Before building a customer-service agent, which specification best translates the business goal into a testable AI application contract?

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  1. Define accepted requests, authorized data and actions, expected outputs, quality thresholds, and escalation conditions.
  2. Choose a token budget and use it as the sole success metric.
  3. Commit to supporting every possible customer request without exclusions.
  4. Specify only the model vendor and leave all behavior implicit.

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