Electric potential has units of potential energy PER UNIT CHARGE. It's useful, because if you have a fixed source charge, and you want to know what the potential energy of the system will be if you add a test charge a certain distance away from it, the answer of course will vary depending on the value of the test charge. The potential expresses it on a per unit charge basis, giving you a sensible way to measure the "strength" of this source.