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Question 270
Finance requests monthly usage and token charges by application. Which capability should be built?
- Regional availability assessment
- Quotas and capacity planning
- Cost monitoring
- Resilience and availability design
Explanation
Correct Answer
C:Consumption visibility supports chargeback and forecasting. Cost monitoring tracks consumption and spending to avoid unexpected invoices.
Incorrect Answers
A:Region checks determine whether the desired service and model can run where required. This does not directly meet the case requirement to attribute operational AI spending.
B:Quota planning ensures required throughput can be obtained within service limits. This does not directly meet the case requirement to attribute operational AI spending.
D:Resilience uses architecture and service options to recover from failures and meet availability targets. This does not directly meet the case requirement to attribute operational AI spending.
Question 271
An HR assistant can read all employee compensation records though it only answers leave-policy questions. Which control should be corrected?
- Responsible AI safety controls
- Data-use and retention governance
- Audit logs and traceability
- Role-based and policy-based access
Explanation
Correct Answer
D:Access rights must reflect the assistant's authorized duties. IAM and access policies constrain who or what can use cloud resources.
Incorrect Answers
A:Safety controls evaluate and filter harmful or inappropriate model content. This does not directly meet the case requirement to limit data access according to least privilege.
B:Data policies define permitted use and the lifecycle of sensitive information. This does not directly meet the case requirement to limit data access according to least privilege.
C:Audit records capture relevant accesses, administrative actions and system events. This does not directly meet the case requirement to limit data access according to least privilege.
Question 272
A company asks how protected training files and prompts are encrypted and who controls keys. Which governance area matters?
- Data-use and retention governance
- Encryption and key governance
- Role-based and policy-based access
- Responsible AI safety controls
Explanation
Correct Answer
B:Data cryptographic controls help protect confidentiality. Encryption and key controls protect stored or transmitted data subject to service capabilities.
Incorrect Answers
A:Data policies define permitted use and the lifecycle of sensitive information. This does not directly meet the case requirement to protect data using encryption and appropriate keys.
C:IAM and access policies constrain who or what can use cloud resources. This does not directly meet the case requirement to protect data using encryption and appropriate keys.
D:Safety controls evaluate and filter harmful or inappropriate model content. This does not directly meet the case requirement to protect data using encryption and appropriate keys.
Question 273
A client contract requires all AI processing in approved locations. Which capability supports architectural compliance?
- Data residency controls
- Responsible AI safety controls
- Encryption and key governance
- Role-based and policy-based access
Explanation
Correct Answer
A:Location boundaries must be checked against the service deployment. Residency controls constrain the geographic placement or processing of customer data.
Incorrect Answers
B:Safety controls evaluate and filter harmful or inappropriate model content. This does not directly meet the case requirement to constrain data processing geography.
C:Encryption and key controls protect stored or transmitted data subject to service capabilities. This does not directly meet the case requirement to constrain data processing geography.
D:IAM and access policies constrain who or what can use cloud resources. This does not directly meet the case requirement to constrain data processing geography.
Question 274
An investigation needs evidence of which service account retrieved a sensitive document yesterday. Which feature helps?
- Responsible AI safety controls
- Audit logs and traceability
- Role-based and policy-based access
- Encryption and key governance
Explanation
Correct Answer
B:Access history enables accountability and incident analysis. Audit records capture relevant accesses, administrative actions and system events.
Incorrect Answers
A:Safety controls evaluate and filter harmful or inappropriate model content. This does not directly meet the case requirement to log who accessed protected resources.
C:IAM and access policies constrain who or what can use cloud resources. This does not directly meet the case requirement to log who accessed protected resources.
D:Encryption and key controls protect stored or transmitted data subject to service capabilities. This does not directly meet the case requirement to log who accessed protected resources.
Question 275
A retailer plans to retain raw customer chatbot logs indefinitely without approved purpose. Which policy should be revisited?
- Role-based and policy-based access
- Encryption and key governance
- Data residency controls
- Data-use and retention governance
Explanation
Correct Answer
D:Storage/use limitations reduce unnecessary sensitive-data exposure. Data policies define permitted use and the lifecycle of sensitive information.
