When a team first integrated an AI agent into a real SaaS workflow, the demo looked flawless. But once live, the bills told a different story. Some sessions encountered tricky edge cases, and the agent responded by trying harder—replanning, re-querying, and retrying tool calls. Users experienced slower responses, and the company saw a jump in










