He moved to Otonabee Township, where he set up a sawmill and gristmill on the Indian River with Zacheus Burnham and later opened a general store and distillery. The settlement of Gilchrist’s Mills (later Keene) developed around these mills.
The establishment of mills by the individual led to the growth of a settlement around them, eventually becoming known as Gilchrist's Mills (later Keene).