In the current fast-paced world, optimizing ATM routes has become a crucial strategy for banks and financial institutions to minimize cash-related expenses while maintaining continuous cash accessibility for customers. This whitepaper presents a comprehensive examination of the variables, factors, assumptions, scenarios, algorithms, and advantages of ATM route optimization, with a specific emphasis on utilizing predictive analytics to optimize ATM routes.