dc dotCreds
Microsoft Azure AI Fundamentals (AI-901)

AI-901 Practice Test

Work through a fresh 10-question AI-901 set every day from the same verified live bank used by the app, with exact source links and a countdown to the next rotation.

10 Free Daily Questions Source-backed Explanations 220 Verified Questions

Questions updated at Jul 18, 2026, 1:30 PM CDT

Start Daily Practice Open Dashboard
Go Pro - One Time Unlock

Unlock the full AI-901 bank

220 verified questions Exam Mode Practice Mode Detailed explanations Weak-area review No subscription - one-time unlock

Get the complete source-backed bank with Interview Questions, the full Study Guide, full Course Notes, detailed explanations, weak-area review, and exam-style practice.

Interview Questions Full Study Guide Full Course Notes Exam Mode Practice Mode Guided Course Detailed explanations Weak-area review No subscription
$2.99 One-time payment
See bundle and PDF options

We will confirm your site email in one quick checkout step.

Why DotCreds?

Practice with explanations that teach.

Source links for every answer Every wrong answer explained Guided Course included Practice and Exam Mode Weak-area tracking Same verified bank on web and iPhone

What you get with free practice

10 Free Questions Daily Fresh set every day from the live bank
Detailed Explanations Learn with clear source-backed answers
Track Your Progress Daily history and performance insights
Upgrade Anytime Unlock the full bank when you are ready
Free AI-901 practice questions

The website gives you a real daily 10-question AI-901 set with explanations and source links. If you want the full bank, weak-domain targeting, readiness tracking, and longer tests, use the app.

Today’s Set
10 questions
Rotates at 10:00 AM local time
Progress
0/10
Answered on this page
Accuracy
0%
Loading countdown…

220 verified questions are in the live bank. Free daily questions are selected from a rotating sample set. Unlock Pro to access the full question bank.

Preparing today’s free questions... Ordering the final locked-bank set before showing the practice cards.
Question 1 of 10
Objective 3.3 Describe computer vision and language workloads on Azure

Your company is conducting a series of remote interviews and needs to automatically generate transcripts that clearly identify which interviewer is speaking at any given time. Which Azure AI service feature is required to achieve this?

Concept tested:
Source:Speech to Text Overview - Speech Service
Question 2 of 10
Objective 5.1 Describe AI governance, security, and operations

Your company is deploying a Retrieval Augmented Generation (RAG) system to provide customer support. During testing, you discover that a document retrieved by the system contains a hidden instruction that causes the model to bypass its safety filters. What type of security risk does this represent?

Concept tested:
Question 3 of 10
Objective 2.1 Describe machine learning fundamentals

A model groups unlabeled data points by similarity. Which machine learning task is being performed?

Concept tested:
Question 4 of 10
Objective 1.1 Describe AI workloads and considerations

A product allows user prompts and AI-generated responses that may include harmful text or images. Which Foundry Tool should screen that content?

Concept tested:
Question 5 of 10
Objective 4.3 Describe generative AI fundamentals

In a RAG system, what is the direct purpose of vector search?

Concept tested:
Question 6 of 10
Objective 1.2 Describe AI workloads and considerations

Which responsible AI principle focuses on preventing discriminatory outcomes for people from different backgrounds?

Concept tested:
Question 7 of 10
Objective 4.1 Describe generative AI fundamentals

A team adds product details and policy excerpts to a prompt before asking a generative AI model to write a response. Why add that context?

Concept tested:
Question 8 of 10
Objective 5.2 Describe responsible AI principles

A team is designing an AI program and wants governance practices that address fairness, transparency, and accountability. Which action fits responsible AI?

Concept tested:
Question 9 of 10
Objective 3.1 Describe computer vision and language workloads on Azure

A mobile app needs to generate captions, tags, and detected objects from user-uploaded photos without training a custom model. Which Azure service should the app call?

Concept tested:
Question 10 of 10
Objective 5.3 Describe AI governance, security, and operations

A chatbot should access only the customer information required for its assigned task. Which security control supports that least-privilege design?

Concept tested:
Locked preview

You are viewing today’s free 10. Unlock 210 more questions.

Unlock full bank
Daily sample Rotating practice Free daily questions are selected from a rotating sample set.
Pro bank Full access Unlock Pro to access the full question bank, Exam Mode, Practice Mode, and random tests.
AI-901 Pro $2.99 one-time

Best if you only need this one certification and want the lower fundamentals price.

50 Exam Practice Test $1.99 one-time

A 50-question AI-901 PDF for short review sessions. Questions come first, then the answer review and explanations later in the file.

Microsoft AI Bundle $9.99 one-time

Microsoft AI fundamentals, Azure AI engineering, agents, and MLOps practice. Best for learners building toward AI engineer roles.

What’s includedAI-901, AI-102, AI-103, AI-300
Azure AI Bundle $9.99 one-time

Best if you are working across Azure AI fundamentals, apps and agents, Copilot admin, implementation, and engineering practice together.

