Ranking virtual compounds from a screen via a predicted energy metric is less than ideal in general: a principle that also applies to Fragmenstein. With Fragmenstein in particular, the energy estimate is not of a global energy minimum, but a minimum highly constrained to the RMSD between the placed coordinates and parent hits: the RMSD should therefore be considered alongside the predicted potential.