Martin Erat added two assists for the Predators. He has seven points (one goal, six assists) in his past three games.
Potter opened the scoring at 7:53 of the opening period.
With the Oilers on the power play, Potter's slap shot from the blue line through traffic beat Nashville goaltender Pekka Rinne on the stick side.
The goal was Potter's first of the season.