What’s includedAI-901, AB-900, AI-102, AI-103, AI-300
Microsoft Access $6.99/month

Unlock Microsoft, Azure, Power Platform, Copilot, and AI practice exams.

Why it fitsUnlock Microsoft, Azure, Power Platform, Copilot, and AI practice exams, Includes current and future Microsoft practice banks on dotCreds, Best for learners taking more than one Microsoft exam, PDF downloads sold separately where available

Choose an unlock option to continue. We will confirm your site email in one quick checkout step.

Secure checkout powered by Stripe. Source-backed questions. Not brain dumps. Checkout stays on this page and unlocks the same Pro builder on this practice page.
Already Pro? Open dashboard

Purchase options

Unlock the full AI-901 bank.

Get the full bank, Exam Mode, Practice Mode, question sets, random tests, readiness tracking, saved box scores, and review tools for this exam.

The PDF versions keep questions first and move the answer review, explanations, and distractor notes to the back of the file.

220 verified exam-style questions Every choice explained Exam Mode and Practice Mode Question sets and random tests Readiness score and trends Previous test box scores

You've answered 0/10 questions in today's set.

Locked: 210 more questions in the full bank.

Locked: exam simulation mode, practice mode, readiness tracking, and saved review history.

Checkout stays on this page, so you can keep practicing, unlock the full bank, and start Exam Mode or Practice Mode when you are ready.

Cheat Sheets

7-day score keeper

Answer questions today and this will become a rolling 7-day scorecard.

Local history
Optional progress sync

Keep today’s practice moving

Guest progress saves automatically on this device. Add an email later when you want a magic link that keeps your daily AI-901 practice in sync across browsers.

Guest progress saves on this device automatically

Guest progress is available without an account.

Official exam resources

Use these official Microsoft resources alongside the daily practice set. They cover the provider's own exam page, study guide, or prep material.

Certification page Microsoft Certified: Azure AI Fundamentals Microsoft Learn course Course AI-901T00-A: Introduction to AI in Azure Learning path Azure AI Fundamentals learning path

Need adjacent Microsoft practice pages too? Microsoft practice hub.

Source-backed answer review

The free daily AI-901 set includes crawlable question text, answer choices, correct answer labels, objective mapping, and source links. Only the first SEO card includes answer explanations and any extra learning features. Pro-only bank questions stay locked; this section mirrors only the 10 free daily questions already shown on this page.

Question 1 Your company is conducting a series of remote interviews and needs to automatically generate transcripts that clearly identify which interviewer is speaking at any given time. Which Azure AI service feature is required to achieve this?

Answer choices

  1. A. Custom Speech
  2. B. Speech Translation
  3. C. Speaker Diarization
  4. D. Speech Synthesis

Correct answer

Speaker Diarization

Speaker diarization identifies and labels different speakers in an audio recording. Custom Speech allows for custom acoustic and language models. Speech Translation translates spoken audio from one language to another. Speech Synthesis generates synthetic speech.

Wrong-answer review

  • A. Custom Speech: Custom Speech is used to create custom speech models, not to identify speakers.
  • B. Speech Translation: Speech Translation converts speech from one language to another, not to identify speakers.
  • D. Speech Synthesis: Speech Synthesis generates synthetic speech, not to identify speakers.

Extra learning features

Interview question

Q: Imagine we're analyzing recordings of internal team meetings to understand who is speaking during different segments. What Azure service would help us accomplish this? Strong answer: To identify individual speakers in meeting recordings, we'd need to use speaker diarization within Azure Speech Service. It's a specialized feature that separates audio segments based on who's speaking. The accuracy depends on audio quality and the distinctiveness of each speaker's voice. We'd need to evaluate the results and potentially fine-tune the model if necessary.

  • Understanding of speaker diarization and its purpose
  • Awareness of factors affecting accuracy (audio quality, voice distinctiveness)
  • Ability to articulate the limitations of the technology

Caution: Just stating 'use Azure Speech Service' without understanding the specific feature of speaker diarization. Candidates who don't acknowledge the limitations of the technology are missing a key aspect.

Why this matters

Incorrectly choosing a speech capability can lead to inaccurate transcripts and wasted resources. Understanding speaker diarization’s specific function helps ensure the transcript accurately reflects who said what, avoiding downstream errors.

Objective/domain: Describe computer vision and language workloads on Azure

Source: Speech to Text Overview - Speech Service

Question 2 Your company is deploying a Retrieval Augmented Generation (RAG) system to provide customer support. During testing, you discover that a document retrieved by the system contains a hidden instruction that causes the model to bypass its safety filters. What type of security risk does this represent?

Answer choices

  1. A. A direct prompt injection attack
  2. B. An indirect prompt injection attack
  3. C. A denial-of-service vulnerability
  4. D. A data exfiltration risk

Correct answer

An indirect prompt injection attack

Objective/domain: Describe AI governance, security, and operations

Source: Content filtering for Microsoft Foundry Models

Question 3 A model groups unlabeled data points by similarity. Which machine learning task is being performed?

