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AI-102 Designing and Implementing a Microsoft Azure AI Solution

in Microsoft

Microsoft AI-102 Actual Exam Questions

Last updated on Oct 31, 2026.

379 Questions & Answers

Practice AI-102 questions and answers on Azure AI services, language, vision, speech and generative AI solution design. Select Reveal Solution after choosing your answer.

Question #6 Topic: Exam A

A company wants a generative AI assistant to answer using its private documents and include grounded references. Which pattern is suitable?

  • A. Retrieval augmented generation
  • B. Random sampling
  • C. Image classification
  • D. Batch translation
Reveal Solution
Correct Answer: A
Retrieval augmented generation retrieves relevant source content and supplies it to a language model to ground its response.
Question #7 Topic: Exam A

You need to detect and redact personal information from text before storing it. Which Azure AI Language capability can help?

  • A. Personally identifiable information detection
  • B. Key phrase extraction
  • C. Text summarization
  • D. Speech synthesis
Reveal Solution
Correct Answer: A
PII detection identifies sensitive personal information and supports redaction in text processing workflows.
Question #8 Topic: Exam A

A developer must prevent an Azure OpenAI deployment from exceeding an expected number of requests per minute. Which setting should be monitored?

  • A. Rate limit and quota
  • B. Image resolution
  • C. Search indexer schedule
  • D. Speech voice font
Reveal Solution
Correct Answer: A
Azure OpenAI quotas and rate limits constrain throughput; monitor them and request quota adjustments when needed.
Question #9 Topic: Exam A

A model should return a response in a required JSON schema for downstream processing. What should the developer configure where supported?

  • A. Structured outputs or JSON mode
  • B. Higher temperature
  • C. Image input
  • D. Speech diarization
Reveal Solution
Correct Answer: A
Structured output capabilities constrain model responses to a defined schema when the selected model and API support it.
Question #10 Topic: Exam A

A team must evaluate a generative AI solution for groundedness, relevance and safety before release. What should be performed?

  • A. An evaluation using representative test data and metrics
  • B. A single prompt check only
  • C. Disable content filters
  • D. Increase temperature to maximum
Reveal Solution
Correct Answer: A
Evaluation with representative cases and appropriate quality and safety metrics helps identify issues before deployment.
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