Anthropic CCAO-F : Claude Certified Associate-Foundations

CCAO-F real exams

Exam Code: CCAO-F

Exam Name: Claude Certified Associate-Foundations

Updated: Aug 21, 2026

Q & A: 120 Questions and Answers

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Anthropic Claude Certified Associate-Foundations Sample Questions:

1. You are a customer-success lead running an interactive workflow where each turn must respond quickly and the per-turn reasoning is light.
Which selection best aligns with the requirements?

A) Choose Opus to maximize reasoning depth despite higher latency.
B) Choose any model because latency does not vary by model.
C) Choose a model based on the alphabetical order of its name.
D) Choose Haiku to keep latency low and to handle a light reasoning load efficiently at scale.


2. You are validating evaluation criteria proposed for a Claude-generated business brief.
Which three criteria are valid for evaluating a Claude-generated brief? (Select three.) Each correct answer presents part of the solution.

A) Total word count of the output relative to general industry benchmarks for business briefs
B) Presence of an executive-summary section regardless of whether one was requested
C) Consistency of the writing style with the organization's established tone guidelines
D) Factual accuracy of the claims against the supplied source material
E) Alignment of the output with the requested format and length constraints


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


4. You are an operations manager preparing a quick reference card for a team.
Which description correctly characterizes the three Claude model tiers in general terms?

A) Sonnet is the fastest of the three models because its architecture is optimized for speed rather than reasoning depth.
B) Haiku is the most capable model for the deepest reasoning, while Opus is the lightweight model for quick replies.
C) All three models offer the same reasoning depth and differ only in response speed and cost.
D) Haiku is fast and lightweight, Sonnet is the balanced default for most everyday work, and Opus is the most capable for complex reasoning at higher latency and cost.


5. You are an analyst reviewing a Claude response that addresses two of three required questions and skips the third.
Which prompt element most likely needs strengthening?

A) The role assigned to Claude should be changed to a more specialized expert persona to increase response depth.
B) The output format should be revised to allow Claude to determine the appropriate structure for each question's answer.
C) The context provided to Claude should be expanded with additional background detail about the subject matter.
D) The task statement should explicitly enumerate the three required questions and require an answer to each.


Solutions:

Question # 1
Answer: D
Question # 2
Answer: C,D,E
Question # 3
Answer: C
Question # 4
Answer: D
Question # 5
Answer: D

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