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AI-200 Data Management Services And Vector Search Practice Question

You are developing an enterprise retrieval-augmented generation (RAG) application using Azure AI Search. You need to configure a vector index to store dense vector embeddings alongside traditional text fields. Which property within the Azure AI Search index definition must be explicitly configured with a vector search profile to enable HNSW (Hierarchical Navigable Small World) algorithm indexing?

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

vectorSearchProfile

The vectorSearch configuration block inside an Azure AI Search index definition requires a profiles array where algorithms and vectorizer settings are tied together. Each searchable vector field then references the vector search profile via the vectorSearchProfile property.

Answer analysis

Option-by-option breakdown

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

  • vectorIndexKind

    Why it's wrong here

    vectorIndexKind is not a valid property name in the Azure AI Search REST API index schema.

  • compressionMethod

    Why it's wrong here

    compressionMethod is used for scalar quantization settings, not for assigning the base HNSW algorithm profile.

  • vectorSearchProfile

    Why this is correct

    The vectorSearchProfile property links a vector field to a defined vector search algorithm configuration and optional vectorizer.

  • similarityFunction

    Why it's wrong here

    similarityFunction is used within scoring profiles for traditional text relevance scoring, not for assigning the HNSW algorithm to vector fields.

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

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