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Anthropic CCAO-F Exam Syllabus Topics:

Anthropic Claude Certified Associate-Foundations Sample Questions:

1. You are an operations assistant selecting a model for a recurring meeting-summary task that does not require deep reasoning and runs at moderate volume.
Which selection best balances cost, speed, and quality?

A) A custom model, which the Associate-level user would need to build and train independently.
B) Haiku, which is suitable only when the task requires the fastest possible turnaround.
C) Opus, which prioritizes depth at higher latency and rate-limit consumption.
D) Sonnet, which provides solid quality at moderate latency and rate-limit consumption for everyday work.

2. You are an operations lead evaluating prompting strategies that teammates have proposed for various task types.
Which two strategies represent appropriate matches between strategy and task type? (Select two.) Each correct answer presents part of the solution.

A) rigid templated prompting for early-stage creative naming and tagline ideation
B) open exploratory prompting for early-stage strategic brainstorming on a new market
C) rigid templated prompting for casual customer-feedback summarization with no schema
D) rigid templated prompting for monthly compliance reports against a fixed schema
E) open exploratory prompting for legal contract redlining against a clause library

3. An operations assistant is redesigning a recurring data-processing workflow step to use Code Execution.
Which two design choices best support reliable integration? (Select two.)

A) Embed the Code Execution step inside the workflow without documenting the expected output format or the fields it produces.
B) Vary the input file format from run to run to accommodate the different source systems that supply the data each week.
C) Standardize the input file format the step expects, so each Code Execution run receives consistent input and produces comparable, verifiable output across recurring weekly cycles.
D) Define a brief output-verification step in which a human reviewer confirms the computed result against an expected range or sanity check before the output advances to downstream consumers.
E) Eliminate the human review step that follows Code Execution, since the sandboxed environment already verifies that the code ran without errors.

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

5. A business analyst has been asked to use Claude to extract requirements from a recorded stakeholder interview transcript. The transcript is approximately 90 minutes long and covers multiple topics.
Which approach is most likely to produce a usable structured output?

A) Provide the transcript and ask Claude to produce a chronological list of every statement that contains a verb, then classify each statement as a requirement or not.
B) Provide the transcript and ask Claude to produce a single ranked list of requirements, since a single list is easier for stakeholders to review than separate sections.
C) Provide the transcript along with a structured prompt that requests must-haves, nice-to-haves, open questions, and conflicts as separate sections.
D) Provide the transcript and ask Claude to summarize it; extract requirements from the summary in a second pass since two passes catch more detail.

Solutions: