One of the most common methods to prevent fake sign ups is by implementing CAPTCHA challenges. These tests are designed to be easy for humans but difficult for automated bots to solve. By adding a CAPTCHA to your sign-up forms, you can effectively filter out a large portion of automated fake submissions.