RAG Knowledge Pipeline

The engagement

Production RAG that goes beyond chat-with-docs — ingestion, embeddings, hybrid retrieval, reranking, a citation format, a permissions model, a golden dataset and eval harness, a feedback loop, and monitoring. The retrieval layer most custom agents need to answer from your own knowledge reliably.

What this engagement covers

• Ingestion

• Chunking

• Embeddings

• Hybrid retrieval

• Reranking

• Citations

• Permissions

• Evals

• Feedback loop

• Monitoring

What you actually get

• Source ingestion pipeline

• Embedding workflow

• Hybrid retrieval

• Reranking

• Citation format

• Permissions model

• Golden dataset

• Eval harness

• Feedback loop

• Monitoring

• Runbook

Who buys this

• Teams retrieving over proprietary knowledge

• Support / docs teams replacing keyword search

• Agents that need cited, permissioned retrieval

Common questions