This is the place where Valmiki ashram is su situated on thebanks of river Gomti. Shri Ram had crossed the river from this point. The early name of Sultanpur is said to be Kushbanpur, associated with Shri Ram's son Kusha.
Valmiki Ramayana 2/49/11. Manas 2/187/4, 2/321/3.