Microsoft AI-200 Exam Study Material
Developing AI Cloud Solutions on Azure- 100 Questions & Answers
- Update Date : July 27, 2026
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Question 1
You run this against Application Insights to investigate intermittent failures. What does the result tell you?
A. The dependency call durations to Cosmos DBB. The average response size per service
C. A 5-minute time series of throttled (HTTP 429) request counts per service role over the last 6 hours
D. The number of successful logins
Question 2
Which statement about this query is correct?
A. It performs a full-text search on contentB. It updates the embedding column for the tenant
C. The query returns a random 8 rows because <=> is a comment
D. The <=> operator performs cosine distance ordering, and results are limited to the tenant's 8 nearest chunks
Question 3
For a production AI platform you must achieve end-to-end observability: correlate a user request across an API, a queue, a worker, and model/database calls; alert on latency and error-rate SLOs; and control telemetry cost. Which combination best delivers this?
A. Autoscale provisioned throughputB. Manual (standard) provisioned throughput sized to the steady load
C. Serverless
D. Strong consistency
Question 4
You must evaluate whether a new RAG prompt/version improves answer quality before rolling it out to all users, using production-like traffic and objective metrics such as groundedness and relevance. Which approach is best?
A. Only test with a handful of manual prompts onceB. Deploy the new version to 100% of users immediately and watch for complaints
C. Rely solely on unit tests of the code
D. Run an A/B test routing a portion of traffic to the new version and compare evaluation metrics (groundedness, relevance, latency, cost) before full rollout
Question 5
An application intermittently fails to read a rotated secret from Key Vault with '403 Forbidden', but only from certain instances. The identity has the correct role. What should you investigate first?
A. The container image sizeB. Key Vault network/firewall settings and private endpoint/VNet configuration for the affected instances, plus RBAC propagation delay
C. The Service Bus lock duration
D. The model deployment quota