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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Implement Agentic AI Solutions | 30-35% | - Set up agent-to-agent communication - Configure security and compliance settings - Configure AI agents using Microsoft Copilot Studio - Implement data connections and plugins |
| Topic 2: Deploy and Monitor Agentic AI Solutions | 20-25% | - Optimize agent performance - Publish and deploy agent solutions - Implement error handling and logging - Configure monitoring and analytics |
| Topic 3: Design Agentic AI Solutions | 30-35% | - Design multi-agent architectures - Identify business scenarios for agentic AI - Define agent capabilities and boundaries - Select appropriate AI models and services |
| Topic 4: Governance and Best Practices | 10-15% | - Ensure regulatory compliance - Implement data privacy and security controls - Apply responsible AI principles |
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NEW QUESTION # 94
Hotspot Question
A company has a Microsoft Copilot Studio agent for customer support. You are reviewing and validating the following prompts:
- A prompt that has instructions to";help the customer as best you ca";
- A prompt that helps retrieve product information from a knowledge
base
You need to ensure that the agent delivers consistent and accurate responses.
What should you do for each prompt? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
NEW QUESTION # 95
A company plans to deploy a Microsoft Copilot Studio agent that will analyze historical business data to predict customer behavior.
The data is currently stored in an Azure SQL database, flat files, APIs, and logs.
You need to organize the data into a format that can be used as a knowledge source in Copilot Studio.
What should you include in the solution?
Answer: D
Explanation:
Comprehensive and Detailed Explanation From Agentic AI Business Solutions Topics:
The correct answer is A. Azure AI Search.
This scenario involves data coming from multiple sources:
Azure SQL database
flat files
APIs
logs
The requirement is to organize the data into a format that can be used as a knowledge source in Copilot Studio.
Why A is correct
Azure AI Search is the best answer because it is designed to ingest, index, and organize content from multiple heterogeneous data sources so that AI applications can retrieve and use relevant information effectively.
For Copilot and agent scenarios, Azure AI Search is especially useful because it supports:
unifying data from different sources
creating searchable indexes
enabling retrieval-based grounding
improving relevance for AI responses
From an AI business solutions perspective, when data is spread across structured and unstructured systems, Azure AI Search provides the retrieval layer that turns that fragmented data into a usable knowledge source.
It is much better suited than raw storage options because the question is not only about storing data. It is about organizing it for AI-driven access and use in Copilot Studio.
Why the other options are incorrect
B). Azure Data Lake Storage
Data Lake Storage is excellent for storing large volumes of raw and processed data, but by itself it does not provide the indexing and retrieval capabilities needed to make the content a strong knowledge source for Copilot Studio.
C). Azure Cosmos DB
Cosmos DB is a NoSQL operational database. It is not the primary service for consolidating and indexing multi-source business content into a knowledge source for Copilot Studio.
D). Azure Translator in Foundry Tools
Translator is for language translation, not for organizing business data into a knowledge source.
Expert reasoning
When the question asks how to make data from many sources usable as a knowledge source for an AI agent, think about the service that:
ingests
indexes
organizes
retrieves
That service is Azure AI Search.
NEW QUESTION # 96
Which tools should you recommend to assist the CISO and the CIO with their specific responsibilities? To answer, drag the appropriate tools to the correct executives. Each tool may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Explanation:
CISO # Azure Resource Graph Explorer
CIO # Microsoft Purview
Comprehensive and Detailed Explanation from Agentic AI Topics:
The CISO is responsible for discovering and inventorying AI resources for auditing across multiple Azure subscriptions. The best tool for that is Azure Resource Graph Explorer, because it is designed to query Azure resources at scale across subscriptions and provide visibility into what AI-related resources exist for governance and audit purposes.
The CIO is responsible for ensuring that appropriate security labels are assigned to the data used by the AI agents. The best tool for that is Microsoft Purview, because Purview supports data governance, classification, sensitivity labeling, and compliance management across enterprise data assets.
Why the other options are not correct:
Azure Blob Storage is storage, not the primary tool for discovery/inventory or labeling governance.
Copilot Studio is for building and managing agents, not for Azure-wide AI resource inventory or enterprise data labeling.
NEW QUESTION # 97
A company is designing a Microsoft Power Platform solution to reduce the manual steps of a business process by deploying an existing AI model.
You need to calculate the return on AI investment (ROAI) by identifying the metadata and telemetry of the solution.
What should you use?
Answer: D
Explanation:
The Business Value Toolkit is the correct resource to use for calculating Return on AI Investment (ROAI) for a Microsoft Power Platform solution.
Calculating ROAI with the Business Value Toolkit
The Business Value Toolkit helps organizations move beyond simple automation by providing structured templates and analytics to justify AI investments.
Metadata Identification: It captures environment-specific data, such as the number of automated flows, the type of AI models used (e.g., AI Builder), and the business units involved.
Telemetry Integration: It leverages usage data from the Power Platform admin center and Application Insights to track real-time performance, such as execution frequency and success rates.
ROI Metrics: It transforms technical telemetry into financial outcomes, such as:
- Time saved: Hours recovered from manual data entry or processing.
- Error reduction: Improvements in accuracy compared to manual steps.
- Cost avoidance: Savings from reduced reliance on specialized manual labor.
Incorrect:
[Not D]
While the Cloud Adoption Framework (CAF) for Azure provides broad strategic guidance for AI adoption, the Business Value Toolkit is specifically designed to quantify the impact of low-code and AI solutions using solution metadata and telemetry.
Reference:
https://learn.microsoft.com/en-us/power-platform/guidance/coe/business-value-toolkit
NEW QUESTION # 98
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 # 99
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