Electric load forecasting is the process of predicting how much electricity will be consumed across a grid, market, or portfolio over a given time period. Grid operators — ISOs, TSOs, and RTOs — rely on accurate load forecasts to balance supply and demand in real time. Energy traders use them to position ahead of day-ahead auctions and capture intraday volatility.
Retail electricity providers and utilities use them to manage procurement, schedule portfolio bids, and reduce exposure to peak charges. The shift from legacy statistical models to AI-powered approaches has been decisive — machine learning methods now consistently outperform traditional forecasting by a wide margin, and the gap is widening as models ingest more data and retrain more frequently.
Top trading firms in ERCOT using Amperon
Top trading firms in PJM using Amperon
Lead-time advantage vs. ISO forecasts








