Exam: AI-200

Vendor Microsoft
Certification Microsoft Azure AI Cloud Developer Associate
Exam Code AI-200
Exam Title Developing AI Cloud Solutions on Azure Exam
No. of Questions 50
Last Updated Aug 13, 2026
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  • AI-200

    Developing AI Cloud Solutions on Azure Exam

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Microsoft’s current AI-200 study guide describes the exam as an intermediate developer-focused certification covering the implementation, deployment, security, monitoring, and troubleshooting of AI solutions on Azure. The current skills outline has four major domains: containerized solutions, Azure data management for AI, Azure service integration, and security/monitoring/troubleshooting.

AI-200 Exam Overview
The AI-200: Developing AI Cloud Solutions on Azure exam is designed for developers who build and operate AI-enabled cloud applications using Microsoft Azure. Candidates are expected to understand Azure SDKs, Python programming, data management, vector databases, messaging and event-driven architectures, monitoring, troubleshooting, and containerized applications.

The certification is associated with the Microsoft Certified: Azure AI Cloud Developer Associate credential. Microsoft currently lists the assessment duration as 120 minutes, and a score of 700 or greater is required to pass.

Topics Covered in AI-200

According to the current Microsoft study guide, the exam covers:

Develop containerized solutions on Azure - 20-25%
Azure Container Registry
Azure Container Registry Tasks
Azure App Service containers
Azure Container Apps
Environment variables and secrets
Revision management
KEDA event-driven scaling
Azure Kubernetes Service (AKS)
Kubernetes manifests
Container monitoring and troubleshooting

Develop AI solutions using Azure data management services - 25-30%
Azure Cosmos DB for NoSQL
SDK-based database access
Indexing and Request Units
Embeddings
Vector similarity search
Semantic retrieval
Change feed processor
Azure Database for PostgreSQL
pgvector
Vector workloads
Retrieval-augmented generation (RAG)
Metadata filtering
Azure Managed Redis
Caching and vector indexing

Connect to and consume Azure services - 20-25%
Azure Service Bus
Queues, topics, subscriptions and dead-letter queues
Azure Event Grid
Event filtering, custom events and retries
Azure Functions
Triggers and bindings
Serverless APIs
Function app deployment

Secure, monitor and troubleshoot Azure solutions - 20-25%
Azure Key Vault
Secret rotation and retrieval
Azure App Configuration
OpenTelemetry
Distributed tracing
KQL
Log and metric analysis

Based on the current Microsoft skills outline and recent community discussions, common preparation searches include questions about the exam's technical depth, Python, containers, vector databases, RAG, hands-on labs, practice questions, and how AI-200 differs from AZ-204. Recent Azure community discussions also show candidates looking for reliable study material and asking whether AI-200 includes coding-oriented questions.

Topic 1, Proseware Inc. Case Study
Background
Proseware Inc. develops AI-powered knowledge management solutions for enterprise customers.
The company is modernizing its platform to support semantic search, intelligent document retrieval,
and real-time partner integrations.
The engineering team uses Python and Azure SDKs. The architecture is being redesigned to support
containerized microservices, vector search workloads, and serverless backend processing.

Planned Application Architecture
* Microservices are containerized by using Docker.
* Code for containerized microservices and Azure Function apps is developed locally but stored in a GitHub repository.
* Custom images for containerized microservices are stored in Azure Container Registry (ACR).
* Base images are stored in Docker Hub. Custom images must be rebuilt automatically whenever their base images are updated.
* Azure Cosmos DB for NoSQL stores documents, metadata, and vector embeddings.
* Azure Functions generate vector embeddings of Azure Cosmos DB for NoSQL-hosted documents and send messages to Service Bus to trigger search index updates.
* Azure Container Apps (ACA) apps host backend API services that provide semantic search across Azure Cosmos DB for NoSQL documents. API services process Service Bus messages and update search indexes.
* Azure Kubernetes Service (AKS) processes batch vector embedding regeneration for existing Azure Cosmos DB for NoSQL documents (whenever the embedding model is changed).
* An extranet-facing containerized webhook allows business partners to submit documents to be processed by internal AI workflows for semantic search and retrieval.

