Sergio Aguero has scored six goals in four games, including doubles against Bournemouth and Brighton.
Kevin De Bruyne – assisting five goals already and scoring one.
Raheem Sterling – bagging a hat-trick in the opening-day win at West Ham, as well as goals against Tottenham and Bournemouth.
They have been shortlisted alongside Ashley Barnes (Burnley), Roberto Firmino (Liverpool) and Teemu Pukki (Norwich).
Voting closes at 6pm on Monday 9 September, with the winner announced on Friday 13 September at 11am.
Vote for your EA Sports Premier League Player of the Month by clicking this link.