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Question 720
A pilot's inference costs look small, but human corrections take many hours. Which financial model should include them?
- Quality and error rate
- Task completion rate
- Total cost of ownership (TCO)
- Baseline comparison
Explanation
Correct Answer
C:Total cost includes manual review and rework. TCO includes model usage, infrastructure, integration, oversight and maintenance costs.
Incorrect Answers
A:Quality measurements capture correctness, rework and harm rather than usage volume alone. This does not directly meet the case requirement to account for ongoing human oversight expenses.
B:Task completion rate measures the share of workflows successfully resolved. This does not directly meet the case requirement to account for ongoing human oversight expenses.
D:A baseline captures the previous process performance for before-and-after comparisons. This does not directly meet the case requirement to account for ongoing human oversight expenses.
Question 721
Staff begin copying model text directly into customer replies without checking it. What adoption work is needed?
- Process redesign
- Continuous improvement
- Sunset or rollback plan
- Employee training and enablement
Explanation
Correct Answer
D:Training should teach limitations and required review. Enablement prepares people to use AI appropriately, review outputs and recognize limitations.
Incorrect Answers
A:Process redesign updates workflows and responsibilities so AI adds value rather than duplicating steps. This does not directly meet the case requirement to prepare employees for responsible AI use.
B:Continuous improvement uses evaluations, feedback and monitoring to refine the solution. This does not directly meet the case requirement to prepare employees for responsible AI use.
C:Rollback planning defines how to stop or reverse an unsafe deployment. This does not directly meet the case requirement to prepare employees for responsible AI use.
Question 722
An agent drafts purchase orders but employees must manually retype every field into the system. What process change would increase value?
- Governance ownership
- Sunset or rollback plan
- Employee training and enablement
- Process redesign
Explanation
Correct Answer
D:Workflow redesign eliminates unnecessary duplicate effort. Process redesign updates workflows and responsibilities so AI adds value rather than duplicating steps.
Incorrect Answers
A:Ownership assigns accountability for data, model, security and business outcomes. This does not directly meet the case requirement to integrate AI outputs into the actual process.
B:Rollback planning defines how to stop or reverse an unsafe deployment. This does not directly meet the case requirement to integrate AI outputs into the actual process.
C:Enablement prepares people to use AI appropriately, review outputs and recognize limitations. This does not directly meet the case requirement to integrate AI outputs into the actual process.
Question 723
An AI bot makes an incorrect recommendation and business teams argue about who owns the issue. What should be defined?
- Employee training and enablement
- Continuous improvement
- Process redesign
- Governance ownership
Explanation
Correct Answer
D:Clear accountability assigns responsibility for outcomes. Ownership assigns accountability for data, model, security and business outcomes.
Incorrect Answers
A:Enablement prepares people to use AI appropriately, review outputs and recognize limitations. This does not directly meet the case requirement to identify process and risk owners.
B:Continuous improvement uses evaluations, feedback and monitoring to refine the solution. This does not directly meet the case requirement to identify process and risk owners.
C:Process redesign updates workflows and responsibilities so AI adds value rather than duplicating steps. This does not directly meet the case requirement to identify process and risk owners.
Question 724
A chatbot unexpectedly exposes sensitive details and no one knows the escalation path. Which operational capability is missing?
- Employee training and enablement
- Operational incident response
- Continuous improvement
- Sunset or rollback plan
Explanation
Correct Answer
B:Incident response defines containment and notification steps. Incident response defines how to detect, escalate and remediate AI failures.
Incorrect Answers
A:Enablement prepares people to use AI appropriately, review outputs and recognize limitations. This does not directly meet the case requirement to respond to a serious AI failure.
C:Continuous improvement uses evaluations, feedback and monitoring to refine the solution. This does not directly meet the case requirement to respond to a serious AI failure.
D:Rollback planning defines how to stop or reverse an unsafe deployment. This does not directly meet the case requirement to respond to a serious AI failure.
Question 725
User feedback shows confusion about an assistant's terminology across several releases. What ongoing practice helps?
- Employee training and enablement
- Operational incident response
- Process redesign
- Continuous improvement
Explanation
Correct Answer
D:Continuous improvement turns evidence into refinements. Continuous improvement uses evaluations, feedback and monitoring to refine the solution.
