Microsoft Certified: Azure AI Engineer Associate Practice Exam: Test Your Knowledge 2025

You are designing an Azure AI solution that will process images to detect product defects in a manufacturing facility. The solution must provide low-latency predictions and operate even when internet connectivity is temporarily unavailable. What should you implement?

Your organization needs to implement responsible AI practices for a customer service chatbot. You must ensure the solution includes content filtering, abuse monitoring, and data privacy controls. Which Azure service configuration should you use?

You need to estimate costs for an Azure Cognitive Services solution that will process 1 million API calls per month with unpredictable traffic patterns. What pricing approach should you recommend?

You are implementing an image classification solution using Azure Custom Vision. After training, the model achieves 95% precision but only 60% recall on the validation set. What action should you take to improve recall?

A retail company wants to analyze customer behavior in stores using video feeds. They need to count people entering/exiting, detect queue lengths, and identify when customers need assistance. Which Azure service best addresses these requirements?

You need to extract text from scanned invoices that contain both printed and handwritten content in multiple languages. The solution must also extract key-value pairs like invoice number, date, and total amount. What should you use?

You are building a mobile app that needs to identify products from photos taken by users. The catalog contains 50,000 products, and new products are added daily. The solution must provide real-time identification with minimal latency. What architecture should you implement?

You need to implement sentiment analysis for customer feedback in English, Spanish, and French. The solution must also extract key phrases and identify the language automatically. What is the most efficient approach?

Your company is building a chatbot that must understand user intents and extract entities from conversational queries like 'Book a flight to Paris tomorrow'. The solution needs custom entity types specific to your business. What should you implement?

You are developing a solution to translate technical documentation from English to multiple languages while preserving company-specific terminology and product names. The solution must use custom translations for specific terms. What should you configure?

A healthcare organization needs to extract medical conditions, medications, and dosages from clinical notes while maintaining HIPAA compliance. The data must remain in your Azure environment. What solution should you implement?

You are implementing a question-answering system for an internal knowledge base containing 10,000 documents. Users should get direct answers to questions with source citations. The solution must support follow-up questions in context. What should you use?

Your application needs to perform real-time speech-to-text conversion for multiple speakers in a meeting, identify who said what, and provide punctuation. Which Azure service configuration should you implement?

You need to analyze customer service call recordings to identify compliance violations, detect specific keywords, and measure customer sentiment throughout conversations. What is the most comprehensive solution?

You are building an Azure Cognitive Search solution to index 500,000 PDF documents. The solution must extract text, identify key phrases, detect language, and recognize entities. What should you configure?

Your organization needs to extract data from thousands of custom forms with varying layouts (purchase orders, contracts, receipts). Each form type has different fields. What is the most efficient approach?

You have implemented an Azure Cognitive Search solution with a custom skillset. Users report that search results are missing content from recently added documents. What is the most likely cause?

You are implementing an Azure OpenAI solution that must generate product descriptions based on specifications. The descriptions must maintain consistent tone, follow brand guidelines, and avoid inappropriate content. What should you implement?

Your application uses Azure OpenAI Service to generate responses. Users report that responses sometimes contain outdated information or lack recent company data. What solution addresses this limitation?

You need to implement a solution where Azure OpenAI generates SQL queries based on natural language questions about your database. The solution must prevent SQL injection attacks and validate queries before execution. What should you implement?