Technically "potential difference" is the difference in electrical potential, i.e. $\Delta V$, not the difference in electrical potential energy, $\Delta U$. Potential difference ($\Delta V$) is also called voltage, in certain contexts.
However, many people and sources are sloppy about their terminology, and they will say just "potential" when they really mean potential energy. An expert could tell which is meant based on context (or- or, in some cases, that it doesn't matter. Since potential energy is related to potential by $U = qV$, if that is the case) based on contextcharge $q$ is known and constant, but ityou can easily confuse beginnersusually say the same things about either quantity $U$ or $V$.