Vector Database
Playground: Experiment with RAG applications with Elasticsearch in minutes
Playground is a low code interface for developers to explore grounding LLMs of their choice with their own private data, in minutes.
Elasticsearch vs. OpenSearch: Vector Search Performance Comparison
Elasticsearch is out-of-the-box 2x–12x faster than OpenSearch for vector search
Elasticsearch new semantic_text mapping: Simplifying semantic search
Using the new semantic_text field type and semantic query for simplifying semantic search in Elasticsearch
Enhancing Recommendations with Geo-Semantic Search in Elasticsearch
This blog provides a guide on using Elasticsearch's hybrid geo-semantic search capabilities to efficiently navigate and retrieve data from a diverse dataset of 2 million TripAdvisor reviews for personalized attraction recommendations.
Designing for large scale vector search with Elasticsearch
Part 1: High-fidelity dense vector search in Elasticsearch. Learn how we achieve a 75% memory reduction without impacting search quality.
Intelligent RAG, Fetch Surrounding Chunks
Explore Fetch Surrounding Chunking, an emerging pattern in RAG that uses intelligent chunking and Elasticsearch vector database to optimize LLM responses. This approach balances data input to enhance the accuracy and relevance of LLM-generated answers through semantic hybrid search.
Introducing Retrievers - Search All the Things!
Learn about Elasticsearch retrievers, including Standard, kNN, text_expansion, and RRF. Discover how to use retrievers with examples.
Semantic Reranking in Elasticsearch with Retrievers
Explore strategies for boosting the relevance of your top search results.
Using Elasticsearch as a vector database for Azure OpenAI On Your Data
Explore how to quickly set up and ingest data into Elasticsearch for use as a vector database with Azure OpenAI On Your Data, enabling you to chat with your private data.
Elasticsearch open inference API adds Azure AI Studio support
Elasticsearch open inference API adds support for embeddings generated from models hosted on Azure AI Studio and completion tasks from large language models such as Meta-Llama-3-8B-Instruct."