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West Elm

Retail
Home Goods and Furnishings
Playground →Docs

West Elm's ten nearest neighbors span women's apparel, office supplies, grocery, quick-service restaurants, beauty, hair salons, a news publisher, and a journalist — with no other Home Goods and Furnishings retailer appearing in the top 10. The scores compress into a narrow band from 0.98 down to 0.95, which is the defining structural feature: no single neighbor pulls away from the pack.

The two closest matches are Madewell (0.98) and Paper Source (0.98), followed by Whole Foods Market (0.97) and sweetgreen (0.96). These four alone span four different subcategories — Women's Apparel, Office Supplies and Services, General Grocery Stores, and QSR — which signals that the audience shape here is not organized around a single retail tribe. Bluemercury (0.96) and Drybar (0.95) extend the pattern into Beauty and Cosmetics and Hair Salons, while Nate Cohn (0.96) and STAT (0.95) — a journalist and a news publisher — round out the ten, adding a cross-kind element that cuts against any purely lifestyle-retail reading of the cluster.

The cross-kind presence of political and health journalists alongside apparel, food, and beauty brands suggests this audience is defined less by a single consumption category and more by a consistent demographic profile that happens to overlap with a wide range of lifestyle and media entities simultaneously.

Nearest neighbors by audience shape

Cosine similarity over Persona Live audience composition.
"Entities whose overall audience profile most closely matches this one — people who follow one tend to follow the other."

Raw data

Attention graph /similar sample results  (free):
{ "handle": "west-elm", "title": "West Elm", "category": "Retail", "subcategory": "Home Goods and Furnishings", "resolved": "west-elm", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "madewell", "title": "Madewell", "category": "Apparel", "subcategory": "Womens Apparel", "similarity": 0.9788, "drivers": [ "A02", "G01", "G03", "A01", "H02" ] }, { "handle": "paper-source", "title": "Paper Source", "category": "Retail", "subcategory": "Office Supplies and Services", "similarity": 0.9779, "drivers": [ "A02", "G01", "G03", "A01", "H02" ] }, { "handle": "whole-foods-market", "title": "Whole Foods Market", "category": "Grocery & Food Retail", "subcategory": "General Grocery Stores", "similarity": 0.9662, "drivers": [ "A02", "G01", "G03", "A01", "J01" ] }, { "handle": "sweetgreen", "title": "sweetgreen", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.9635, "drivers": [ "A02", "G01", "G03", "A01", "H02" ] }, { "handle": "bluemercury", "title": "Bluemercury", "category": "Retail", "subcategory": "Beauty and Cosmetics", "similarity": 0.9594, "drivers": [ "A02", "G01", "A01", "J01", "G03" ] }, { "handle": "nate_cohn", "title": "Nate Cohn", "category": "Celebrities and Influencers", "subcategory": "Journalists", "similarity": 0.9592, "drivers": [ "A02", "G01", "G03", "A01", "H02" ] }, { "handle": "free-people", "title": "Free People", "category": "Apparel", "subcategory": "Womens Apparel", "similarity": 0.9577, "drivers": [ "A02", "G01", "H02", "G03", "J01" ] }, { "handle": "statnews", "title": "STAT", "category": "Marketing Channels", "subcategory": "News Publishers", "similarity": 0.9539, "drivers": [ "A02", "G01", "G03", "A01", "J01" ] }, { "handle": "olivianuzzi", "title": "Olivia Nuzzi", "category": "Celebrities and Influencers", "subcategory": "Journalists", "similarity": 0.9532, "drivers": [ "A02", "G01", "G03", "A01", "J01" ] }, { "handle": "drybar", "title": "Drybar", "category": "Services", "subcategory": "Hair Salons and Barber Shops", "similarity": 0.952, "drivers": [ "G01", "A02", "G03", "H02", "J01" ] } ] }
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