Enterprise RAG hits the scale wall and pivots to hybrid retrieval rebuilding broken pipelines

Published on 30 April 2026

33% plan hybrid even as 22% have no RAG

VB Pulse data for Q1 2026 shows enterprises stopped adding new retrieval layers and instead rebuilt what they already had. Hybrid retrieval intent tripled to 33.3%, while 22% report having no production RAG. Evaluation budgets slid as retrieval optimization surged, driven by reliability and access-control needs that break older “vector only” designs at agentic scale.

Hybrid retrieval intent jumps from 10.3% to 33.3% in one quarter
22% of enterprises still have no production RAG, signaling uneven maturity
Retrieval optimization funding overtakes evaluation as the top growth priority
Long-context and memory-only narratives lose momentum as deployments scale

#vector databases #hybrid retrieval #enterprise ai #agentic ai #rag

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Enterprise RAG hits the scale wall and pivots to hybrid retrieval rebuilding broken pipelines

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