Best Microsoft AI-901 exam questions and answers

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Microsoft AI-901 Exam Overview:

Certification Vendor:	Microsoft
Exam Name:	Microsoft Azure AI Fundamentals
Exam Number:	AI-901
Passing Score:	700
Exam Duration:	60 minutes
Exam Price:	$99 USD
Exam Format:	Multiple select, Case studies, Multiple choice
Available Languages:	Indonesian (Indonesia), Italian, Russian, Japanese, English, Arabic (Saudi Arabia), Chinese (Traditional), Spanish, French, German, Korean, Portuguese (Brazil), Chinese (Simplified)
Real Exam Qty:	30-40
Certificate Validity Period:	Lifetime
Recommended Training:	Microsoft Learn: AI concepts for developers and technology professionals Microsoft Learn: Get started with Microsoft Foundry
Exam Registration:	Microsoft Certification Exam Registration Pearson VUE Scheduling
Sample Questions:	Microsoft AI-901 Sample Questions
Exam Way:	Online proctored or onsite at Pearson VUE test centers
Pre Condition:	No required prerequisites; basic understanding of cloud computing and familiarity with Python syntax recommended
Official Syllabus URL:	https://learn.microsoft.com/en-us/credentials/certifications/exams/ai-901/

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Microsoft AI-901 Exam Syllabus Topics:

Topic	Details
Topic 1	Identify AI concepts and capabilities: This domain covers the foundational knowledge of AI from ethical principles and responsible design to understanding how AI models work and what kinds of tasks they can perform. It also explores the full range of AI workloads including generative AI, computer vision, speech, and information extraction.
Topic 2	Implement AI solutions by using Microsoft Foundry: This domain is hands-on and focuses on building and deploying AI solutions using the Microsoft Foundry platform and its associated tools. It spans generative AI apps, text and speech processing, computer vision, and document intelligence all implemented through the Foundry portal and SDK.

Microsoft Azure AI Fundamentals Sample Questions (Q115-Q120):

NEW QUESTION # 115
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?

A. an optical character recognition (OCR)-only document processing pipeline
B. a transcription workflow in Azure Speech in Foundry Tools
C. an Azure AI Search service
D. an analyzer in Azure Content Understanding in Foundry Tools

Answer: D

Explanation:
The requirement is to extract structured fields, including nested values, from invoices by using a defined schema. In Azure Content Understanding, an analyzer is the processing unit that defines how content is analyzed, what information is extracted, and how the output is structured, including JSON fields.
Microsoft's Content Understanding document solutions documentation states that Content Understanding uses customizable analyzers to extract essential information, fields, and relationships from documents and forms. Microsoft's quickstart also shows invoice processing with the prebuilt- invoice analyzer to extract structured data from an invoice document.

NEW QUESTION # 116
You have a Microsoft Foundry project that contains an agent named Agent1.
You need to ensure that Agent1 always calls an Azure function when the agent responds to user input.
To what should you set tool_choice for Agent1?

A. required
B. auto
C. none

Answer: A

Explanation:
Microsoft's Foundry Agent Service documentation states that tool_choice provides deterministic control over tool calling:
auto means the model decides whether to call tools.
required means the model must call one or more tools.
none means the model does not call tools.
Therefore:
A . auto = Incorrect, because the model may or may not call the Azure function.
B . none = Incorrect, because this prevents tool/function calls.
C . required = Correct, because it forces the agent to call a tool.
The Azure OpenAI function-calling documentation also confirms that tool_choice="auto" lets the model decide whether to call a function, while tool_choice="none" forces a user-facing response without a tool call.

NEW QUESTION # 117
Hotspot Question
Select the answer that correctly complete the sentence.

Answer:

Explanation:

NEW QUESTION # 118
You are developing a lightweight application that will call an agent programmatically by using the Microsoft Foundry SDK. You need to identify the agent ID. What should you do?

A. the Foundry portal, copy the project name.
B. In the model catalog, open the model card and copy the model family name.
C. In the Foundry playground, select Code, and view the .env variables.
D. In the Foundry tool catalog, copy the tool name used by the agent.

Answer: C

Explanation:
When calling a Foundry agent programmatically by using the Microsoft Foundry SDK, the application needs the agent's configuration values, including the agent ID . The Foundry playground provides a Code view that shows sample application code and environment variables needed to call the agent.
The other options are incorrect:
A). copy the tool name used by the agent identifies a tool, not the agent.
B). copy the model family name identifies the model family, not the agent instance.
C). copy the project name identifies the project, not the specific agent ID.

NEW QUESTION # 119
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?

A. temperature
B. max completion tokens
C. system instructions
D. tokens per minute (TPM)

Answer: C

Explanation:
To create an AI agent that follows a specific role and behavior, you configure system instructions.
Microsoft Foundry Agent Service documentation states that agent instructions define goals, constraints, and behavior.

NEW QUESTION # 120
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