Microsoft AI-200 : Developing AI Cloud Solutions on Azure

  • Exam Code: AI-200
  • Exam Name: Developing AI Cloud Solutions on Azure
  • Updated: Sep 24, 2026
  • Q & A: 144 Questions and Answers

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

You are developing an Azure Function that calls external APIs by providing an access token for the API. The access token is stored in a secret named token in an Azure Key Vault named mykeyvault.
You need to ensure the Azure Function can access the token. Which value should you store in the Azure Functions app configuration?

  • A. @Microsoft.KeyVault(SecretUri= [https://mykeyvault.vault.azure.net/secrets/token/](https://mykeyvault.vault.azure.net/secrets/token/))
  • B. AZUREKVCONNSTR_ [https://mykeyvault.vault.azure.net/secrets/token/](https://mykeyvault.vault.azure.net/secrets/token/)
  • C. KeyVault:mykeyvault;Secret:token
  • D. App:Settings:Secret:mykeyvault:token
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Question #2

You process Azure Service Bus messages that require a dependent external API call.
If the API is temporarily unavailable, you must delay processing of the message without incrementing the delivery count. You need to find a way to process the message when the API is available while keeping the message accessible. Which message action should you perform?

  • A. Abandon
  • B. Defer
  • C. Complete
  • D. Dead-letter
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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Question #3

You are implementing semantic retrieval for a chatbot.
Embeddings are already stored in Redis. However, vector similarity queries do not return matches.
You need to resolve the vector similarity search issue.
What should you do?

  • A. Create an HNSW vector index on the embedding field.
  • B. Reset expiration on each read.
  • C. Set a 24-hour Time to Live (TTL) on embedding keys.
  • D. Enable geo-replication.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Question #4

You have an Azure Service Bus namespace that contains a topic named Topic1.
You plan to create a subscription named Sub1 to Topic1. In Sub1, you plan to filter messages from Topic1 based on their system properties and apply an action that will annotate each filtered message.
You need to configure the filtering.
How should you configure the filtering? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

Reveal Solution  Discussion  0

Correct Answer:


Explanation:
Filter type: Use the SQL type.
Filtering action: Copy a message and annotate its metadata.
Use a SQL filter because Azure Service Bus SQL subscription filters can evaluate both system properties and application-defined properties . Microsoft documents that system properties are referenced using the sys. scope in SQL expressions, while custom properties can use the user. scope. This makes SQL filtering appropriate when the subscription must evaluate message system metadata.
More importantly, Service Bus supports a SQL rule action together with a SQL filter. After a message satisfies the filter, the rule action can add, replace, or remove message properties by using a SQL-like action expression. Microsoft explains that the action executes after the message matches the filter and before it is selected into the subscription .
A topic subscription does not modify the original message published to Topic1. Service Bus selects and copies the matching message into the subscription ' s virtual queue , and any annotation performed by the rule action is private to that subscription copy. Therefore, the accurate action description is copy a message and annotate its metadata , rather than modifying the original message.
The Boolean filter only represents always-true/false selection behavior, while Correlation filters provide efficient property matching but do not provide the SQL action behavior required here.
Study Guide references: Azure Service Bus # topic subscriptions; SQL filters; system properties; SQL rule actions; subscription message copies.

Question #5

You are implementing an Azure solution that uses Azure Cosmos DB and the latest Azure Cosmos DB SDK.
You add a change feed processor to a new container instance.
You attempt to read a batch of 100 documents. The process fails when reading one of the documents. The solution must monitor the progress of the change feed processor instance on the new container as the change feed is read. You must prevent the change feed processor from retrying the entire batch when one document cannot be read.
You need to implement the change feed processor to read the documents.
Which features should you use? To answer, move the appropriate features to the correct requirements. Each feature may be used 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:

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