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Microsoft · AI-901 · 2026-04 objectives

Microsoft Azure AI Fundamentals (AI-901)

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Real questions from the Azure AI Fundamentals (AI-901) bank, one per domain. No account, no card — answer and see why.

1 / 5OBJ 1.1

A bank builds a model that scores loan applications. During review, the team finds the model approves applicants from one postal code at a much lower rate than others, with no difference in creditworthiness. Which responsible AI principle does this primarily engage?

Practice tests

Timed and scored like the real thing. Answers stay on the server until you submit, then every question is explained in review.

Exam objectives

What AI-901 covers, and how much of the exam each domain accounts for. Percentages are the share of scored questions in the 2026-04 objectives.

1.0Identify AI concepts and capabilities

43%
  • 1.1Describe principles of responsible AI (considerations for fairness, reliability and safety, privacy and security, inclusiveness, transparency, and accountability in an AI solution).
  • 1.2Identify AI model components and configurations (how generative AI models work, identifying an appropriate model based on capabilities, model deployment options and configuration parameters).
  • 1.3Identify AI workloads (scenarios for generative and agentic AI, text analysis, speech, computer vision and information extraction; keyword extraction, entity detection, sentiment analysis and summarization; speech recognition and synthesis; computer vision and image-generation models; extracting information from text, images, audio and video).

2.0Implement AI solutions by using Microsoft Foundry

57%
  • 2.1Implement generative AI apps and agents by using Foundry (effective system and user prompts, deploying a model and interacting with it in the Foundry portal, a lightweight chat client using the Foundry SDK, creating and testing a single-agent solution, a lightweight client application for an agent).
  • 2.2Implement AI solutions for text and speech by using Foundry (a lightweight application that includes text analysis, responding to spoken prompts by using a deployed multimodal model, building with Azure Speech in Foundry Tools).
  • 2.3Implement AI solutions with computer vision and image-generation capabilities by using Foundry (interpreting visual input in prompts with a deployed multimodal model, creating new visual outputs with generative models, building a lightweight application with vision capabilities).
  • 2.4Implement AI solutions for information extraction by using Foundry (extracting information from documents and forms, images, and audio and video by using Azure Content Understanding in Foundry Tools; building a lightweight application with information extraction capabilities).

Summarized from Microsoft Azure AI Fundamentals (AI-901)’s published exam objectives. Always check the vendor’s current objectives before your exam.