Question: what is the physical significance of potential at a point?
Answer: If you need to bring a charged particle from a very large distance (read infinity), you will have to provide energy equal to the product of the charge and the potential of the concerned point. In other words, potential at a point is the potential energy of a unit charge at that given point.