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Updated: Oct 25, 2026

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Microsoft AI-200 Exam Overview:

Certification Vendor:Microsoft
Exam Name:Developing AI Cloud Solutions on Azure
Exam Number:AI-200
Related Certifications:Microsoft Certified: Azure AI Cloud Developer Associate
Exam Format:Multiple Choice, Hands-on/Performance-based Items, Proctored Exam, Case Study, Interactive Questions
Passing Score:700
Available Languages:English
Exam Duration:100 minutes
Sample Questions:Microsoft AI-200 Sample Questions
Exam Way:Online proctored or test center delivery through Pearson VUE.
Pre Condition:Candidates should have experience with Python programming, Azure services, Azure data management services, Azure monitoring, Azure messaging and eventing, vector databases, and containerized applications. No mandatory prerequisite exam is required.
Official Syllabus URL:https://learn.microsoft.com/en-us/credentials/certifications/azure-ai-cloud-developer-associate/

Microsoft AI-200 Exam Syllabus Topics:

SectionObjectives
Develop AI solutions by using Azure data management services- Work with Azure data platforms for AI workloads
  • 1. Vector databases
  • 2. Azure data management services
  • 3. Data integration for AI applications
Connect to and consume Azure services- Integrate Azure services
  • 1. Event-driven architectures
  • 2. Serverless integration patterns
  • 3. Azure messaging and eventing
  • 4. Azure SDKs
  • 5. Third-party SDKs
Develop containerized solutions on Azure- Implement containerized applications
  • 1. Deploy AI workloads in containers
  • 2. Manage containerized compute environments
  • 3. Implement scalable hosting patterns
Secure, monitor, troubleshoot Azure solutions- Operate AI cloud solutions
  • 1. Monitoring and observability
  • 2. Troubleshooting Azure solutions
  • 3. Performance optimization
  • 4. Security and secret management

Microsoft Developing AI Cloud Solutions on Azure Sample Questions:

Question #1

You are reviewing secret access patterns used by an AI application that retrieves credentials from Key Vault.
You need to evaluate the security impact of each implementation approach.
What is the outcome of each approach? To answer, move the appropriate outcomes to the correct implementations. You may use each outcome once, more than once, or not at all. You may need to move the split bar between panes or scroll to view content.
NOTE: Each correct selection is worth one point.

Reveal Solution  Discussion  0

Correct Answer:


Explanation:

Question #2

A customer support bot built with Azure AI Foundry Agent Service must ground its answers strictly in an internal knowledge base and avoid hallucinating unsupported facts.
What should you implement?

  • A. Disable content filtering to allow more flexible answers
  • B. Increase temperature to encourage exploration
  • C. Use a larger context window model with no retrieval
  • D. Connect the agent to an Azure AI Search knowledge source and instruct it to answer only from retrieved content
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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Question #3

You are designing a solution that will use two Azure Functions apps: App1 and App2. App1 is Windows based and will be deployed as code. App2 is Linux based and will be deployed as a container image.
Estimates show that the duration of the request processing for both apps will range from 1 to 10 minutes.
You plan to implement App1 and App2 by using the hosting plan to satisfy the following requirements:
* Request processing can complete within the estimated time range.
* The autoscaling behavior is event driven.
* The upper scaling limit is maximized.
You need to create the hosting plan for the implementation.
Which hosting plan should you create? To answer, move the appropriate hosting plans to the correct apps.
You may use each hosting plan once, more than once, or not at all. You may..

Reveal Solution  Discussion  0

Correct Answer:


Explanation:
pp1: Consumption. App2: Premium.
Detailed Explanation: For App1, the Windows code-based Consumption plan satisfies event-driven autoscaling, allows execution up to the stated ten-minute range, and has the highest scaling ceiling among the listed event-driven choices for this workload. App2 is deployed as a Linux container image; among Premium, Dedicated, and Consumption, Premium is the event-driven plan that supports Linux containerized Functions and permits long-running execution. Dedicated hosting is not the requested event-driven autoscale model. The original Premium/Premium answer therefore did not maximize App1's upper scaling limit.
Study Guide Alignment: Azure service integration: Service Bus, Event Grid, Azure Functions triggers
/bindings, and event-driven processing.
Official Microsoft Learn References: AI-200 Study Guide | Azure Functions scale and hosting

Question #4

A company is implementing a publish-subscribe (Pub/Sub) messaging component by using Azure Service Bus. You are developing the first subscription application.
In the Azure portal you see that messages are being sent to the subscription for each topic. You create and initialize a subscription client object by supplying the correct details, but the subscription application is still not consuming the messages.
You need to ensure that the subscription client processes all messages.
Which code segment should you use?

  • A. subscriptionClient = new SubscriptionClient(ServiceBusConnectionString, TopicName, SubscriptionName);
  • B. await subscriptionClient.CloseAsync();
  • C. await subscriptionClient.AddRuleAsync(new RuleDescription(RuleDescription.DefaultRuleName, new TrueFilter()));
  • D. subscriptionClient.RegisterMessageHandler(ProcessMessagesAsync, messageHandlerOptions);
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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Question #5

Your solution must answer questions about numeric data in large Excel-based reports, for example:
" What was Q3 revenue for the West region? "
Which approach is most appropriate?

  • A. Rely on the model ' s parametric knowledge
  • B. Store the Excel data as unstructured text and embed it for vector search
  • C. Use Azure AI Vision to read the spreadsheet as an image
  • D. Convert data to a structured table/SQL source and use a function-calling agent to query it
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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