Erin DeFrieze emphasizes that owners and facility managers must clearly define their goals, data requirements and operational expectations upfront through documents like the Owner Project Requirements (OPR) and a “Guideline 25” framework. These early decisions shape everything from equipment selection and sensor placement to naming conventions, tagging structures and data accessibility — all of which determine whether AI systems will function effectively later.
