Short-term forecasts of atmospheric, oceanic, and hydrological effective angular momentum functions (EAM) of Earth rotation excitation are combined with least-squares extrapolation and auto-regressive modeling to routinely predict polar motion (PM) and ∆UT1 for up to 90 days into the future. Based on hindcast experiments covering the years 2016 and 2017, a bestperforming parametrization was elaborated. At forecast horizons of 10 days, remaining prediction errors are 3.02 mas and 5.39 mas for PM and ∆UT1, respectively, corresponding to improvements of 34.5 % and 44.7 % when compared to predictions reported routinely in Bulletin A of the International Earth Rotation and Reference Systems Service. At forecast horizons of 60 days, prediction errors are 12.52 mas and 107.96 mas for PM and ∆UT1, corresponding to improvements of 34.5 % and 8.2 % over Bulletin A. The 90 days-long EAM forecasts leading to those improved EOP predictions are routinely published on a daily basis at isdc.gfzpotsdam.de/esmdata/eam.