A Review of Vector Databases for RAG Systems in Production
Abstract
Comprehensive review of vector databases for Retrieval-Augmented Generation (RAG), covering HNSW, IVF-PQ, and product quantization trade-offs, consistency models, and observability hooks. Benchmarks include recall@10, P95 latency, and cost per million queries.
Cite this article
Garc�a, M. & Miller, H. (2025). A Review of Vector Databases for RAG Systems in Production. Research Explorations in Global Knowledge & Technology (REGKT), 3 (2). Retrieved from https://regkt.com/article.php?id=104&slug=a-review-of-vector-databases-for-rag-systems-in-production