This case study examines the benefits of incorporating machine learning in routing retail and commercial payments across various payment channels, extending beyond conventional rule-based systems. The application of machine learning algorithms aims to optimize the routing for account-to-account payments (via RTP, ACH, RTGS, Swift, etc.) and retail payments initiated via digital commerce platforms, to enhance efficacy, precision, and customer experience, while facilitating dynamic decision-making.