West Elm's ten nearest neighbors are a mix of business magazines, news publishers, websites, and journalists — not other home furnishing or retail brands. Similarity here measures how closely two entities' audiences resemble each other in composition; a score near 0.96 indicates very tight overlap.

The top 10 spans a narrow band from 0.96 to 0.94, consistent with the flat shape: no single neighbor dominates, and the scores compress into a tight cluster. Fast Company leads at 0.96, followed by dwell (0.95) and Medium (0.95). Jack Dorsey (0.95) is the first individual in the set, classified as a Tech Personality. eMarketer (0.95) and The Muse (0.95) round out the top six.

Tallying subcategories across all 10 neighbors: Websites (4 — dwell, Medium, eMarketer, The Muse), Magazines (1 — Fast Company), Tech Personalities (1 — Jack Dorsey), Academics (1 — Paul Krugman), Websites again counted above, and Journalists (1 — Fareed Zakaria), Magazines (1 — Mashable), Websites (1 — The Points Guy). The dominant subcategories are Websites and Magazines from the Marketing Channels category, with Tech Personalities, Academics, and Journalists rounding out the individual-person entries. West Elm's own subcategory — Home — appears in none of the top 10 neighbors, meaning the audience shape aligns with professionally-oriented media and tech-adjacent public figures rather than with other home or retail brands. Anthropologie (social), a Fashion brand, is the sole retail-adjacent neighbor visible in the broader set but falls outside the top 10.

The flat, compressed shape of this cluster suggests West Elm's audience is defined less by category affinity and more by a consistent media diet — business and design publications, tech commentary, and credentialed public voices.