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Anthropic CCAO-F Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Output Evaluation and Validation | 21% | - Organize and curate information and select appropriate output formats - Evaluate Claude-generated outputs for accuracy and completeness - Determine when human review or additional verification is required - Apply fact-checking and validation techniques - Identify hallucinations, inconsistencies, and biases in responses - Edit and adapt outputs for the intended audience |
| Prompting and Task Execution | 14% | - Adapt prompting strategy by task type - Create effective prompts for business and technical tasks - Iterate prompts to improve output quality - Apply task decomposition techniques to structure complex requests |
| Troubleshooting and Optimization | 10% | - Optimize workflows for efficiency and effectiveness - Adjust approaches based on feedback and results - Identify and diagnose issues with underperforming prompts or poor outputs |
| Governance, Risk, and Responsible Use | 15% | - Apply data sensitivity, regulatory, and privacy considerations - Follow organizational AI policies and governance standards - Understand ethical implications of Claude use - Identify appropriate and inappropriate use cases |
| Configuration and Knowledge Management | 12% | - Maintain and update configurations - Create effective system-level instructions - Manage uploaded knowledge and connectors - Configure Claude Projects with instructions and knowledge sources |
| Workflow Integration and Solution Design | 16% | - Use Claude for research, planning, and process optimization - Analyze requirements and use cases - Integrate Claude into existing workflows and communicate its value and limitations - Support solution design through iteration |
| Product and Model Selection | 12% | - Differentiate between Claude model types - Align model selection with task requirements - Manage context limitations and memory - Select appropriate Claude product features |
Anthropic Claude Certified Associate-Foundations Sample Questions:
1. 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) 1, 3, 5, 2, 4
B) 5, 3, 1, 2, 4
C) 3, 1, 5, 2, 4
D) 3, 5, 1, 2, 4
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) Understate Claude's capabilities to lower stakeholder expectations, even though Description principles require accuracy in both directions rather than systematic minimization.
C) Overstate Claude's capabilities to secure stakeholder support, even though Description principles require accurate framing of what Claude can and cannot reliably produce.
D) 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.
3. You are a marketing manager deciding what to include in custom instructions for a writing-focused Project.
Which two items belong in the custom instructions? (Select two.)
Each correct answer presents a complete solution.
A) The standard structure and length expectations for typical deliverables.
B) A representative sample of past writing that reflects the team's preferred style and structure.
C) The preferred writing style of the marketing manager who will review all final deliverables.
D) The brand voice and tonal expectations the writing must follow.
E) The prompt author's preferred response length for internal messages unrelated to external deliverables.
4. You are configuring a new Claude Project for a specific recurring workload.
Which Project configuration step should be performed first?
A) Define the purpose of the Project and the recurring tasks it must support.
B) Test the configured Project on a representative request from the workload.
C) Invite collaborators to the Project and confirm the appropriate access levels.
D) Add reference materials and instructions that the Project will rely on.
5. You are reviewing Connector setups that colleagues have proposed for various tasks.
Which two Connector setups represent safe and appropriate uses? (Select two.) Each correct answer presents a complete solution.
A) a read-only Connector that links to the public knowledge base for reference content
B) a Connector that links to the personnel-records system for team leads to support scheduling tasks
C) a Connector that links to the team's project management workspace under approved scope
D) a Connector that links to the payroll system to allow team members to submit expense reports directly
E) a Connector that links to a personal cloud storage account where team members store working drafts alongside personal files
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: A | Question # 3 Answer: A,D | Question # 4 Answer: A | Question # 5 Answer: A,C |





