seniorNLP

What is retrieval latency optimization in large-scale RAG systems?

Updated May 17, 2026

Short answer

It reduces retrieval time using indexing, caching, and approximate nearest neighbor search.

Deep explanation

RAG systems must retrieve relevant documents quickly. Optimization includes ANN indexing (HNSW, IVF), query caching, embedding quantization, and distributed vector stores. Latency directly impacts LLM response time.

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