AI agent adoption doesn’t end with subscription or licensing costs. Enterprises often underestimate the hidden financial impact of deployment, ongoing maintenance, infrastructure requirements, governance, security, and workforce enablement. This article breaks down operational and scaling costs that quietly erode ROI, helping decision-makers understand the full economic picture before committing to large-scale AI agent implementations.