This study aims to conduct a comprehensive analysis of FPSO platform failures and provide valuable insights for the timing of maintenance measures. By examining historical data and employing advanced analytical techniques, patterns and indicators preceding failures will be identified. Predictive models will be developed to forecast potential failure events, offering significant implications for the oil production industry. Accurate predictions of maintenance actions will enable operators to minimize downtime, optimize production efficiency, enhance operational reliability, reduce costs, and improve overall performance in the FPSO sector.