The accelerated rate of AI progress necessitates a proactive plan for business management. Just adopting Machine Learning technologies isn't enough; a coherent framework is vital to verify peak value and lessen likely drawbacks. This involves evaluating current infrastructure, identifying specific business targets, and building a roadmap for deploy