Large language models lack the inherent ability to distinguish factual truth from corporate lies. This vulnerability allows hallucinations and misinformation to seep into enterprise AI outputs. Businesses must now implement rigorous verification layers to protect brand integrity. Relying on raw model outputs for customer-facing data creates a liability risk for most firms.