Free Microsoft AI-901 Practice Questions & Answers 2026 Part2 | Microsoft Azure AI Fundamentals

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? 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. Why the other options are incorrect: A . transcription workflow in Azure Speech is for converting audio to text, not invoice field extraction. B . OCR-only document processing can extract text but does not meet the requirement for structured fields and nested values by schema. D . Azure AI Search is for indexing and querying content, not defining invoice extraction schemas. Therefore, the correct answer is C. an analyzer in Azure Content Understanding in Foundry Tools.

You have a Microsoft Foundry project that contains a vision-enabled model deployment.You are developing an application that sends images to the model.You need to ensure that the model can analyze the images.In which two formats can you provide the images? Each correct answer presents part of the solution.NOTE: Each correct selection is worth one point.

You have an Azure subscription.You need to use Azure Content Understanding in Foundry Tools to extract structured data from invoices.What should you provision?

Which Azure AI Foundry Service can be used to identify documents that contain sensitive information?

You have a Microsoft Foundry project that contains a vision-enabled model deployment.You use the Azure OpenAI Responses API to send a prompt to the model.You need to provide an image for analysis.Which content item should you include in the request?

You need to convert written customer notifications into natural-sounding spoken audio that can be played over a phone system.Which Azure Speech in Foundry Tools capability should you use?

You are developing an application that analyzes voicemail recordings by using Azure Content Understanding in Foundry Tools. You need to extract a transcript and structured information from the recordings. Which type of analyzer should you use?

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? 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. Why the other options are incorrect: A . transcription workflow in Azure Speech is for converting audio to text, not invoice field extraction. B . OCR-only document processing can extract text but does not meet the requirement for structured fields and nested values by schema. D . Azure AI Search is for indexing and querying content, not defining invoice extraction schemas. Therefore, the correct answer is C. an analyzer in Azure Content Understanding in Foundry Tools.

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?

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.

You have a Microsoft Foundry project that contains a vision-enabled model deployment.You use the Azure OpenAI Responses API to send a prompt to the model.You need to provide an image for analysis.Which content item should you include in the request?

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?

You are developing an application that extracts fields from PDFs by using Azure Content Understanding in Foundry Tools.You need to use the Python SDK to submit a PDF for analysis and retrieve the extraction results.What should you do?

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?

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?

You are developing an application that processes voicemail recordings by using Azure Content Understanding in Foundry Tools. Which feature does Azure Content Understanding use to convert audio to text? Azure Content Understanding uses transcription to convert audio content, such as voicemail recordings, into text. Microsoft's Azure Content Understanding audio documentation states that transcription converts conversational audio into searchable and analyzable text-based transcripts. Option A. Voice Live is not the feature used by Content Understanding to convert voicemail recordings into text. Option B. key phrase extraction identifies important phrases after text is available; it is not the audio-to-text conversion step. Option D. optical character recognition (OCR) is for extracting text from images or documents, not audio. Therefore, the correct answer is C. transcription.

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?

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

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

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?

You are developing an AI-powered customer support application.Which task is an example of the Microsoft responsible AI principle of inclusiveness?

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?

You are creating an app to help employees write emails and reports based on user prompts.What should you use?

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.

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?