The main difference between mopeds and scooters is the engine size. Mopeds have engines up to 50cc and a top speed of around 45mph, while scooter engines can range from 50cc to 150cc so have a much higher max speed.
Because insurance providers think of speedier bikes as riskier to insure, 50cc moped insurance is likely to be cheaper than 125cc scooter insurance.