AIP-C01 mock exam

Question 1, Foundation Model Integration, Data Management, and ComplianceYou need managed RAG over documents in S3, with the least custom code. What is the best fit?

• AA SageMaker training job
• BAmazon Athena queries over the PDFs
• CAmazon Bedrock Knowledge Bases
• DA Lambda function that greps S3 objects

Question 2, Foundation Model Integration, Data Management, and ComplianceRetrieved chunks are relevant but often cut a clause in half, so answers miss conditions. What do you change first?

• AUse a chunking strategy that follows document structure
• BIncrease the temperature so the model fills in the missing words
• CAdd more embedding dimensions to capture finer meaning
• DMove to a bigger foundation model that reasons over partial text

Question 3, Foundation Model Integration, Data Management, and ComplianceA prompt is used by twelve services, and an uncontrolled edit broke three of them. What do you put in place?

• AA wiki page listing the current prompt text for each service
• BA rule that only senior engineers may edit the shared prompt
• CA larger test environment that mirrors all twelve services
• DCentral prompt management with versions, approval and rollback

Question 4, Implementation and IntegrationA claims process has strict, audited steps, with one model call inside it. Which orchestration fits?

• AA long prompt describing the whole process
• BA free-running agent that plans each claim
• CAWS Step Functions with the model call as one step
• DA cron job on an EC2 instance

Question 5, Implementation and IntegrationA web app must show model output as it is generated. Which integration is right?

• AUse the streaming response API and pass chunks to the client
• BRun a nightly batch job and cache the output for each user
• CPoll a DynamoDB table every few seconds for partial results
• DSend the full result over a WebSocket once generation finishes

Question 6, AI Safety, Security, and GovernanceYour assistant must block a list of topics and mask personal data in replies, without changing each app. What do you use?

• AAn S3 bucket policy
• BA CloudWatch alarm
• CInstructions in each system prompt
• DAmazon Bedrock Guardrails

Question 7, AI Safety, Security, and GovernanceCompliance requires that model traffic never crosses the public internet. What do you configure?

• AA NAT gateway in a public subnet
• BA public API protected by a long key
• CVPC interface endpoints through AWS PrivateLink
• DA CloudFront distribution in front of the API

Question 8, Operational Efficiency and Optimization for GenAI ApplicationsYour bill is dominated by a large identical system prompt sent on every call. What reduces it most directly?

• AA longer retention period for logs
• BPrompt caching for the repeated prefix
• CA cheaper S3 storage class
• DMore provisioned capacity

Question 9, Operational Efficiency and Optimization for GenAI ApplicationsRequests are throttled in one Region at peak, while volume is unpredictable. What should you evaluate first?

• AMoving to a smaller embedding size
• BDisabling Guardrails
• CLowering max tokens to zero
• DCross-Region inference to spread demand

Question 10, Testing, Validation, and TroubleshootingUsers report wrong answers, yet the model and prompt are unchanged. How do you start troubleshooting?

• ARewrite the prompt with stricter grounding rules and redeploy it
• BInspect logged requests and retrieved context to see what the model received
• CScale up the endpoint in case load is affecting quality
• DSwitch to a different model immediately and compare the two