For outdoor air, we validate our models against independent monitoring networks that are kept out of model training. In our latest Breathe London holdout test, Air Aware Labs’ model improved accuracy by up to 35% compared with the raw global baseline across 145 sensors. We report validation metrics such as R² and RMSE for transparency, and accuracy improves where richer local data is available, such as traffic, land-use and dense sensor networks.
