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Anthropic CCAO-F Exam Syllabus Topics:

Anthropic Claude Certified Associate-Foundations Sample Questions:

1. You are evaluating a Claude output that appears to contain hallucinated content.
Which response step should be performed first when a hallucination is suspected?

A) Discard the entire output and regenerate the output with a fresh prompt.
B) Pinpoint the specific claim that appears to be unsupported by available evidence.
C) Document the hallucination pattern in the team's risk register for future reference.
D) Notify the user community that the output contains a hallucinated claim.

2. You are an HR specialist sorting potential ethical risks of a Claude-supported workflow.
Which two risks pose the highest ethical concern in an HR-adjacent workflow? (Select two.) Each correct answer presents a complete solution.

A) outputs that systematically disadvantage members of a protected group
B) decisions that materially affect a person's employment without human accountability
C) a clerical typo in a routine internal calendar invitation
D) inconsistent tone and formatting across internal HR communications sent to employees
E) inconsistent use of the company's preferred dash style across documents

3. An associate is responding to an executive who claims that Claude will eliminate the need for any human review on customer-facing content. The executive is the budget approver for the team's AI tools.
Which response is most appropriate?

A) Pilot the executive's proposal on a low-risk subset of customer-facing content first, and use the pilot results to make the case for retaining human review on higher-risk content.
B) Escalate the executive's claim to a senior leader outside the team before responding directly, since the issue affects more than just the associate's team.
C) Acknowledge the productivity gains, then explain that human review remains essential on customer- facing content because of accuracy and brand risk, with specific examples.
D) Defer to the executive's authority and remove the human review step from customer-facing content, monitoring the results closely for the first several weeks.

4. You are handling a document containing mixed-sensitivity content before using it with Claude.
Which data-handling step should be performed first?

A) Submit the redacted document to Claude for the intended task.
B) Redact sensitive fields and replace them with appropriate placeholders.
C) Review the redacted document with a peer to confirm the redaction is complete.
D) Classify the content of the document and identify which fields are sensitive.

5. You are a senior analyst using Claude to analyze requirements from several stakeholder sources.
Which is the correct order of steps?
(1) Group related requirements and flag conflicts or ambiguities for stakeholder review.
(2) Validate the structured output against the original sources for accuracy and completeness.
(3) Submit the consolidated inputs to Claude with a structured extraction prompt.
(4) Gather and label the source materials so each requirement can be traced.
(5) Document the final requirements set with source traceability and status.

A) 1, 4, 3, 2, 5
B) 3, 4, 1, 2, 5
C) 4, 3, 2, 1, 5
D) 4, 1, 3, 2, 5

Solutions: