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Question 230
A fashion visualizer creates a model wearing apparel that misrepresents actual fit. What business safeguard should precede publication?
- Content provenance
- Human creative review
- Image editing
- Text-to-image prompting
Explanation
Correct Answer
B:Creative quality assurance should verify truthfulness as well as style. Human review checks rights, brand accuracy, artifacts and appropriateness before publishing.
Incorrect Answers
A:Provenance measures document where generated media originated and how it was altered. This does not directly meet the case requirement to catch misleading generated product imagery.
C:Image editing modifies an existing image while preserving selected requested elements. This does not directly meet the case requirement to catch misleading generated product imagery.
D:Text-to-image prompting describes a new still visual from written instructions. This does not directly meet the case requirement to catch misleading generated product imagery.
Question 231
A team selects a text-only model but its product inspections require images. What selection dimension did it overlook?
- Fit to required modality
- Customization and deployment control
- Latency and operating cost fit
- Privacy and governance fit
Explanation
Correct Answer
A:Input requirements must align with model modalities. Modality fit checks whether a model handles the business inputs and outputs it will actually receive.
Incorrect Answers
B:Customization fit considers weight access, tuning and where the model can be hosted. This does not directly meet the case requirement to support visual input alongside prose.
C:Performance fit assesses response time and total inference expense under real traffic. This does not directly meet the case requirement to support visual input alongside prose.
D:Governance fit checks data handling, access control and jurisdictional obligations. This does not directly meet the case requirement to support visual input alongside prose.
Question 232
A bank's customer prompts must remain within a contractual security boundary. What selection dimension dominates?
- Customization and deployment control
- Latency and operating cost fit
- Rights and content suitability
- Privacy and governance fit
Explanation
Correct Answer
D:Security and location obligations can rule out unsuitable deployment plans. Governance fit checks data handling, access control and jurisdictional obligations.
Incorrect Answers
A:Customization fit considers weight access, tuning and where the model can be hosted. This does not directly meet the case requirement to honor regulated data-handling conditions.
B:Performance fit assesses response time and total inference expense under real traffic. This does not directly meet the case requirement to honor regulated data-handling conditions.
C:Content suitability considers media rights, brand restrictions and human review before use. This does not directly meet the case requirement to honor regulated data-handling conditions.
Question 233
A chatbot costs ten times its budget under expected traffic. What selection dimension must be revisited?
- Rights and content suitability
- Model factual reliability
- Customization and deployment control
- Latency and operating cost fit
Explanation
Correct Answer
D:Total workload economics and serving characteristics matter. Performance fit assesses response time and total inference expense under real traffic.
Incorrect Answers
A:Content suitability considers media rights, brand restrictions and human review before use. This does not directly meet the case requirement to sustain an affordable production operating cost.
B:Reliability evaluation tests grounded answers and error rates on representative questions. This does not directly meet the case requirement to sustain an affordable production operating cost.
C:Customization fit considers weight access, tuning and where the model can be hosted. This does not directly meet the case requirement to sustain an affordable production operating cost.
Question 234
An engineering group must customize and self-host the base model. What model characteristic should it prioritize?
- Customization and deployment control
- Fit to required modality
- Model factual reliability
- Privacy and governance fit
Explanation
Correct Answer
A:Deployment and weight-control requirements constrain the choice. Customization fit considers weight access, tuning and where the model can be hosted.
Incorrect Answers
B:Modality fit checks whether a model handles the business inputs and outputs it will actually receive. This does not directly meet the case requirement to permit controlled self-hosted customization.
C:Reliability evaluation tests grounded answers and error rates on representative questions. This does not directly meet the case requirement to permit controlled self-hosted customization.
D:Governance fit checks data handling, access control and jurisdictional obligations. This does not directly meet the case requirement to permit controlled self-hosted customization.
Question 235
A model gives eloquent but incorrect responses on the company's real test set. What evaluation criterion must weigh heavily?
- Model factual reliability
- Latency and operating cost fit
- Fit to required modality
- Customization and deployment control
Explanation
Correct Answer
A:Real-task answer accuracy is more important than fluency alone. Reliability evaluation tests grounded answers and error rates on representative questions.
