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Anthropic Claude Certified Associate-Foundations Sample Questions:

1. You are reviewing claims about prompt iteration that colleagues have made during recent training.
Which two claims about prompt iteration are accurate? (Select two.)
Each correct answer presents a complete solution.

A) Comparing the output against the original criteria validates whether the iteration helped.
B) Repeatedly resubmitting the same prompt is the most reliable way to improve the output.
C) Iteration is most productive when each change targets a specifically diagnosed weakness.
D) More iterations always produce a better output, regardless of what was changed.
E) Iteration should stop only after every possible alternative phrasing has been tried.

2. While preparing stakeholder communication about a proposed Claude use case, a senior manager is applying the AI Fluency Framework Description competency.
Which framing best reflects Description principles for stakeholder communication?

A) Describe what Claude can reliably produce, the known limitations, and the human oversight that will remain in place, calibrated to the audience's familiarity with AI.
B) Overstate Claude's capabilities to secure stakeholder support, even though Description principles require accurate framing of what Claude can and cannot reliably produce.
C) Omit the human oversight that will remain in place, even though Description principles require expectations that reflect the actual capability boundaries of the use case.
D) Understate Claude's capabilities to lower stakeholder expectations, even though Description principles require accuracy in both directions rather than systematic minimization.

3. You are a procurement associate decomposing a vendor-evaluation task.
Which dependency ordering reflects sound sequencing?

A) Skip the criteria and ask Claude to produce a vendor recommendation without any inputs.
B) Rank the vendors before collecting any data.
C) Define evaluation criteria first, gather vendor data against those criteria, then score and rank the vendors.
D) Score the vendors first and decide on the criteria afterward.

4. You are evaluating whether a "redesign new-hire onboarding" request should be decomposed before prompting Claude.
Which feature of the request most strongly indicates decomposition will help?

A) The request involves a single well-defined output with a clear input and a familiar format.
B) The request is for a single structured document that can be produced from one set of inputs in one prompt.
C) The request involves content the associate has produced many times before and knows can be handled in a single well-structured prompt.
D) The request requires multiple distinct outputs: a process map, supporting materials, and a measurement plan.

5. The first output from Claude is partially useful but has tone and detail issues.
Which two refinement actions are most likely to produce a meaningfully better output? (Select two.) Each correct answer presents a complete solution.

A) Provide an example of an output that meets the desired standard.
B) Increase the temperature setting and resubmit the unchanged prompt.
C) Add a specific tone descriptor and a concrete audience to the prompt.
D) Resubmit the same prompt several times and select the best response.
E) Append the phrase "please do better" to the end of the original prompt.

Solutions: