sRPE and ACWR are valuable tools for controlling fatigue levels and minimizing injuries in performance sports. Their ability to provide individualized assessment, integrate subjective and objective measures, and inform data-driven decision-making makes them essential components of a comprehensive sports safety and performance monitoring system. The goal of this study was to provide first a computer-assisted solution to predict the fatigue level, and then to expand this with an artificial intelligence-supported solution for a more advanced pipeline in performance sports, to minimise the injury level.