AI agents are transforming enterprise workflows, but their economic impact is often misunderstood. Licensing fees represent only a fraction of total ownership cost. This article examines the broader financial ecosystem—covering infrastructure, integration, governance, talent upskilling, and scaling overheads—so enterprises can align AI investments with sustainable business outcomes and realistic ROI expectations.