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Production RAG with Claude: Architecture and Trade-offs

Urnish Tech·Mar 15, 2026· 12 min read

A deep dive on retrieval-augmented generation patterns we use to ship reliable LLM features for clients.

RAG looks simple in a notebook and hard in production. We walk through chunking strategies, hybrid retrieval, evaluation harnesses, and how to budget tokens against quality.

We use these patterns across production engagements for clients in fintech, healthcare, and SaaS - and we're happy to walk you through the trade-offs in a working session if it helps your team.

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