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Exam Code: AI-200 Vendor: Microsoft Name: Developing AI Cloud Solutions on Azure 50 Q&A with Explanation Last Update: Aug 9, 2026
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Microsoft AI-200 Dumps Questions Answers

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Browse AI-200 Practice Questions by Domain

Every AI-200 question is tagged to its official exam domain, so you can jump straight to the AI-200 topic you need to strengthen instead of working through the set in random order.

1.0
Connect to and consume Azure services
14 Q&As
2.0
Develop AI solutions by using Azure data management services
14 Q&As
3.0
Develop containerized solutions on Azure
11 Q&As
4.0
Secure, monitor, troubleshoot Azure solutions
11 Q&As
AI-200 Exam Topics

Practicing in the Online or Download Engine? Your score is automatically broken down the same way - domain by domain - so you can see exactly where you're strongest and weakest as you go.

AI-200 Q&A's Detail

Exam Code:
AI-200
Total Questions:
50 Q&A's
Single Choice Questions:
12 Q&A's
Multiple Choice Questions:
10 Q&A's
Hotspot Questions:
15 Q&A's
Drag Drop Questions:
13 Q&A's

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AI-200 Practice Test — Developing AI Cloud Solutions on Azure (2026)

The Microsoft AI-200 exam is the qualifying exam for the Azure AI Cloud Developer Associate certification, testing a developer's ability to build, deploy, secure, and monitor the back-end infrastructure behind AI solutions on Azure. As the direct replacement for the retiring AZ-204 exam, AI-200 shifts the focus from general Azure development toward the specific engineering that supports real AI applications — containers, vector databases, event-driven pipelines, and distributed observability. Marks4sure's AI-200 practice test pairs a domain-mapped exam PDF with scenario-based Questions Answers and full technical explanations, so developers understand the reasoning behind each architectural choice, not just which button to click in a drag-and-drop question.

What Is the Microsoft AI-200 Exam?

AI-200, officially titled Developing AI Cloud Solutions on Azure, validates a candidate's ability to contribute across the full lifecycle of an Azure AI solution: requirements gathering, design, development, deployment, security, and monitoring. It's distinct from Microsoft's other AI-focused exams like AI-102 and AI-103, which test calling and orchestrating Azure AI services directly (vision, language, generative AI, agents). AI-200 instead tests the platform underneath those services — how you host the containers, store and query vectors, wire up messaging and event-driven workflows, and secure and observe the resulting system in production.

Microsoft is retiring the AZ-204 exam and Azure Developer Associate certification on July 31, 2026, with no renewal path afterward. AI-200 is the direct successor, carrying forward roughly two-thirds of AZ-204's material while adding substantial new coverage — particularly vector database work, which didn't exist in the old blueprint at all.

Quick facts (this is a newer exam; verify current pricing and format details on Microsoft's official AI-200 certification page before scheduling):

  • Exam code: AI-200
  • Certification: Microsoft Certified: Azure AI Cloud Developer Associate
  • Replaces: AZ-204 (Developing Solutions for Microsoft Azure), retiring July 31, 2026
  • Question types: Multiple-choice, multiple-select, hotspot, and drag-and-drop
  • Skills measured last updated: April 15, 2026
  • Recommended for: Azure developers, cloud engineers, AI application developers building production AI infrastructure

AI-200 Exam Domains

Our AI-200 Questions Answers are mapped to Microsoft's official skills-measured domains, which are unusually flat-weighted for a Microsoft exam — no domain falls below roughly 20%:

  1. Develop containerized solutions on Azure — Azure Container Registry and ACR Tasks, App Service container deployment, Azure Container Apps with environment/revision management, KEDA event-driven scaling, and AKS deployment
  2. Develop AI solutions by using Azure data management services — 25–30% (the heaviest-weighted domain) — Cosmos DB vector search, PostgreSQL/pgvector schema design and indexing, vector similarity search, RAG patterns with metadata filtering, connection optimization
  3. Connect to and consume Azure services — event-driven workflows via Azure Event Grid (filters, custom events, retries), serverless APIs, triggers and bindings
  4. Secure, monitor, and troubleshoot AI solutions — Key Vault, App Configuration, managed identity, OpenTelemetry, Azure Monitor, and KQL-based troubleshooting

Because data management carries the heaviest weight, our AI-200 exam questions lean into vector database configuration, RAG implementation patterns, and pgvector performance tuning — the areas most candidates coming from an AZ-204 background haven't seen before and where real preparation makes the biggest difference.

AI-200 Practice Materials — What's Included

Format What You Get
AI-200 PDF Printable, offline-ready practice test covering all four exam domains
AI-200 Practice Test Scenario-based drag-and-drop, hotspot, and multiple-choice questions with detailed technical explanations
Exam Simulator Timed mock exams, domain-level score analytics, practice + test modes
Free Sample Questions Preview real exam-style questions before you buy — no signup required

Why Marks4sure Instead of Ordinary Dumps

Search results for AI-200 are full of sites promising "real exam dumps" or claiming their questions are pulled word-for-word from the actual test. Here's why that's a risk you don't want to take — and what Marks4sure does differently:

Feature Ordinary "Dumps" Sites Marks4sure Premium
Question source Often claims of leaked/reconstructed exam content Independently written from Microsoft's official skills-measured document and Azure documentation
Certification risk Using leaked exam content can trigger certification revocation No agreement violation — content is original prep material
Explanations Often answer-only, little to no reasoning provided Every question includes a full technical explanation of why the correct answer is right and the distractors are wrong
Real-world readiness Memorization-focused, doesn't transfer to real Azure development work Scenario-based, built to reflect real container, data, and observability decisions on Azure
Content freshness Frequently outdated as Azure services evolve quickly Updated as Microsoft revises the AI-200 skills-measured document and Azure platform features
Long-term value Passing without understanding puts real production work — and your credibility — at risk Understanding-first prep means the certification actually reflects your Azure AI development skills

Developing AI Cloud Solutions on Azure Questions and Answers

Question 1

You are investigating high latency in an AI search application that processes millions of requests daily. Telemetry is stored in Azure Monitor Logs.

You must create a KQL query that correlates information from the AppRequests table and the AppDependencies table. The query must meet the following requirements:

    Include only data from the last 24 hours.

    Filter for failed requests only.

    Calculate the average duration of dependencies, grouped by operation.

The query must follow best practice to optimize the performance by minimizing the initial data scan.

You need to create the query.

In which order should perform the actions? To answer, move all actions from the list of actions to the answer area and arrange them in the correct order.

AI-200 Question 1

Options:

Question 2

You plan to deploy a web application to AKS.

The solution must:

• Scale out the application by adding more pods during peak CPU usage

• Expose the application internally within the cluster only

You need to configure a Kubernetes resource for each requirement

Which resources should you configure? To answer, move the appropriate resources to the correct requirements You may use each resource once, more than once, or not at all. You may need to move split bar between .. or scroll to view content.

AI-200 Question 2

Options:

Question 3

You are configuring sampling for a distributed application that sends traces to Azure Monitor. The solution must:

• Preserve upstream sampling decisions across distributed traces

• Capture all spans during local testing.

• Sample 10 percent of traces in production.

You need to apply the appropriate sampling configuration for each requirement.

What should you do? To answer, move the appropriate configurations to the correct requirements. You may use each configuration 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.

AI-200 Question 3

Options:

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