Multi-model RAG with SurrealDB & LangChain

Products

Database

SurrealDB The ultimate multi-model database for AI agents and applications

Platform

SurrealDB Cloud Scale effortlessly and securely without managing infrastructure

Surrealist Manage your schema and data, with the visual IDE for SurrealDB

Sidekick Your AI pair-programmer for SurrealQL, schema design, and data debugging

SurrealMCP Connect your AI tools directly to SurrealDB with the Model Context Protocol

Integrations Integrate SurrealDB with your chosen tech stack or AI framework

University Get to grips with SurrealDB, and go from beginner to expert in just hours

Tools

SDKs Build, connect, and integrate SurrealDB into your application or tech stack with the SurrealDB SDKs

Resources

Documentation

SurrealDB Cloud docs Get started with SurrealDB Cloud

SurrealDB docs Everything you need to install, query, and scale SurrealDB

Surrealist docs Get started with managing your schema and visualising your data

Guides

AI tech stack Learn how to simplify your AI tech stack, and build enterprise-scale applications quicker

Vector and hybrid search Combine vector, graph, and keyword search for improved AI context at scale

Graph and GraphRAG Combine graph traversal and RAG to deliver lineage-aware, relationship-rich AI context at scale

Event-driven real-time sync Combine streaming data, LLM inference, and push notifications for real-time applications

Functions and procedures Deploy modular functions to streamline advanced in-database business logic

Security and governance Secure AI data pipelines and ensure compliance, with zero-trust access, row-level security, and observability

Discover

Blog Stay up-to-date with news and updates

University Go from beginner to expert in just hours

Watch and learn Explore tutorials, demos, and insights

SurrealDB Labs Explore tools, libraries & integrations

Solutions

By use case

By industry

Finance and FinTech Power fraud detection, real-time risk, and high-volume trading analytics

Defence and Aerospace Fuse classified data streams securely for mission-critical situational awareness

Gaming and Entertainment Drive instant leaderboards, matchmaking, and personalised content at scale

Energy and Manufacturing Monitor IoT telemetry and optimise assets with graph-native analytics

Retail and E-commerce Deliver dynamic pricing, live inventory, and AI-driven recommendations in milliseconds

Healthcare Unify patient records and diagnostics while safeguarding PHI compliance

Discover

Enterprise Built for enterprises, SurrealDB delivers success through proven expertise

Go-live acceleration Expert guidance to maximise the value of SurrealDB from day one.

Customer case studies See how industry leaders use SurrealDB to turn challenges into innovations

Company

Blog Stay up-to-date with news and updates

Events View past or upcoming events

Brand assets Explore our brand library

Careers Interested in joining the team? Check out our open positions

Store Browse through the SurrealDB swag collection, for the perfect shade of pink

Open source See all of the open source projects that make up the Surreal data platform

Ambassador Programme Join the SurrealDB Ambassador Programme

Community Join our community of maintainers, contributors, users, and surreal enthusiasts

Pricing GitHub Sign in Start your project

30.2k

Products

Database

SurrealDB The ultimate multi-model database for AI agents and applications

Platform

SurrealDB Cloud Scale effortlessly and securely without managing infrastructure

Surrealist Manage your schema and data, with the visual IDE for SurrealDB

Sidekick Your AI pair-programmer for SurrealQL, schema design, and data debugging

SurrealMCP Connect your AI tools directly to SurrealDB with the Model Context Protocol

Integrations Integrate SurrealDB with your chosen tech stack or AI framework

University Get to grips with SurrealDB, and go from beginner to expert in just hours

Tools

SDKs Build, connect, and integrate SurrealDB into your application or tech stack with the SurrealDB SDKs

Resources

Documentation

SurrealDB Cloud docs Get started with SurrealDB Cloud

SurrealDB docs Everything you need to install, query, and scale SurrealDB

Surrealist docs Get started with managing your schema and visualising your data

Guides

AI tech stack Learn how to simplify your AI tech stack, and build enterprise-scale applications quicker

Vector and hybrid search Combine vector, graph, and keyword search for improved AI context at scale

Graph and GraphRAG Combine graph traversal and RAG to deliver lineage-aware, relationship-rich AI context at scale

Event-driven real-time sync Combine streaming data, LLM inference, and push notifications for real-time applications

Functions and procedures Deploy modular functions to streamline advanced in-database business logic

Security and governance Secure AI data pipelines and ensure compliance, with zero-trust access, row-level security, and observability

Discover

Blog Stay up-to-date with news and updates

University Go from beginner to expert in just hours

Watch and learn Explore tutorials, demos, and insights

SurrealDB Labs Explore tools, libraries & integrations

Solutions

By use case

By industry

Finance and FinTech Power fraud detection, real-time risk, and high-volume trading analytics

Defence and Aerospace Fuse classified data streams securely for mission-critical situational awareness

Gaming and Entertainment Drive instant leaderboards, matchmaking, and personalised content at scale

Energy and Manufacturing Monitor IoT telemetry and optimise assets with graph-native analytics

Retail and E-commerce Deliver dynamic pricing, live inventory, and AI-driven recommendations in milliseconds

Healthcare Unify patient records and diagnostics while safeguarding PHI compliance

Discover

Enterprise Built for enterprises, SurrealDB delivers success through proven expertise

Go-live acceleration Expert guidance to maximise the value of SurrealDB from day one.

Customer case studies See how industry leaders use SurrealDB to turn challenges into innovations

Company

Blog Stay up-to-date with news and updates

Events View past or upcoming events

Brand assets Explore our brand library

Careers Interested in joining the team? Check out our open positions

Store Browse through the SurrealDB swag collection, for the perfect shade of pink

Open source See all of the open source projects that make up the Surreal data platform

Ambassador Programme Join the SurrealDB Ambassador Programme

Community Join our community of maintainers, contributors, users, and surreal enthusiasts

Back to overview Events Webinars Livestreams

UpcomingWebinar

Event-driven architecture for AI with SurrealDB

Mon, October 27th 2025

Webinar

Multi-model RAG with SurrealDB & Langchain

Tue, September 30th 2025

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Build Scalable Memory for LLMs with Graphs and Vectors

Wed, July 16th 2025

Webinar

RAG Apps with Python, SurrealDB & Streamlit

Wed, July 9th 2025

Webinar

AI in Financial Services: Unlocking insights with Graph RAG

Thu, April 24th 2025

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