Objects that have the capacity to move but are not moving have potential energy.
Water sitting on top of a dam has potential energy.
A concentration gradient also has potential energy.
Objects in motion have kinetic energy.|
Water falling from the top of a dam has converted potential energy into kinetic energy.
Note the conversion of energy is one-way: from potential energy to kinetic energy.