When AI Agents Go Dark: The Case for Real-Time Cost Control

AI teams lack real-time visibility into per-agent API spending, leaving production systems vulnerable to runaway costs from a single buggy agent. Standard billing dashboards and cloud monitoring tools cannot track LLM tokens at the agent level, and alerts arrive too late. The solution requires application-level cost tracking integrated into agent heartbeats with enforced budget policies that stop agents before damage occurs.