Azure AI Fundamentals (AI-901) - Full Practice Exam 1

1. A beginner wants to compare supported models and test prompts before writing an application. Which starting surface is the best fit?
2. A chat application needs a consistent instruction that responses should be concise and avoid revealing secrets. Where should this policy normally be placed?
3. A chat client needs useful continuity across turns. What should its design retain or supply through the supported conversation mechanism?
4. A chatbot generates fluent text that contradicts the company's published policy. Which explanation is most accurate?
5. A client authenticates successfully but receives a permission-related HTTP 403 for a project operation. What should be checked?
6. A client needs to turn a user's microphone speech into text for further processing. Which Speech capability should it use?
7. A company assigns a named owner to approve AI use, investigate harmful outcomes, and manage remediation. Which responsible AI principle does this emphasize?
8. A Content Understanding workflow receives a supported audio recording and must produce structured customer-request fields. Which approach fits?
9. A customer asks an agent for an order status. The lookup tool returns no matching order. What is the best response behavior?
10. A customer service assistant may give incorrect answers when a dependency fails. The team wants fallback behavior and testing under unusual conditions. Which responsible AI principle is most directly involved?
11. A deployed model call returns HTTP 401. Which issue should the beginner investigate first?
12. A deployed multimodal model supports image input. A client asks what is visible in a photograph but sends only the filename without uploading or referencing accessible image content. What is missing?
13. A developer needs to verify where an extracted document value came from. Which output is especially useful when supported?
14. A document-processing tool must identify person names, organizations, and locations in text. Which technique should it use?
15. A feedback application must classify whether reviews express positive, negative, or neutral opinion. Which text analysis technique fits?
16. A hiring model performs well overall but has a much higher false-rejection rate for one demographic group. Which responsible AI concern should be investigated first?
17. A learning application needs to read generated instructions aloud using an appropriate voice. Which Speech capability fits?
18. A lightweight agent must answer questions using a configured knowledge source. What should the developer connect to the agent?
19. A lightweight Python application must extract named organizations from uploaded text. Which capability should it call?
20. A manager wants a concise version of a long incident report that preserves its central points. Which capability fits?
21. A marketing tool must create a new illustration from a description. Which model capability is needed?
22. A media archive needs structured topics and events from videos, not just a raw transcript. Which capability should be evaluated?
23. A model must return a supported structured result with three required fields for application processing. Which TWO practices fit? Select TWO.
24. A model returns overly broad answers to a support question. Which prompt change is most likely to improve relevance?
25. A new agent can call an order lookup function. Which tool description is most useful to the agent?
26. A Python client must call the AI resources associated with a particular Foundry project. Which configuration should the developer obtain for the project client?
27. A Python client receives extracted results in a nested dictionary. It must read an optional field that is not always present. Which practice is most appropriate?
28. A review-analysis client receives sentiment labels for several documents. Which implementation practice prevents confusing one document's result with another?
29. A sample Python client stores its credential directly in a public repository. What should the developer do?
30. A support team needs written transcripts of recorded conversations. Which capability directly fits?
31. A supported model's temperature setting is increased. Which general effect should the developer expect?
32. A system collects sensitive customer information for AI processing. The team limits collection, restricts access, and protects stored records. Which principle is most directly addressed?
33. A team chooses a model for a short text-classification task. Which selection approach is most appropriate?
34. A team compares a basic model call with an agent. Which additional capability commonly motivates choosing an agent?
35. A team needs structured invoice fields from uploaded documents, with a defined output schema. Which workload category is the closest match?
36. A team needs to answer questions about a supplied photograph. What model capability must it select?
37. A user includes text saying to ignore all rules inside a document being summarized. How should the application treat that document text?
38. A visual assistant must answer a question supported by an uploaded image. Which evaluation is most relevant?
39. A voice application receives no recognized text for a silent audio input. What should its client do?
40. A voice assistant is tested with people who have different speech patterns and accessibility needs. Which responsible AI principle is the closest match?
41. An agent can issue refunds through a tool. Which two controls should a beginner include before allowing consequential refund actions? Select TWO.
42. An agent may perform a purchase through a tool. Why should the application validate a proposed tool call before execution?
43. An application must convert written text into spoken audio. Which AI workload is this?
44. An application needs invoice number, invoice date, and total from varied invoice layouts. Which Content Understanding configuration best expresses the requirement?
45. An application receives HTTP 429 while sending many model requests. Which response is generally appropriate?
46. An application sends more input than a deployed model's supported context limit. What is the appropriate design response?
47. An extracted invoice amount has low confidence and could trigger a large payment. What is the appropriate workflow?
48. An extraction API returns an asynchronous operation reference rather than the final fields immediately. What should the client do?
49. Analysts need the most important terms in a set of support comments without generating a new paragraph. Which text capability is the closest fit?
50. Users should be told when they are interacting with AI and understand the system's limitations. Which principle most directly supports this requirement?

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