Marchesa's ten nearest neighbors split almost evenly between fashion media and fashion brands — a mix of magazines, news publishers, websites, department stores, and fellow fashion labels, all compressed into a narrow similarity band from 0.95 to 0.97.

The shape is flat: no single neighbor pulls away from the pack. Fashionista.com leads at 0.97, followed closely by W Magazine (0.96) and Times Fashion (0.96). Four of the ten neighbors are magazines — Vogue Paris (0.96), V Magazine (0.96), and Harper's Bazaar (0.95) alongside W — making that the dominant subcategory in the set. Two are news publishers: AP Fashion (0.96) and Times Fashion. The remaining three are a department store, Barneys New York (0.96), and two Fashion-subcategory brands: Alexander Wang (0.95) and LANVIN (0.95). The media-to-brand ratio is roughly 7-to-3, meaning the audience shape Marchesa shares most closely is that of fashion editorial properties rather than other fashion labels.

The flat distribution across this tight band suggests an audience defined by consistent engagement with the fashion media ecosystem as a whole, rather than concentrated loyalty to any single outlet or brand type.