AI-901 Exam Details

  • Exam Code
    :AI-901
  • Exam Name
    :Microsoft Azure AI Fundamentals (Updated Version)
  • Certification
    :Microsoft Certifications
  • Vendor
    :Microsoft
  • Total Questions
    :70 Q&As
  • Last Updated
    :Jul 14, 2026

Microsoft AI-901 Online Questions & Answers

  • Question 1:

    You need to compare the costs of large language models (LLMs) for a generative AI solution.

    What should you use in the Microsoft Foundry portal?

    A. Evaluator catalog
    B. Model leaderboard
    C. Compliance
    D. Tools

  • Question 2:

    What are two purposes of instructions when prompting a generative AI model? Each correct answer presents part of the solution.

    NOTE: Each correct selection is worth one point.

    A. defines constraints on the model's responses
    B. defines the agent's role and behavior
    C. defines the Azure region where inference occurs
    D. selects which model to use
    E. defines the tokens per minute (TPM) allocation for the model

  • Question 3:

    HOTSPOT

    Your organization is reviewing an AI system to ensure that its predictions do not unfairly favor or disadvantage users from different demographic groups.

    Evaluating model outcomes across demographic groups to reduce bias is an example of which Microsoft Responsible AI principle?

    Select the answer that correctly completes the sentence.

  • Question 4:

    You are building an app that sends prompts to a model in Microsoft Foundry.

    What must exist before the app can call the model?

    A. a deployed model endpoint
    B. a sentiment analysis project
    C. a Content Understanding schema
    D. a speech synthesis voice

  • Question 5:

    You have a Microsoft Foundry project that contains a vision-enabled model deployment.

    You need to develop an application that sends a message containing text and an image URL. The solution must ensure the quickest response time.

    Which message structure should you include in the request?

    A. a user message that includes only a text item and sends an image item in a separate request
    B. a system message that includes both a text item and an image item in the content array
    C. a system message that includes only a text item and sends an image item in a separate request
    D. a user message that includes both a text item and an image item in the content array

  • Question 6:

    HOTSPOT

    Your organization uses Microsoft Foundry to evaluate the quality, safety, and performance of responses generated by generative AI models before releasing applications to production.

    For each of the following statements about evaluators in Microsoft Foundry, select Yes if the statement is true. Otherwise, select No.

    NOTE: Each correct selection is worth one point.

  • Question 7:

    You are sending an image to a vision-enabled model from an application.

    Which two input formats can be used to provide the image? Each correct answer presents part of the solution.

    NOTE: Each correct selection is worth one point.

    A. a publicly accessible image URL
    B. a token-per-minute quota value
    C. a base64 encoded image data string
    D. a text-only summary of the image
    E. a speech synthesis voice name

  • Question 8:

    You need to convert typed appointment reminders into natural-sounding audio for a phone notification system.

    Which Azure Speech in Foundry Tools capability should you use?

    A. speaker recognition
    B. speech translation
    C. speech recognition
    D. speech synthesis

  • Question 9:

    HOTSPOT

    Your organization is evaluating an AI system to ensure compliance with Microsoft Responsible AI principles.

    For each of the following statements about fairness in AI systems, select Yes if the statement is true.

    Otherwise, select No.

    NOTE: Each correct selection is worth one point.

  • Question 10:

    DRAG DROP

    Which Microsoft responsible AI principle is each task an example of?

    To answer, drag the appropriate principles to the correct tasks. Each principle may be used once, more than once, or not at all.

    NOTE: Each correct match is worth one point.

    Select and Place:

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