Beyond Top-K: Building search-confidence guardrails for agentic AI with OpenSearch

Published 24 October 2026

A confidence layer evaluates score magnitude, result gaps, coherence, freshness, and authority before agents act, enabling graduated abstention when retrieval quality is uncertain.