What is AI governance?

AI governance is the set of policies, processes, technical controls, and accountability structures that ensure AI systems are developed and operated responsibly, safely, and in compliance with applicable law.

Is AI governance required by law?

Yes. The EU AI Act codifies AI governance obligations into binding law for high-risk AI systems. Organizations deploying AI in regulated sectors — credit, hiring, healthcare, law enforcement — face enforceable documentation and audit requirements.

How does AI governance relate to the EU AI Act?

The EU AI Act defines governance requirements for high-risk AI systems including mandatory risk management systems, training data governance, decision logging, and technical documentation. It is the primary regulatory framework driving AI governance adoption in Europe.

AI Governance Overview — Frameworks, Risk, and Compliance

Q: What does AI governance require in practice?

In practice, AI governance requires risk classification, training data documentation, model documentation, decision logging, audit trail maintenance, bias assessment, incident reporting, and ongoing monitoring of deployed systems.

AI governance is the set of policies, processes, technical controls, and accountability structures that organizations put in place to ensure AI systems are developed and operated responsibly, safely, and in compliance with applicable regulation.

Effective AI governance addresses the full AI lifecycle: from data sourcing and model development, through deployment and monitoring, to retirement and audit.

As AI systems take on higher-stakes decisions — in credit, hiring, healthcare, law enforcement, and public services — governance frameworks have moved from voluntary best practice to regulatory obligation.

Core Governance Obligations

Organizations deploying AI systems must address: risk classification, training data documentation, model documentation, decision logging, audit trail maintenance, bias and fairness assessment, incident reporting, and ongoing monitoring. The EU AI Act codifies these obligations for high-risk AI systems into binding law.