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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Design Agentic AI Solutions | 30-35% | - Design multi-agent architectures - Select appropriate AI models and services - Define agent capabilities and boundaries - Identify business scenarios for agentic AI |
| Topic 2: Governance and Best Practices | 10-15% | - Apply responsible AI principles - Ensure regulatory compliance - Implement data privacy and security controls |
| Topic 3: Deploy and Monitor Agentic AI Solutions | 20-25% | - Configure monitoring and analytics - Publish and deploy agent solutions - Optimize agent performance - Implement error handling and logging |
| Topic 4: Implement Agentic AI Solutions | 30-35% | - Configure AI agents using Microsoft Copilot Studio - Configure security and compliance settings - Set up agent-to-agent communication - Implement data connections and plugins |
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NEW QUESTION # 20
A company has a cloud-based Al solution that uses Azure OpenAI models.
You need to design a monitoring solution that meets the following requirements:
* Monitors performance metrics and operational health for the models
* Monitors Al apps and agents for compliance
* Uses Azure-native capabilities
* Minimizes development effort
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. 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:
Verified Answer : =
* Monitors AI app and agents for compliance # Microsoft Purview
* Monitors performance metrics and operational health # Azure Monitor
For an Azure-based AI solution using Azure OpenAI models , the best Azure-native monitoring design is to separate:
* operational and performance monitoring
* compliance and governance monitoring
For performance metrics and operational health , the correct choice is Azure Monitor . It is the standard Azure-native service for collecting telemetry, tracking service health, monitoring metrics, analyzing logs, and alerting on runtime issues. This is the best fit for model and application operational monitoring with minimal development effort.
For monitoring AI apps and agents for compliance , the correct choice is Microsoft Purview . Purview is designed for compliance, governance, data protection, and policy-based oversight across data and AI-related assets. It aligns best with the requirement to monitor AI applications and agents from a compliance perspective.
Why the other options are not the best fit:
* Azure API Management is for API exposure, management, and security, not primary compliance or operational monitoring.
* Azure Policy is used to enforce and assess Azure resource compliance, but it is not the main tool for monitoring AI apps and agents in the broader compliance/governance sense asked here.
* Azure Stream Analytics is for streaming data processing, not this monitoring scenario.
* Microsoft Defender is focused on security threat detection and posture, not overall AI compliance monitoring.
NEW QUESTION # 21
A company has a Microsoft Foundry generative Al model.
You need to evaluate the model ' s output to measure the overall quality and coherence of generated responses. The evaluation must use GPT-4o as a judge and return a numeric score for each output.
Which type of metric should you use?
Answer: D
NEW QUESTION # 22
You are designing a mufti-agent solution to orchestrate a set of specialized agents.
You plan to include in agent that connects to a third party data source The agent must be discoverable and usable by users in Microsoft 365 Copilot and Microsoft Teams.
You need to recommend a development strategy for the agent
Which two tools should you include in the recommendation? Each correct answer presents part of the solution.
NOTE: Each correct selection it worth one point.
Answer: B,D
Explanation:
Foundry Agent Service is appropriate for implementing and operating specialized enterprise agents, including agents that use external tools and data sources. It provides managed agent execution, identity, tools, versioning, publishing, and support for agent-to-agent scenarios, making it well suited to the specialized-agent component of a multi-agent architecture.
The Microsoft 365 Agents SDK provides the integration layer for code-first agents that need to operate across Microsoft 365 surfaces. Microsoft documents that Agents SDK-based solutions can integrate with AI services such as Microsoft Foundry and can be deployed to channels including Microsoft 365 Copilot and Microsoft Teams .
The Assistants API is not the preferred current agent-development architecture, and the Foundry SDK alone does not provide the Microsoft 365 multi-channel integration required by the scenario
NEW QUESTION # 23
Note: This section contains one or more sets of questions with the same scenario and problem. Each question presents a unique solution to the problem. You must determine whether the solution meets the stated goals. More than one solution in the set might solve the problem. It is also possible that none of the solutions in the set solve the problem.
After you answer a question in this section, you will NOT be able to return. As a result, these questions do not appear on the Review Screen.
A company uses Microsoft 365 and Dynamics 365.
You need to recommend a solution to automatically summarize email threads, generate suggested replies in Microsoft Outlook, and provide meeting preparation summaries that include relevant customer relationship management (CRM) data.
Solution: You recommend a classic Microsoft Dataverse workflow.
Does this meet the goal?
Answer: B
Explanation:
Correct:
* You recommend Microsoft 365 Copilot for Sales.
Incorrect:
* You recommend a classic Microsoft Dataverse workflow.
* You recommend a Microsoft 365 Copilot agent template.
Note:
In the described scenario, Microsoft 365 Copilot for Sales acts as the primary bridge between your productivity tools and CRM data. It integrates directly into Microsoft Outlook and Teams to surface real-time insights from Dynamics 365 Sales or Salesforce.
Key capabilities for this specific workflow include:
Automated Email Summarization: Copilot scans long email threads in Outlook to extract key points, highlights, and BANT (Budget, Authority, Need, Timeline) data. If the sender is an external contact recognized in your CRM, the summary is automatically enriched with relevant account and opportunity data.
Suggested Email Replies: When replying to customer emails, Copilot generates drafts based on the context of the conversation and existing CRM data. You can use predefined response categories (e.g., "Reply to an inquiry," "Offer a proposal") or custom prompts to include specific opportunity details in the draft.
Meeting Preparation Summaries: Before a scheduled meeting, Copilot for Sales provides a
"preparation card" in Teams or Outlook. This summary includes:
- CRM Data: Matched opportunity and account attributes.
- Contextual History: Summaries of past email exchanges and the last three seller notes.
- Strategic Insights: Key risks, follow-up actions, and discussion points from previous interactions.
Reference:
https://msdynamicsworld.com/blog/microsoft-copilot-sales-close-deals-faster-ai
NEW QUESTION # 24
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 can "
* 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:
Explanation:
This question is about improving prompt quality so a Microsoft Copilot Studio agent gives consistent and accurate answers.
For the first prompt, "help the customer as best you can" is too vague. It does not tell the model exactly what task to perform, what boundaries to follow, or what kind of response is expected. The correct improvement is to rewrite the prompt with clear and task-specific instructions . Clear prompts reduce ambiguity and make agent behavior more predictable and repeatable.
For the second prompt, the agent is retrieving product information from a knowledge base . To keep answers accurate and grounded, the best practice is to use responses with only reference sources and limit the response scope . That ensures the model stays tied to approved knowledge and does not invent unsupported product details.
Why the other options are not correct:
* Add filler words to make the prompt sound more natural and conversational does not improve accuracy or consistency.
* Keep the prompt vague to enable model flexibility increases inconsistency.
* Add several open-ended questions to give the model broader context can make responses less focused.
* Remove the knowledge source so that the model responds freely with general product information would reduce reliability and increase hallucination risk.
NEW QUESTION # 25
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