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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Plan AI-powered business solutions | 25–30% | - Design overall AI strategy
|
| Topic 2: Design AI-powered business solutions | 25–30% | - Design AI and agents
|
| Topic 3: Deploy AI-powered business solutions | 40–45% | - Manage testing and validation
|
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NEW QUESTION # 80
A company plans to deploy an AI-based customer service app that will autonomously manage interactions, escalate complex cases, and learn from historical ticket data.
You need to perform a return on AI investment (ROAI) analysis of the app deployment. The solution must ensure that the analysis is accurate.
What should you do first?
Answer: C
Explanation:
To conduct a robust Return on AI Investment (ROAI) analysis for your Microsoft-based AI customer service application, you must first categorize and quantify three distinct cost phases:
Development, Deployment, and Operations. For a system capable of managing complex escalations and learning from historical data, your project aligns with "Advanced" or "Agentic" AI profiles.
1. Development Costs (Upfront Investment)
This phase covers the creation of the core AI logic, custom integrations, and data preparation.
2. Deployment Costs (One-Time Setup)
These are the costs to move the application from a development environment to a live production state.
3. Operating & Maintenance Costs (Recurring)
Ongoing expenses are critical for ROAI as they impact the net gain over time.
Reference:
https://emerline.com/blog/ai-app-development-cost
NEW QUESTION # 81
You use Microsoft Copilot Studio analytics to analyze the performance of a deployed Copilot Studio agent.
You need to identify which performance metrics to use to measure the following:
* The percentage of engaged sessions that are escalated to a live customer service representative
* The number of agent queries that cause a knowledge source error
What should you identify for each requirement? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Explanation:
In Microsoft Copilot Studio analytics , each metric is designed to measure a different aspect of agent performance.
For the first requirement, the metric that tracks the percentage of engaged sessions escalated to a live customer service representative is Escalation rate . This directly measures how often conversations are handed off from the agent to a human.
For the second requirement, the metric that helps identify queries causing a knowledge source error is Answer quality . This area evaluates how well the agent responds and includes issues related to grounded answers, failed responses, and knowledge-source-related problems.
Why the other options are not correct:
* Customer Satisfaction (CSAT) score measures user satisfaction, not escalation percentage or knowledge source errors.
* Engagement rate measures whether users actively interact with the agent, not whether sessions are escalated or whether a knowledge source failed.
NEW QUESTION # 82
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:
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 # 83
A company plans to deploy a Microsoft Copilot Studio agent to enhance customer support.
The company stores customer data across ServiceNow, Microsoft Dynamics 365 Finance, Dynamics 365 Supply Chain Management, and Excel files in SharePoint Online.
You need to recommend a solution to ensure that the agent can deliver accurate and timely responses.
What should you recommend?
Answer: C
Explanation:
The agent must deliver accurate and timely responses while customer data is spread across several systems:
ServiceNow
Dynamics 365 Finance
Dynamics 365 Supply Chain Management
Excel files in SharePoint Online
The most appropriate recommendation is Microsoft Power Platform connectors because they are the standard low-code integration mechanism for bringing together data and actions from multiple enterprise systems inside Microsoft Copilot Studio.
Why D is correct:
Connectors let the agent access data across different business systems
They reduce development effort compared with custom integration patterns They help the agent ground responses on the latest data from connected sources Why the other options are not the best fit:
A). Enable incremental indexing in Azure AI SearchUseful in search-based architectures, but the core issue here is connecting multiple business systems into the agent solution.
B). Implement a model router for query handlingA router helps distribute requests, but it does not solve enterprise data access and grounding across these systems.
C). Create custom promptsPrompting alone does not integrate the source systems or ensure current enterprise data access.
NEW QUESTION # 84
Hotspot Question
You are designing a testing solution for a Microsoft Copilot Studio agent that integrates with Microsoft Dynamics 365 Customer Service and Dynamics 365 Sales.
You need to design end-to-end scenarios to test the agent's ability to perform the following actions:
- Coordinate tasks and data interactions across both Dynamics 365 apps.
- Interpret user input and provide contextually relevant outputs.
Which test scenario and metric should you include in the design? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Explanation:
Box 1: Run task-based scenarios that involve both apps
Test scenario
Task-Based Testing Scenarios
Run these end-to-end scenarios to verify the agent's ability to interpret context and coordinate data:
Scenario 1: Cross-Sell Opportunity Discovery
Task: While resolving a support case in Customer Service, ask the agent: "Are there any active sales opportunities for this account?".
Success Criteria: The agent retrieves the relevant Opportunity from Sales, summarizes it, and suggests a follow-up action for the sales team.
Scenario 2: Integrated Case/Lead Creation
Task: A user mentions a new product interest during a support chat. Command the agent:
"Create a lead in Sales based on this support conversation".
Success Criteria: The agent parses the conversation history and creates a Lead record in Sales with the correct customer context.
Scenario 3: Proactive Account Health Check
Task: Before a sales meeting, ask: "Summarize recent support issues for this account".
Success Criteria: The agent identifies open tickets in Customer Service and provides a summary to the Sales professional to prevent walking into a "blind" meeting.
Box 2: Track the successful completion of cross-app tasks
Metric
Key Metrics for Success
Track these specific metrics in the Copilot Studio Analytics tab or the Power Platform Admin Center:
*-> Resolution Rate (Cross-App): The percentage of sessions where the agent successfully completed a task requiring data from both apps without manual intervention.
Deflection Rate: Reduction in human handoffs for tasks that previously required an agent to switch manually between Sales and Service hubs.
Task Success Threshold: Define a minimum quality score for LLM-based responses to ensure the context provided from the "other" app is accurate.
Agent Assisted Hours Gained: Measure the time saved by the agent performing these cross-app queries versus a human doing so manually.
Reference:
https://walkingtree.tech/dynamics-365-agents-with-microsoft-copilot-studio
https://learn.microsoft.com/en-us/power-platform/admin/monitoring/monitor-copilot-studio
NEW QUESTION # 85
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