Microsoft AI-901 Exam Practice Questions, practice question pack
MICROSOFT · AI-901

Microsoft AI-901 Exam Practice Questions

128 questionsPDF by emailUpdated September 2026

US$39

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Three of the 128 questions in this pack

Question 1

You are using the Azure Speech SDK to develop a Python application that supports real- time spoken conversations.

Which Azure Speech class should you use to configure the connection to the Azure Speech service?

  1. AudioOutputConfig
  2. SpeechSynthesizer
  3. AudioConfig
  4. SpeechConfig
Show answer and explanation

Correct answer: D. SpeechConfig

SpeechConfig is the correct class to configure the connection parameters to the Azure Speech service, including subscription key, region, and authentication details. It establishes the foundational connection settings needed before creating speech recognizers or synthesizers.

Why the other options are wrong

  • A. AudioOutputConfig specifies output audio settings but does not configure the connection to the Azure Speech service itself.
  • B. SpeechSynthesizer is used for text-to-speech synthesis after the connection is already configured.
  • C. AudioConfig handles input/output audio device configuration, not service connection setup.

Question 2

You need to create an AI agent in Microsoft Foundry that follows a specific role and behavior when responding to users.

What should you configure?

  1. system instructions
  2. temperature
  3. tokens per minute (TPM)
  4. max completion tokens
Show answer and explanation

Correct answer: A. system instructions

System instructions define the specific role, persona, and behavioral guidelines that an AI agent follows when responding to users. These instructions shape how the agent interprets requests and generates responses aligned with desired conduct.

Why the other options are wrong

  • B. Temperature controls response randomness and creativity, not the agent's role or behavior definition.
  • C. Tokens per minute (TPM) is a rate-limiting parameter for API usage, not behavioral configuration.
  • D. Max completion tokens limits response length but does not define role or behavior.

Question 3

You are developing a web app that processes invoices to calculate expenses.

You need to extract structured fields, including nested values, from the invoices by using a defined schema.

What should you use?

  1. an optical character recognition (OCR)-only document processing pipeline
  2. a transcription workflow in Azure Speech in Foundry Tools
  3. an analyzer in Azure Content Understanding in Foundry Tools
  4. an Azure AI Search service
Show answer and explanation

Correct answer: C. an analyzer in Azure Content Understanding in Foundry Tools

Foundry Tools An analyzer in Azure Content Understanding in Foundry Tools is designed to extract structured fields, including nested values, from documents using a defined schema. This tool supports sophisticated document processing with schema-driven extraction.

Why the other options are wrong

  • A. OCR-only pipelines extract text but cannot structure data according to a schema or handle nested values.
  • B. Azure Speech transcription workflows are designed for audio-to-text conversion, not document field extraction.
  • D. Azure AI Search is a search and retrieval service, not a document structure extraction tool.

See all 10 free questions Get the full pack, US$39

128 practice questions for Microsoft Certified: Azure AI Fundamentals (AI-901), with full explanations.

Every question comes with the correct answer, the reasoning behind it, and a short note on why each wrong option is wrong. Work through it once with the answers, then again with the questions-only copy under exam conditions.

  • 128 questions mapped to the AI-901 exam objectives
  • Answers and explanations for every question, including the wrong options
  • A questions-only PDF for timed practice runs
  • Instant delivery by email the moment you check out
  • Free monthly updates for as long as the exam is live
  • Pass or your money back

An AI-901 attempt costs US$99 in the US. This pack is US$39, paid once.

Try 10 questions free before you buy.

Last updated September 2026 · 128 questions

What makes the AI-901 hard

AI-901 is the exam that replaces AI-900, with skills measured as of 15 April 2026. The certification name is the same; the exam is very different.

AI-900 was a concepts exam that could be passed without opening a portal. AI-901 is 55 to 60% implementing AI solutions with Microsoft Foundry: deploying a model in the Foundry portal, building a lightweight chat client with the Foundry SDK, creating and testing a single-agent solution, responding to spoken prompts with a multimodal model, interpreting and generating images, and pulling information out of documents, images, audio and video with Content Understanding. Microsoft’s own audience profile now expects Python syntax and familiarity with Azure resources. Candidates studying from an AI-900 course will recognise the responsible AI principles and workload definitions, and then hit a wall on the second half.

Because the exam is only a few months old, there is very little in circulation. This pack has 128 practice questions for the AI-901.

About the exam

AI-901 leads to Microsoft Certified: Azure AI Fundamentals. It covers AI concepts, responsible AI, model selection and deployment, and building lightweight generative AI, agent, speech, vision and information-extraction solutions with Microsoft Foundry. Fundamentals level, no prerequisites, and the certification does not expire.

Exam domains

  • Identify AI concepts and capabilities: 40 to 45%
  • Implement AI solutions by using Microsoft Foundry: 55 to 60%

Around 40 to 60 questions, 45 minutes, pass mark 700 out of 1000, US$99 in the US, priced by local currency elsewhere, online proctored or test centre.

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Questions before you buy

What do I get when I buy the Microsoft AI-901 pack?

128 practice questions as a PDF, each with the correct answer, a full explanation and a note on why the other options are wrong, plus a separate questions-only PDF for timed practice.

How quickly do I receive it?

Your PDF is prepared and sent to your email address after checkout, and you get a confirmation as soon as it is on its way.

Is there a free sample?

Yes. Ten questions from this pack, with answers and explanations, are free on this page and as a PDF, so you can judge the quality before you pay.

Are updates included?

Yes. The pack is updated every month for as long as the exam is live, and updates are free for everyone who has bought it.

What if I fail the exam?

We refund the pack. Sit the exam 7 to 30 days after buying, then send your official score report within 7 days of the exam date, as set out in the refund policy.

Can I share it with colleagues?

Each purchase is licensed to one person. For a team, school or training organisation, email support@certstash.com for a licence that fits.

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