Links loaders->embeddings->index->LLM into one flow.
Integration components allow your RAG system to connect with document stores, vector databases, LLM providers, and other services. They provide standardized interfaces for data exchange and functionality sharing.
Well-designed integrations make your RAG system more powerful, flexible, and easier to maintain. They allow you to leverage specialized tools for different aspects of the RAG pipeline.
Connects to SharePoint and extracts documents and metadata
Loads documents from various sources
Converts text into vector embeddings
Stores and retrieves vector embeddings
Generates responses based on context
Ensure components use compatible data formats and APIs. Consider frameworks like LangChain or LlamaIndex that provide standardized interfaces.
Add robust error handling at each integration point. Gracefully handle failures and provide clear error messages for troubleshooting.
Implement centralized logging and monitoring across all components to quickly identify and resolve integration issues.
Building a robust Integrations solution is challenging. Respeak's Enterprise RAG Platform handles this complexity for you.