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Free AI-103 Practice Test Questions and Answers (2026) | Cert Empire

Microsoft AI 103

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Q: 1
You have a Microsoft Foundry project that contains a high-traffic agent. After a recent update, operational costs increase significantly. Monitoring confirms that the volume of user traffic to the agent remains unchanged. You suspect that changes to the request or response characteristics are causing the increase. You need to identify whether the additional costs are driven by the model input size, the model output size, or expanded tool usage. Which observability capability should you use?
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Q: 2
You need to configure Agent1 to meet the security and compliance requirements. What should you use?
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Q: 3
You have a Microsoft Foundry project named Project1 that contains the following: • An OpenAPI tool that calls an external API • A project connection named Connection1 that stores the API key of the external API When an agent calls the OpenAPI tool, the API returns a 401 unauthorized error, and traces show that the API key header is NOT being sent. You need to ensure that the OpenAPI tool automatically includes the API key from Connection1 on all requests. What should you do?
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Q: 4
You have an application that processes scanned PDF invoices. The invoices have varied layouts and include multipage tables. You have a pipeline that uses optical character recognition (OCR) and extracts totals and invoice numbers. The results are often incorrect because the document structure is ignored. You need to implement a solution that provides OCR, layout analysis, and template-generalizing field extraction. The solution must NOT require training a custom model. The solution must minimize administrative effort. What should you include in the solution?
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Q: 5
You have a Microsoft Foundry project that contains an agent. The agent generates summaries from retrieved policy documents. You need to improve response completeness. The solution must be implemented in the logic of the application code before responses are returned. What should you do?
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Q: 6

HOTSPOT You have a Microsoft Foundry project that contains a customer support agent built by using the Foundry Agent Service. The agent uploads user-provided screenshots to Azure Storage through a ticketing tool and receives a blob URL for additional reasoning. You need to use image moderation during agent runs and prevent harmful content from being returned during runs. Azure Al Content Safety must access the images by using the blob URL. The solution must follow the principle of least privilege. What should you configure for Content Safety? To answer, select the appropriate options in the answer area. NOTE: Each correct selection is worth one point. Microsoft AI 103 question

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Q: 7

HOTSPOT You have a Microsoft Foundry project that contains a workflow for a customer support triage process. You have an Ask a question node that stores user responses in a local variable named Var01. You need to create the following Power Fx expressions: An if/else condition expression that ensures that Var01 contains a value A Send message expression that returns the stored user response in uppercase How should you configure the expressions? To answer, select the appropriate options in the answer area. NOTE: Each correct selection is worth one point. Microsoft AI 103 question

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Q: 8

HOTSPOT You have a Microsoft Foundry project that contains an internal Q&A agent. Users report the following issues when they ask the agent questions: • An increase in the following response: “No relevant information found” • Periodic HTTP 429 rate limit exceeded errors during peak hours You need to identify whether each issue is caused by model unavailability, resource limits, or inference failures. What should you do? To answer, select the appropriate options in the answer area. NOTE: Each correct selection is worth one point. Microsoft AI 103 question

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Q: 9

HOTSPOT You need to ensure that Agent1Dev Team can access Agent1. The solution must meet the security and compliance requirements. How should you complete the Python code? To answer, select the appropriate options in the answer area. NOTE: Each correct selection is worth one point. Microsoft AI 103 question

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Q: 10

HOTSPOT You need to recommend a plan to create a customer support agent by using the Microsoft Foundry Agent Service. The agent must meet the following requirements: • Retain user preferences across multiple conversations. • Enable users to provide contextual grounding by directly uploading documents during a chat. Which Foundry capability should you recommend for each requirement? To answer, select the appropriate options in the answer area. NOTE: Each correct selection is worth one point. Microsoft AI 103 question

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