#search#vector-db#rag
Hybrid Search Is Replacing Pure Vector Retrieval in Production
Trend Signals
- RAG case studies emphasizing retrieval quality over model size
- Vendors offering native hybrid ranking capabilities
What Is Happening
Production RAG systems now optimize recall and precision jointly rather than chasing embedding-only simplicity.
Why It Matters
Relevance tuning becomes an ongoing product discipline instead of a one-time setup.
What Teams Should Do Next
Measure retrieval metrics separately from generation quality and maintain query-set regression tests.
What To Watch
Domain-adaptive rerankers will become a differentiator for enterprise knowledge systems.