# CCAO-F Practice: Governance | Your AI Department > 9 free CCAO-F practice questions on governance, risk, and responsible use (15% of the exam), with study notes and explanations. Source: https://youraidept.com/network/ccao-f-practice-questions/governance-risk-and-responsible-use CCAO-F domain drill # CCAO-F practice questions: Governance, risk, and responsible use. 9 original questions on Governance, risk, and responsible use, which carries 15% of the Claude Certified Associate – Foundations exam per the published guide. Study notes first, then the questions with an explanation for each. When this domain feels solid, take [the timed CCAO-F practice exam](https://youraidept.com/network/ccao-f-practice-exam) and check the domain breakdown. ## What to know about Governance, risk, and responsible use - Confidential and personal data: what you can paste, what you cannot, and how organization settings and policies apply. - Bias, fairness, and the limits of the model's knowledge; acceptable use policies; keeping a human accountable for decisions. ## Governance, risk, and responsible use questions All domains (9) Governance, risk, and responsible use (9) Governance, risk, and responsible use A colleague wants to paste a customer's full medical file into a consumer chat account to summarize it. What is the right response? - Paste it, get the summary, and delete the conversation from the account history afterwards - Remove the customer's name and date of birth, then paste the rest into the consumer account - Ask the customer for written consent by email first, then paste the file into the consumer account - Check the data policy first and use an approved workspace with the right settings, if one exists Check answer ### Show answer Answer: Check the data policy first and use an approved workspace with the right settings, if one exists. Sensitive personal data is governed by policy and by the workspace's data handling, not by speed. Stripping the name still leaves a medical record that is often re-identifiable, consent from the customer does not change what the consumer account does with the data, and deleting afterwards is too late. Governance, risk, and responsible use Claude drafts screening criteria for job applicants. What must happen before they are used? - A review for bias and legality by the people who are accountable for the hiring decision - A check that each criterion appears in the job posting so applicants know how they are assessed - A comparison against the criteria a competitor lists publicly to make sure nothing is missing - A trial run against last year's applicant pool to confirm the criteria produce a sensible shortlist Check answer ### Show answer Answer: A review for bias and legality by the people who are accountable for the hiring decision. Decisions about people carry bias and legal risk, so accountable people review before use. A trial run on past applicants sounds rigorous but only shows the criteria produce a shortlist, not that the shortlist is fair or lawful, and it processes real candidates' data for no decision. Governance, risk, and responsible use Which content should not be pasted into a tool your organization has not approved for it? - Product descriptions that are already on the public website - Your own meeting notes from an internal planning session - Customer personal data, health records, or confidential financials - Press releases the company published in the last quarter Check answer ### Show answer Answer: Customer personal data, health records, or confidential financials. Sensitive classes need approved tools and settings. Internal meeting notes are the closest call, since they are not public, but ordinary planning notes are a policy question for your organization; personal, health, and confidential financial data are the classes that are governed everywhere. Governance, risk, and responsible use Why does responsible use require a named person accountable for AI-assisted decisions? - Because it gives the organization a single person to hold responsible when the model makes a costly error - Because the vendor's terms of service transfer liability for outputs to the customer - Because the model cannot be accountable; a person must be able to explain and stand behind the outcome - Because regulators require a named AI officer to be listed for every automated decision Check answer ### Show answer Answer: Because the model cannot be accountable; a person must be able to explain and stand behind the outcome. Accountability stays human because a model cannot explain or defend an outcome. Having someone to blame is a distortion of the same idea: the point is that a person can understand and stand behind the decision, not that there is a name to point at afterwards. Governance, risk, and responsible use Claude drafts performance review language for an employee. Which risk is highest? - Formatting that does not match the HR system's review template and has to be redone by hand - Language so generic that it gives the employee nothing concrete to act on in the coming year - Bias in the language or reasoning affecting a person's career, so it needs careful human review - Length that runs well past what managers are expected to write for an annual review Check answer ### Show answer Answer: Bias in the language or reasoning affecting a person's career, so it needs careful human review. People decisions carry bias risk, and a review shapes someone's career. Generic language is a real quality problem, but it is visible and easy to fix; biased framing can look polished and still be unfair, which is why a person has to read it carefully. Governance, risk, and responsible use What does an acceptable use policy typically prohibit? - Using the tool for harmful, deceptive, or otherwise prohibited purposes - Asking questions about topics that are unrelated to your job