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Learn the honest rule: multiple agents help when the job has clearly different skills, tools or permissions (orders vs billing vs policy) or can run in parallel; they hurt when one agent would do (more cost, more hand-off mistakes). Define the system and scores: routing accuracy, resolution rate (customer problem solved correctly), correct escalations, turns, cost and time per conversation.