Combine all ingredients in a blender or food processor. Blend until completely smooth and well mixed. Serve with a drizzle of chocolate syrup, if desired.
*Add up to 1 whole frozen banana if you like. We felt this made the banana flavor too prominent when we were hoping for a more pure peanut butter taste.