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Question 60
A museum needs a voice rendition of an approved public-domain exhibit description. What content modality should the system create?
- Audio generation
- Image generation
- Text generation
- Code generation
Explanation
Correct Answer
A:Speech generation produces an audio narration from text. Audio generation creates speech or other sound content from text or related guidance.
Incorrect Answers
B:Image generation creates new still visuals from prompts or references. This does not directly meet the case requirement to turn provided text into spoken audio.
C:Text generation creates natural-language drafts, summaries, translations or responses. This does not directly meet the case requirement to turn provided text into spoken audio.
D:Code generation drafts programming-language artifacts or tests for review. This does not directly meet the case requirement to turn provided text into spoken audio.
Question 61
An analyst must process a lengthy research report in one request and finds earlier sections get truncated. Which model specification matters first?
- Quality benchmark
- Context-window suitability
- Security and data residency
- Cost per workload
Explanation
Correct Answer
B:The chosen model must fit the necessary input context. Context-window suitability concerns how much input and dialogue the model can consider at once.
Incorrect Answers
A:Quality benchmarks measure task performance on representative cases rather than relying on popularity. This does not directly meet the case requirement to consider a complete long document in one inference.
C:Security and residency determine whether data handling and locations satisfy obligations. This does not directly meet the case requirement to consider a complete long document in one inference.
D:Cost analysis compares per-request and total running charges for the intended usage pattern. This does not directly meet the case requirement to consider a complete long document in one inference.
Question 62
A retailer needs a model that can understand both product photos and written defect descriptions. Which selection factor is critical?
- Latency and throughput
- Modality compatibility
- Context-window suitability
- Security and data residency
Explanation
Correct Answer
B:A text-only model would not satisfy the combined input requirement. Modality compatibility concerns whether the model accepts and produces required text, audio, image or video types.
Incorrect Answers
A:Latency and throughput describe response speed and request volume under target load. This does not directly meet the case requirement to accept both images and text.
C:Context-window suitability concerns how much input and dialogue the model can consider at once. This does not directly meet the case requirement to accept both images and text.
D:Security and residency determine whether data handling and locations satisfy obligations. This does not directly meet the case requirement to accept both images and text.
Question 63
A customer-facing assistant must respond within an interactive service-level target at peak traffic. Which criterion is most direct?
- Modality compatibility
- Security and data residency
- Quality benchmark
- Latency and throughput
Explanation
Correct Answer
D:Serving performance affects the actual wait experienced by users. Latency and throughput describe response speed and request volume under target load.
Incorrect Answers
A:Modality compatibility concerns whether the model accepts and produces required text, audio, image or video types. This does not directly meet the case requirement to serve responses quickly under concurrent load.
B:Security and residency determine whether data handling and locations satisfy obligations. This does not directly meet the case requirement to serve responses quickly under concurrent load.
C:Quality benchmarks measure task performance on representative cases rather than relying on popularity. This does not directly meet the case requirement to serve responses quickly under concurrent load.
Question 64
A regulated bank prohibits storing client prompts outside an approved geographic boundary. Which criterion is mandatory?
- Security and data residency
- Quality benchmark
- Context-window suitability
- Latency and throughput
Explanation
Correct Answer
A:Deployment and data-processing boundaries must satisfy the rule. Security and residency determine whether data handling and locations satisfy obligations.
Incorrect Answers
B:Quality benchmarks measure task performance on representative cases rather than relying on popularity. This does not directly meet the case requirement to keep sensitive processing within approved residency limits.
C:Context-window suitability concerns how much input and dialogue the model can consider at once. This does not directly meet the case requirement to keep sensitive processing within approved residency limits.
D:Latency and throughput describe response speed and request volume under target load. This does not directly meet the case requirement to keep sensitive processing within approved residency limits.
Question 65
A team expects millions of short requests and worries about ongoing spend. Which factor should be modeled?
- Context-window suitability
- Modality compatibility
- Security and data residency
- Cost per workload
Explanation
Correct Answer
D:High request volume compounds variable inference charges. Cost analysis compares per-request and total running charges for the intended usage pattern.
Incorrect Answers
A:Context-window suitability concerns how much input and dialogue the model can consider at once. This does not directly meet the case requirement to estimate total production inference cost.
