AI-200 practice test

AI-200 Practice Test, Practice Questions and Exam Prep From Your Own Azure Notes

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AI-200 is the exam that takes over from AZ-204, and it is not the AI exam most people expect. Its title is Developing AI Cloud Solutions on Azure, and passing it earns the Azure AI Cloud Developer Associate certification. Microsoft's retirement table lists it as the replacement for AZ-204, which retires on July 31, 2026. AI-200 runs 120 minutes, needs 700 out of 1000, costs $165, is English only, and has no prerequisite. Here is the part that catches people out: the official outline contains no Azure OpenAI, no AI Foundry, no Copilot Studio, no prompt engineering and no agents. It is a backend developer exam about containers, vector databases and observability.

Last updated July 2026

AI-200 is not an "AI engineer" exam, and studying it as one will cost you

The exam code starts with AI, the certification has AI in its name, and it replaces the Azure developer exam. So almost everyone assumes AI-200 is about building with large language models: prompts, Azure OpenAI, agents, Foundry. We read Microsoft's published skills outline word by word. None of that is in it.

What people assume is on AI-200 Times it appears in Microsoft's AI-200 outline Where it actually lives
Azure OpenAI0AI-103, the Azure AI Apps and Agents Developer exam
Azure AI Foundry0AI-103
Prompt engineering0Not examined here at all
Agents, Copilot Studio0AI-103
Azure AI Search, content safety0AI-103

What AI-200 actually examines is the plumbing that sits underneath an AI application. You store embeddings in Cosmos DB and run vector similarity search over them. You size a PostgreSQL instance for a pgvector workload and understand what that costs you in compute. You build retrieval-augmented generation patterns using metadata filters. You ship the whole thing in containers, wire it together with Service Bus and Event Grid, and trace it with OpenTelemetry.

That is a backend engineering exam wearing an AI badge. If you book it expecting to be asked how to write a system prompt, you have prepared for the wrong paper. And notice which way the mistake cuts: the AZ-204 skills you already have (containers, Functions, Service Bus, Event Grid, Cosmos DB, Key Vault) are worth more here than any amount of prompt-engineering reading.

There is no official question bank for AI-200 yet, so the practical move is to build questions from the material the exam is actually built on. Upload Microsoft's documentation for the services in the outline, or your own team's notes, and generate exam questions from your own documentation.

Exam time
120 minutes
Passing score
700 / 1000
Exam fee
$165
Practice questions
Unlimited

AI-200 skills measured, straight from Microsoft's study guide

Four domains. The data one is the biggest, and it is where the word "AI" in the exam title actually cashes out: embeddings, vector search and RAG data patterns.

Domain What is actually in it Weight
Develop AI solutions by using Azure data management servicesCosmos DB for NoSQL: the SDK and queries, indexing policies, consistency levels, Request Units, storing and retrieving embeddings, vector similarity search for semantic retrieval, the change feed processor. Azure Database for PostgreSQL: schema modeling and indexing, the compute overhead of pgvector, sizing compute, memory and storage for vector workloads, retrieval-augmented generation patterns using metadata filters, connection optimization. Azure Managed Redis: caching, expiration and invalidation, vector indexing. The largest domain.25 to 30%
Develop containerized solutions on AzureAzure Container Registry (build, store, version and manage images, ACR Tasks), deploying containers to App Service with environment variables and secrets, Azure Container Apps (environment configuration, revision management, KEDA event-driven scaling), AKS deployment via manifest files, and monitoring and troubleshooting both AKS and Container Apps through logs, events and end-to-end connectivity.20 to 25%
Connect to and consume Azure servicesAzure Service Bus (dead-letter queues, messages, topics, subscriptions), Azure Event Grid (filters, custom events, retries), and Azure Functions (serverless APIs, triggers and bindings, configuring and deploying function apps).20 to 25%
Secure, monitor, troubleshoot Azure solutionsAzure Key Vault (secret rotation and retrieval), Azure App Configuration, distributed tracing with the OpenTelemetry SDKs, and writing KQL queries to analyze logs and metrics.20 to 25%

Microsoft's recommended proficiency for AI-200 names Python and vector databases explicitly. AZ-204 was language-agnostic, so that is a genuine shift. If your Azure work has been in C# and you have never sized a pgvector index, those are the two gaps worth closing first.

