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Amazon Web Services AWS Certified Generative AI Developer - Professional AIP-C01 Question # 40 Topic 5 Discussion

Amazon Web Services AWS Certified Generative AI Developer - Professional AIP-C01 Question # 40 Topic 5 Discussion

AIP-C01 Exam Topic 5 Question 40 Discussion:
Question #: 40
Topic #: 5

A global financial services company hosts a fraud-alert system that uses an Amazon Bedrock foundation model (FM) to generate explanations for suspicious transactions. The company processes regulated financial data across three geographic areas. The system must maintain consistent responsiveness globally, support multi-Region failover, and provide full observability for audit and compliance teams.

Load testing shows that the FM’s total inference time cannot be reduced. The company cannot increase its inference costs, change the FM, modify token counts, or provision additional compute capacity. Users report that the UI performs slowly because it waits for the complete model response before it shows any content.

The company must improve perceived responsiveness during peak periods, when the system can receive 10,000–15,000 concurrent requests. The solution must maintain multi-Region resiliency and full monitoring visibility.

Which solution will meet these requirements?


A.

Enable response streaming by using the InvokeModelWithResponseStream API so the frontend can display generated tokens as the tokens arrive. Collect metrics in Amazon CloudWatch and enable distributed tracing to monitor streaming latency and Regional performance.


B.

Deploy Regional Amazon Bedrock inference endpoints. Set up latency-based Amazon Route 53 routing. Cache partially processed explanations in a global Amazon DynamoDB table to serve responses more quickly during peak periods.


C.

Use a Lambda@Edge preprocessing layer to condense inputs during peak periods. Asynchronously call Amazon Bedrock while the system returns interim placeholder responses to customers.


D.

Deploy AWS Lambda functions to handle inference requests across multiple AWS Regions. Increase Lambda concurrency limits. Scale down Amazon CloudWatch Logs retention to reduce backend load during peak periods.


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