About 1am on Sunday morning, the person was on a night out with a friend, when he saw a moped stop outside HSBC.
They’re described as white, dressed in all black, and with black Nike 95 trainers.
Around midnight a moped matching the description failed to stop for police when entering Epsom.
Anyone with information is asked to contact Surrey Police, or Crimestoppers to remain anonymous.