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Claude Certified Architect

Topic 4

Question 122

CCA-F is a newly released exam. These practice questions reflect our best current understanding — the exact wording and question formats may change in the live exam until the certification matures. Use them to learn the concepts, not to memorize.

Scenario: Customer Support Agent - The team is tuning when the agent should escalate to a human. Designers propose three signals: customer sentiment analysis, a model self-rated 1–10 confidence score, and explicit rules. Logs show sentiment flags many simple FAQ tickets and the confidence score is poorly calibrated. Which basis for escalation is most reliable?

  • AExplicit rule-based triggers: customer asks for a human, policy is silent on the request, or the agent cannot make progress — reinforced with few-shot examples.
  • BSentiment analysis, because frustrated customers always need a human.
  • CThe model's self-rated confidence, auto-escalating whenever it falls below 6/10.
  • DA custom classifier trained on historical tickets, regardless of label availability.