It would depend on the EO. They all have usage rates for soap. I would start with .5 oz ppo for most. But make sure you are not going over the IFRA rate allowed.
A lot will depend on the base you use. We use approx 3% in our base. If it leaks you will know. Peppermints, cinnamon's, clove etc will take around 1.5-2%.