Inverters drive most of the energy losses and unplanned events in modern utility-scale PV
Inverters cause around 36% of MWh losses and 70% of O&M events in utility-scale PV
Inverters last 10–15 years vs. 25–30 years for modules, forcing mid-life replacement CAPEX
Hot, humid or coastal sites accelerate failure rates that nameplate ratings ignore
Replace-after-failure cycles inflate spare-parts inventory and truck rolls
Physics-informed inverter intelligence powered by digital twins and field-grade ML
Real-time RUL estimation per inverter — central or string — across every site.
Quantify MWh and revenue at risk per asset, prioritizing interventions that move the meter.
Adaptive duty curtailment and thermal management to push useful life past 20 years.
Predictive consumption forecasts that cut warehouse inventory while raising availability.
Production and availability gains observed on operating PV portfolios
vs. baseline replace-on-failure
Across central + string fleets
Through proactive intervention
Typical MWh uplift on retrofitted sites
Built for every shape of solar plant — central, string, hybrid
Join IPPs and utilities using InverterAI to extend asset life and protect plant revenue