AI Governance

Inventory AI systems, manage risk and policies, and record governance evidence.

AI governance connects an organization's AI inventory with ownership, policies, risk assessment, and review evidence. This collection focuses on that management layer. Evaluation tools measure how a system behaves; governance tools help decide what is permitted, who is responsible, and how decisions are documented. Some platforms also provide runtime security or monitoring. Compare the governance workflow itself, including intake, approval, policy mapping, and the evidence available for an audit.

Compare by workflow

System inventory
Policy controls
Audit evidence
Actions and integrations

Shortlist by use case

Tools and the workflows they support
Tool	Consider it for
Credo AI	AI governance and risk workflows
Holistic AI	AI governance and assurance
ModelOp	Enterprise AI governance operations
Fiddler AI	Monitoring and governance for enterprise agents
Noma Security	Agent inventory and security governance

Explore all AI Governance

ModelOp

Manage enterprise AI delivery, controls, and evidence

AI GovernanceAI Infrastructure

ModelOp provides an AI system of record with lifecycle workflows, governance controls, and portfolio visibility for enterprise teams.

Fiddler AI

Evaluate, observe, and govern enterprise AI behavior

Agent Security

+3 more

Fiddler AI combines evaluations, observability, runtime guardrails, and governance for agentic and predictive AI systems.

Holistic AI

Discover AI, assess risk, and enforce governance controls

AI GovernanceAI Infrastructure

Holistic AI inventories enterprise AI, tests risks, applies governance workflows, and maintains evidence for ongoing oversight.

Credo AI

Govern enterprise AI with contextual policies and evidence

AI GovernanceAI Infrastructure

Credo AI catalogs AI systems and vendors, assesses risk, applies governance policies, and organizes evidence across the AI lifecycle.

Noma Security

Discover, govern, and protect enterprise AI agents

Agent Security

+2 more

Noma Security inventories AI assets, controls agent access, tests attack paths, and monitors behavior across enterprise environments.

Our product

How to choose

Test the full intake and review process for one AI system, including accountable owners.
Check how policies connect to risk assessments, approvals, and ongoing monitoring.
Verify the evidence and export formats your reviewers need, rather than assuming a platform guarantees compliance.

Frequently asked questions

How does governance differ from LLM evaluation?: Evaluation measures system behavior. Governance manages ownership, policies, risk decisions, and supporting evidence.
Does a governance platform guarantee compliance?: No. It supports processes and evidence. Compliance still depends on the system, requirements, decisions, and actual operation.

Browse all AI Infrastructure

Last reviewed: 2026-10-14