Incorrect Answers
A:IAM and access policies constrain who or what can use cloud resources. This does not directly meet the case requirement to define authorized retention and use of prompts.
B:Encryption and key controls protect stored or transmitted data subject to service capabilities. This does not directly meet the case requirement to define authorized retention and use of prompts.
C:Residency controls constrain the geographic placement or processing of customer data. This does not directly meet the case requirement to define authorized retention and use of prompts.
Question 276
A public-facing chatbot sometimes outputs abusive text. Which control can reduce that risk?
- Responsible AI safety controls
- Encryption and key governance
- Data-use and retention governance
- Audit logs and traceability
Explanation
Correct Answer
A:Safety filtering and evaluation target harmful output. Safety controls evaluate and filter harmful or inappropriate model content.
Incorrect Answers
B:Encryption and key controls protect stored or transmitted data subject to service capabilities. This does not directly meet the case requirement to detect and mitigate unsafe generated content.
C:Data policies define permitted use and the lifecycle of sensitive information. This does not directly meet the case requirement to detect and mitigate unsafe generated content.
D:Audit records capture relevant accesses, administrative actions and system events. This does not directly meet the case requirement to detect and mitigate unsafe generated content.
Question 277
An AI agent is able to edit every project in a cloud organization when it only needs one dataset. What should be tightened?
- Data residency controls
- Role-based and policy-based access
- Encryption and key governance
- Data-use and retention governance
Explanation
Correct Answer
B:Overbroad permissions raise risk during tool actions. IAM and access policies constrain who or what can use cloud resources.
Incorrect Answers
A:Residency controls constrain the geographic placement or processing of customer data. This does not directly meet the case requirement to scope identities to required cloud resources.
C:Encryption and key controls protect stored or transmitted data subject to service capabilities. This does not directly meet the case requirement to scope identities to required cloud resources.
D:Data policies define permitted use and the lifecycle of sensitive information. This does not directly meet the case requirement to scope identities to required cloud resources.
Question 278
Security teams are discussing protection for stored model artifacts and data in transit. What category of controls is relevant?
- Responsible AI safety controls
- Data-use and retention governance
- Encryption and key governance
- Data residency controls
Explanation
Correct Answer
C:Encryption and key handling address those protection needs. Encryption and key controls protect stored or transmitted data subject to service capabilities.
Incorrect Answers
A:Safety controls evaluate and filter harmful or inappropriate model content. This does not directly meet the case requirement to protect stored and transmitted data.
B:Data policies define permitted use and the lifecycle of sensitive information. This does not directly meet the case requirement to protect stored and transmitted data.
D:Residency controls constrain the geographic placement or processing of customer data. This does not directly meet the case requirement to protect stored and transmitted data.
Question 279
A firm must audit who changed an agent's tool permissions last week. What evidence source matters?
- Audit logs and traceability
- Encryption and key governance
- Responsible AI safety controls
- Role-based and policy-based access
Explanation
Correct Answer
A:Administrative activity logs support change attribution. Audit records capture relevant accesses, administrative actions and system events.
Incorrect Answers
B:Encryption and key controls protect stored or transmitted data subject to service capabilities. This does not directly meet the case requirement to trace privileged configuration changes.
C:Safety controls evaluate and filter harmful or inappropriate model content. This does not directly meet the case requirement to trace privileged configuration changes.
D:IAM and access policies constrain who or what can use cloud resources. This does not directly meet the case requirement to trace privileged configuration changes.
Question 280
A compliance officer asks when customer uploads are deleted after a project ends. Which control determines this?
- Audit logs and traceability
- Responsible AI safety controls
- Role-based and policy-based access
- Data-use and retention governance
Explanation
Correct Answer
D:Retention schedules govern deletion timing. Data policies define permitted use and the lifecycle of sensitive information.
Incorrect Answers
A:Audit records capture relevant accesses, administrative actions and system events. This does not directly meet the case requirement to enforce a documented data lifecycle.
B:Safety controls evaluate and filter harmful or inappropriate model content. This does not directly meet the case requirement to enforce a documented data lifecycle.
C:IAM and access policies constrain who or what can use cloud resources. This does not directly meet the case requirement to enforce a documented data lifecycle.
Generative AI Leader Practice Tests
