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Anthropic CCAO-F Exam Syllabus Topics:

Anthropic Claude Certified Associate-Foundations Sample Questions:

Question 1

You are a communications manager validating a Claude-generated newsletter that includes a specific industry growth figure. The figure appears in three trade-press articles, but none of them link to the underlying study.
Which validation step is correct?

A. Locate the original study referenced by the trade-press articles and verify the figure in the primary source.
B. Accept the figure because three trade-press articles repeat it.
C. Use the highest figure across the three articles to make the newsletter more compelling.
D. Remove the source attribution and present the figure as common knowledge.

Question 2

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

Question 3

You are running an optimization pass on a recurring workflow.
Which is the correct order of optimization steps?
(1) Apply targeted optimization to the bottleneck step.
(2) Roll out the optimized workflow to the broader team and document the change.
(3) Identify the bottleneck step using measured time per step and queue length.
(4) Map the current workflow steps, owners, and decision points.
(5) Pilot the change with a small group and measure the effect against the prior baseline.

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

Question 4

You are a business analyst reviewing prompt drafts written by teammates.
Which two elements belong in a well-structured prompt for a business task? (Select two.) Each correct answer presents part of the solution.

A. Relevant context, such as the audience and the goal of the task
B. A clear statement of the task that the model must perform
C. A short personal anecdote to make the prompt feel more conversational
D. A friendly, conversational tone instruction to make responses feel more approachable
E. A comprehensive list of company products and services to provide the model with business context

Question 5

As part of a workflow redesign, a process analyst is applying the AI Fluency Framework Delegation competency.
Which two criteria most directly inform Delegation decisions? (Select two.)

A. The visual complexity of the workflow diagram, since steps with more connections and dependencies are more likely to require human oversight.
B. The seniority of the team member who currently performs the step, since more senior roles typically involve higher-stakes tasks that warrant human retention.
C. The need for human creativity, empathy, or judgment in the step, which indicates whether the task is appropriate for AI delegation or requires human capabilities that Claude cannot provide.
D. The length of time the workflow has existed in its current form, since well-established processes have been sufficiently validated for AI delegation.
E. The reversibility of the task and the consequences of an error, which together indicate whether the step is safe to delegate to Claude or should be retained for human decision-making.

Solutions: