AI-900 Practice Question: Describe Artificial Intelligence workloads and considerations
A retail company is building an AI-powered virtual agent that will answer customer questions about product warranties and return policies on its public website. The company wants the agent to retrieve answers directly from its existing policy documents rather than requiring staff to write hundreds of manually authored question-and-answer pairs. Which Azure AI capability should the company use?
⚠ Common exam trap
The trap here is assuming that any conversational Azure AI service automatically reads your documents, when only a document-grounded question-answering capability does that without manually authored pairs.
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Azure AI Language question answering, grounded on the company's policy documents
The requirement is a conversational agent that answers from existing policy documents without manually authored Q&A pairs. Azure AI Language question answering ingests those documents, builds a knowledge base, and returns precise answers to natural-language queries, which is the document-grounded question-answering capability designed for exactly this pattern.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Azure AI Speech text-to-speech
Why it's wrong here
Text-to-speech synthesizes spoken audio from text, which could voice an answer but cannot determine what the answer should be. On its own it has no knowledge retrieval capability, so it cannot find warranty or return-policy content in the company's documents and would require another service to supply the response text first.
- ✗
Azure AI Custom Vision image classification
Why it's wrong here
Custom Vision trains image classification or object detection models on labeled pictures, for example identifying defective products in photos. It works with visual data rather than text documents, so it cannot extract return-policy answers or power a conversational agent that responds to written customer questions about warranties.
- ✗
Azure AI Vision spatial analysis
Why it's wrong here
Spatial analysis in Azure AI Vision interprets video streams to detect people's presence and movement in physical spaces, such as counting occupancy in a store. It produces no textual answers and cannot read policy documents or respond to warranty questions, so it is unrelated to building a document-grounded question-answering agent.
- ✓
Azure AI Language question answering, grounded on the company's policy documents
Why this is correct
Question answering in Azure AI Language builds a knowledge base from supplied documents such as policy PDFs and returns precise answers to natural-language questions. Grounding responses in the existing documents means staff do not hand-author Q&A pairs, and the agent answers only from approved content, which fits the warranty and returns scenario exactly.
Go deeper
Related to this question
Learn chapter
Power Virtual Agents and Azure Bot Framework
Key term
Question answering
Question answering is an Azure AI service that lets you build a natural language query system that extracts answers from a custom knowledge base of documents or FAQs.
Key term
Azure AI Language
Azure AI Language is a cloud-based service from Microsoft that uses natural language processing to understand, analyze, and generate human language for applications.
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JA
Written and reviewed by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
Last reviewed September 2026 · checked against the official Microsoft exam blueprint
This AI-900 practice question is part of Courseiva's free Microsoft certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AI-900 exam.