Frontline Investigation

Jun 30, 2026 · Industry Insights

Why Enterprise AI Q&A Fails: Knowledge Governance, Not Model Quality

This article argues that unreliable enterprise AI Q&A systems stem from poor knowledge governance — not model limitations — and outlines five essential questions a trustworthy knowledge base must answer: source traceability, version validity, applicability scope, ownership, and error correction loops.