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Microsoft

AI-102 · Question #267

Drag and Drop Question You are building a customer support chatbot. You need to configure the bot to identify the following: - Code names for internal product development - Messages that include…

The correct answer is Custom named entity recognition (NER); Personally identifiable information (PII) detection. Custom Named Entity Recognition (NER) is correct for identifying internal code names because these are domain-specific, proprietary terms that Azure's pre-built models won't know - requiring a custom-trained model with minimal ongoing development effort once trained. Personally…

Submitted by katya_ua· Mar 30, 2026Implement natural language processing solutions using Azure AI Language services - selecting the appropriate pre-built vs. custom features based on business requirements and development effort constraints.

Question

Drag and Drop Question You are building a customer support chatbot. You need to configure the bot to identify the following: - Code names for internal product development - Messages that include credit card numbers The solution must minimize development effort. Which Azure AI Language feature should you use for each requirement? To answer, drag the appropriate features to the correct requirements. Each feature may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content. NOTE: Each correct selection is worth one point. Answer:

Exhibit

AI-102 question #267 exhibit

Answer Area

Drag items

Custom named entity recognition (NER)Key phrase extractionLanguage detectionNamed Entity Recognition (NER)Personally identifiable information (PII) detectionSentiment analysis

Correct arrangement

  • Custom named entity recognition (NER)
  • Personally identifiable information (PII) detection

Explanation

Custom Named Entity Recognition (NER) is correct for identifying internal code names because these are domain-specific, proprietary terms that Azure's pre-built models won't know - requiring a custom-trained model with minimal ongoing development effort once trained. Personally Identifiable Information (PII) detection is correct for credit card numbers because it is a pre-built Azure AI Language feature specifically designed to detect sensitive financial and personal data (including credit card numbers) out-of-the-box, requiring zero custom training and thus minimizing development effort.

Topics

#Azure AI Language#Custom NER#PII Detection#Named Entity Recognition

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