Deep-tech simulation platform that models ageing of electromechanical equipment across full lifespans to predict failures 24–72 months in advance, enabling proactive long‑term maintenance planning. Serves operators, maintenance providers, supply-chains and equipment manufacturers in transportation, utilities, nuclear and defense to eliminate breakdown uncertainty and improve asset availability and safety.