The characters in the series The Gilded Age are inspired by real people, including socialites and historical figures from the time period. Some outlets have identified specific characters as being based on notable families such as the Vanderbilts and Astors, while others have highlighted lesser-known individuals who made significant contributions during the Gilded Age. The extent to which the characters are directly based on real people is a subject of interest and exploration.