Microsoft Developing AI Cloud Solutions on Azure : AI-200 Exam

  • Exam Code: AI-200
  • Exam Name: Developing AI Cloud Solutions on Azure
  • Updated: Oct 12, 2026
  • Q & A: 144 Questions and Answers

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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 Developer Associate (retiring July 31, 2026)
Real Exam Qty:40–60
Available Languages:Korean, Spanish, English, Japanese, Portuguese (Brazil), German, Chinese (Simplified), French
Certificate Validity Period:1 year, renewable free via online assessment
Exam Price:$165 USD
Passing Score:700 (out of 1000)
Exam Duration:100 minutes
Exam Format:Scenario-based questions, Multiple choice, Case studies
Recommended Training:AI-200T00: Developing AI Cloud Solutions on Azure
Exam Registration:Pearson VUE Scheduling
Microsoft Certification Registration
Sample Questions:Free Download real AI-200 actual tests
Exam Way:Online proctored or onsite at Pearson VUE test centers
Pre Condition:Basic programming experience (Python, .NET, JavaScript, or similar); familiarity with Azure development, containers, and cloud architectures
Official Syllabus URL:https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/ai-200

Microsoft AI-200 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Develop AI solutions using Azure data services30%- Design and optimize data access and retrieval
  • 1. Indexing strategies, query optimization, and consistency models
  • 2. Implement hybrid search and retrieval patterns
- Implement vector-enabled databases
  • 1. Azure Cosmos DB for NoSQL with vector search
  • 2. Azure Database for PostgreSQL with pgvector extension
  • 3. Azure Managed Redis for caching, streaming, and vector storage
Topic 2: Develop containerized AI solutions on Azure25%- Monitor and troubleshoot containerized workloads
  • 1. Log analysis, health checks, and performance monitoring
  • 2. Manage configurations and secrets for containers
- Implement container hosting environments
  • 1. Configure scaling, networking, and security for containers
  • 2. Deploy to Azure Container Apps and Azure Kubernetes Service (AKS)
  • 3. Azure Container Registry: store, version, manage images
Topic 3: Integrate backend services and build event-driven architectures25%- Build serverless APIs and workflows
  • 1. Azure Functions for AI integration and processing
  • 2. Orchestrate AI pipelines and workflows
- Implement messaging and event systems
  • 1. Azure Service Bus for reliable messaging
  • 2. Connect services and expose APIs securely
  • 3. Azure Event Grid for event-driven processing
Topic 4: Secure, monitor, and optimize AI solutions20%- Manage security and configuration
  • 1. App Configuration for dynamic settings
  • 2. Azure Key Vault for secrets, keys, and certificates
  • 3. Managed identities and access control
- Implement observability and reliability
  • 1. OpenTelemetry and Azure Monitor integration
  • 2. Logging, metrics, and distributed tracing
  • 3. Optimize performance, cost, and scalability

Microsoft Developing AI Cloud Solutions on Azure Exam FAQ Hub

Registering for the Microsoft Developing AI Cloud Solutions on Azure exam costs $165 USD, and you need 700 (out of 1000) to pass. One detail worth remembering: a failed attempt is not discounted — retaking the exam means paying $165 USD again in full. Use the DumpsActual test engine to benchmark yourself first; when your mock results consistently clear 700 (out of 1000), you are ready to book.

The AI-200 exam is Microsoft's official test for the Microsoft Certified: Azure AI Cloud Developer Associate credential, a certification at the Associate level. Earning it tells employers your skills have been verified by the vendor itself, which carries real weight in hiring and promotion decisions. Within the same certification track, it sits alongside Microsoft Certified: Azure Developer Associate (retiring July 31, 2026), so it can also serve as a stepping stone toward those credentials.

Microsoft divides the Microsoft Developing AI Cloud Solutions on Azure exam into 4 domains. The largest ones are Develop AI solutions using Azure data services at 30%, Secure, monitor, and optimize AI solutions at 20%, Integrate backend services and build event-driven architectures at 25% — together these account for the bulk of your score, so start there. The complete domain-by-domain outline appears in the exam topics section above on this page.

Two layers of protection here. First, delivery: your AI-200 product is available for instant download, and a copy lands in your email within one minute of payment — if 2 hours pass with nothing (check spam first), our support team will resend it. There is no cap on how many computers you can install it on. Second, the refund policy: if you take the AI-200 exam within 60 days of purchase and fail, you may claim a full refund. The claim needs a scanned enrollment slip plus your official Score Report PDF, filed within 2 days after the exam, and it is settled within 7 days. The policy covers only the corresponding exam — attempts within 3 days of purchase, exams never actually taken, free materials, and expired orders are excluded, and the candidate's name must match the payer's. If you would rather keep studying, you can instead exchange your product for two free exam products of equal value and keep the update service on your original purchase.

You will face 40–60 questions in 100 minutes on the Microsoft Developing AI Cloud Solutions on Azure exam. Do the math and the per-question budget is tight, which is why pacing drills matter as much as content review. Our advice: take two or three full timed mocks in the DumpsActual engine before the real thing, and practice skipping a stubborn question instead of burning five minutes on it.

