Mosaic consistently underestimates recharge across the western US. Noah captures recharge in wetter basins, but overestimates it in drier basins. VIC slightly overestimates recharge in drier and underestimates in wetter basins. LSMs have the potential to capture the spatial and temporal patterns of recharge.