Large language models cannot reliably distinguish between factual data and corporate lies. This blind spot allows hallucinations and misinformation to seep into enterprise workflows. Businesses must implement strict verification layers to prevent AI from amplifying false brand claims. Relying on raw model outputs for customer-facing data creates significant liability for compliance officers.