When this becomes a problem
There are more AI ideas than the organization can pursue; a pilot works technically but does not reach production; AI has been added to an existing process without redesigning the work; users resist or bypass the capability; human accountability boundaries are unclear; business-case assumptions are not measured; or agentic AI is being considered without explicit delegated-decision and exception design.