Every organisation wants to become AI-driven. Yet many are attempting to build AI capabilities on fragmented data, disconnected systems, inconsistent business definitions and siloed governance models. In this environment, deploying AI agents without a strong architectural foundation doesn’t eliminate complexity — it amplifies it.