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AI-200 Data Management Services And Vector Search Practice Question

You are configuring a hybrid search in Azure AI Search. You want to combine results from a vector search and a keyword-based search. Which feature is specifically designed to normalize scores from these different retrieval methods into a single ranked list?

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

Reciprocal Rank Fusion (RRF)

Reciprocal Rank Fusion (RRF) is the standard algorithm used in Azure AI Search to combine scores from different search mechanisms into a single, cohesive ranking.

Answer analysis

Option-by-option breakdown

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

  • BM25 Scoring

    Why it's wrong here

    BM25 is a keyword relevance algorithm, not a normalization tool for hybrid vector-keyword scoring.

  • Semantic Ranker

    Why it's wrong here

    The Semantic Ranker re-ranks results based on relevance; it is not the mechanism for normalizing hybrid search scores.

  • Vector Normalization

    Why it's wrong here

    Vector normalization applies to the embedding vectors themselves, not the final search result ranks.

  • Reciprocal Rank Fusion (RRF)

    Why this is correct

    RRF normalizes disparate scores from multiple search techniques to provide a better combined ranking.

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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

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