Microsoft Azure AI Fundamentals (AI-900) Exam Practice Questions & Study Guide 2026

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What is AI-900 — Microsoft Azure AI Fundamentals?

The AI-900 exam is a Microsoft certification that validates your skills and knowledge as a Microsoft Azure AI Fundamentals professional. Whether you're looking to advance your career, get a pay raise, or simply prove your Azure expertise — this certification is your next big step.

Passing AI-900 tells employers one thing — you know your stuff. And with the cloud industry growing faster than ever in 2026, Azure certified professionals are in higher demand than ever before.

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How hard is the AI-900 exam?

AI-900 is a challenging exam — but with the right preparation it's absolutely passable on your first attempt. Our practice tests are designed to match the exact difficulty level of the real exam so there are no surprises on exam day.

How many questions are in the AI-900 exam?

The AI-900 exam typically contains between 40 to 60 questions. Our practice tests cover all question types including multiple choice, drag and drop, and case studies.

Are 2026 practice questions updated?

Yes! Dumps4Azure’s practice questions are aligned with the latest 2026 exam objectives, ensuring your preparation is relevant.

How long should I study for AI-900?

Most professionals pass AI-900 after 2 to 4 weeks of focused preparation using our practice tests. The more consistently you practice, the faster you'll be ready.

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Microsoft AI-900 Sample Questions

Question 1

You have an Azure subscription that uses Azure OpenAI. You need to create an original image of a rural scene to use on a website. What should you do?

A. From Azure Al Foundry, deploy a GPT-3.5 Turbo model and provide instructions to create the image of the rural scene.
B. From Microsoft Bing, search the term "rural scene" and download the results.
C. From GitHub Copilot, provide instructions to create the image of the rural scene.
D. From Azure Al Foundry, deploy a DALL-E model, and provide instructions to create the rural scene.

Answer: D
Explanation:
Explanation
Azure OpenAI Service provides access to different AI models, each specialized for certain tasks:
GPT-3.5 / GPT-4 ? Text generation, chat, reasoning, code completion.
DALL-E ? Image generation from text prompts.
Since your requirement is to create an original image (not text), you need an image generation model. That’s exactly what DALL-E is designed for.
Option A (GPT-3.5 Turbo) is incorrect because GPT models generate text, not images.
Option B (Bing search) is incorrect because searching and downloading images does not create an original image; it only retrieves existing ones, which may have copyright issues.
Option C (GitHub Copilot) is incorrect because Copilot is a code assistant, not an image generation tool.
Option D (DALL-E) is correct because it allows you to generate original, AI-created images from prompts, which fits your scenario.

Question 2

Which Azure OpenAI model should you use to summarize the text from a document?

A. Whisper
B. DALL-E
C. Codex
D. GPT

Answer: D
Explanation
GPT models (like GPT?3.5 or GPT?4 in Azure OpenAI) are designed for natural language processing tasks, including:
Summarization of text
Translation
Question answering
Content generation
Whisper ? Used for speech-to-text transcription (audio ? text). Not suitable for summarizing documents.
DALL?E ? Used for image generation from text prompts. Not suitable for text summarization.
Codex ? Specialized for code generation and programming tasks. Not intended for summarizing general text.
GPT ? The correct choice because it can read and understand text, then produce a concise summary.

Question 3

What should you implement to prevent hateful responses from being returned by a generative Al solution?

A. abuse monitoring
B. content filtering
C. fine-tuning
D. prompt engineering

Answer: B
Explanation:
Content filtering is the mechanism used in Azure OpenAI to detect and block harmful, hateful, or unsafe outputs before they are returned to the user.
It works by scanning the generated response against safety categories (e.g., hate speech, violence, sexual content) and preventing unsafe content from being delivered.
? Why not the others?
A. Abuse monitoring ? Tracks usage patterns and detects misuse, but it doesn’t directly stop hateful responses from being generated.
C. Fine-tuning ? Customizes a model for specific tasks or domains, but it doesn’t guarantee prevention of harmful outputs.
D. Prompt engineering ? Helps guide the model toward desired behavior, but it’s not a reliable safeguard against hateful responses

Question 4

In which two scenarios can you use the Azure Al Document Intelligence service (formerly Form Recognizer)? Each correct answer presents a complete solution. NOTE: Each correct selection is worth one point.

