Microsoft Azure AI Fundamentals
AI-901 Practice Questions
Show original scenario-based questions across workloads, responsible AI and Azure service selection. AI-901 is active after AI-900 retired, so this page focuses on current Microsoft guidance and scenario-based readiness.
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AI-901 practice questions preparation should connect official objectives to realistic practice. This guide uses original explanations and current AI-901 positioning so you do not waste time preparing for the retired AI-900 exam.
AI-901 replaced retired AI-900 for Azure AI Fundamentals.
Microsoft lists 700 as the passing score.
AI concepts plus Microsoft Foundry implementation awareness.
Use original scenarios, explanations and mixed review.
Quick Answer
AI-901 practice questions should be original, scenario based and explanation led. The goal is to test whether you can identify workloads, choose Azure AI capabilities, recognise responsible AI concerns and reason through Microsoft Foundry concepts.
Question 1: Workload Identification
Scenario: A company wants to predict next month's demand using historical sales data. The best workload is forecasting or regression-style machine learning, not computer vision or language processing. The key clue is numeric prediction from historical data.
Exam Tip: AI-901 preparation should follow the current Microsoft exam page and study guide. Use older AI-900 material only when it still matches the AI-901 objectives.
| Area | What it covers | How to practise |
|---|---|---|
| AI concepts | Workloads, capabilities, responsible AI | Name the workload and decision clue. |
| Microsoft Foundry | Build, evaluate and manage AI apps or agents | Connect scenario to implementation step. |
| Machine learning | Classification, regression, clustering | Identify input, output and prediction type. |
| Vision and language | OCR, image analysis, speech, NLP | Read the data type before choosing service. |
| Generative AI | Prompts, grounding, foundation models | Identify source, risk and control. |
Question 2: Responsible AI
Scenario: A model performs worse for one customer group than another. The most relevant responsible AI concern is fairness. The preparation lesson is to match the issue to the principle rather than choosing a generic security answer.
Question 3: Vision
Scenario: A warehouse needs to extract printed serial numbers from product labels. OCR is the core capability. Image classification might identify product type, but OCR extracts text from images.
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Question 4: Language
Scenario: A support team wants to route messages by customer intent. Natural language understanding or text classification is relevant. Speech recognition is only relevant if the input is audio.
Question 5: Generative AI
Scenario: A chatbot should answer from company policy documents. Grounding or retrieval from trusted content is important so responses are based on approved information.
How to Review Explanations
Write why each wrong option is wrong. This is the fastest way to build exam judgment because AI-901 distractors often sound plausible.
Exam Tip: AI-901 preparation should follow the current Microsoft exam page and study guide. Use older AI-900 material only when it still matches the AI-901 objectives.
Common Mistake
Candidates often memorise one service per topic. Real questions may describe a capability without naming the service, so practise clues and outcomes.
Final Practice Advice
Use mixed sets after focused topic practice. Mixed practice trains the switching required on exam day.
Quick Answer Practice Depth
For AI-901 practice questions, turn this topic into a short practice routine. Read one scenario, identify the input and outcome, choose the workload or service, then explain why two alternative answers are weaker. This explanation-first habit is what makes practice valuable instead of passive memorisation.
When a question mentions a business goal, ask whether it needs prediction, classification, extraction, generation, translation, summarisation, grounding or governance. That simple checklist keeps your answer tied to the scenario and helps you avoid choosing a service name only because it sounds familiar.
Question 1: Workload Identification Practice Depth
For AI-901 practice questions, turn this topic into a short practice routine. Read one scenario, identify the input and outcome, choose the workload or service, then explain why two alternative answers are weaker. This explanation-first habit is what makes practice valuable instead of passive memorisation.
When a question mentions a business goal, ask whether it needs prediction, classification, extraction, generation, translation, summarisation, grounding or governance. That simple checklist keeps your answer tied to the scenario and helps you avoid choosing a service name only because it sounds familiar.
Question 2: Responsible AI Practice Depth
For AI-901 practice questions, turn this topic into a short practice routine. Read one scenario, identify the input and outcome, choose the workload or service, then explain why two alternative answers are weaker. This explanation-first habit is what makes practice valuable instead of passive memorisation.
When a question mentions a business goal, ask whether it needs prediction, classification, extraction, generation, translation, summarisation, grounding or governance. That simple checklist keeps your answer tied to the scenario and helps you avoid choosing a service name only because it sounds familiar.
Related AI-901 Guides
Use these guides to move from broad AI-901 preparation into the topic you need next.
Frequently Asked Questions
Is AI-901 the replacement for AI-900?
Yes. AI-900 retired on June 30, 2026, and AI-901 is the current route for Azure AI Fundamentals.
Is AI-901 beginner friendly?
Yes, but candidates should still understand Azure AI concepts, Microsoft Foundry basics and Python syntax at a fundamentals level.
What score do I need?
Microsoft lists a passing score of 700 for AI-901.
Can I use old AI-900 material?
Some concepts transfer, but your final preparation should follow current AI-901 objectives.
Does Heycademy copy official questions?
No. Heycademy uses original practice examples and explanations.
Where should I practise after reading?
Use the Heycademy quick test and app practice flow to move from reading into timed and untimed practice.
Use the Heycademy App With This Guide
If you already have access, you can log in to the Heycademy app and continue your AI-901 practice there. Use the app after reading this guide to move from advice into timed practice, explanations and focused review.
Ready to begin?
Start preparing today
Build confidence with structured practice and clear guidance.
Final Preparation Note
Before booking or taking the real exam, confirm the latest details on Microsoft Learn and follow the exam provider instructions. Heycademy is independent and is not affiliated with or endorsed by Microsoft.
This content uses original practice examples and avoids official or live exam questions.