Monitoring:
Telemetry generated by Azure resources is sent to Azure Monitor.
A Log Analytics workspace is used to collect ACA apps logs, AKS container logs, and Azure Functions apps logs.
Monitoring of Azure Functions is currently implemented hy using Azure Application Insights SDK instrumentation.

Business Requirements
Embeddings for new or updated Azure Cosmos DB for NoSQL–hosted documents must be automatically generated.
Backend API services must scale automatically during business hours.
Cold start delay of backend APIs must be minimized.
Secrets must be stored outside of container images.
Developers must be able to correlate telemetry across Azure Functions hosts and apps.
All tracing must be implemented by using OpenTelemetry SDK instrumentation.
Development efforts must be minimized.

Technical Requirements
* Container images must be built automatically and validated before code updates are merged into the main branch.
* Image build automation must run inside the Azure Container Registry, eliminating dependency on local developer machines and external build services.
* Dependency of image builds on local developer machines must be eliminated.
* Event-driven scaling in ACA must occur based on the number of pending messages in the Azure Service Bus queue.
* Azure Cosmos DB for NoSQL RU consumption must be minimized.
* Vector similarity search must use embeddings stored in Azure Cosmos DB for NoSQL.
* The partner-facing containerized webhook service must run on Azure App Service.
* Secrets must NOT be stored in container images, source control, or application configuration directly. They must be accessed securely at runtime.
* All secrets must be stored centrally in Azure Key Vault and accessed at runtime through a managed identity.
* Azure App Service must supply secrets at runtime without relying on external services.
* Resources and workloads must be deployed by using Bicep templates through an automated, version-controlled pipeline. Local and command-line deployments must be eliminated to ensure repeatable, auditable deployments.

Known issues
RU consumption spikes during vector similarity queries.

Question: 1
DRAG DROP

You need to implement trace correlation according to the business requirements.
Which three actions should you perform in sequence? To answer, move the appropriate actions from
the list of actions to the answer area and arrange them in the correct order.
NOTE: More than one order of answer choices is correct. You will receive credit for any of the correct
orders you select.

Answer:

Question: 2
You need to deploy Azure function resources and apps by using an automated, version-controlled
failed pipeline that supports declarative infrastructure deployment. What should you use?

A. Local Git deployment
B. GitHub Actions
C. Azure Functions Core Tools
D. Azure CLI

Answer: B

Question: 3
You need to address the known issue resulting from vector similarity queries.
Which two actions should you perform? Each correct answer presents part of the solution. Choose two.
NOTE: Each correct selection is worth one point.

A. Add a composite index on the vector fields and metadata properties of the container.
B. Modify the indexing precision of the vector fields.
C. Set the account consistency level to Strong.
D. Change the vector index type from flat to quantizedFlat or diskANN.

Answer: B, D

Question: 4
HOTSPOT
 You need to configure vector embedding updates according to the business and technicalrequirements.
Which information should you use? To answer, select the appropriate option in the answer area.
NOTE: Each correct select is worth one point.

Answer:

Explanation:

Question: 5
You need to configure a connection string for the partner-facing service according to the technical requirements.
What should you use?

A. Azure Key Vault references in App Service settings
B. GitHub secrets
C. Azure Container Registry Helm chart package
D. Dockerfile ENV instructions

Answer: A

AI-200 Developing AI Cloud Solutions on Azure preparation helps candidates study Azure containers, Cosmos DB, PostgreSQL vector workloads, RAG, Service Bus, Event Grid, Azure Functions, Key Vault, OpenTelemetry and KQL. Build your knowledge with realistic practice questions and detailed explanations designed around the current AI-200 skills outline.

For SEO and compliance, it is better to position CertKingdom around practice questions, mock exams and study material rather than claiming that unauthorized exam dumps are actual exam questions.

Daniel M. - Canada: "The AI-200 practice material helped me organize my preparation around containers, databases and Azure services."

