AI is surrounded by grand promises and very little real productivity demonstrated by data and evidence, and the distance between buying the technology and actually extracting value from it is now one of the biggest management challenges. In this talk I show why so many AI initiatives never leave the pilot stage, what separates the organizations that measure and get results from those that merely bet, and the path to rethinking processes, roles and decisions. It is the frontier I work on as Chief Science Officer at HiLOOP™, where I developed AI PM Compass™.