How to Monitor AI Output Quality When the Source Documents Change Often

A changing knowledge base can alter AI answers even when the model and prompt remain the same. Quality monitoring should reflect source freshness and document revisions.

What to check

Track index update time, source versions, retrieval coverage, answer citations, and correction rates for representative tasks. Use privacy-safe evaluation examples.

Recommended next step

Alert on stale indexing and retest important queries after material document changes. Informatix Systems can assess AI retrieval and production monitoring.