The independent guide to AI governance platforms

AI inventories, risk tiering, model risk management, lifecycle controls, ML platform integrations, and third-party AI risk. Find platforms that fit your governance operating model, with every fact linked to its source.

Explore the landscape Read the buyer’s guide

14vendors profiled: Managed services, expert networks, platforms, and dataset sellers.
39primary sources: Vendor sites, trust portals, and company releases. No listicles.
0paid placements: Nobody pays to appear or to change their position.

Who covers what

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Published workload coverage for 14 AI governance platforms. Click a column to see those vendors.

Which workloads each vendor publicly describes
Vendor	AI inventory	Risk tiering & intake	Model risk management	Lifecycle & ML stack	Third-party AI risk	Agent governance	Monitoring & runtime	Policy & frameworks
2021.AI (GRACE)	Yes	No	No	Yes	No	No	Yes	Yes
Asenion (formerly Fairly AI)	Yes	Yes	No	Yes	Yes	Yes	Yes	Yes
Collibra AI Governance	Yes	Yes	No	Yes	No	Yes	Yes	Yes
Credo AI	Yes	Yes	No	Yes	Yes	Yes	Yes	Yes
Holistic AI	Yes	No	No	Yes	No	Yes	Yes	Yes
IBM watsonx.governance	No	No	No	Yes	No	No	Yes	Yes
ModelOp	Yes	Yes	No	Yes	Yes	Yes	Yes	Yes
Monitaur	Yes	Yes	Yes	No	Yes	No	Yes	Yes
OneTrust AI Governance	Yes	Yes	No	Yes	Yes	Yes	Yes	Yes
Optro AI Governance (formerly FairNow)	Yes	Yes	No	No	Yes	Yes	Yes	Yes
Saidot	Yes	No	No	Yes	Yes	Yes	No	Yes
ServiceNow Super Intelligence Control Tower (formerly AI Control Tower)	Yes	Yes	No	Yes	No	Yes	No	Yes
Trustible	Yes	Yes	No	No	Yes	Yes	Yes	Yes
ValidMind	No	Yes	Yes	Yes	No	Yes	Yes	Yes
Vendors	12	10	2	11	8	11	12	14

Based on each vendor’s published categories and capabilities. A filled dot means the vendor describes this workload publicly; it is not a quality judgment.

Vendor landscape

14 platforms, checked November 8, 2026. Use filters for governance job, buying model, published certifications, and public pricing. Select up to four to compare side by side.

AI governance platforms in alphabetical order with buying model, ownership, published certifications, and pricing
Vendor	Buying model	Ownership	SOC 2	ISO 27001	ISO 42001	FedRAMP	Pricing
2021.AI (GRACE)AI governance platform	Dedicated AI governance platform	Privately held	Not found	Not found	Not found	Not found	Published
Asenion (formerly Fairly AI)AI governance platform	Dedicated AI governance platform	Privately held	Published	Published	Published	Not found	On request
Collibra AI GovernanceModule of a data governance suite	Module of a data, IT, or AI platform	Privately held	Published	Published	Published	Published	On request
Credo AIAI governance platform	Dedicated AI governance platform	Privately held	Published	Not found	Not found	Not found	On request
Holistic AIAI governance platform	Dedicated AI governance platform	Privately held	Published	Published	Not found	Not found	On request
IBM watsonx.governanceModule of an enterprise AI suite	Module of a data, IT, or AI platform	Publicly listed	Not found	Not found	Not found	Not found	Published
ModelOpAI governance platform	Dedicated AI governance platform	Privately held	Not found	Not found	Not found	Not found	On request
MonitaurAI governance platform	Dedicated AI governance platform, Model risk management platform	Privately held	Published	Not found	Not found	Not found	On request
OneTrust AI GovernanceModule of a GRC and privacy suite	Module of a GRC or privacy suite	Privately held	Published	Published	Not found	Not found	On request
Optro AI Governance (formerly FairNow)Module of a GRC suite	Module of a GRC or privacy suite	Privately held	Published	Published	Not found	Not found	On request
SaidotAI governance platform	Dedicated AI governance platform	Privately held	Not found	Published	Not found	Not found	Published
ServiceNow Super Intelligence Control Tower (formerly AI Control Tower)Module of an enterprise workflow suite	Module of a data, IT, or AI platform	Publicly listed	Published	Published	Published	Published	On request
TrustibleAI governance platform	Dedicated AI governance platform	Privately held	Published	Not found	Not found	Not found	On request
ValidMindModel risk management	Dedicated AI governance platform, Model risk management platform	Privately held	Not found	Not found	Not found	Not found	On request

Alphabetical. A check means the vendor publishes it on its own site or trust portal; a dash means we found nothing public, so ask the vendor.

Research and comparisons

GuideNov 8, 2026 How to choose an AI governance platform Seven decisions, in order: operating model, inventory, risk tiering, lifecycle controls, integrations, third-party AI, and security evidence and commercials. ComparisonNov 8, 2026 Credo AI vs Holistic AI ComparisonNov 8, 2026 Monitaur vs ValidMind ComparisonNov 8, 2026 Collibra AI Governance vs OneTrust AI Governance

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How this guide works

Every claim links to a public source, with the date we checked it.
No paid rankings. Platforms are listed alphabetically or by the filters you choose.
Pricing shown only where a vendor publishes it. Otherwise: contact vendor.

Read the methodology