Beyond the hype: The enterprise AI architecture we actually need

The excerpt explains how next-generation analytics platforms will layer AI orchestration and prompt interfaces atop data lakes, performing federated, read-oriented queries across ERP, CRM and procurement systems and synthesizing results for business users; it also highlights the agentic orchestration layer where AI moves from observation to action and underscores the need for multi-level human governance.