Furnace Branch is a stream located in Bell County, Kentucky. It appears on the Kayjay USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,263.18 feet (385.02 m) above sea level. The nearest populated place is Olcott, approximately 1.1 miles to the SW.