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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 a knowledge worker summarizing common prompt failure patterns for the team.
Which pattern most often produces vague or off-target output?

A) A prompt that names a topic but does not state the task, audience, or required output structure.
B) A prompt that adds clear constraints on length and tone.
C) A prompt that explicitly names the role, task, audience, and required output format.
D) A prompt that includes a representative example of the desired output.

3. A customer-success team member is reviewing a Claude-generated customer health-check report against the agreed deliverable list. The report covers all five required topics, but the renewal-risk section names only one risk factor where the deliverable specification calls for renewal risk to be assessed across pricing, product fit, and stakeholder change.
Which conclusion is best supported?

A) The report meets the deliverable specification because all five required topics appear and the renewal- risk section is present in the output.
B) The report does not meet the deliverable specification because a section that addresses only one of three required risk dimensions counts as a missing section.
C) The report's completeness cannot be assessed from the deliverable specification alone; the customer should review the output and confirm whether the renewal-risk depth is sufficient.
D) The report meets the topic-level requirements but the renewal-risk section is under-scoped against the specification and should be expanded before delivery.

4. Before sharing a Claude-generated brief, an analyst is applying the AI Fluency Framework Discernment competency to evaluate it.
Which review best reflects Discernment principles?

A) Conduct a systematic check of the brief against the task requirements, source material, and professional standards before sharing it.
B) Accept the brief on the basis that it reads fluently and the subject matter aligns with the analyst's professional knowledge of the topic.
C) Review the opening paragraph and the conclusion of the brief, since these sections typically reflect the quality of the full document.
D) Skip the source material check during review and rely on overall tone and logical flow as proxies for factual accuracy.

5. You are a Claude associate assessing a proposed Claude use case before approving it for your team.
Which is the correct order of assessment steps?
(1) Compare the use case against the organization's policies and the relevant regulatory considerations.
(2) Document the assessment outcome and the rationale for traceability.
(3) Identify the audience, decision impact, and reversibility of the outputs.
(4) Decide whether the use case proceeds, requires modification, or is declined.
(5) Identify the data types involved and whether sensitive data is implicated.

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

Solutions: