This document discusses energy audits and modeling for agriculture operations. It addresses estimating energy savings from equipment upgrades, the disconnect that can occur between auditors and installers, and the importance of verification to ensure projected savings are achieved. Examples are provided showing potential savings from improvements like plate coolers, circulation fans, ventilation fans, and lighting upgrades. It emphasizes that producers should understand expected savings and have installations verified by an independent party to receive promised performance.