Nature Communications, Published online: 13 June 2026; doi:10.1038/s41467-026-74155-0 A Gaussian process framework integrates neighbourhood EV registration data with regional scenarios to generate probabilistic local adoption forecasts with uncertainty estimates for electricity network planning.