A wear plate assembly of a drill pump includes a wear plate extending between a first axial end and a second axial end. The wear plate includes an annular cross-section defined by a bore surface and a radial seal surface, an annular seal groove in the radial seal surface at a position between the first axial end and the second axial end, and a shoulder extending radially outward from the radial seal surface at the second axial end.