Companies incorporating RAG into their AI systems are using SpiceDB to safely integrate sensitive and proprietary data during ingestion, retrieval, and response generation.

Retrieval-Augmented Generation (RAG) Pipeline

Knowledge Base

Retrieval

Context Preparation

Augmentation

Generation

Generated by Claude 3.5 Sonnet ?

Maintain data confidentiality

Support your RAG pipeline as it evolves and adds data sources

Adding data sources can improve an AI system’s accuracy and relevance but each new data source can bring it's own authorization requirements. SpiceDB accommodates complex permissions models to correctly incorporate proprietary corporate data and sensitive user data. Utilize the appropriate ACL-filtering to fit your use cases. For example:

Pre-filter data sources to include only authorized documents before generating embeddings and storing them in a vector database
Either pre-filter inputs for relevance ranking to maximize the number of authorized documents considered, or post-filter ranked results to remove unauthorized documents
Post-filter vector database query results to ensure only authorized data is used as augmented context for response generation

Answer permissions questions for massive document sets, quickly

Support knowledge bases with billions of documents while being able to make authorization queries in real-time during response generation.

Preserve separation of concerns in your pipeline architecture

Evolve your pipeline tools and architecture while maintaining correctness by decoupling your authorization data from your document data using a centralized permissions system.

pgvector

Integrate modern authorization into your pipeline

Get started with open source

SpiceDB is an open source permissions system and has an ecosystem of supporting clients, tools, and user community.

Design your permissions model

Utilize the SpiceDB Playground and example schemas to design and validate your permissions models.

Run at scale with AuthZed Dedicated

Managed SpiceDB permissions systems optimized to deliver highly available, consistent, and performant authorization at global scale.

Ready to get started?

Get in touch to learn about how your RAG system can integrate fine-grained permissions, utilize performant authorization checks, and scale securely.