AI governance is essential for organisations at any stage—whether managing licenses, building AI tools, or running projects. A structured framework ensures safe, effective deployment, starting with risk mapping and integration into operations. Tailored policies translate regulations into practical guidelines, while agile models enable accountability without bureaucracy. Tools and procedures make processes auditable and repeatable, and ongoing measurement keeps governance effective, helping organisations maximise value while minimising risk and ensuring compliance.