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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Deploy and Monitor Agentic AI Solutions | 20-25% | - Publish and deploy agent solutions - Implement error handling and logging - Optimize agent performance - Configure monitoring and analytics |
| Topic 2: Governance and Best Practices | 10-15% | - Implement data privacy and security controls - Ensure regulatory compliance - Apply responsible AI principles |
| Topic 3: Implement Agentic AI Solutions | 30-35% | - Configure security and compliance settings - Implement data connections and plugins - Set up agent-to-agent communication - Configure AI agents using Microsoft Copilot Studio |
| Topic 4: Design Agentic AI Solutions | 30-35% | - Select appropriate AI models and services - Design multi-agent architectures - Identify business scenarios for agentic AI - Define agent capabilities and boundaries |
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NEW QUESTION # 88
A company is designing a Microsoft Power Platform solution to reduce the manual steps of a business process by deploying an existing Al model. You need to calculate the return on Al investment (ROAI) by identifying the metadata and telemetry of the solution. What should you use?
Answer: A
Explanation:
The Business Value Toolkit (part of Microsoft's Power Platform and AI transformation guidance) is the only option that:
* Helps calculate Return on AI Investment (ROAI)
* Uses metadata, telemetry, and usage analytics
* Provides structured templates for value tracking , effort reduction , automation impact , and financial justification It is explicitly designed to quantify the business impact of AI and automation solutions.
NEW QUESTION # 89
A company has an AI solution that uses a Microsoft Copilot Studio agent.
You need to monitor the agent ' s performance. The solution must meet the following requirements:
Monitor the agent ' s telemetry in near-real-time (NRT).
Download transcripts of full conversations.
Monitor the agent ' s usage and performance.
What should you use for each requirement? To answer, drag the appropriate options to the correct requirements. Each option may be used once, more than once, or not at all.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Explanation:
Monitor telemetry in NRT # Application Insights; Download transcripts of full conversations # Copilot Studio; Monitor usage and performance # Copilot Studio The correct mapping is:
Monitor the agent ' s telemetry in near-real-time (NRT) # Application Insights Download transcripts of full conversations # Copilot Studio Monitor the agent ' s usage and performance # Copilot Studio Why Application Insights is correct for NRT telemetry Application Insights is the right choice for near-real-time telemetry because it is built for operational monitoring of application events, traces, failures, latency, and runtime behavior.
For a Copilot Studio agent, Application Insights is used when you want fast visibility into:
request activity
errors and exceptions
latency trends
runtime traces
telemetry streaming for troubleshooting
From an AI business solutions perspective, this is essential for early detection of issues in production, especially when the agent supports customer or employee workflows.
Why Copilot Studio is correct for full conversation transcripts
Copilot Studio provides access to conversation/session-level analysis, including the ability to review and download full conversation transcripts.
This is the correct place to inspect:
what the user asked
how the agent responded
where the conversation failed
whether escalation occurred
what happened across the whole interaction
That makes it the best tool for transcript retrieval and investigation.
Why Copilot Studio is also correct for usage and performance
Copilot Studio includes built-in analytics for monitoring agent usage and performance, such as:
conversation volume
engagement
resolution trends
escalation behavior
answer quality and outcomes
This supports business-level performance monitoring and continuous improvement.
Why the other options are incorrect
Log Analytics
Log Analytics is useful for querying centralized logs, but it is not the best direct answer here for near-real- time Copilot telemetry or full conversation transcript download in this scenario.
Microsoft Power Apps
Power Apps is not the monitoring platform for Copilot Studio telemetry, transcripts, or usage/performance analytics.
Expert reasoning
Use this exam shortcut:
Near-real-time telemetry and operational tracing # Application Insights Conversation transcripts # Copilot Studio Agent usage and performance analytics # Copilot Studio
NEW QUESTION # 90
A company has an Al solution named Solution1 that is deployed to the production environment.
Solution! uses an Azure OpenAI model to generate marketing emails for existing customers.
