Kieselhorse Bay is a bay located in Buffalo County, Wisconsin. It appears on the Cochrane USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 653.74 feet (199.26 m) above sea level. The nearest populated place is Whitman, approximately 1.3 miles to the W.