The increasing rate of Machine Learning progress necessitates a proactive strategy for corporate decision-makers. Simply adopting AI solutions isn't enough; a integrated framework is essential to guarantee optimal value and reduce likely risks. This involves analyzing current capabilities, determining specific business objectives, and creating a pa