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NEW QUESTION # 71
A company has an Al agent that automates the review of customer feedback stored in a cloud database.
You plan to generate monthly reports from the agent's output to provide insights into customer sentiment and guide product development and marketing.
You need to ensure that the data ingested by the agent is clean and suitable for the intended use.
What should you do to prepare the data?
Answer: B
Explanation:
The requirement is to make sure the data ingested by the agent is clean and suitable for the intended use, which is producing monthly sentiment insights to guide product development and marketing.
The best answer is C. Identify and address biased data.
Why C is correct:
For sentiment analysis and reporting, biased data can distort conclusions and produce misleading recommendations Data preparation should include checking for skew, unfair representation, missing segments, and other quality issues that affect downstream decisions This aligns with responsible AI and sound analytics practice
NEW QUESTION # 72
Case Study 2 - Contoso, Ltd
Overview
Contoso, Ltd. is a high-tech manufacturing company that uses Microsoft Dynamics 365 Finance.
Dynamics 365 Supply Chain Management, and Dynamics 365 Commerce for its North American operations. The company designs and develops innovative products that have many patents and proprietary technologies. The patents and engineering designs are closely guarded secrets.
Contoso executives want to integrate and adopt AI solutions to help scale the company in preparation for an anticipated period of rapid growth.
The company has multiple legal entities and Azure subscriptions that will be used in the adopted AI solutions.
Requirements
AI Adoption
The following executives will have specific responsibilities in the overall AI adoption:
- Chief Technology Officer (CTO): Select one Dynamics 365 Finance,
Dynamics 365 Supply Chain Management or Dynamics 365 Commerce prebuilt
AI agent and one custom Microsoft Copilot Studio AI agent to prioritize and deploy during the initial AI adoption phase.
- Chief Information Officer (CIO): Ensure that appropriate security
labels are assigned to the data used by the AI agents.
- Chief Financial Officer (CFO): Analyze the return on investment (ROI) for the AI agents being deployed.
- Chief Information Security Officer (CISO): Discover and inventory AI
resources for auditing.
- Chief Executive Officer (CEO): Ensure that all solutions adhere to
industry-standard responsible AI practices.
All AI initiatives and agents will have a detailed business use case, a defined audience profile, and an estimated ROI that will compare the cost savings of the current process against the estimated costs of using the new AI solutions.
The company's research and development (R&D) department already has a custom Model Context Protocol (MCP) server that contains comprehensive product specifications and compliance data.
Prebuilt AI Agent
The CTO has NOT yet selected which prebuilt AI agent to use in Dynamics 365 Supply Chain Management. The CTO wants to view available agent templates to identify which agent will add the most business value.
Depending on which high-priority AI agents are identified, its agent capabilities must be previewed in a discovery meeting with the relevant business operation stakeholders.
Custom AI Agent
Contoso has identified the following custom AI agent requirements:
- The custom AI agent will use data from Dynamics 365 Supply Chain
Management to answer questions for the manufacturing team as a low-code solution.
- The custom AI agent will be accessible from within Microsoft Teams.
- The custom AI agent must be designed to eventually connect to other
agents that can be selected based on their description.
- The topics used in the custom AI agent will be selected based NOT on
a trigger phrase, but on a description of the purpose of the query, to
make the interactions more conversational.
- The custom AI agent must be able to answer questions about product
specifications by using existing technologies. The product
specifications are maintained by the R&D department.
- The custom AI agent must be integrated with and accessible from
Dynamics 365 Supply Chain Management.
- The custom AI agent must be able to use Dynamics 365 Supply Chain
Management business logic that is stored outside of the application.
Analysis, Reporting, and Troubleshooting
Contoso has identified the following analysis, reporting, and troubleshooting requirements:
- The CISO will audit all the AI solutions monthly for compliance and
security.
- The CFO will analyze all the AI solutions quarterly to compare the
estimated ROI against actual measured efficiencies and adoption. The
CFO will use the Copilot Studio agent usage estimator to perform this
analysis.
- The CISO wants to identify how much sensitive data was accessed for a given AI agent run and who accessed the data. Too much sensitive data accessed by a single user might indicate a high security risk.
- The CTO wants to track user feedback on the quality of the AI agent
responses during user interactions with the agents. Consistently poor
feedback will trigger an escalated reengineering discussion.
- The CEO wants a quarterly assessment of all the required metrics for
their specific responsibilities. The tools used for the assessments
must be Microsoft-recommended and must verify reliability,
interpretability, fairness, and compliance.
- The CFO wants to identify how many interactions with the AI agents
are abandoned on a given day as compared to resolved conversations. Too many abandoned sessions might indicate that Copilot Studio credits are being used inefficiently by end users.
Hotspot Question
What should you include in the custom AI agent design to meet the R&D product specifications and the compliance information requirements? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
NEW QUESTION # 73
A company uses Microsoft Dynamics 365 finance and operations apps.
