AI Large Model Application Practice

Jan 26, 2026 · Artificial Intelligence

Why Enterprise AI Agents Fail and How Ontology Can Fix Them

This article examines why most enterprise AI agents stumble—due to hallucinations, semantic mismatches, and lack of explainability—then introduces ontology as a semantic layer that structures business concepts, rules, and constraints to enable reliable reasoning, centralized rule management, and transparent AI behavior.