Anthropic Claude Certified Associate-Foundations : CCAO-F

  • 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 CCAO-F Exam Syllabus Topics:

SectionWeightObjectives
Configuration and Knowledge Management12%- Configure Claude Projects with instructions
- Manage knowledge sources and context
- Maintain consistent system-level behavior
Output Evaluation and Validation21%- Apply fact-checking and validation methods
- Detect hallucinations, biases, and inconsistencies
- Evaluate outputs for accuracy, completeness, and consistency
- Determine when human review is required
Workflow Integration and Solution Design16%- Plan end-to-end Claude-augmented workflows
- Integrate Claude into existing business workflows
- Design AI-assisted processes and solutions
Troubleshooting and Optimization10%- Diagnose context and performance issues
- Identify causes of poor or unexpected outputs
- Adjust prompts and configuration to improve results
Product and Model Selection12%- Understand model differences and use cases
- Select appropriate Claude product features
- Match model capabilities to task requirements
Prompting and Task Execution14%- Create effective prompts for business and technical tasks
- Iterate prompts to improve output quality
- Adapt prompting strategies by task type
- Apply task decomposition to structure complex requests
Governance, Risk, and Responsible Use15%- Manage data sensitivity and privacy risks
- Understand limitations and ethical boundaries
- Apply responsible AI principles and policies

Anthropic Claude Certified Associate-Foundations Sample Questions:

1. A knowledge worker is explaining the purpose of an organizational AI governance framework to a colleague.
Which description is most accurate?

A) A governance framework documents the AI policies the organization is legally required to adopt, focusing on regulatory compliance rather than day-to-day use.
B) A governance framework defines approved tools, allowed data, required reviews, and reporting paths so AI is used consistently and accountably.
C) A governance framework lists the AI tools the organization licenses and the cost of each, so users can pick the most cost-effective tool for each task.
D) A governance framework defines the training every employee must complete before using AI tools, with separate requirements for each tool the organization licenses.


2. You are a business analyst evaluating a Claude-generated business case against the agreed acceptance criteria.
Which is the correct order of evaluation steps?
(1) Compare the business case with the source data and required topics.
(2) Document gaps and inaccuracies for follow-up or correction.
(3) Restate the acceptance criteria for the business case.
(4) Decide whether to use the business case, iterate, or escalate.
(5) Read the business case from beginning to end to form an initial impression.

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


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


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


5. A finance manager must select a Claude feature for a task that requires deterministic calculations across a multi-tab spreadsheet.
Which selection best fits the requirement?

A) Use a standard chat prompt for the calculations, which generates text without running code and does not produce the reproducible computational output the multi-tab calculation task requires.
B) Use Code Execution, which runs code in a sandbox to perform calculations on the uploaded file and produce outputs the associate can verify.
C) Use the Research feature for the calculations, which gathers and synthesizes external sources and is not the appropriate feature for deterministic computation on an uploaded spreadsheet.
D) Use an Artifact alone for the calculations, which provides a stable editable surface for the result but does not perform the deterministic computation that Code Execution would run.


Solutions:

Question # 1
Answer: B
Question # 2
Answer: C
Question # 3
Answer: A,B
Question # 4
Answer: A
Question # 5
Answer: B

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