West Point is a city in Clay County, Mississippi, United States, in the Golden Triangle region of the state. The population was 11,307 at the 2010 census. It is the county seat of Clay County and the principal city of the West Point Micropolitan Statistical Area, which is part of the larger Columbus-West Point Combined Statistical Area.