CCAR-P: Claude Certified Architect — Professional

By Anthropic · Question Mode

QuestionQ55

VerifiedEvaluation, Testing & Optimization

A Claude Architect reviews a post-deployment performance report for an AI-assisted legal-document summarization system.

The report contains these observations:

  1. Average summarization time decreased from 47 minutes to 6 minutes per document.
  2. Associates spend less time on summaries, but overall billable output has not measurably changed.
  3. Infrastructure costs increased by 22% because redundant retry logic generated additional API calls.
  4. Some summaries require attorney correction, adding an average of 8 minutes of review per document.

Which analysis correctly assigns each observation to the appropriate business-value pillar?

Explanation

Reducing summarization time is an efficiency gain because it lowers labor time per document. Reduced effort does not become a productivity gain until it produces measurable additional billable output or other realized output. Extra API calls that raise infrastructure spending are a solution-cost issue. Attorney correction time adds work back into the process, creating an efficiency loss that partially offsets the time saved by automated summarization.

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