AI Agents in Production: The Hidden Token, Tool, and Retry Costs

AI agents in production often require multiple model calls, tool executions, and retries, not just a single API call. Each step adds token costs, latency, and complexity, making total expenses unpredictable. Developers must account for these compounding factors to avoid budget overruns.