role - Sharing outputs with anyone outside the team that produced them - Using the tool for any task that involves customer names or contact details Check answer ### Show answer Answer: Using the tool for harmful, deceptive, or otherwise prohibited purposes. Acceptable use policies define forbidden purposes: harm, deception, and listed prohibited uses. Customer data handling is governed by data policy and workspace settings rather than a blanket ban in the AUP, and sharing outputs or off-topic questions are not what it covers. Governance, risk, and responsible use A vendor claims its AI tool 'never makes mistakes'. Your response? - Ask the vendor for the accuracy benchmarks behind the claim and accept it if they look strong - Include the claim in the contract so the vendor bears the cost of any mistakes - Treat the claim as false and design review steps into the workflow anyway - Run a two-week pilot and drop the review steps once the pilot shows no errors Check answer ### Show answer Answer: Treat the claim as false and design review steps into the workflow anyway. All models err, so design for it. A pilot is sensible but two clean weeks do not prove the tool is error-free, only that the errors did not show up yet; removing review on that basis is the mistake the claim was inviting you to make. Governance, risk, and responsible use What should you do if Claude produces content that seems to reproduce a copyrighted text at length? - Shorten the passage so that it falls under what fair use typically allows - Use it, since content produced by an AI tool is not subject to copyright - Cite Claude as the author so the original rights holder is not misrepresented - Do not use it verbatim; rewrite or source it properly, and flag the case Check answer ### Show answer Answer: Do not use it verbatim; rewrite or source it properly, and flag the case. Avoid reproducing protected text. Trimming to a length you believe is fair use is the strongest distractor, but fair use depends on purpose and context, not word count, and you would still be publishing someone else's text; rewrite or source it and flag the case. Governance, risk, and responsible use Which practice supports transparency when AI helped produce a document? - Keeping AI-assisted drafts out of the document history so reviewers see only the final - Disclosing AI assistance where your organization's policy or the audience expects it - Publishing under a team name rather than an individual so no one is misattributed - Adding a footnote naming the model version used on every document you produce Check answer ### Show answer Answer: Disclosing AI assistance where your organization's policy or the audience expects it. Disclose according to policy and audience expectation. A footnote on every document sounds maximally transparent, but blanket labels are noise on routine drafts and do not reflect where disclosure matters; policy and audience decide where it belongs. ## Next - [Timed CCAO-F practice exam](https://youraidept.com/network/ccao-f-practice-exam): 60 questions in 120 minutes, scored against the 720 pass mark. - [All CCAO-F practice questions](https://youraidept.com/network/ccao-f-practice-questions) with a domain filter. - [The CCAO-F exam page](https://youraidept.com/network/ccao-f): format, weights, registration, study path. ### Other CCAO-F domains - [Output evaluation and validation (13 questions)](https://youraidept.com/network/ccao-f-practice-questions/output-evaluation-and-validation) - [Workflow integration and solution design (10 questions)](https://youraidept.com/network/ccao-f-practice-questions/workflow-integration-and-solution-design) - [Prompting and task execution (8 questions)](https://youraidept.com/network/ccao-f-practice-questions/prompting-and-task-execution) - [Product and model selection (7 questions)](https://youraidept.com/network/ccao-f-practice-questions/product-and-model-selection) - [Configuration and knowledge management (7 questions)](https://youraidept.com/network/ccao-f-practice-questions/configuration-and-knowledge-management) - [Troubleshooting and optimization (6 questions)](https://youraidept.com/network/ccao-f-practice-questions/troubleshooting-and-optimization) ## FAQ ### How much of the CCAO-F exam is governance, risk, and responsible use? + 15% of the marks, per the published CCAO-F exam guide. The full domain list with weights is on the CCAO-F exam page. ### Are these real CCAO-F exam questions? + No. They are 9 original scenario questions written from the blueprint for this domain. Reproducing exam content would violate the candidate agreement. ### How should I study governance, risk, and responsible use for CCAO-F? + Read the domain notes on this page, answer the questions with explanations hidden, then take the timed CCAO-F practice exam and check the per-domain breakdown for this domain. ## Who wrote this ### [Matei Olaru](https://youraidept.com/about/matei-olaru) CEO, Your AI Department Former public-company CEO, corporate attorney, and World Bank consultant. Runs the YAID Network and the partner relationship with Anthropic. ### [Michael Greenberg](https://youraidept.com/about/michael-greenberg) AI Product Lead, Your AI Department AI at Google, Meta, and Samsung. Six patents. Leads member support and the certification prep guidance. Your AI Department is a registered Claude Partner Network company. Our members sit these exams under our partner standing. Facts on this page were last checked on October 15, 2026. ## Ready to sit CCAO-F for real? Registration needs a Claude Partner Network organization. [YAID Network](https://youraidept.com/network) members register under our partner standing. $149 per quarter, exam fee separate. [Apply to join YAID ↗](https://youraidept.com/network/apply?ref=drill)[How registration works →](https://youraidept.com/network/register-for-claude-certification)