Work on orthoferrite perovskites (e.g., GdFeO 3) shows that ABO 3 oxides with A and B magnetic cations present novel behaviors (e.g., magnetoelectric) not possible when only one cation has spin. Unfortunately, the magnetic A cations are usually lanthanides whose 4 f electrons interact weakly, restricting the most interesting effects to low temperatures. Here we explore the possibility of having both A and B sites occupied by 3d transition metals, by running a systematic first-principles investigation of 81 compositions, considering the polymorphs most likely to be stable in bulk or thin-film forms (perovskite, corundum derivatives). We predict specific compounds to be multiferroics at high temperature, multiferroics with large magnetic moments, "multiferroic metals" (i.e., as the much-sought "polar metals," but also magnetic), and ferromagnetic insulators. Our results offer a compelling panoramic of these compounds and the possibilities they offer, providing plenty of directions for further original research, both theoretical and experimental.