Sofia R. - Spain: "I liked the explanations because they helped me understand why an answer was correct instead of simply memorizing it."

Arjun K. - India: "The questions covering Cosmos DB, vector search and RAG were particularly useful during my preparation."

Oliver T. - United Kingdom: "The practice tests gave me a better idea of which AI-200 topics I needed to review."

Nora B. - Germany: "The explanations made difficult Azure concepts much easier to revise."

Lucas P. - Brazil: "I used the practice questions alongside Microsoft Learn and found the combination helpful."

Amina H. - Kenya: "The coverage of Azure Functions, Event Grid and Service Bus was useful for my study plan."

Ethan W. - Australia: "The material helped me identify gaps in my knowledge before scheduling the exam."

Maya S. - United States: "I especially appreciated the questions about containerized AI workloads and Azure Kubernetes Service."

Yuki N. - Japan: "The structured practice sessions made my AI-200 revision more manageable."

Marco D. - Italy: "The vector database and PostgreSQL topics were much easier to review with scenario-based questions."

Fatima A. - United Arab Emirates: "The mock-test format helped me improve my time management."

Thomas L. - Netherlands: "The explanations gave me useful context when I made mistakes."

Chloe R. - France: "I used the practice material to supplement my hands-on Azure labs and Microsoft Learn study."

Samuel O. - Nigeria: "The topic breakdown helped me create a focused AI-200 preparation schedule."

1. What is the AI-200 exam?
AI-200 is Microsoft's Developing AI Cloud Solutions on Azure exam for developers working with AI-enabled cloud solutions. It is associated with the Azure AI Cloud Developer Associate certification.

2. What topics are covered in AI-200?
The four main areas are containerized Azure solutions, AI solutions using Azure data management services, connecting to Azure services, and securing, monitoring and troubleshooting Azure solutions.

3. What is the AI-200 passing score?
Microsoft's study guide states that a score of 700 or greater is required to pass.

4. How long is the AI-200 exam?
Microsoft currently lists 120 minutes for the assessment.

5. Is Python important for AI-200?
Yes. Microsoft identifies Python programming as one of the proficiencies expected from AI-200 candidates.

6. Does AI-200 cover Azure Container Apps?
Yes. The study guide includes deploying applications to Azure Container Apps, environment configuration, revision management and KEDA event-driven scaling.

7. Is AKS included in AI-200?
Yes. Candidates should understand deploying and managing applications on Azure Kubernetes Service using manifest files, as well as monitoring and troubleshooting AKS workloads.

8. Does AI-200 cover vector databases?
Yes. Vector workloads are an important part of the data-management domain, including embeddings, vector similarity search and semantic retrieval.

9. Is RAG included in AI-200?
Yes. Microsoft's current study guide specifically includes retrieval-augmented generation patterns using Azure Database for PostgreSQL and metadata filtering.

10. Does AI-200 cover Azure Cosmos DB?
Yes. The exam includes Cosmos DB for NoSQL, SDK connections, queries, indexing, Request Units, embeddings, vector similarity search and change feed processing.

11. Are Azure Functions included?
Yes. The exam covers serverless APIs, triggers, bindings, configuration and deployment of Function Apps.

12. Does AI-200 cover Service Bus and Event Grid?
Yes. Candidates should understand Service Bus queues, topics, subscriptions and dead-letter queues, as well as Event Grid filters, custom events and retries.

13. Is Azure Key Vault included?
Yes. The security domain includes securing secrets with Azure Key Vault, including secret rotation and retrieval.

14. Do I need to study KQL and OpenTelemetry?
Yes. The current study guide includes distributed tracing with OpenTelemetry SDKs and writing KQL queries to analyze logs and metrics.

15. Is AI-200 the same as AZ-204?

No. There is some overlap in Azure development fundamentals, but AI-200 has a specific focus on AI cloud workloads, including vector-enabled data solutions, containerized AI applications, event-driven processing and related operational capabilities. Microsoft Q&A also explicitly distinguishes the two exams.

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