20 · comparative prompt · first choice
“Choose IBM if you want a governance product that is more explicitly packaged for AI governance.” GPT-5.4 mini · paraphrase prompt · first choice
Also compared
Credo AI vs Holistic AICredo AI vs IBM watsonx.governancedope.security vs Holistic AIdope.security vs IBM watsonx.governanceStrac vs Holistic AIStrac vs IBM watsonx.governanceMicrosoft Purview vs Holistic AIMicrosoft Purview vs IBM watsonx.governanceVanta vs Holistic AIVanta vs IBM watsonx.governanceHolistic AI vs Fiddler AIFiddler 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.