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What is hybrid search?

Hybrid search combines lexical search, which matches words, with semantic search, which matches meaning. It is useful when a query includes both exact identifiers and natural-language intent.

For teams building search over documentation, support tickets, products, or internal knowledge. · Reviewed 2026-09-29

Why one search signal is not enough

A support query might include an exact error code and a description of what the user saw. Keyword search is strong for the code; semantic search is strong for the description. A hybrid system can preserve both signals instead of forcing one method to do everything.

How results are combined

  • Run keyword and semantic retrieval over the same source set.
  • Normalize or rank the candidate lists.
  • Apply permissions, freshness, and type filters.
  • Evaluate whether the combined top results contain the supporting answer.

The trade-off

Hybrid search adds tuning and operational work. It is worth it when exact terms and varied language both appear in important queries. For a small, simple dataset, a well-designed full-text search may be enough.

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