Gravitational potential is the potential energy per unit mass at a point in a gravitational field, representing the work done by an external force to bring a mass from infinity to that point without acceleration. It is a scalar quantity, typically negative, reflecting the attractive nature of gravity and is crucial in calculating the gravitational potential energy in systems like planets and stars.