AI developer platform for experiment tracking, model management, and LLM observability
Enterprise IncumbentsSOC 2HIPAA
Best enterprise AI governance platforms
9 tools · last reviewed 2026-07
Large organisations usually arrive at AI governance already owning a data catalogue, an MLOps platform and a GRC suite. The vendors here extend that existing infrastructure to cover AI, trading some governance depth for consolidation, procurement simplicity and integration with identity and access controls that already work.
How to choose
Weigh how much of your AI actually runs inside the vendor's ecosystem, since coverage is usually strongest there and thinnest everywhere else.
The shortlist
Enterprise MLOps and governance platform for building and running AI in regulated industries
Enterprise IncumbentsEU AI ActGDPRSOC 2
Enterprise AI platform unifying model and agent development, deployment, and governance across any environment
Enterprise IncumbentsEU AI ActNIST AI RMF
Lifecycle governance, risk and compliance for models and agentic AI, built on IBM's GRC heritage
Enterprise IncumbentsEU AI ActNIST AI RMFISO/IEC 42001
AI governance layered on Collibra's data catalog and lineage for trusted, compliant AI
Enterprise IncumbentsEU AI ActNIST AI RMF
A single command center to discover, observe, govern, secure and measure enterprise AI
Enterprise IncumbentsEU AI ActNIST AI RMF
Data security and compliance controls for Copilot and generative AI across the Microsoft estate
Enterprise IncumbentsEU AI ActNIST AI RMFGDPR
Unified governance for data, ML models, and AI agents on the Databricks lakehouse
Enterprise Incumbents
Model management, monitoring and governance across the analytics lifecycle on SAS Viya
Enterprise Incumbents
Ordering reflects how thoroughly each tool is publicly documented, not a quality score. Nobody pays to appear on this list. See our methodology.
AI Governance Tool Selection Kit
A vendor-comparison worksheet plus EU AI Act, NIST AI RMF and ISO/IEC 42001 requirement checklists — so you can shortlist tools against the obligations that actually apply to you.
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