Document Search

Unify your documents and empower teams with fast, intelligent search

Organizations often struggle to create cohesive, searchable repositories that span file types, document formats, and both structured and unstructured content. OpenSearch simplifies this by unifying documents from across formats and platforms into one seamless search experience.

With a single interface, users can quickly find what they need, boosting productivity and enabling your organization to scale its document repositories with confidence.

Advanced search methods tailored to your data and use case

Vector search

Use AI to convert documents into vector embeddings, powering semantic search that finds results by meaning rather than keywords.

Multimodal search

Extend vector search beyond text to include audio and other data types using models trained in a shared multimodal embedding space.

Hybrid search

Blend the strengths of keyword and vector search by combining their relevance scores to deliver more precise and meaningful document search results.

RAG and agentic search

Retrieve relevant documents to ground LLM responses and enable conversational, multi-turn search with intelligent agents.

Learn more about how OpenSearch helps deliver more relevant document search results

OpenSearch provides powerful tools for improving search relevance

Semantic queries that understand meaning

Go beyond simple keyword matches. With vector search and machine learning–based embeddings, OpenSearch retrieves documents based on meaning and context, delivering results that actually match what users intend to find.

Search Results Reranking

Highly tunable, configurable, and extensible

From small internal knowledge bases to petabyte-scale enterprise archives, OpenSearch scales effortlessly. Its open architecture lets you fine-tune ranking, filters, and relevance scoring to fit your organization’s unique needs.

Query Rewriting

Secure, transparent, open source

Led by a community effort, OpenSearch gives you full visibility and control over how your search works and where your data lives. Integrate enterprise-grade security, fine-grained access controls, and encryption—all without vendor lock-in.

OpenSearch Community

Explore further resources

OpenSearch blog post
Measuring and improving search quality metrics
Sep 17, 2025

OpenSearch blog post
Taking your first steps towards search relevance
Aug 13, 2025

OpenSearch blog post
Similar document search with OpenSearch
Jan 11, 2023

First steps toward search relevance

Start building performant, highly relevant search solutions for your document collections.

Search Relevance

Build high-performance, customizable search solutions for document collections, e-commerce, and applications