During an internal review, you identify that Solution1 creates different emails depending on the customers' traits.
You need to recommend a strategy to mitigate the bias. The strategy must adhere to Microsoft responsible Al principles.
What should you recommend?
Answer: A
Explanation:
The scenario describes a deployed AI solution using Azure OpenAI that exhibits bias (creating disparate outcomes based on customer traits). This directly impacts the Fairness principle of Microsoft's Responsible AI framework.
Why "Modify the system instructions" is the Correct Strategy:
Direct Control via System Metaprompts: In large language model (LLM) applications like those powered by Azure OpenAI, the system instructions (or system message) define the behavior, constraints, and tone of the model. By modifying these instructions, you can explicitly direct the model to treat all customer segments equitably and ignore specific sensitive traits when drafting marketing content.
NEW QUESTION # 91
Hotspot Question
A company uses Microsoft Dynamics 365 Supply Chain Management.
You are designing an AI supply chain process that meets the following requirements:
- Provides managers with AI-driven insights that surface key
information from customer orders
- Helps planners use AI to anticipate future product needs more
accurately
You need to recommend which Microsoft Copilot features to include in the design.
What should you recommend 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: AI summaries with Copilot
Provides managers with AI-driven insights that surface key information from customer orders To provide managers with AI-driven insights from customer orders in Dynamics 365 Supply Chain Management, use the AI summaries with Copilot feature, specifically leveraging the embedded Customer Summary capabilities. This tool provides instant, personalized overviews of critical data, such as backordered items, credit limits, and risk indicators, directly within the workspace.
Box 2: Generative insights for Demand planning
Helps planners use AI to anticipate future product needs more accurately The Copilot Generative insights for Demand planning feature in Microsoft Dynamics 365 Supply Chain Management enables demand planners to move from reactive, manual forecasting to proactive, AI-driven demand anticipation. By analyzing, clustering, and interpreting vast datasets, Copilot helps identify patterns such as seasonality and signal correlations to improve accuracy.
Reference:
https://www.randgroup.com/insights/tip-of-the-month/finance-operations-totm/dynamics-365- finance-operations-tip-of-the-month-work-smarter-with-copilot-in-d365-finance-supply-chain- management/
https://learn.microsoft.com/en-us/dynamics365/release-plan/2025wave2/enterprise-resource- planning/dynamics365-supply-chain-management/analyze-demand-enhanced-generative- insights-demand-planning
NEW QUESTION # 92
A company has a Microsoft Power Platform environment.
You need to build two agents named Agent1 and Agent2. The solution must meet the following requirements:
* Agent1 must be extendable by using the Semantic Kernel and must connect to multiple business apps and APIs.
* Agent2 must connect directly to data stored in Microsoft Dataverse and must be embeddable in a Microsoft Power Apps canvas a pp.
What should you use to build each agent? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Explanation:
Verified Answer : =
* Agent1 # Microsoft Foundry
* Agent2 # Copilot in Power Apps
Comprehensive and Detailed Explanation from Agentic AI Topics:
For Agent1 , the requirement is that it must be extendable by using Semantic Kernel and connect to multiple business apps and APIs . The best fit is Microsoft Foundry because Foundry-based agents are designed for extensibility and developer-oriented orchestration, including integration patterns that work well with Semantic Kernel and external tools/APIs.
For Agent2 , the requirement is that it must connect directly to Microsoft Dataverse and be embeddable in a Power Apps canvas app . The best fit is Copilot in Power Apps , because it is designed for Power Platform-native experiences, works naturally with Dataverse-backed app data , and is intended for embedding AI experiences inside canvas apps .
Why the other options are not the best match:
* Azure Logic Apps is for workflow orchestration, not the primary platform for building these agents.
* Microsoft Copilot Studio is strong for conversational agents, but the wording here points more directly to Power Apps-native embedding for Agent2 and Semantic Kernel extensibility for Agent1.
NEW QUESTION # 93
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