Yes, Anniversary Circle is definitely a goth band because most of their albums belong to the Gothic Rock and Ethereal Wave genres, which are among the core subgenres of goth music. Albums like Saturated Feathers, Woe Betide, and Anniversary Circle are examples of their goth sound.