Geospatial AI platform producing building‑level, hourly energy demand and grid‑stress forecasts worldwide for utilities, grid operators, and energy investors. Generates forecasts without sensitive customer data by training on anonymized, aggregated consumption and publicly available geospatial inputs to help right‑size energy investments.