Based on AI analytics and cloud-connected equipment, KONE has developed a real-time analysis of operating data and operating conditions for escalators. Predictive escalator maintenance makes it possible to detect warning signs of failures or malfunctions, and thus trigger preventive interventions to avoid unnecessary repairs or downtime.