Our results show that pre-phasing is a highly generalizable strategy that can be adapted to most imputation engines, and we expect that it will be combined with future methodological developments to make imputation even faster and more flexible. Software implementing our approach, using either the IMPUTE2 or MaCH/minimac framework, is available from the authors’ websites.