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Anthropic CCAO-F Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Governance, Risk, and Responsible Use | 15% | - Apply responsible AI principles and policies - Understand limitations and ethical boundaries - Manage data sensitivity and privacy risks |
| Topic 2: Configuration and Knowledge Management | 12% | - Manage knowledge sources and context - Maintain consistent system-level behavior - Configure Claude Projects with instructions |
| Topic 3: Output Evaluation and Validation | 21% | - Detect hallucinations, biases, and inconsistencies - Evaluate outputs for accuracy, completeness, and consistency - Apply fact-checking and validation methods - Determine when human review is required |
| Topic 4: Prompting and Task Execution | 14% | - Adapt prompting strategies by task type - Create effective prompts for business and technical tasks - Apply task decomposition to structure complex requests - Iterate prompts to improve output quality |
| Topic 5: Workflow Integration and Solution Design | 16% | - Design AI-assisted processes and solutions - Plan end-to-end Claude-augmented workflows - Integrate Claude into existing business workflows |
| Topic 6: Product and Model Selection | 12% | - Select appropriate Claude product features - Match model capabilities to task requirements - Understand model differences and use cases |
| Topic 7: Troubleshooting and Optimization | 10% | - Adjust prompts and configuration to improve results - Diagnose context and performance issues - Identify causes of poor or unexpected outputs |
Anthropic Claude Certified Associate-Foundations Sample Questions:
1. 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) Add a specific tone descriptor and a concrete audience to the prompt.
B) Resubmit the same prompt several times and select the best response.
C) Provide an example of an output that meets the desired standard.
D) Append the phrase "please do better" to the end of the original prompt.
E) Increase the temperature setting and resubmit the unchanged prompt.
2. You are running a weekly feedback-and-adjustment cycle.
Which is the correct order of cycle steps?
(1) Translate feedback into one or two targeted adjustments for the next cycle.
(2) Run the next cycle and compare results against the prior cycle.
(3) Capture the specific feedback received during the review.
(4) Document what changed, what effect it produced, and any remaining issues.
(5) Decide whether to continue iterating, switch approach, or escalate.
A) 1, 3, 2, 4, 5
B) 3, 1, 2, 4, 5
C) 3, 2, 1, 4, 5
D) 2, 3, 1, 4, 5
3. A finance manager is about to discuss a confidential pre-announcement figure with Claude.
Which two settings best align with sound privacy practice for this conversation? (Select two.) Each correct answer presents a complete solution.
A) Skip the privacy setting decision and proceed with default behavior, since the conversation will not explicitly instruct Claude to remember the figure.
B) Disable Memory contribution for the conversation if Incognito mode is not used, so the confidential figure is not retained as persistent context that could surface in later unrelated sessions.
C) Open the conversation in Incognito mode, which prevents the conversation from contributing to Memory and avoids persistent retention of the confidential pre-announcement figure across sessions.
D) Enable Memory contribution for the conversation so the context carries forward to support follow-up analysis in future sessions.
E) Treat the conversation as appropriate for default Memory settings, since the figure will only be discussed briefly and is unlikely to be retained.
4. An associate is responding to an executive who claims that Claude will eliminate the need for any human review on customer-facing content. The executive is the budget approver for the team's AI tools.
Which response is most appropriate?
A) Acknowledge the productivity gains, then explain that human review remains essential on customer- facing content because of accuracy and brand risk, with specific examples.
B) Pilot the executive's proposal on a low-risk subset of customer-facing content first, and use the pilot results to make the case for retaining human review on higher-risk content.
C) Escalate the executive's claim to a senior leader outside the team before responding directly, since the issue affects more than just the associate's team.
D) Defer to the executive's authority and remove the human review step from customer-facing content, monitoring the results closely for the first several weeks.
5. A project manager is transforming a Claude-generated draft into a polished board memo. The board reads the memo before the meeting and expects it to be scannable, factually verified, and consistent with the organization's standard terminology.
Which set of refinements is most appropriate?
A) Apply consistent headings and align terminology with the organization's standards; rely on Claude's verification of facts, since the draft was generated from the source data.
B) Apply consistent headings, expand each section to give the board full context, and align terminology with the organization's standards.
C) Apply consistent headings, tighten wording for executive scanability, align terminology with the organization's standards, and verify each fact against source data.
D) Tighten wording for executive scanability and verify each fact against source data; leave heading structure and terminology as written to preserve the draft's voice.
Solutions:
| Question # 1 Answer: A,C | Question # 2 Answer: B | Question # 3 Answer: B,C | Question # 4 Answer: A | Question # 5 Answer: C |








