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Microsoft Certified:Azure AI Engineer Associate

Domain 1Objective 4

Implement AI Solutions Responsibly AI-102 Practice Questions (Page 5)

Part of the Plan and manage an Azure AI solution domain, which accounts for 20-25% of the AI-102 exam. Microsoft does not publish an official question count, but from its 100-minute exam (~40–65 total, ~8–16 in this domain), expect 2–4 from this objective — we provide 39 practice questions to prepare you well beyond it. (estimate)

39questions here
8free pages
5concepts
20-25%of the exam

Questions 21–25

  1. 21expert · hard

    A global social media platform uses Azure AI Content Safety to moderate text and images. The platform has a list of banned terms that must be blocked in all regions, but some terms are only banned in specific countries. The moderation team also wants to prevent users from using homoglyphs (look-alike characters) to bypass the filter. What is the most effective approach?

    Select an answer first
  2. 22expert · hard

    A government agency is deploying an AI system to screen public comments for offensive content. The agency must ensure that the system is fair and does not disproportionately flag comments from certain demographic groups. The agency also needs to be able to explain why a comment was flagged. What should you do?

    Select an answer first
  3. 23expert · hard

    A non-profit organization is deploying an Azure OpenAI-based chatbot to provide mental health support. The organization must ensure that the chatbot does not provide medical advice, and they need to monitor for any signs of harmful behavior (e.g., encouraging self-harm). They also have a limited budget and cannot afford a dedicated team for continuous monitoring. What should they do?

    Select an answer first
  4. 24expert · hard

    A technology company is deploying an Azure OpenAI-based coding assistant that suggests code snippets. The security team is concerned that the assistant could be prompted to generate malicious code (e.g., SQL injection). They also want to ensure that the assistant does not suggest code that uses deprecated libraries. The company has a responsible AI governance board that meets monthly. What should they implement?

    Select an answer first
  5. 25expert · hard

    A large healthcare provider is deploying an Azure OpenAI-based clinical decision support tool. The provider must comply with regulations that require continuous monitoring of AI safety incidents and a formal process for updating AI governance policies. They also need to ensure that the AI does not provide medical advice outside its approved scope. Which combination of actions should they take?

    Select an answer first
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