Microsoft gives 120 minutes for the assessment and does not publish a question count. The exam is proctored, English only, and has no formal prerequisite. As an associate role-based exam it is open book: you can browse learn.microsoft.com while you sit it, excluding Q&A, practice assessments and your profile, with no extra time granted. Microsoft's study guide notes that most questions cover generally available features, and that Preview features may appear if they are commonly used.

AI-200 compared with AZ-204, the exam it takes over from

One precision point first, because it matters. Microsoft's published table has a column headed "Replacement Certification," and AI-200 sits in that column opposite AZ-204. Microsoft does not write the sentence "AI-200 covers the same content as AZ-204," and it would not be true if it did. Treat this as a succession, not a rename.

AZ-204 (retiring) AI-200 (the replacement)
CertificationAzure Developer AssociateAzure AI Cloud Developer Associate
StatusRetires July 31, 2026Available now
Exam time100 minutes120 minutes, 20 more
Languages10English only
The data domainCosmos DB and Blob Storage, 15 to 20%Vectors, embeddings, RAG patterns, pgvector, Redis vector indexing. The biggest domain at 25 to 30%
Named languageNone. Language-agnosticPython, explicitly
Not in the outlineCaching was removed in April 2025Blob Storage, API Management, Event Hubs, Entra ID auth, managed identity
Official practice assessmentYes, until it retiresNo, not yet
Exam fee (US)$165$165

The bottom row of that table is the one to plan around. AZ-204 has an official practice assessment and AI-200 does not, which is precisely backwards from what you want when you are studying the newer exam. It also means every "real AI-200 questions" product on sale today was written without access to an official bank.

If you are still weighing whether to sit AZ-204 before the deadline, the AZ-204 practice test page lays out what to do by situation. The short version: if you are not already booked and deep into preparation, Microsoft's own guidance is to take the new exam instead.

There is no official AI-200 question bank, so be careful who you buy from

Microsoft is direct about this on the certification page: "The Practice Assessment for this exam is not currently available. Practice Assessments are usually available within 8 weeks of the exam being out of beta and generally available." Hold that next to what is being sold today. Every string below was pulled from those sites' live pages on the day this page was written.

What is being sold The claim The problem
NeoDumps and DumpsPanda"Certification: Azure AI Engineer Associate", "Questions: 56"They have the wrong certification. AI-200 earns the Azure AI Cloud Developer Associate. Azure AI Engineer Associate was AI-102, which retired on June 30, 2026. And Microsoft has never published a 56-question count.
PassQuestion"Q & A: 100", "the latest AI-200 exam questions and answers from real tests"Its own page footer contradicts the pitch: "Passquestion doesn't offer Real Microsoft, Amazon, Cisco Exam Questions. All Passquestion content is sourced from the Internet."
DumpsPandaA testimonial dated July 3, 2026 claiming "I got a 90% result" and another claiming "95% marks"Microsoft reports scaled scores from 1 to 1,000, not percentages. And AI-200 was still in beta then, where, in Microsoft's words, "you won't receive results until the exam completes the beta process and goes live."
open-exam-prep.com"Exam length: 50 questions", "Time limit: 100 minutes", and the admission that its domains are "Inferred domains from the AI-200T00-A course"120 minutes, not 100 (100 was AZ-204's). The domains do not need inferring: Microsoft publishes them.
aguidetocloud.com"Switch to Exam Mode for timed practice under real conditions (100 minutes)"Their "real conditions" simulation is 20 minutes short of the real exam.

Microsoft publishes no per-exam question count, for AI-200 or anything else. Its only statement is that most exams "typically contain between 40-60 questions" and that the number can vary. It publishes no pass rate either, for any exam, ever. Any site printing an exact figure for either is guessing, and several of them are guessing from a course outline they admit they never read.

