About the Exam

Prepare for the CCAO-F certification from Anthropic with 119 practice questions, community-verified answers, and detailed explanations.

Exam Topics

  • Prompting and Task Execution14%
  • Output Evaluation and Validation21%
  • Product and Model Selection12%
  • Workflow Integration and Solution Design16%
  • Configuration and Knowledge Management12%
  • Governance, Risk, and Responsible Use15%
  • Troubleshooting and Optimization10%

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Last updated August 27, 2026 at 4:48 PM

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QuestionQ1

Output Evaluation and Validation

A strategy manager reviews a Claude-generated recommendation to merge the company’s two regional warehouses into a single location. The recommendation references three sources estimating cost savings and one source that confirms consolidation is operationally feasible. Two source documents also include estimates of one-time transition costs and a stakeholder concern about regional service levels, neither of which is included in the recommendation.

Which concern is most justified?

Explanation

A decision recommendation must account for material evidence that could affect the outcome. Omitting documented transition costs and a concern about regional service levels presents only the favorable evidence for consolidation, so the recommendation should be re-prompted to address those issues before it is used.

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QuestionQ2

Governance, Risk, and Responsible Use

You are an operations lead classifying proposed Claude use cases according to whether they are acceptable for your team to pursue.

Which two proposed use cases are acceptable for the team to pursue with Claude?

Each correct answer provides a complete solution.

Choose two
Explanation

Synthesizing approved customer feedback under aggregation controls and creating internal training summaries from approved internal documentation are bounded, low-risk information-processing tasks. Promotion decisions are employment-related high-impact decisions, while diagnostic support and client-facing legal drafting involve healthcare and legal guidance, respectively; these domains require heightened safeguards and are not routine team-approved use cases merely because a human reviews the output.

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QuestionQ3

Product and Model Selection

You are an analyst tackling a one-off, complex problem that truly requires multi-step reasoning across an extended chain of thought. Which model is most appropriate for this work?

Explanation

Opus is Anthropic’s highest-capability model tier and is positioned for advanced reasoning and complex, specialized tasks. That makes it the appropriate choice when a one-off problem requires an extended, multi-step reasoning process.

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QuestionQ4

Governance, Risk, and Responsible Use

Before uploading a customer file for Code Execution analysis, a customer-success associate at Noventra, Ltd. is reviewing the planned task.

Which two practices most closely align with sound data handling?

Choose two
Explanation

Data should be handled according to the organization’s classification policy, with escalation when the planned use exceeds approved sensitivity limits. Files should also be reviewed before upload so that sensitive, confidential, or regulated fields not needed for the analysis are removed or redacted. A sandboxed execution environment does not eliminate these policy and data-minimization obligations.

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QuestionQ5

Workflow Integration and Solution Design

You are assessing proposed workflow changes to determine whether they materially improve the workflow. Which two proposed changes meaningfully improve a recurring Claude workflow?

Each correct answer provides a complete solution.

Choose two
Explanation

Claude Projects use uploaded knowledge as context across all chats in the Project, so placing standard reference material there avoids repeatedly supplying the same context in a recurring workflow. A quality check before output enters a downstream process prevents incorrect or unsuitable results from being propagated. Workspace names, step labels, and document headings improve organization or readability but do not add reusable Claude context or an output-control mechanism.

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