Finance leaders should avoid implementing AI through prompt engineering alone, and instead build a foundation of clear workflows, structured data, and trusted formulas first. The piece lays out a four-layer implementation stack where AI accelerates commentary, QA, and reporting rather than generating financial outputs from scratch.