Microsoft Certified: AI Business Professional (beta) Intermediate Practice Exam: Medium Difficulty 2025

A retail company wants to implement an AI solution to automatically categorize customer feedback from emails and social media into themes like product quality, delivery issues, and customer service. They need the solution operational within two weeks and want to minimize development effort. Which Azure AI approach should they prioritize?

A healthcare organization is developing an AI diagnostic assistant that will help radiologists identify potential abnormalities in medical images. During the business case development, which combination of considerations is MOST critical for demonstrating responsible AI implementation?

A financial services company wants to measure the business value of their newly deployed AI-powered fraud detection system. After three months of operation, they have data showing 15% reduction in fraud losses and 40% decrease in false positives. What additional metric would BEST complete their ROI assessment?

Your organization is planning to implement Azure AI services across multiple departments. The compliance team requires that all AI processing of customer data must occur within the European Union due to GDPR requirements. Which combination of Azure capabilities should be part of your implementation strategy?

A manufacturing company wants to use AI to predict equipment failures based on sensor data from 500 machines across 10 factories. They have historical data but limited data science expertise in-house. They need to present three implementation options to leadership. Which approach represents the BEST balance of capability, speed to value, and resource requirements?

Your company deployed an Azure AI chatbot for customer service six months ago. Usage analytics show that 30% of conversations are escalated to human agents, and customer feedback indicates frustration with repetitive questions. What combination of actions would MOST effectively improve the chatbot's business value?

A global e-commerce company is implementing an AI-powered product recommendation engine. During testing, the data science team discovers that recommendations for certain demographic groups show lower engagement rates. From a responsible AI perspective, what should be the organization's FIRST priority?

A logistics company wants to use Azure AI Vision to automate the inspection of package conditions in their warehouses. They need to identify damaged packages before shipping. Which combination of capabilities and considerations should drive their solution design?

Your organization is calculating the total cost of ownership (TCO) for an AI initiative that will automate document processing. The solution will use Azure AI Document Intelligence to process 100,000 documents monthly. Beyond the direct Azure service costs, which factors should be included in a comprehensive TCO analysis?

A pharmaceutical company is developing an AI-powered clinical trial matching system that will recommend patients for specific trials based on medical records. The project team is defining governance requirements. Which governance framework elements are MOST critical for this use case?