UNITE Glossary · Auditable & Trustworthy AI

AI Governance

AI governance is the framework of policies, controls, and accountability that an organisation puts in place to ensure its AI systems are used safely, legally, and transparently, defining who is responsible, how outputs are checked, and how risks are managed.

Governance sets the rules of use. It names owners, defines acceptable use, and requires that AI-assisted decisions be documented, reviewed, and defensible.

It works only if the underlying systems support it. Governance demands auditability, traceability, and human oversight. A policy that requires explainable decisions cannot be met by black-box tools.

As regulation tightens, governance moves from optional to obligatory. Organisations need AI that is built to be governed, not retrofitted afterward.

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