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Microsoft Azure AI Fundamentals (AI-901) full analysis: what the $39 report shows

Practice and timed mocks are free, with right or wrong on every answer and your total score.

A real question from the full analysis

This is how each question you miss appears in the report. The question, the right answer, the explanation and the source are real. The answer shown as yours is an example, not anyone's data.

A team is building an AI model that decides home-loan approvals. They want to ensure the model performs consistently across demographic groups. Which Microsoft Responsible AI principle directly applies?

  • A Fairness
  • B Reliability and safety
  • C Inclusiveness
  • D Transparency

Example answer, marked sure: B · Correct answer: A

A is correct. Microsoft states the fairness principle simply: AI systems should treat all people fairly. A loan model that performs differently across demographic groups breaks that principle, so checking for consistent results across groups is a fairness task. B is wrong because reliability and safety asks whether the system performs reliably and safely, including in unexpected conditions, not whether outcomes are equal across groups. C is wrong because inclusiveness is about designing AI that engages all people regardless of background, such as people with disabilities. D is wrong because transparency means people can understand how the system works and reaches decisions. AI-901 tests the same distinction the retired AI-900 did. Rule to remember: equal treatment across groups is fairness; understanding how the model decided is transparency.

Microsoft Responsible AI principles www.microsoft.com

Readiness by domain uses the weights of the real exam: Identify AI Concepts and Capabilities 43%, Implement AI Solutions by Using Microsoft Foundry 58%.

What the full analysis adds

  1. The right answer to every question, the explanation, and the primary source it comes from.
  2. Readiness by domain, weighted like the real exam, so you know which domain would sink you.
  3. Where you were sure and wrong: the answers that would cost you on exam day.
  4. Time per question by domain, against the exam clock.
  5. Every question you missed, in one list, with its explanation.
  6. A study plan that starts with your weakest domain: what it covers, the key concepts, and the official sources to read.

Refund policy · How the questions are made