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AI governance platforms · October 2026 Edition

ModelOp Center vs Holistic AI

One of fourteen models named ModelOp Center first on the direct prompt; zero named Holistic AI. ModelOp Center was named by ten of the fourteen models and Holistic AI by eleven and ModelOp Center carries 15 labels and Holistic AI 22, so the shares are not directly comparable.

ModelOp Center

accepted 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 rate7%23%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#4A position in a field of 7; printed, not drawn.
Labels1522A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, ModelOp Center 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 ModelOp Center · 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.
ModelOp CenterFirst choices, of fourteen modelsHolistic AI
Direct101 against Holistic AI
Paraphrase11
Comparative00
Budget-constrained003 against Holistic AI
Scale-constrained00
Negative001 against ModelOp Center · 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, ModelOp Center and Holistic AI were named in the same answer twenty-three times, of the 46 answers naming ModelOp Center and the 79 naming Holistic AI. In those answers Holistic AI took the first choice one time and ModelOp Center three.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where ModelOp Center 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
ModelOp Center Holistic AI first choice named as an alternative argued againstblank: not namedEach cell is one answer, ModelOp Center on the left and Holistic AI on the right.

The direct prompt

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

ModelOp Center first, Holistic AI not the choice

1 of 14 modelsHolistic AI was named in the answer but not as the choice, or not at all.
GLM 4.7 FlashXModelOp Center alternatives: Arthur AI, Credo AI, Fiddler AI, Guardrails AI, OneTrust AI Governance, Protect AI, ServiceNow AI Control Tower

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 miniCredo AI, OneTrust AI Governance alternatives: IBM watsonx.governance, ModelOp Center, SAP, ServiceNow AI Control Tower
Gemini 3.5 FlashGalileo, Trustible alternatives: Arthur, Credo AI, Fiddler AI, Holistic AI, Nightfall, ShadowLock, Strac
Kimi K2Montro alternatives: FairNow, ModelOp Center
MiniMax M2.5Govarna alternatives: ModelOp Center, Montro

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, IBM watsonx.governance, Lumenova AI, OneTrust AI Governance
Perplexity SonarGovarna alternatives: Arthur, IBM watsonx.governance, OneTrust AI Governance
Grok 4.1 FastGovarna alternatives: Aporia, Arthur AI, Credo AI
Mistral SmallGovarna alternatives: Credo AI, Speakeasy
DeepSeek V4 FlashIBM watsonx.governance, OneTrust AI Governance alternatives: Arthur, Drata, Fiddler AI, Vanta
Llama 4 MaverickGovarna
Qwen 3.7 FlashGovarna alternatives: Credo AI
GPT-6 LunaTrustible alternatives: Credo AI, Microsoft Purview, OneTrust AI Governance
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.
ModelOp Center0%#– of 10
Holistic AI0%#9 of 10
The full small business standing →
Mid-marketThe figures above
ModelOp Center leads by two points.
ModelOp Center4%#2 of 7
Holistic AI2%#4 of 7
The full mid-market standing →
Enterprise
ModelOp Center leads by fourteen points.
ModelOp Center14%#3 of 9
Holistic AI0%#7 of 9
The full enterprise standing →

What the models said about ModelOp Center

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

“not a primary runtime environment for employee LLM use, real-time prompt inspection, or operational agent controls” Kimi K2 · negative prompt · soft negative
“For most mid‑market B2B companies, ModelOp is the best starting point” GLM 4.7 FlashX · direct prompt · first choice
“Primary Recommendation: ModelOp Center” MiniMax M2.5 · paraphrase prompt · first choice
“ModelOp if you want industrialized, policy-driven lifecycle automation for both ML and generative AI.” Muse Glimmer 30B · paraphrase prompt · alternative

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.