Our benchmarking tests show that several freely available conformer ensemble generators (e.g. RDKit [2], Balloon [3], CONFECT [4]) achieve a level of accuracy which is comparable to that of commercial software (e.g. MOE [5]). However, substantial differences with respect to runtimes and...