Answer choices

  1. A. Clustering
  2. B. Regression
  3. C. Reinforcement Learning
  4. D. Classification

Correct answer

Clustering

Objective/domain: Describe machine learning fundamentals

Source: Clustering

Question 4 A product allows user prompts and AI-generated responses that may include harmful text or images. Which Foundry Tool should screen that content?

Answer choices

  1. A. Azure AI Content Safety
  2. B. Azure Document Intelligence
  3. C. Azure AI Search
  4. D. Azure Machine Learning AutoML

Correct answer

Azure AI Content Safety

Objective/domain: Describe AI workloads and considerations

Source: What is Azure AI Content Safety?

Question 5 In a RAG system, what is the direct purpose of vector search?

Answer choices

  1. A. To ensure data privacy
  2. B. To store and manage data efficiently
  3. C. To retrieve relevant information quickly
  4. D. To enhance the quality of generated content

Correct answer

To retrieve relevant information quickly

Objective/domain: Describe generative AI fundamentals

Source: Design and Develop a RAG Solution

Question 6 Which responsible AI principle focuses on preventing discriminatory outcomes for people from different backgrounds?

Answer choices

  1. A. Inclusiveness
  2. B. Reliability and safety
  3. C. Fairness
  4. D. Privacy and security

Correct answer

Fairness

Objective/domain: Describe AI workloads and considerations

Source: Identify guiding principles for responsible AI

Question 7 A team adds product details and policy excerpts to a prompt before asking a generative AI model to write a response. Why add that context?

Answer choices

  1. A. To store historical data for analysis
  2. B. To limit the amount of text the model can generate at once
  3. C. To provide additional information to improve the quality of generated text
  4. D. To define the geographical location where the model operates

Correct answer

To provide additional information to improve the quality of generated text

Objective/domain: Describe generative AI fundamentals

Source: Key concepts and considerations in generative AI

Question 8 A team is designing an AI program and wants governance practices that address fairness, transparency, and accountability. Which action fits responsible AI?

Answer choices

  1. A. Implementing a framework that emphasizes fairness, transparency, and accountability
  2. B. Focusing solely on maximizing model accuracy and minimizing processing time
  3. C. Utilizing unsupervised learning techniques to identify hidden patterns in applicant data
  4. D. Generating synthetic data to augment the training dataset and improve model performance

Correct answer

Implementing a framework that emphasizes fairness, transparency, and accountability

Objective/domain: Describe responsible AI principles

Source: Design responsible AI security, governance, risk management, and compliance

Question 9 A mobile app needs to generate captions, tags, and detected objects from user-uploaded photos without training a custom model. Which Azure service should the app call?

Answer choices

  1. A. Azure AI Language
  2. B. Azure Machine Learning
  3. C. Azure AI Vision
  4. D. Azure Cosmos DB

Correct answer

Azure AI Vision

Objective/domain: Describe computer vision and language workloads on Azure

Source: What is Image Analysis?

Question 10 A chatbot should access only the customer information required for its assigned task. Which security control supports that least-privilege design?

Answer choices

  1. A. Ensure that the chatbot has access to all customer data without restrictions to improve performance
  2. B. Implement role-based access controls (RBAC) to limit the chatbot's access to only necessary customer information
  3. C. Use unsecured networks to reduce costs while minimizing data exposure risks
  4. D. Disable logging of user interactions to prevent any potential breach of privacy

Correct answer

Implement role-based access controls (RBAC) to limit the chatbot's access to only necessary customer information

Objective/domain: Describe AI governance, security, and operations

Source: Azure Security Center - Access Control

Where to go after the daily web set

How are AI-901 questions generated?

dotCreds builds AI-901 practice questions from public exam objectives and Microsoft Learn and exam-objective references. The questions are written for realistic study practice, not copied from exam dumps.

How are explanations sourced?

Each question includes an explanation and, when available, a source link back to the provider documentation or reference used to validate the answer. That keeps the practice tied to study material you can actually review.

What score do I get?

The page tracks today's answered count and accuracy for the 10-question daily set, then saves a 7-day score history on this device so you can see your recent practice trend.

Why use this site?

The site is the fastest way to start AI-901 practice without installing anything. It is built for daily recall, quick weak-topic discovery, and source-backed explanations you can review immediately.

More Microsoft practice tests

If you're studying adjacent Microsoft certs, these pages use the same daily-question format with source-backed explanations.

AI-300 Practice Test AZ-900 Practice Test AB-900 Practice Test AB-730 Practice Test
Related GH-600 resources

If you are moving from AI fundamentals into applied agentic development, explore these GH-600 exam resources:

GH-600 Practice Test GH-600 Career Guide AI-901 vs GH-600 Comparison GH-600 Skills Roadmap GitHub Certification Hub