Smoke Rise lies east of Interstate 65 in western Blount County, with most homes sitting atop Bryant Mountain or in the valley below.
Residents founded the Smoke Rise Homeowners Association in the mid-1990s, but the community remains unincorporated despite occasional discussion of an incorporation vote.