Microsoft AI-200 : Developing AI Cloud Solutions on Azure

Exam Code: AI-200

Exam Name: Developing AI Cloud Solutions on Azure

Updated: Sep 19, 2026

Q & A: 144 Questions and Answers

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Microsoft AI-200 Exam Syllabus Topics:

Section	Weight	Objectives
Develop containerized AI solutions on Azure	25%	- Implement container hosting environments 1. Configure scaling, networking, and security for containers 2. Azure Container Registry: store, version, manage images 3. Deploy to Azure Container Apps and Azure Kubernetes Service (AKS) - Monitor and troubleshoot containerized workloads 1. Manage configurations and secrets for containers 2. Log analysis, health checks, and performance monitoring
Develop AI solutions using Azure data services	30%	- Implement vector-enabled databases 1. Azure Managed Redis for caching, streaming, and vector storage 2. Azure Database for PostgreSQL with pgvector extension 3. Azure Cosmos DB for NoSQL with vector search - Design and optimize data access and retrieval 1. Implement hybrid search and retrieval patterns 2. Indexing strategies, query optimization, and consistency models
Secure, monitor, and optimize AI solutions	20%	- Manage security and configuration 1. Managed identities and access control 2. Azure Key Vault for secrets, keys, and certificates 3. App Configuration for dynamic settings - Implement observability and reliability 1. Optimize performance, cost, and scalability 2. Logging, metrics, and distributed tracing 3. OpenTelemetry and Azure Monitor integration
Integrate backend services and build event-driven architectures	25%	- Implement messaging and event systems 1. Connect services and expose APIs securely 2. Azure Event Grid for event-driven processing 3. Azure Service Bus for reliable messaging - Build serverless APIs and workflows 1. Azure Functions for AI integration and processing 2. Orchestrate AI pipelines and workflows

Microsoft Developing AI Cloud Solutions on Azure Sample Questions:

Question #1

You store embeddings in a property named embedding in an Azure Cosmos DB for NoSQL container.
You must construct a vector similarity query that orders documents by similarity to the input embedding and returns only the top five results.
You need to construct the similarity query.
What should you do?

A. Select distinct embedding.
B. Use offset pagination.
C. Group by embedding value.
D. Limit the number of results.

Reveal Solution Discussion 0

Correct Answer: D 🗳️

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Question #2

-
You are preparing a container image for deployment to production.
The container image build and deployment process must ensure the following:
*The image is uniquely versioned.
*Secure authentication is used when pushing the image to Azure Container Registry (ACR).
*The image is stored in ACR for deployment.
You need to ensure that the container image build-and-push process meets the requirements.
Which action should you perform for each requirement? To answer, move the appropriate actions to the correct requirements. You may use each action 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:
* Ensure that the image is versioned: Use a unique tag for the image.
* Allow secure push to ACR: Authenticate to ACR by using Microsoft Entra ID.
* Store the image in the registry for deployment: Push the image to ACR.
For production deployments, each image should receive a unique tag so that a specific build can be identified and deployed consistently. Microsoft recommends unique tags for deployments because each pushed image receives a distinct version reference instead of reusing mutable tags such as latest. Typical unique-tagging schemes include build IDs, timestamps, or source-control identifiers.
Before pushing the image, authenticate to Azure Container Registry by using Microsoft Entra ID . Microsoft recommends Azure identity-based authentication, such as through az acr login, rather than relying on long- lived registry administrator credentials. Appropriate Azure RBAC/data-plane permissions must also permit the identity to push artifacts.
Finally, use a push operation such as docker push < registry > .azurecr.io/ < repository > : < tag > to upload the tagged image and its layers to ACR. Once pushed successfully, the image is stored in the registry and can be referenced by downstream deployment services.
Build the image locally is not mapped to any stated requirement. Building may be necessary in some workflows, but it does not itself provide unique versioning, authentication, or storage in ACR.
Study Guide references: Azure Container Registry # image tagging and versioning; Microsoft Entra authentication; pushing container images; repositories and artifacts.

Question #3

A large retail company operates online and physical stores. The company tracks inventory levels in real time to manage stock efficiently across all locations. You develop an Azure Event Grid solution to handle events generated by the inventory management system deployed to Azure.
You need to implement a subscription filter that dynamically adjusts to seasonal changes in product demand.
Which event filter should you use?

A. A subscription filter that uses a label filter to include events tagged with seasonal promotional codes
B. A static subject filter that targets events with a subject ending in " /seasonal/inventory "
C. A prefix filter on the event type field that matches the current season ' s name
D. An advanced filter using a Boolean condition that evaluates multiple data fields, including a season field within the event data

Reveal Solution Discussion 0

Correct Answer: D 🗳️

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 need to translate real-time spoken customer conversations from English to Spanish text during a support call, with minimal latency.
Which Azure AI service should you use?

A. Azure AI Translator (text translation REST API)
B. Azure AI Speech (Speech Translation)
C. Azure AI Language (Text Analytics)
D. Azure AI Document Intelligence

Reveal Solution Discussion 0

Correct Answer: B 🗳️

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