The company plans to use Microsoft Copilot in-app help and guidance to generate responses for internal business processes.
You need to add an additional knowledge source for the business processes. The solution must NOT add new topics to the Copilot agent for the finance and operations apps.
Which knowledge source should you add?
Answer: A
Explanation:
Comprehensive and Detailed Explanation From Agentic AI Business Solutions Topics:
The correct answer is D. a file upload.
In this scenario, the company is using Microsoft Copilot in-app help and guidance in Dynamics 365 finance and operations apps and wants to extend the business-process knowledge available to Copilot without creating new topics.
That requirement matters because the solution is not asking for topic authoring or dialog design. It is asking for an additional knowledge source that Copilot can use directly for response generation.
A file upload is the correct choice because this approach allows you to provide business-process documentation directly as knowledge content for Copilot to reference, without requiring the creation of new conversational topics. This is especially useful for internal process guides, SOPs, policy documents, and operational instructions that already exist in document form.
Why D is correct
A file upload is appropriate when:
the knowledge already exists as documentation
you want Copilot to use that content directly
you do not want to build separate topics
the source is intended for internal business-process guidance
From an AI business solutions perspective, this is a strong pattern because it speeds up enablement. Instead of modeling every internal process as a structured dialog tree, the organization can ground Copilot on uploaded documentation and let it generate answers from that knowledge source.
This is a common enterprise AI design principle:
use topics when you need controlled conversation flow or task orchestration use knowledge sources when you need grounded answers from existing documentation Since the requirement explicitly says must NOT add new topics, the best fit is a knowledge source such as file upload.
Why the other options are incorrect
A). Microsoft Dataverse
Dataverse is ideal for structured business data and transactional records, but this question is about adding a knowledge source for business processes in in-app help and guidance. That points more toward document- based knowledge than table-based operational data.
B). a public website
A public website can be a knowledge source in some Copilot scenarios, but here the requirement is centered on internal business-process guidance in finance and operations apps. Internal process content is more appropriately supplied through uploaded files than through a public website source.
C). Azure AI Search
Azure AI Search is useful in more advanced custom retrieval architectures, but it is not the direct built-in answer for this scenario. The question is asking for the supported knowledge-source addition without topic creation, and file upload is the simpler and more direct fit.
Expert reasoning
The deciding phrase in the question is:
"must NOT add new topics"
That means the solution should rely on knowledge grounding, not conversational authoring. Among the available options, file upload is the most direct and supported way to provide internal business-process knowledge for Copilot in this scenario.
NEW QUESTION # 74
You are designing a low-code Al business solution by using Microsoft Copilot Studio.
The solution must include an agent that automates tasks by simulating user interactions across third-party apps and websites, such as clicking buttons, entering text, and extracting information from screens.
You need to recommend what to include in the agent.
What should you recommend?
Answer: B
NEW QUESTION # 75
Hotspot Question
You need to design a multi-agent solution that will include a custom agent. The solution must meet the following requirements:
- Define the rules and constraints that the agent must follow.
- Automate a backend process that involves data movement between
services and runs independently of the agent's reasoning steps.
What should you include in the design for each requirement? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Explanation:
Box 1: Conversation topics
Define the rules and constraints that the agent must follow.
In a Microsoft AI project using Microsoft Copilot Studio, you define the rules, constraints, and dialogue paths for a custom agent primarily through Topics. Topics act as the agent's
"competencies," determining how a conversation plays out based on specific user intents.
To use topics for defining agent behavior and constraints, follow these core principles:
Define Conversation Paths: Use topics to map out discrete, structured paths for the agent to follow. This allows you to enforce specific procedures, such as user verification, before providing sensitive information.
Set Triggers: Each topic begins with a trigger (phrases, keywords, or events) that signals when the agent should switch to a specific set of rules or logic.
Enforce Logic via Nodes: Within a topic, use nodes-such as questions, conditions, and actions-to define the logic, variables, and branching paths the agent must follow.
Modularize with "Bite-size" Topics: Break down complex agent logic into smaller, manageable topics. You can use the Redirect node to pass the conversation (and its constraints) from one topic to another.
Handle Errors and Fallbacks: Use System Topics (like On Error or Escalate) to define how the agent should behave when it hits a constraint it cannot resolve or fails to understand a query.
Box 2: Microsoft Power Automate cloud flow
Automate a backend process that involves data movement between services and runs independently of the agent's reasoning steps.
In a Microsoft multi-agent project, you can use Power Automate cloud flows to handle backend data movement independently of an agent's reasoning steps. This approach is often referred to as classic orchestration.
By offloading structured, rule-based tasks to a cloud flow, you ensure that high-volume data operations or multi-service integrations remain deterministic and reliable, while your custom agents focus on dynamic, probabilistic decision-making.
Reference:
https://learn.microsoft.com/en-us/microsoft-copilot-studio/guidance/topics-overview
https://companial.com/blog/unlocking-intelligent-automation
NEW QUESTION # 76
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