
Using Azure LLM Functions with Elasticsearch for smarter query experiences
Explore an example real estate search app that uses Azure Gen AI LLM Functions with Elasticsearch to provide flexible hybrid search results. See step-by-step how to configure and run the example app in GitHub Codespaces.

AI-powered case deflection: build & deploy in minutes
Exploring the AI Assistant Knowledge Base capabilities combined with Playground to create a self-service case deflection platform.

Get set, build: Red Hat OpenShift AI applications powered by Elasticsearch vector database
Learn how to use Elasticsearch with the ‘AI Generation’ Validated Pattern to rapidly deploy secure, GitOps-driven RAG applications on Red Hat OpenShift.

Unstructured data processing with NVIDIA NeMo Retriever, Unstructured, and Elasticsearch
Learn how to build a scalable data pipeline for unstructured documents using NeMo Retriever, Unstructured Platform, and Elasticsearch for RAG applications.

RAG and the value of grounding in Elasticsearch
Learn about RAG, grounding, and how to reduce hallucinations by connecting an LLM to your documents.

RAG without “AG”?
Learn how to leverage semantic search and ELSER to build a visually appealing Q&A experience, without using LLMs.

Building a RAG workflow using LangGraph and Elasticsearch
Learn how to configure and customize a LangGraph Retrieval Agent Template with Elasticsearch to build a RAG workflow for efficient data retrieval and AI-driven responses.

Building a multi-agent recruitment search tool with AutoGen and Elasticsearch
Learn how to integrate Microsoft's AutoGen framework with Elasticsearch and build a multi-agent system for semantic search through a practical job matching and candidate data retrieval example.

Using LlamaIndex Workflows with Elasticsearch
Learn how to build a self-filtering Elasticsearch app using LlamaIndex Workflows with an LLM autocorrect loop and interchangeable models.

Using CrewAI tools with Elasticsearch
Learn how to create an Elasticsearch agent with CrewAI for your agent team and perform market research.

