AI agents don't generate costs one API call at a time—they incur costs across complex, multi-step tasks involving models, tools, retries, and workflows. Event-level dashboards hide unprofitable workloads, while per-task attribution reveals true margins, supports sustainable pricing, and enables real-time cost control. As agentic AI scales, task-level economics are becoming essential for profitability.