Microsoft Azure AI Engineer Associate AI-102 Practice Question
You are designing an Azure AI Content Understanding pipeline that will ingest PDF contracts, create a short extractive summary, assign each contract to one of several predefined categories, and flag any sentences that mention monetary amounts. The solution must meet the following requirements:
Use built-in capabilities only (no custom large-language-model prompts).
Minimize the number of network calls made to Azure AI Language.
Return the summary sentences, the predicted category, and the redacted locations for monetary amounts in a single response object.
Which Azure AI Language REST operation should you call after converting the PDF to plain text?
Submit an Analyze job that combines Extractive Summarization, single-category classification, and PII detection actions ( /language/analyze-text/jobs ).
Invoke the Text Analytics for Health endpoint with the showStats=true query parameter.
Call the Extractive Summarization endpoint ( /language/analyze-text/summarize ) followed by separate classification and PII calls.
Use the Analyze Conversations endpoint ( /language/analyze-conversations ) with orchestration mode.
The Analyze endpoint (public: /language/analyze-text/jobs) lets you bundle multiple cognitive actions-such as ExtractiveSummarizationAction, PrebuiltSingleCategoryClassificationAction, and PersonallyIdentifiableInformationAction-into a single job request. When the job completes, the service returns one consolidated result that contains the extractive summary sentences, the predicted category, and the redaction locations for detected entities like monetary amounts. Calling separate summarization, classification, and PII endpoints would require three network calls. The synchronous /summaries operation cannot execute classification or entity-recognition actions, and the /analyze-conversations endpoint is intended for conversational transcripts, not long documents.
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What is the purpose of the /language/analyze-text/jobs REST operation?
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Why can’t the /language/analyze-text/summarize operation be used for this pipeline?
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Microsoft Azure AI Engineer Associate AI-102
Implement knowledge mining and information extraction solutions
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