Adopting AI Without Losing Control

AI can reduce administrative load, accelerate research and improve consistency — but only when governed. This article outlines a four-layer model: company authentication, scoped permissions, approval routing and audit logging.

The principle is simple: AI proposes, people approve, the system logs. Outputs that touch the public, finances, contracts or student data require human approval.