Yes — Microsoft lists these official training options for Microsoft Developing AI Cloud Solutions on Azure candidates:

Formal training teaches the syllabus; then the 144 practice questions from DumpsActual show you whether that knowledge holds up under real exam conditions.

Of course. DumpsActual publishes a free PDF demo for the Microsoft Developing AI Cloud Solutions on Azure exam so you can review real sample questions and answers first. Every purchase also includes 365 days of free updates, and after that period you can renew the update service at a 50% discount directly from your member zone.

Basic programming experience (Python, .NET, JavaScript, or similar); familiarity with Azure development, containers, and cloud architectures Eligibility rules are set by Microsoft and do change from time to time, so double-check the latest requirements on the official exam page at https://learn.microsoft.com/en-us/credentials/certifications/resources/study-guides/ai-200 before you register.

As for how you will actually sit the exam: Online proctored or onsite at Pearson VUE test centers. Choose whichever delivery option suits your setup when you book.

Microsoft Developing AI Cloud Solutions on Azure Sample Questions:

Question #1

Hotspot Question
You have an Azure Functions app using the Consumption hosting plan for a company. The app contains the following functions:

You plan to enable dynamic concurrency on the app. The company requires that each function has its concurrency level managed separately.
You need to configure the app for dynamic concurrency.
Which file or function names should you use? To answer, select the appropriate values in the answer area.
NOTE: Each correct selection is worth one point.

Reveal Solution  Discussion  0

Correct Answer:


Explanation:
* File name: host.json
* Function name: f3
Azure Functions dynamic concurrency is enabled at the function-app host level in the host.json file . The concurrency configuration section contains the dynamicConcurrencyEnabled property. Setting this value to true enables the Functions host to dynamically learn and adjust concurrency levels for supported triggers rather than requiring fixed manual limits.
Although dynamic concurrency is enabled globally, Microsoft explicitly states that the learned concurrency level is managed independently for each individual function . This allows a resource-intensive function to operate at a lower concurrency level while a lightweight function in the same app can execute with greater concurrency, protecting host health while maximizing throughput.
Of the functions listed, f3 , which uses an Azure Queue Storage trigger , supports dynamic concurrency.
Microsoft currently documents dynamic concurrency support for Azure Queue Storage, Azure Blob Storage, and Azure Service Bus triggers , subject to the required extension versions. HTTP and Timer triggers do not participate in this dynamic-concurrency model.
Therefore, configure dynamic concurrency in host.json , and f3 is the function whose concurrency will be dynamically managed.
Study Guide references: Azure Functions # Concurrency; Dynamic concurrency; host.json; Queue Storage trigger concurrency.

Question #2

You deploy a production Azure Function app that connects to an Azure SQL Database.
The solution must provide the following functionality:
* Prevent secrets from being exposed in source control.
* Support secret rotation without redeploying the function app.
* Avoid downtime during credential updates.
You need to configure secure and maintainable secret management. What should you configure?

  • A. Environment variables in local.settings.json
  • B. Parameter file stored in source control
  • C. Hard coded connection string in the startup class
  • D. Application settings with Key Vault references
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Explanation: Only visible for DumpsActual members. You can sign-up / login (it's free).

Question #3

An ACA app processes messages from an Azure Storage queue.
The app must scale automatically based on messages in a specific Azure Storage queue by using a Kubernetes Event-driven Autoscaler (KEDA) custom scale rule. You need to configure the required scale rule values.
Which two values should you configure? Each correct answer presents part of the solution. Choose two.
NOTE: Each correct selection is worth one point.

  • A. Queue name
  • B. Maximum replicas
  • C. Trigger type
  • D. Polling interval
Reveal Solution  Discussion  0

Correct Answer: A,C  🗳️

Explanation: Only visible for DumpsActual members. You can sign-up / login (it's free).

Question #4

You have an Azure subscription named Sub1 that contains a resource group named RG1 and a Service Bus queue named SB1.
You plan to implement an Azure Event Grid push even: subscription that will deliver an event lo SB1 whenever a resource is created, modified, or deleted in RG1. You must minimize the development and configuration efforts.
You need to create an Event Grid topic for your planned implementation
Which type of event topic should you create?

  • A. names pact
  • B. event domain
  • C. system
  • D. custom
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

Question #5

You are using the Python SDK to develop a containerized AI application that retrieves the value of a runtime setting stored in an Azure App Configuration resource. The application will run in Azure in the security context of a managed identity.
The application must work in a local development environment without any code changes.
You need to complete the code that implements the retrieval.
How should you complete the code? 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:

Verified Answer: var1 = DefaultAzureCredential(); retrieval call = get_configuration_setting(...).
Detailed Explanation: DefaultAzureCredential is designed to support the same application code across local development and Azure-hosted environments. Locally it can use developer credentials, while in Azure it can use the workload's managed identity. The App Configuration client's get_configuration_setting method retrieves a specific key/label pair, which matches the code shown. Using ManagedIdentityCredential directly would not provide the same local-development credential chain without code or environment-specific handling.
Study Guide Alignment: Security and operations: Key Vault, App Configuration, managed identity, OpenTelemetry, Azure Monitor, and KQL-based troubleshooting.
Official Microsoft Learn References: AI-200 Study Guide | Azure App Configuration Python client | Managed identities for Azure resources

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