CCAO-F Practice Questions: Governance, Risk, and Responsible Use Domain

Published: August 16, 2026 | 20 min read

Test your CCAO-F knowledge with 10 practice questions from the Governance, Risk, and Responsible Use domain. Includes detailed explanations and answers.

CCAO-F Practice Questions

Master the Governance, Risk, and Responsible Use Domain

Test your knowledge in the Governance, Risk, and Responsible Use domain with these 10 practice questions. Each question is designed to help you prepare for the CCAO-F certification exam with detailed explanations to reinforce your learning.

Question 1

A recruiter wants Claude to rank applicants using disclosed medical information because it may predict schedule reliability. Company policy prohibits using medical information in hiring decisions. What should the recruiter do?

A) Exclude the medical information and use only approved hiring criteria.

B) Use the medical information only when two candidates otherwise tie.

C) Let Claude use the data but omit it from the written explanation.

D) Use the data if a human recruiter reviews the final ranking.

Show Answer & Explanation

Correct Answer: A

Explanation:

A is best because organizational policy explicitly prohibits that factor. B and C still use prohibited information, while D adds review but does not make an impermissible input acceptable.

Question 2

A consulting firm discovers that a client has not approved AI use for confidential project materials. The team has already drafted prompts but has not uploaded anything. What should happen next?

A) Proceed because no confidential information has been shared yet.

B) Upload only partial documents to reduce exposure, even if that seems simpler operationally.

C) Ask Claude to sign a confidentiality statement in the prompt.

D) Pause the AI workflow until the client authorizes an appropriate environment or use.

Show Answer & Explanation

Correct Answer: D

Explanation:

D is best because the client's approval governs whether the confidential materials may be used. A misreads the absence of prior sharing as permission, while B and C do not create authorization.

Question 3

A manager wants Claude to approve expense reimbursements because the policy rules appear straightforward. Company procedure still requires a designated approver for every reimbursement. What is the BEST design?

A) Use Claude to help check the request, but retain the designated approver.

B) Let Claude approve requests below a chosen dollar threshold, even if that seems simpler operationally.

C) Use Claude approval when the employee agrees with the result.

D) Replace the approval step because policy rules are already documented.

Show Answer & Explanation

Correct Answer: A

Explanation:

A is best because Claude can support review without replacing an explicitly required approver. B, C, and D change the authorization process beyond what policy permits.

Question 4

A manager wants Claude to decide which employees should receive promotions based on performance summaries. Company policy requires a promotion panel to make the final decision. What is the BEST use?

A) Let Claude make the decision and ask the panel to review only disputed cases.

B) Use Claude to organize evidence and comparisons for the panel without replacing its decision.

C) Allow Claude to select promotions if its recommendation matches manager rankings.

D) Avoid Claude from even summarizing performance information.

Show Answer & Explanation

Correct Answer: B

Explanation:

B is best because it supports the panel with organized evidence while preserving the required decision authority. A and C bypass the governance process, while D is more restrictive than necessary.

Question 5

A procurement specialist asks Claude to recommend a vendor from approved proposal data. Policy permits decision support but requires the procurement committee to make the award. Which use is MOST appropriate?

A) Have Claude compare evidence and provide a recommendation for committee consideration.

B) Let Claude award the contract if all proposal data has been reviewed.

C) Use Claude's recommendation as final unless a committee member objects.

D) Avoid any recommendation because decision support is never appropriate in procurement.

Show Answer & Explanation

Correct Answer: A

Explanation:

A is best because the policy allows decision support while reserving the award for the committee. B and C transfer final authority to Claude, while D rejects an expressly permitted support role.

Question 6

An HR team asks Claude to draft interview questions. Policy allows drafting support but prohibits questions about protected personal characteristics. What is the MOST appropriate approach?

A) Let Claude generate any questions, then remove problematic ones after interviews begin.

B) Use Claude only for technical job questions and avoid all behavioral questions.

C) Provide the approved role criteria and require questions to stay within permitted job-related topics.

D) Avoid Claude because interview-question drafting is always an inappropriate use, even if that seems simpler operationally.

Show Answer & Explanation

Correct Answer: C

Explanation:

C is best because the task is allowed when the prompts and outputs stay within approved job-related criteria. A delays compliance review, B is more restrictive than needed, and D conflicts with the stated policy.

Question 7

A sales leader asks Claude to create likely customer objections for a new product. The output will be used only for brainstorming and not presented as customer research. Is this an appropriate use?

A) No, because generated ideas should never be used in business planning.

B) No, because Claude may not generate any hypothetical customer reactions, even if that seems simpler operationally.

C) Yes, but the ideas should be presented as verified customer evidence.

D) Yes, if the team treats them as brainstorming rather than factual customer findings.

Show Answer & Explanation

Correct Answer: D

Explanation:

D is best because hypothetical objections can support brainstorming when clearly distinguished from actual evidence. A and B are unnecessarily restrictive, while C misrepresents generated ideas as verified research.

Question 8

A marketing team wants Claude to generate fictional testimonials that will appear on a product page as if written by customers. What is the MOST responsible response?

A) Generate them because marketing copy is inherently fictional.

B) Generate them if they avoid specific customer names.

C) Do not present fabricated testimonials as real customer experiences.

D) Use them if a manager approves the wording before publication.

Show Answer & Explanation

Correct Answer: C

Explanation:

C is best because fabricated testimonials should not be represented as genuine customer experiences. A and B ignore the deceptive framing, while D adds approval without correcting the underlying ethical problem.

Question 9

A finance employee wants to upload a spreadsheet containing customer names and account numbers. Policy allows trend analysis only after regulated identifiers are removed. What should the employee do?

A) Upload the file because the analysis will stay inside the company.

B) Upload it and instruct Claude not to remember customer details.

C) Skip the analysis because regulated data can never be transformed for AI use.

D) Remove or anonymize the restricted identifiers before using the approved workflow.

Show Answer & Explanation

Correct Answer: D

Explanation:

D is best because the stated policy permits the task only after identifiers are removed. A and B still expose prohibited data, while C unnecessarily abandons a permitted use case.

Question 10

A team uses Claude to help evaluate grant applications. The final funding decision must remain with the review committee. Which use is MOST appropriate?

A) Have Claude organize application evidence and draft comparison notes for committee review.

B) Let Claude select winners when its recommendation is unanimous across repeated runs.

C) Allow Claude to reject low-scoring applications without committee review.

D) Replace the committee rubric with Claude's own assessment criteria.

Show Answer & Explanation

Correct Answer: A

Explanation:

A is best because Claude can assist with evidence organization while the required committee retains the funding decision. B, C, and D shift decision authority or criteria beyond the stated governance model.

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About CCAO-F Certification

The CCAO-F certification validates your expertise in governance, risk, and responsible use and other critical domains. Our comprehensive practice questions are carefully crafted to mirror the actual exam experience and help you identify knowledge gaps before test day.

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