"transform into each other" would be more appropriate. The gauge choice you mentioned is not totally wrong. The gauge freedom can be used to set the electric field to zero, but only once at a single point.
9 karma · joined June 8, 2016
Of course, the context matters. Often if one compares potential and field, field would be the one directly measured. It is just semantics really.