This ScienceLogic white paper makes the case that enterprise observability must evolve from a visibility layer into a decision governance system as AI takes on a larger role in IT operations. It outlines the architectural primitives organizations need to ensure AI-driven actions remain contextually grounded, policy-aligned, and auditable.