Microsoft Certified: Azure AI Cloud Developer Associate (AI-200) practice exam and study path
A free, timed 60-question AI-200 practice exam in 120 minutes, scored by domain, with every option explained after you submit. Also 96 practice questions you can check one at a time, a page for every task in the exam guide, and a study path. No sign-up.
$6.99for 12 months
For developers who build the back end of AI solutions on Azure in Python: containers on App Service, Container Apps and AKS, embeddings and vector search in Cosmos DB, PostgreSQL and Azure Managed Redis, Service Bus, Event Grid and Azure Functions, and securing, tracing and querying the result.
The exam
- Exam code
- AI-200
- Questions
- Not yet published
- Time
- 120 minutes
- Passing score
- 700 of 1,000 (scaled)
- Exam fee
- $165 (USD)
- Question types
- multiple choice, multiple response
Exam AI-200 is a proctored role-based exam: 120 minutes of exam time, offered in 13 languages through Pearson VUE, it may include interactive components, and 700 passes. Microsoft doesn't publish the number of questions (most of its exams have 40 to 60). The fee is set by the country or region (USD 165 in the United States), and the certification renews every year with a free online assessment. Microsoft retired the Azure Developer Associate exam, AZ-204, on July 31, 2026. Our forms use 60 questions split 13 / 20 / 13 / 14, close to the midpoints of the guide's ranges.
From Microsoft's certification page and exam guide, checked Oct 24, 2026.
Domains and weights
Domain 1: Develop containerized solutions on Azure
22%
Domain 2: Develop AI solutions by using Azure data management services
33%
Domain 3: Connect to and consume Azure services
22%
Domain 4: Secure, monitor, troubleshoot Azure solutions
23%
On our roadmap this comes after Azure Fundamentals or Azure AI Fundamentals. See every certification.
Practice
96 original practice questions, every option explained with the Microsoft documentation page that proves it. Free, no sign-up; progress stays on this device.
96 questions · practice mode
All domains
Every sample question for this exam, in domain order.
21 questions · practice mode
Topic quiz — Domain 1: Develop containerized solutions on Azure
A topic quiz on domain 1 (22% of the exam).
32 questions · practice mode
Topic quiz — Domain 2: Develop AI solutions by using Azure data management services
A topic quiz on domain 2 (33% of the exam).
21 questions · practice mode
Topic quiz — Domain 3: Connect to and consume Azure services
A topic quiz on domain 3 (22% of the exam).
22 questions · practice mode
Topic quiz — Domain 4: Secure, monitor, troubleshoot Azure solutions
A topic quiz on domain 4 (23% of the exam).
60 questions · 120 min · timed
Free practice exam
The real exam's pace, no feedback until you submit.
60 questions · 120 min · timed · exam pack
Practice exam 1
Included in the Azure AI Cloud Developer Associate exam pack.
60 questions · 120 min · timed · exam pack
Practice exam 2
Included in the Azure AI Cloud Developer Associate exam pack.
60 questions · 120 min · timed · exam pack
Practice exam 3
Included in the Azure AI Cloud Developer Associate exam pack.
More practice exams
The lessons, the sample questions on every task page and the first full practice exam are free and stay free. A pack adds the further timed AI-200 practice exams.
Azure AI Cloud Developer Associate exam pack
$6.99for 12 months
- Every paid AI-200 practice exam, timed, with every option explained
- The next version of this exam included when it changes within your 12 months
- 12 months of access. One payment, nothing renews by itself.
- 14-day refund, no conditions
- 14-day refund, no conditions: ask within 14 days of buying and you get the whole payment back.
- No pass guarantee. These are practice exams written by us from the exam guide and the Microsoft documentation; a score here does not predict your result on the real exam.
Study path
One module per exam domain. Lessons that already exist on BytePatterns are linked; the rest are being written.