A. Extract the invoice number from an invoice.
B. Identify the retailer from a receipt.
C. Find images of products in a catalog.
D. Translate a form from French to English.

Answer: A,B
Explanation
Azure AI Document Intelligence (formerly Form Recognizer) is designed to analyze and extract structured information from documents such as invoices, receipts, forms, and business cards.
A. Extract the invoice number from an invoice ? ? Correct. Document Intelligence can parse invoices and pull out key fields like invoice number, date, total, etc.
B. Identify the retailer from a receipt ? ? Correct. It can analyze receipts and extract merchant information, transaction details, and amounts.
C. Find images of products in a catalog ? ? Incorrect. Document Intelligence focuses on text and structured data extraction, not image recognition.
D. Translate a form from French to English ? ? Incorrect. Translation is handled by Azure Translator, not Document Intelligence.

Question 5

What should you use to identify similar faces in a set of images?

A. Azure Al Vision
B. Azure Al Custom Vision
C. Azure Al Language
D. Azure OpenAI Service

Answer: A
Explanation:
Azure AI Vision provides face detection and recognition capabilities, including:
Detecting faces in images.
Identifying and verifying whether two faces belong to the same person.
Finding similar faces across a set of images by comparing facial features.
B. Azure AI Custom Vision ? Used for training custom image classification or object detection models. It’s great for identifying custom objects (e.g., logos, products), but not for face similarity.
C. Azure AI Language ? Focused on text analysis (sentiment, translation, summarization, etc.), not images.
D. Azure OpenAI Service ? Provides GPT, DALL?E, Whisper, and Codex models for text, image generation, and speech-to-text, but not face recognition.

Question 6

Which feature of the Azure Al Language service should you use to automate the masking of names and phone numbers in text data?

A. Personally Identifiable Information (Pll) detection
B. entity linking
C. custom text classification
D. custom named entity recognition (NER)

Answer: A
Explanation:

Question 7

You ate building a Conversational Language Understanding model for an e-commerce business. You need to ensure that the model detects when utterances are outside the intended scope of the model. What should you do?

A. Export the model.
B. Create a new model.
C. Add utterances to the None intent.
D. Create a prebuilt task entity.

Answer: C
Explanation:

Question 8

Which two actions can you perform by using the Azure OpenAI DALL-E model? Each correct answer presents a complete solution. NOTE: Each correct answer is worth one point.

A. Create images.
B. Use optical character recognition (OCR).
C. Detect objects in images.
D. Modify images.
E. Generate captions for images.

Answer: A,D
Explanation:

Question 9

You need to convert handwritten notes into digital text. Which type of computer vision should you use?

A. optical character recognition (OCR)
B. object detection
C. image classification
D. facial detection

Answer: A

Question 10

What is a form of unsupervised machine learning?

A. multiclass classification
B. clustering
C. binary classification
D. regression

Answer: B
Explanation:

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AI-900 Dumps

Microsoft Azure AI Fundamentals (AI-900) Exam Practice Questions & Study Guide 2026

What is AI-900 — Microsoft Azure AI Fundamentals?

Everything You Need to Pass AI-900 — In One Place

Why Thousands of Professionals Choose Dumps4Azure for AI-900?

How hard is the AI-900 exam?

How many questions are in the AI-900 exam?

Are 2026 practice questions updated?

How long should I study for AI-900?

Do you offer a free demo for AI-900?

What if I fail AI-900 after using your material?

Dump4Azure Exam Package – PDF vs Testing Engine

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