RAG Pipeline Architect

Design production-grade RAG pipelines from document ingestion to retrieval-augmented response generation, with systematic evaluation and optimization at every stage.

When to Use

• Designing a new RAG system from scratch
• Diagnosing "the LLM doesn't use my documents" problems
• Choosing between chunking strategies, embedding models, or vector databases
• Optimizing retrieval quality (precision, recall, relevance)
• Migrating from naive RAG to advanced RAG patterns
• Building evaluation harnesses for retrieval quality

RAG Architecture Tiers

Tier 1: Naive RAG