West Point is a city in Troup County, with a small tail of the south end of town in Harris County, in the U.S. state of Georgia. As of the 2010 census, it had a population of 3,474, and in 2015 the estimated population was 3,728. The portion of the city in Harris County is part of the Columbus, Georgia Metropolitan Area, while the portion in Troup County is part of the LaGrange, GA Micropolitan Statistical Area.