There is no best way to predict the final price in Pick The Price..
All we can do is look at the items previously payed amounts and then make a well educated guess..
If there was a way to predict on forehand then we would be playing at the horse tracks I would think ;)
All we can do is to take a look at the history from any product you want to set a bid for and work from there..