Site specific art is artwork created to exist in a certain place. Typically, the artist takes the location into account while planning and creating the artwork.
More broadly, the term is sometimes used for any work that is (more or less) permanently attached to a particular location. In this sense, a building with interesting architecture could be considered a piece of site specific art.
