Governance pressure usually arrives later than adoption. Staff start using tools, suppliers add AI features, and teams move faster than policy, registers, and oversight can keep up.
DDAI helps organisations bring that activity into view by mapping use cases, classifying risk, confirming ownership, and deciding which workflows need evidence before they are scaled.
The practical deadline is the point at which leadership, procurement, or assurance teams ask for proof. Organisations that design records from day one are in a stronger position than those trying to reconstruct decisions later.