B:Modality compatibility concerns whether the model accepts and produces required text, audio, image or video types. This does not directly meet the case requirement to estimate total production inference cost.
C:Security and residency determine whether data handling and locations satisfy obligations. This does not directly meet the case requirement to estimate total production inference cost.
Question 66
A team compares models on actual support questions and checks grounded factual answers. Which criterion does the testing provide?
- Modality compatibility
- Security and data residency
- Quality benchmark
- Latency and throughput
Explanation
Correct Answer
C:Representative measurements indicate model suitability better than name recognition. Quality benchmarks measure task performance on representative cases rather than relying on popularity.
Incorrect Answers
A:Modality compatibility concerns whether the model accepts and produces required text, audio, image or video types. This does not directly meet the case requirement to validate performance on real business examples.
B:Security and residency determine whether data handling and locations satisfy obligations. This does not directly meet the case requirement to validate performance on real business examples.
D:Latency and throughput describe response speed and request volume under target load. This does not directly meet the case requirement to validate performance on real business examples.
Question 67
A conversation assistant forgets the beginning of a long support session. What model capability should its owner recheck?
- Quality benchmark
- Modality compatibility
- Context-window suitability
- Security and data residency
Explanation
Correct Answer
C:The input history may exceed the available context. Context-window suitability concerns how much input and dialogue the model can consider at once.
Incorrect Answers
A:Quality benchmarks measure task performance on representative cases rather than relying on popularity. This does not directly meet the case requirement to retain sufficient conversation context.
B:Modality compatibility concerns whether the model accepts and produces required text, audio, image or video types. This does not directly meet the case requirement to retain sufficient conversation context.
D:Security and residency determine whether data handling and locations satisfy obligations. This does not directly meet the case requirement to retain sufficient conversation context.
Question 68
A sales workflow needs both chart interpretation and drafted commentary; a text-only API fails on charts. Which issue governs model choice?
- Latency and throughput
- Modality compatibility
- Context-window suitability
- Cost per workload
Explanation
Correct Answer
B:The requested workflow spans visual understanding and language output. Modality compatibility concerns whether the model accepts and produces required text, audio, image or video types.
Incorrect Answers
A:Latency and throughput describe response speed and request volume under target load. This does not directly meet the case requirement to handle charts and prose jointly.
C:Context-window suitability concerns how much input and dialogue the model can consider at once. This does not directly meet the case requirement to handle charts and prose jointly.
D:Cost analysis compares per-request and total running charges for the intended usage pattern. This does not directly meet the case requirement to handle charts and prose jointly.
Question 69
A support chatbot performs well offline but times out under thousands of simultaneous sessions. Which selection metric is missing?
- Quality benchmark
- Cost per workload
- Modality compatibility
- Latency and throughput
Explanation
Correct Answer
D:Production concurrency requires throughput and response-time validation. Latency and throughput describe response speed and request volume under target load.
Incorrect Answers
A:Quality benchmarks measure task performance on representative cases rather than relying on popularity. This does not directly meet the case requirement to meet high-volume serving capacity.
B:Cost analysis compares per-request and total running charges for the intended usage pattern. This does not directly meet the case requirement to meet high-volume serving capacity.
C:Modality compatibility concerns whether the model accepts and produces required text, audio, image or video types. This does not directly meet the case requirement to meet high-volume serving capacity.
Question 70
A public-sector contract restricts data access to named administrators and approved regions. Which criterion should dominate?
- Quality benchmark
- Modality compatibility
- Security and data residency
- Context-window suitability
Explanation
Correct Answer
C:Governed access and approved processing boundaries are non-negotiable. Security and residency determine whether data handling and locations satisfy obligations.
Incorrect Answers
A:Quality benchmarks measure task performance on representative cases rather than relying on popularity. This does not directly meet the case requirement to enforce contracted data security controls.
B:Modality compatibility concerns whether the model accepts and produces required text, audio, image or video types. This does not directly meet the case requirement to enforce contracted data security controls.
D:Context-window suitability concerns how much input and dialogue the model can consider at once. This does not directly meet the case requirement to enforce contracted data security controls.
Generative AI Leader Practice Tests