The platform identifies faults before they occur, points precisely to the root cause, suggests the proper fix from past experience, analyses long-term trends, builds a dynamic maintenance roster, profiles every device individually, integrates with realtime analysis, detects train wheel issues, point machine loose packing and cable faults with their precise location, reduces mean time to repair, and names the failed component rather than the symptom.