Direction & value: which business problems warrant intervention, with or without AI?
Leadership & execution: who owns the result, decides priorities and removes impediments?
People & adoption: what changes in workflows, skills and accountability?
Evidence & trust: what measurements, controls and feedback justify continuing or scaling?
Agentic AI: how do autonomy, permissions, human oversight and reconstruction affect operational control?