A LumenForge Advisors perspective on why AI value realization demands disciplined measurement, realistic timelines, and human-centered execution. Executive Abstract Measuring true AI ROI is complex, multi-layered, and far from a simple formula. It requires tracking dozens of variables across people, process, data, technology, and time, while fully accounting for hidden and ongoing costs. Most organizations…