Question 1easymultiple choice
Full question →AI-900 · topic practice
Scenario practice questions
Use this page to practise AI-900 Scenario practice questions. The goal is not to memorise dumps, but to understand the concept, review the explanation and improve your exam readiness.
What the exam tests
What to know about Scenario
Scenario questions test whether you can apply the concept in context, not just recognise a definition.
How the topic appears in realistic exam-style scenarios.
Which detail in the question changes the correct answer.
How to eliminate plausible but wrong options.
How to connect the question back to the wider exam objective.
Practice set
Scenario questions
20 questions · select your answer, then reveal the explanation
Question 2easymultiple choice
Full question →A city government is planning to deploy an AI system that analyzes security camera footage to detect potential crimes in real-time. Citizens express concerns about privacy and potential misuse. Which Microsoft responsible AI principle should the government prioritize to address these concerns?
Question 3mediummultiple choice
Full question →A corporation deploys an AI system that uses a deep neural network to recommend candidate profiles for job openings. The hiring managers cannot understand why a particular candidate was recommended or not. Which Microsoft responsible AI principle is most directly relevant?
Question 4mediummultiple choice
Full question →A bank deploys an AI system to approve personal loan applications. After six months, an audit reveals that applicants from certain postal codes receive significantly lower approval rates than applicants from other postal codes, even when their income and credit scores are comparable. Which Microsoft responsible AI principle is most directly violated by this outcome?
Question 5easymultiple choice
Full question →A company develops an AI system to predict employee performance based on work habits. The system uses complex neural networks and its decisions are not easily interpretable. The company wants to ensure that employees can understand why a particular performance prediction was made. Which Microsoft responsible AI principle is most directly relevant?
Question 6easymultiple choice
Full question →A company develops an AI system that screens job applications to recommend candidates for interviews. The system consistently recommends male candidates over equally qualified female candidates. Which Microsoft responsible AI principle is most directly violated?
Question 7hardmultiple choice
Full question →A bank deploys an AI system that uses a deep neural network to approve personal loan applications. A customer whose loan was rejected requests a detailed explanation of why the decision was made. The bank's AI team realizes that the model's internal workings are too complex to provide a simple, understandable reason. According to Microsoft's responsible AI principles, which principle is most directly violated by this situation?
Question 8mediummultiple choice
Full question →A beverage company uses a camera system to inspect bottles on a conveyor belt. The system must automatically identify which bottles are defective (e.g., cracked or chipped) and which are acceptable, based on the overall appearance of each bottle. The company has thousands of labeled images of bottles (defective and non-defective). Which Azure Computer Vision service should they use to train a custom model?
Question 9hardmultiple choice
Full question →A company develops an AI system to screen job resumes and rank candidates for interviews. The system is trained on historical hiring data that favored candidates from certain well-known universities. The company decides to deploy the system without any adjustments to address this bias. Which Microsoft responsible AI principle is most directly being violated?
Question 10mediummultiple choice
Full question →A brand monitoring company wants to automatically detect the presence of specific logos (e.g., Apple, Coca-Cola) in social media images. The logos can appear in various orientations and sizes within the image. Which Azure Computer Vision capability is specifically designed to identify popular brands from their logos?
Question 11easymultiple choice
Full question →A company deploys an AI system to screen job applications. The system is a complex neural network that learns patterns from historical hiring data. A rejected candidate asks for an explanation, but the development team cannot describe how the decision was reached. Which Microsoft responsible AI principle is most directly violated?
Question 12mediummultiple choice
Full question →A company wants to build a customer service chatbot that can understand user intents (e.g., 'cancel order', 'track shipment') and extract relevant entities (e.g., order number, product name). Which Azure AI Language feature should they use?
Question 13mediummultiple choice
Full question →A customer service department wants to automatically extract the names of products mentioned in customer emails and the sentiment expressed about each product. For example, from the sentence 'The battery life of the X100 is excellent, but the screen is too dark,' they need to identify 'X100' and associate 'positive' sentiment with 'battery life' and 'negative' sentiment with 'screen'. Which Azure AI Language feature should they use?
Question 14easymultiple choice
Full question →A company deploys an AI chatbot on its website to answer customer questions. The company wants to be transparent about the nature of the interaction. Which Microsoft responsible AI principle is most directly relevant to ensuring users know they are communicating with an AI and not a human?
Question 15easymultiple choice
Full question →A company deploys an AI system to screen job applications and recommend candidates for interviews. The system consistently rates male candidates higher than equally qualified female candidates. Which Microsoft responsible AI principle is most directly violated?
Question 16hardmultiple choice
Full question →A bank deploys an AI system that uses a complex deep learning model to approve or reject loan applications. When a loan is rejected, customers demand to know the specific reasons. The bank wants to ensure the AI system operates in a way that allows them to explain its decisions. Which Microsoft responsible AI principle is most directly relevant to this requirement?
Question 17easymultiple choice
Full question →A bank is developing an AI system to automatically approve or reject small personal loans. To ensure the system treats applicants fairly regardless of race, gender, or age, which Microsoft responsible AI principle is most directly relevant?
Question 18hardmultiple choice
Full question →A company deploys an AI system to screen job resumes. The system consistently rejects candidates from a certain university, but the company cannot determine which features led to the decision or how the model arrived at that outcome. Which Microsoft responsible AI principle is most directly violated?
Question 19hardmultiple choice
Full question →A company develops an autonomous vehicle AI system. The system was trained exclusively on data from sunny, dry weather conditions. When the vehicles are deployed in a region that experiences frequent snow and fog, the system fails to correctly identify obstacles, leading to safety risks. Which Microsoft responsible AI principle is most directly violated by this deployment?
Question 20easymultiple choice
Full question →A company plans to use an AI system to analyze employee email communications to identify patterns and improve productivity. The company is concerned about respecting employee boundaries and legal regulations. Which Microsoft responsible AI principle is most important to consider?
Watch out for
Common Scenario exam traps
- ▸Answering from memory before reading the full scenario.
- ▸Missing a constraint such as cost, availability, security, scope or command context.
- ▸Choosing a broad answer when the question asks for the most specific fix.
- ▸Ignoring why the wrong options are tempting.
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Focused Scenario sessions
Start a Scenario only practice session
Every question in these sessions is drawn from the Scenario domain — nothing else.
Related practice questions
Related AI-900 topic practice pages
Move into related areas when this topic feels solid.
Frequently asked questions
- What does the AI-900 exam test about Scenario?
- Scenario questions test whether you can apply the concept in context, not just recognise a definition.
- How should I use these practice questions?
- Select your answer before revealing the explanation. Then read why each option is right or wrong — this active recall approach builds retention far faster than re-reading notes.
- Can I practise just Scenario questions in a focused session?
- Yes — the session launcher on this page draws every question from the Scenario domain. Use a 10-question session first to gauge your baseline, then move to 20 or 30 once the weak spots are clear.
- Where can I practise other AI-900 topics?
- Use the topic links above to move to related areas, or go back to the AI-900 question bank to see all topics.
- Are these real exam questions or dumps?
- These are original practice questions written to test the same concepts the AI-900 exam covers. They are not copied from any real exam or dump site.
Track your progress
A free account saves results across sessions and highlights which topics need work.
Sign up freeExam traps to avoid
- ▸Answering from memory before reading the full scenario.
- ▸Missing a constraint such as cost, availability, security, scope or command context.
- ▸Choosing a broad answer when the question asks for the most specific fix.
- ▸Ignoring why the wrong options are tempting.