For the most part there is a floor with EVs where if you go small in battery, weight, and motor... You have a golf cart, not nearly enough range.

As you increase each of those, a larger motor will probably be more efficient for propelling a heavier load with a larger battery.

Because of the instant torque plus high speeds of an EV motor, it's not hard at all to have high HP figures.