Verde EngineeringFebruary 15, 20251 min read

Building Production-Grade RAG Pipelines for Enterprise Data

Why naive vector search fails in production, and how hybrid search, reranking, and semantic chunking create reliable enterprise AI copilots.

Building production RAG pipelines requires more than wrapping embeddings in a vector database. In this deep dive, we explore document ingestion chunking strategies, hybrid keyword-vector retrieval with cross-encoder rerankers, and continuous evaluation for hallucination reduction.

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