How to make AI-200 practice questions when no official bank exists

For a new exam, generating questions from the source material beats waiting for a question bank that may be wrong when it finally appears.

1
Upload the real source
Microsoft's documentation for the services in the outline, your SDK notes, or your own architecture docs.
2
Weight the data domain
Vectors, embeddings, RUs and RAG patterns are the biggest slice at 25 to 30 percent, and the newest material for most AZ-204 holders.
3
AI writes the questions
Exam-style items with an answer key and explanations, built from current material rather than a recycled AZ-204 bank.
4
Skip the prompt engineering
It is not on this exam. Spend that time on OpenTelemetry, KQL and Container Apps instead.

AI-200 questions, answered

What is Exam AI-200?
AI-200 is Microsoft's exam titled Developing AI Cloud Solutions on Azure. Passing it earns the Microsoft Certified: Azure AI Cloud Developer Associate certification. Microsoft's retirement table lists it as the replacement certification for AZ-204, the Azure Developer Associate, which retires on July 31, 2026.
Does AI-200 cover Azure OpenAI, prompt engineering or AI agents?
No. Microsoft's AI-200 skills outline contains no Azure OpenAI, no Azure AI Foundry, no Copilot Studio, no Azure AI Search, no content safety, no prompt engineering and no agents. Those belong to AI-103. AI-200 is a backend developer exam: containers, vector-enabled databases, messaging and observability.
What are the AI-200 domain weights?
Four domains. Develop AI solutions by using Azure data management services is the largest at 25 to 30 percent. Develop containerized solutions on Azure, connect to and consume Azure services, and secure, monitor and troubleshoot Azure solutions are each 20 to 25 percent.
How long is the AI-200 exam and how many questions?
Microsoft's certification page states you have 120 minutes to complete the assessment, which is 20 minutes more than AZ-204 allowed. Microsoft does not publish a question count for AI-200. Its general guidance is that most exams contain 40 to 60 questions and that the number can vary.
How much does the AI-200 exam cost?
$165 USD in the United States, the standard price for Microsoft role-based associate exams. Price varies by the country or region in which the exam is proctored, and tax may be added.
Is there an official AI-200 practice assessment?
No. Microsoft states that the practice assessment for this exam is not currently available, and that practice assessments are usually available within 8 weeks of an exam leaving beta and becoming generally available. There is no official AI-200 question bank yet.
Do I need AZ-204 before AI-200?
No, and you cannot get it anyway after July 31, 2026, when AZ-204 retires. Microsoft lists no formal prerequisite for AI-200. It recommends proficiency with Azure SDKs, Azure data management services, messaging and eventing, vector databases, Python, and containerized applications on Azure.
What score do you need to pass AI-200?
700 or greater on a scale of 1 to 1000. Microsoft explicitly notes that because this is a scaled score, it may not equal 70 percent of the points. Microsoft publishes no pass rate for AI-200 or for any of its exams, so treat any pass-rate figure you see as invented.

PDFQuiz is not affiliated with, endorsed by, or sponsored by Microsoft. Microsoft, Azure, Azure Cosmos DB and Microsoft Entra ID are trademarks of the Microsoft group of companies. This generator builds practice questions from material you upload and is a study aid, not a substitute for Microsoft's official learning paths. AI-200 is a new exam and its details are still settling: always confirm on Microsoft's own pages before you book.

Related study tools

The exam AI-200 takes over from has its own generator: the AZ-204 practice test generator, with the full retirement timeline. Most Azure developers come through administration first, so the AZ-104 practice test generator is a natural companion, and the AZ-900 practice test generator covers the fundamentals exam that never expires. For architecture, use the AZ-305 practice test generator. On the security side of the same retirement wave, the AZ-500 practice test generator and the SC-500 practice test generator tell the same story. If your work is closer to reporting than to plumbing, see the PL-300 practice test generator. For any source document, use the certification exam generator.

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