Stop paying for confidently wrong answers. AI hallucinations are becoming a cost, governance, and operational risk as enterprises scale agentic workflows, retrieval-heavy systems, and high-stakes AI applications. This field guide explains why hallucinations persist in production, how they inflate AI spend, and what it takes to build source-grounded AI that can be traced, audited, and defended.