Incorrect Answers
A:Enablement prepares people to use AI appropriately, review outputs and recognize limitations. This does not directly meet the case requirement to iterate based on observed user issues.
B:Incident response defines how to detect, escalate and remediate AI failures. This does not directly meet the case requirement to iterate based on observed user issues.
C:Process redesign updates workflows and responsibilities so AI adds value rather than duplicating steps. This does not directly meet the case requirement to iterate based on observed user issues.
Question 726
A new model version starts causing dangerous financial errors. What should production operations support?
- Operational incident response
- Process redesign
- Continuous improvement
- Sunset or rollback plan
Explanation
Correct Answer
D:Rollback allows a return to a controlled prior state. Rollback planning defines how to stop or reverse an unsafe deployment.
Incorrect Answers
A:Incident response defines how to detect, escalate and remediate AI failures. This does not directly meet the case requirement to disable or revert a harmful release.
B:Process redesign updates workflows and responsibilities so AI adds value rather than duplicating steps. This does not directly meet the case requirement to disable or revert a harmful release.
C:Continuous improvement uses evaluations, feedback and monitoring to refine the solution. This does not directly meet the case requirement to disable or revert a harmful release.
Question 727
Sales representatives over-trust generated account summaries. What organizational action is necessary?
- Operational incident response
- Governance ownership
- Employee training and enablement
- Continuous improvement
Explanation
Correct Answer
C:Training should teach verification and safe use. Enablement prepares people to use AI appropriately, review outputs and recognize limitations.
Incorrect Answers
A:Incident response defines how to detect, escalate and remediate AI failures. This does not directly meet the case requirement to help employees review AI-generated content.
B:Ownership assigns accountability for data, model, security and business outcomes. This does not directly meet the case requirement to help employees review AI-generated content.
D:Continuous improvement uses evaluations, feedback and monitoring to refine the solution. This does not directly meet the case requirement to help employees review AI-generated content.
Question 728
A company adds AI chat to an approval workflow but still waits on two redundant manual handoffs. What should it reconsider?
- Sunset or rollback plan
- Process redesign
- Employee training and enablement
- Operational incident response
Explanation
Correct Answer
B:Redesigning the process is necessary to capture value. Process redesign updates workflows and responsibilities so AI adds value rather than duplicating steps.
Incorrect Answers
A:Rollback planning defines how to stop or reverse an unsafe deployment. This does not directly meet the case requirement to remove unnecessary process duplication.
C:Enablement prepares people to use AI appropriately, review outputs and recognize limitations. This does not directly meet the case requirement to remove unnecessary process duplication.
D:Incident response defines how to detect, escalate and remediate AI failures. This does not directly meet the case requirement to remove unnecessary process duplication.
Question 729
A privacy complaint reveals no assigned data custodian for AI logs. Which governance element is missing?
- Governance ownership
- Sunset or rollback plan
- Process redesign
- Employee training and enablement
Explanation
Correct Answer
A:Data ownership clarifies accountability. Ownership assigns accountability for data, model, security and business outcomes.
Incorrect Answers
B:Rollback planning defines how to stop or reverse an unsafe deployment. This does not directly meet the case requirement to assign responsibility for sensitive AI data.
C:Process redesign updates workflows and responsibilities so AI adds value rather than duplicating steps. This does not directly meet the case requirement to assign responsibility for sensitive AI data.
D:Enablement prepares people to use AI appropriately, review outputs and recognize limitations. This does not directly meet the case requirement to assign responsibility for sensitive AI data.
Question 730
An AI assistant repeatedly fails a new critical test and should be withdrawn. What operational readiness matters?
- Operational incident response
- Governance ownership
- Sunset or rollback plan
- Continuous improvement
Explanation
Correct Answer
C:A rollback plan enables safe service changes. Rollback planning defines how to stop or reverse an unsafe deployment.
Incorrect Answers
A:Incident response defines how to detect, escalate and remediate AI failures. This does not directly meet the case requirement to revert or suspend unsafe model behavior.
B:Ownership assigns accountability for data, model, security and business outcomes. This does not directly meet the case requirement to revert or suspend unsafe model behavior.
D:Continuous improvement uses evaluations, feedback and monitoring to refine the solution. This does not directly meet the case requirement to revert or suspend unsafe model behavior.
Generative AI Leader Practice Tests
