This is a data- and AI-driven service that analyzes EV charger user patterns to estimate departure times 

after charging begins, or to recommend optimized charging service options. 

By distributing electricity consumption over time, it helps suppress peak load increases and reduces charging costs.

Charging patterns are derived from diverse real-time data, with robust personal data protection measures in place. 

 Available charging capacity is calculated and provided within the limits of maximum power capacity. 

 Through charging pattern analysis, the system can estimate the expected departure time of an EV currently charging. Optimized power supply and charging speed are determined to ensure the desired charge is reached before departure, while controlling total charging power.