Courseiva
Data Management Services And Vector SearchmediumMultiple ChoiceObjective-mapped

AI-200 Data Management Services And Vector Search Practice Question

You are implementing a RAG solution where user queries are matched against an Azure AI Search vector index. You want to ensure that search results only return documents where a specific metadata field 'securityLevel' matches the user's clearance. How should you apply this filter?

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

Pass an OData filter expression in the 'filter' parameter of the search query request

Vector queries in Azure AI Search support OData filtering via the 'filter' parameter, allowing you to combine semantic vector search with strict metadata filtering.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Pass an OData filter expression in the 'filter' parameter of the search query request

    Why this is correct

    The 'filter' parameter accepts OData syntax (e.g., securityLevel eq 'secret') alongside vector queries.

  • Create a separate Azure AI Search service for each security level

    Why it's wrong here

    Creating a search service per security level is unnecessary and expensive when OData filters provide granular access control.

  • Encode the security level into the vector embedding values directly

    Why it's wrong here

    Embedding values represent semantic features, not discrete security permission tags.

  • Filter the results in application memory after receiving all 1000 documents

    Why it's wrong here

    Filtering client-side is inefficient and risks security leaks if top-k results omit authorized documents.

About these practice questions

Courseiva writes every AI-200 question from scratch — 503 in total, each with an explanation and a wrong-answer breakdown. None are copied from real exams or dumps. Learn why practice questions differ from exam dumps →

How Courseiva writes practice questions · Editorial policy

JA

Written and reviewed by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

Last reviewed August 2026 · checked against the official Microsoft exam blueprint

This AI-200 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-200 exam.