About the Exam

This advanced Microsoft exam is aimed at solution architects and technical leaders who design AI-driven business solutions on Microsoft platforms. It covers planning, designing, and deploying AI-powered business solutions, including architecture choices around integration, scalability, security, and responsible AI. Passing demonstrates you can architect enterprise AI solutions using Microsoft business applications, Power Platform, Copilot Studio, and Foundry tools.

Exam Topics

  • Plan AI-powered business solutions25–30%
  • Design AI-powered business solutions25–30%
  • Deploy AI-powered business solutions40–45%

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  3. Learn Mode — Spaced repetition schedules questions you struggle with for long-term retention.

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Last updated August 10, 2026 at 3:56 PM

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QuestionQ1

Deploy AI-powered business solutions

A company has had a Microsoft Copilot Studio agent in production for three months, and it has received positive user feedback.

You need to identify the number of questions the agent did not answer and the number of sessions between users and the agent that were abandoned.

Which Copilot Studio insights should you use? Each insight may be used once, more than once, or not at all.

Drag & Drop
Conversation outcomes
Generated answer rate and quality
Reactions
Survey results
The number of unanswered questions:
The number of abandoned sessions:
Explanation

Generated answer rate and quality tracks answered and unanswered queries. Conversation outcomes records the result of each session, including abandoned sessions.

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QuestionQ2

Design AI-powered business solutions

A company uses Microsoft Copilot Studio agents.

The company plans to deploy custom connectors across development, test, and production environments.

You need to design an application lifecycle management (ALM) process that ensures consistency and prevents direct editing in production.

Which two actions should you include in the design? Each correct answer presents part of the solution.

NOTE: Each correct selection is worth one point.

Choose two
  • A Deploy managed solutions to production.
  • B Deploy unmanaged solutions to production.
  • C Manually rebuild the agents in each environment.
  • D Move the agents between the environments by using data export and import.
  • E Include agents and connectors in a solution.
Explanation

Managed solutions are intended for production deployment and help prevent direct changes to deployed components. Power Platform solutions package components for transport between environments and can include custom connectors; Copilot Studio agents are managed and deployed across environments by using solutions.

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QuestionQ3

Design AI-powered business solutions

A company uses a Microsoft Copilot Studio agent for customer support.

You are reviewing and validating these prompts:

  • A prompt instructing the agent to “help the customer as best you can”
  • A prompt that retrieves product information from a knowledge base

You must ensure the agent provides consistent, accurate responses. What should you do for each prompt?

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QuestionQ4

Plan AI-powered business solutions

A company has Microsoft Foundry agents that generate responses by using Azure OpenAI resources. The agents are deployed in both the United States and Europe.

A company mandate requires that the agents and their grounding data comply with data-residency and data-movement regulations.

You need to recommend a governance solution for the agents.

What should you include in the recommendation?

  • A Microsoft Defender for Cloud
  • B Azure Policy
  • C Azure Monitor
  • D Microsoft Purview
Explanation

Microsoft Purview provides data-governance and compliance controls for Microsoft Foundry agents, including data classification, sensitivity labels, data loss prevention, and compliance management for AI interactions. These capabilities help govern grounding data and its regulated handling across regional deployments.

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QuestionQ5

Design AI-powered business solutions

Which tool should be used for the prospect-communication requirements in Dynamics 365 Sales?

  • A Azure AI Search
  • B Copilot email assist
  • C the Voice template Microsoft Copilot Studio
  • D Deep Research in Microsoft Foundry Agent Service
Explanation

Copilot email assist helps Dynamics 365 Sales sellers compose customer-specific email content and is supported for lead and opportunity records through Dynamics 365 email, directly enabling faster prospect correspondence.

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