Predictive oncology is crucial because it enables early detection and more precise treatment of cancer. Early detection often leads to better outcomes, as treatments can be more effective when the cancer is at an early stage. Moreover, predictive tools help clinicians choose the most appropriate therapies based on the genetic and molecular profile of the tumor, minimizing unnecessary treatments and their associated side effects.