‘Rani’ is a Hindi word that means ‘Queen’ while ‘gat’ is a Pashto word which means a ‘huge rock’. The remains of the valley, which owes its name to the huge standing rock on the top of the mountain that shoulders the ruins, can be seen from far off areas of the district.