Incorrect Answers
B:Performance fit assesses response time and total inference expense under real traffic. This does not directly meet the case requirement to deliver correct and supportable task responses.
C:Modality fit checks whether a model handles the business inputs and outputs it will actually receive. This does not directly meet the case requirement to deliver correct and supportable task responses.
D:Customization fit considers weight access, tuning and where the model can be hosted. This does not directly meet the case requirement to deliver correct and supportable task responses.
Question 236
A proposed image generator risks creating trademark-confusing ads. What factor needs explicit evaluation?
- Latency and operating cost fit
- Rights and content suitability
- Customization and deployment control
- Privacy and governance fit
Explanation
Correct Answer
B:Published media must satisfy rights and integrity standards. Content suitability considers media rights, brand restrictions and human review before use.
Incorrect Answers
A:Performance fit assesses response time and total inference expense under real traffic. This does not directly meet the case requirement to avoid misleading or rights-violating creative content.
C:Customization fit considers weight access, tuning and where the model can be hosted. This does not directly meet the case requirement to avoid misleading or rights-violating creative content.
D:Governance fit checks data handling, access control and jurisdictional obligations. This does not directly meet the case requirement to avoid misleading or rights-violating creative content.
Question 237
A tourism team wants AI-generated short videos but only tests still-image models. What dimension is mismatched?
- Latency and operating cost fit
- Fit to required modality
- Customization and deployment control
- Privacy and governance fit
Explanation
Correct Answer
B:The generated format needs moving imagery. Modality fit checks whether a model handles the business inputs and outputs it will actually receive.
Incorrect Answers
A:Performance fit assesses response time and total inference expense under real traffic. This does not directly meet the case requirement to produce actual video output.
C:Customization fit considers weight access, tuning and where the model can be hosted. This does not directly meet the case requirement to produce actual video output.
D:Governance fit checks data handling, access control and jurisdictional obligations. This does not directly meet the case requirement to produce actual video output.
Question 238
A public agency needs access logs and narrow role permissions around model usage. What dimension drives procurement?
- Model factual reliability
- Latency and operating cost fit
- Privacy and governance fit
- Rights and content suitability
Explanation
Correct Answer
C:Governance controls must be supported by the serving environment. Governance fit checks data handling, access control and jurisdictional obligations.
Incorrect Answers
A:Reliability evaluation tests grounded answers and error rates on representative questions. This does not directly meet the case requirement to audit and restrict model access.
B:Performance fit assesses response time and total inference expense under real traffic. This does not directly meet the case requirement to audit and restrict model access.
D:Content suitability considers media rights, brand restrictions and human review before use. This does not directly meet the case requirement to audit and restrict model access.
Question 239
A contact center needs 99th-percentile low response latency and known costs. Which selection dimension matters?
- Latency and operating cost fit
- Privacy and governance fit
- Customization and deployment control
- Rights and content suitability
Explanation
Correct Answer
A:Production behavior under load sets customer experience and spend. Performance fit assesses response time and total inference expense under real traffic.
Incorrect Answers
B:Governance fit checks data handling, access control and jurisdictional obligations. This does not directly meet the case requirement to meet serving SLOs at predictable cost.
C:Customization fit considers weight access, tuning and where the model can be hosted. This does not directly meet the case requirement to meet serving SLOs at predictable cost.
D:Content suitability considers media rights, brand restrictions and human review before use. This does not directly meet the case requirement to meet serving SLOs at predictable cost.
Question 240
A news team asks for confident claims about newly announced events. What dimension and test are most important?
- Rights and content suitability
- Privacy and governance fit
- Customization and deployment control
- Model factual reliability
Explanation
Correct Answer
D:Factual support requires relevant current sources and validation. Reliability evaluation tests grounded answers and error rates on representative questions.
Incorrect Answers
A:Content suitability considers media rights, brand restrictions and human review before use. This does not directly meet the case requirement to provide timely evidence-backed answers.
B:Governance fit checks data handling, access control and jurisdictional obligations. This does not directly meet the case requirement to provide timely evidence-backed answers.
C:Customization fit considers weight access, tuning and where the model can be hosted. This does not directly meet the case requirement to provide timely evidence-backed answers.
Generative AI Leader Practice Tests
