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Amazon S3 Vectors introduces metadata pre-filtering for up to 5x higher recall on filtered search

calendar_today September 30, 2026 person aws@amazon.com domain amazon-q

Amazon S3 Vectors now supports pre-filtering, which evaluates metadata filters before running similarity search, returning up to 5x more of the matching vectors when your filter is selective. S3 Vectors also adds a prefix match operator ($startsWith) for filtering on values like paths and URLs. Together, these improvements give your retrieval-augmented generation (RAG), agentic, and semantic-search applications more complete results when you filter, so your applications return more relevant answers.

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