LLM Embedding Distance Metric Governance in Production: Avoiding Recall Distortion with Normalization Contracts, Metric Matrices, and Vector Replay
In vector search, mismatches between models, normalization, and distance metrics silently distort ranking and thresholds. This article provides normalization contracts, metric matrices, golden vector replay, and migration guardrails to stabilize recall quality during model upgrades and index switches.