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AI-300 Exam Questions & Answers

Operationalizing Machine Learning and Generative AI Solutions  •  Microsoft

60 Questions 120 min Updated Sep 2026 99% Pass Rate
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Sample AI-300 Questions

Practice with real exam-style questions, each with the verified correct answer and explanation.

Q1 MultipleChoice

You plan to filter your traces to identify issues while observing how the application is responding. The solution must not use an external knowledge base.

You need to select an evaluation metric.

Which built-in evaluator should you use?

Correct Answer: D
Q2 MultipleChoice

prompt variants to improve the user experience.

When comparing prompt variants, the team plans to assess whether the generated responses are grammatically correct.

You need to evaluate the quality of the language from the generated responses.

Which evaluator should you use?

Correct Answer: D
Q3 MultipleChoice

A data science team completes multiple training runs within an experiment by using MLflow.

The team wants to store a selected model in Azure Machine Learning so that it can be versioned and deployed later.

The model must be versioned centrally for reuse across environments.

You need to version the trained model.

Which two actions should you perform? Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point. Choose two.

Correct Answer: A, B
Q4 MultipleChoice

A team is working in Microsoft Foundry to test and compare large language model (LLM) prompt variants in a development environment.

The team requires consistent inputs to evaluate prompt variants without relying on live user traffic.

You need to create a controlled evaluation of input data.

Which action should you perform first?

Correct Answer: A
Q5 MultipleChoice

Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some question sets might have more than one correct solution, while others might not have a correct solution.

After you answer a question in this section, you will NOT be able to return to it. As a result, these questions will not appear on the review screen.

You work in Microsoft Foundry with a prompt flow.

You must manually evaluate prompts and compare results across prompt variants.

You need to capture the inputs, outputs, token usage, and latencies for each flow run for the evaluation.

Solution: Create prompt variants and compare their outputs in the Evaluation experience.

Does the solution meet the goal?

Correct Answer: B

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Frequently Asked Questions

The AI-300 exam tests your knowledge of operationalizing machine learning and generative AI solutions using Azure AI services. It covers designing, implementing, and managing AI solutions in production environments, including model deployment, monitoring, and optimization.

The exam covers Azure Machine Learning, Azure Cognitive Services, prompt engineering, responsible AI practices, and operationalization of AI models. It also includes topics on data preparation, model training, evaluation, deployment, and monitoring of AI solutions in production.

Microsoft recommends having experience with Azure services, machine learning concepts, and Python or other programming languages. Familiarity with data science and AI development is beneficial, though the exam is designed for professionals with intermediate to advanced AI knowledge.

The AI-300 exam typically consists of 40-60 questions and lasts 120 minutes. You need to achieve a score of 700 or higher out of 1000 to pass the exam.

Microsoft Learn offers free official learning paths and modules specifically designed for AI-300 preparation. Additionally, practice exams, hands-on labs with Azure services, and official study guides can help you prepare effectively for the certification.
Exam Details
  • Exam CodeAI-300
  • VendorMicrosoft
  • Total Questions60
  • Duration120 min
  • LanguageEnglish
  • Last UpdatedSep 4, 2026
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