When should AI governance be considered in an AI project?

AI governance is most useful when considered from the start, while the team is defining the workflow, permitted information, risks and decision owners. Those choices can then inform testing, implementation and handover. Muuvment’s approach is Qualify → Prove → Decide → Embed → Handover, with points to discuss governance as the work progresses. Muuvment’s AI Governance Toolkit can help a team prepare questions and capture initial decisions; it is a starting resource, not a substitute for assessing the specific use case and obligations.