Module 1: Develop containerized solutions on Azure
1Azure Container Registry: tiers, tags, locks, retention and accessTask 1.1
Partly covered by: Images, Layers & Multi-Stage Builds
2ACR Tasks: quick builds, triggers, multi-step tasks and identitiesTask 1.1
Lesson coming
3Custom containers on App Service: ports, settings, secrets and image pullsTask 1.1
Partly covered by: ConfigMaps, Secrets & Env
4Container Apps environments, workload profiles, ingress and secretsTask 1.2
Lesson coming
5Container Apps revisions, labels and traffic splittingTask 1.2
Partly covered by: Scheduling & Rolling Updates
6Event-driven scaling with KEDA in Container Apps and AKSTask 1.2
Partly covered by: Requests, Limits & HPA
7Deploying to AKS with manifests: deployments, services, registry access and workload identityTask 1.2
Partly covered by: Pods, ReplicaSets & Deployments, Services & Ingress
8Troubleshooting AKS and Container Apps: logs, events, probes and connectivityTask 1.2
Partly covered by: Probes & Self-Healing
Module 2: Develop AI solutions by using Azure data management services
9Cosmos DB for NoSQL with the Python SDK: containers, partition keys and queriesTask 2.1
Partly covered by: SQL vs NoSQL, Database Sharding
10Request units, indexing policies and consistency levelsTask 2.1
Partly covered by: Consistency Models
11Embeddings and vector search in Cosmos DB: vector policies, indexes and VectorDistanceTask 2.1
Partly covered by: Vector Databases, Approximate Neighbours
12The change feed processor: leases, start time and estimating lagTask 2.1
Lesson coming
13Azure Database for PostgreSQL from Python: connections, tables, types and indexesTask 2.2
Partly covered by: Indexes, Reading a Query Plan
14pgvector and DiskANN: vector indexes, operators and filtered search for RAGTask 2.2
Partly covered by: Approximate Neighbours, Retrieval-Augmented Generation
15Compute, memory, storage and PgBouncer for vector workloadsTask 2.2
Lesson coming
16Azure Managed Redis: caching, expiration, invalidation and evictionTask 2.3
Partly covered by: Caching, Invalidation and Eviction
17Vector indexes and semantic caching in Azure Managed RedisTask 2.3
Partly covered by: Vector Databases
Module 3: Connect to and consume Azure services
18Service Bus queues, topics, subscriptions, sessions and dead-letter queuesTask 3.1
Partly covered by: Message Queues, SQS vs SNS vs EventBridge
19Event Grid custom topics, filters, retries and dead-letteringTask 3.1
Lesson coming
20Azure Functions triggers and bindings in Python, and serverless HTTP APIsTask 3.2
Partly covered by: Lambda & Event-Driven Design
21Function app hosting plans, settings, identity-based connections and deploymentTask 3.2
Lesson coming
Module 4: Secure, monitor, troubleshoot Azure solutions
22Azure Key Vault secrets: access with managed identities, retrieval and rotationTask 4.1
Lesson coming
23Azure App Configuration: keys, labels, Key Vault references, refresh and feature flagsTask 4.1
Lesson coming
24Tracing with the Azure Monitor OpenTelemetry distro and Application InsightsTask 4.2
Partly covered by: Tracing a Request, Observability Basics
25KQL queries over logs and metricsTask 4.2
Lesson coming
Every task in the exam guide
The exam guide splits each domain into task statements. Each one has a page with a short summary, the lessons that teach it and open sample questions.
Domain 1: Develop containerized solutions on Azure
Domain 2: Develop AI solutions by using Azure data management services
Domain 3: Connect to and consume Azure services
Domain 4: Secure, monitor, troubleshoot Azure solutions
How these questions are made
- Written by us from the exam guide's task statements and the Microsoft documentation — never from real exam content.
- Every option carries its own explanation and a link to the Microsoft page that proves it.
- A question enters a timed exam only after an independent check; until then it is a practice question.
- Results are a plain percentage, per domain too — not an imitation of Microsoft's scaled score.
Questions about the AI-200 practice exam
- Is the AI-200 practice exam free?
- Yes. The full practice exam (60 questions, 120 minutes) is free with no sign-up, and so are the 96 practice questions, the task pages and the study path. Your attempts are saved in this browser, on this device.
- How many questions does it have, and is it timed?
- 60 questions in 120 minutes: the real AI-200 pace, scaled to this form. When the time runs out, the exam is submitted as it stands.
- Are the answers explained?
- After you submit, not during: like the real exam, the timed exam gives no feedback until the end. Then you get your score overall and per exam domain, and every question with each option explained and a link to the Microsoft documentation page behind it. In practice mode an answer is explained as soon as you check it.
- What does the Azure AI Cloud Developer Associate exam pack add?
- 3 more timed practice exams (Practice exam 1: 60 questions, 120 minutes; Practice exam 2: 60 questions, 120 minutes; Practice exam 3: 60 questions, 120 minutes), each scored and explained the same way, and the next version of this exam if it changes within your 12 months. 12 months of access. One payment, nothing renews by itself. Everything above stays free. See the pack.
- Can I get a refund?
- Yes, with no conditions: ask within 14 days of buying and you get the whole payment back. The details are in the terms.
- Is this an official Microsoft practice exam?
- No. BytePatterns is not affiliated with, endorsed or sponsored by Microsoft. Every question is written by us from the public exam guide and the Microsoft documentation, never from real exam content, and a score here does not predict your result on the real exam. Microsoft lists its own preparation resources on its certification page.