How to Build a RAG

A developer roadmap from raw documents to grounded, cited answers — the indexing pipeline that prepares your data, and the retrieval pipeline that answers with it.

Raw Data

Document Loaders

Data Connectors

Chunking

Embedding

Metadata

Vector Store

Meanwhile — User Query

Retrieval

Augmentation

Generation

Grounded Response

Evaluation & Guardrails