Critical grid infrastructure is decades old, with failures causing costly unplanned outages that impact millions of customers and result in regulatory penalties and revenue loss.

Smart meters, grid sensors, and SCADA systems generate terabytes of data daily. Without proper data pipelines, this data remains siloed and underutilized for operational decision-making.

Field crews rely on reactive dispatching and paper-based processes, leading to inefficient routing, redundant site visits, and delayed outage restoration that frustrates customers.

Integrating variable renewable energy sources like solar and wind into the grid requires dynamic load balancing, real-time forecasting, and grid stability management that legacy systems cannot handle.