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  1. Home
  2. Microsoft Certification
  3. AI-901 Exam
  4. Microsoft.AI-901.v2026-07-30.q67 Dumps
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Question 16

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?

Correct Answer: D
To compare the costs, capabilities, and performance of large language models (LLMs) in the Foundry portal, you should use the Model leaderboard.
Why Use the Model Leaderboard
The leaderboard allows you to:
Compare models side-by-side: Evaluate multiple LLMs simultaneously for trade-offs regarding estimated costs, throughput, safety, and quality.
Make informed decisions: Select the most cost-effective model for specific workloads before committing to deployments, reducing the risk of expensive errors or overspending.
Reference:
https://learn.microsoft.com/en-us/azure/foundry/concepts/manage-costs
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Question 17

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?

Correct Answer: B
The requirement is to convert written customer notifications into natural-sounding spoken audio. This is speech synthesis, also known as text to speech.
Microsoft's Azure Speech documentation describes text to speech as a capability that converts text into natural-sounding synthesized speech. Therefore, for playing written notifications over a phone system, the correct Azure Speech capability is speech synthesis.
Why the other options are incorrect:
A . speaker recognition identifies or verifies speakers by voice.
C . speech recognition converts spoken audio into text.
D . speech translation translates spoken audio between languages.
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Question 18

Hotspot Question
You are developing an application that converts text into spoken audio and saves the synthesized audio to a file by using Azure Speech in Foundry Tools.
How should you complete the Python code? To answer, select the appropriate option in the answer area.
NOTE: Each correct selection is worth one point.

Correct Answer:
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Question 19

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?

Correct Answer: A
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Question 20

Hotspot Question
Select the answer that correctly completes the sentence.

Correct Answer:
insert code
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