Microsoft Certified: Agentic AI Business Solutions Architect (beta) Intermediate Practice Exam: Medium Difficulty 2025

A retail company wants to deploy an agentic AI solution that can autonomously handle customer returns, check inventory levels, and initiate refunds. The solution must be able to call multiple backend APIs and make decisions based on business rules. Which architectural pattern should you recommend?

Your organization is implementing an AI agent that needs to access customer data from Dynamics 365, process it using Azure OpenAI, and update records based on the analysis. The agent must operate with least privilege principles. What security approach should you implement?

A financial services company needs to implement an AI agent that processes loan applications. The agent must explain its decision-making process for regulatory compliance. Which design approach best addresses this requirement?

You are implementing a customer service AI agent using Azure OpenAI and Semantic Kernel. The agent needs to access real-time order status, shipping information, and customer history. What integration pattern should you use?

A healthcare provider wants to deploy an AI agent that helps doctors with diagnosis suggestions. The solution must ensure that sensitive patient data never leaves the organization's network boundary. Which Azure architecture should you recommend?

Your company is building an AI agent that needs to handle multiple simultaneous customer conversations while maintaining context for each session. The agent experiences variable load throughout the day. What implementation strategy should you use?

An enterprise is implementing an AI agent that orchestrates multiple specialized AI services: Azure OpenAI for natural language, Azure AI Vision for image analysis, and Azure AI Speech for voice interactions. The agent needs to coordinate these services based on user input type. What orchestration approach should you implement?

Your AI agent is experiencing high token consumption costs in production. Analysis shows that similar queries are being processed repeatedly throughout the day. What optimization strategy should you implement?

A manufacturing company wants to deploy an AI agent that can autonomously order supplies when inventory falls below threshold levels. The agent must validate orders against budget constraints and obtain approval for orders exceeding certain amounts. What pattern should you implement?

Your organization needs to integrate an AI agent with both Azure services and on-premises SAP systems. The agent must access data from both environments securely. What integration architecture should you use?