 Bluff Mountain, the northern terminus of the Chilhowee Mountain ridge, rises prominently to the south, while the Bays Mountain ridge passes to the north.According to the United States Census Bureau, the CDP has a total area of , of which , or 0.07%, is water.Chapman Highway (part of U.S. Route 441) traverses Seymour, connecting the community with Knoxville to the northwest.