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Banana Republic

Apparel
General
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Banana Republic's top 10 neighbors span six distinct subcategories — electronics retail, outdoor and athletic apparel, casual dining, home goods, fitness centers, and general apparel — with no single kind dominating the set.

The shape is flat: scores run from 0.97 down to 0.92 without a meaningful break, and no neighbor pulls away from the pack. Apple Retail Store leads at 0.97, followed by Outdoor & Athletic Apparel at 0.94 and The Cheesecake Factory at 0.94. Pottery Barn (0.93) and Club Pilates (0.93) round out the top five. The subcategory tally across all ten neighbors reads: three home goods and furnishings (Pottery Barn, Williams-Sonoma, and The Container Store), two fitness centers (Club Pilates and Orangetheory Fitness), one electronics retailer, one outdoor and athletic apparel brand, one casual dining chain, one cosmetic services brand, and one general apparel brand — Gap at 0.92, the only neighbor sharing Banana Republic's own subcategory in the top 10. The cross-kind character here is the finding: the audience that looks most like Banana Republic's is defined less by apparel shopping than by a consistent lifestyle cluster of home furnishings, boutique fitness, and upscale dining.

The flat distribution across these six subcategories suggests an audience whose shape is broad and consistent rather than concentrated around any single category.

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": "banana-republic", "title": "Banana Republic", "category": "Apparel", "subcategory": "General", "resolved": "banana-republic", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "apple-retail-store", "title": "Apple Retail Store", "category": "Retail", "subcategory": "Electronics", "similarity": 0.9653, "drivers": [ "A02", "A01", "G03", "J01", "G01" ] }, { "handle": "outdoor-and-athletic-apparel", "title": "Outdoor & Athletic Apparel", "category": "Apparel", "subcategory": "Outdoor and Athletic Apparel", "similarity": 0.9409, "drivers": [ "A02", "J02", "G01", "J01", "A01" ] }, { "handle": "cheesecake-factory", "title": "The Cheesecake Factory", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.9366, "drivers": [ "J02", "A01", "G03", "A02", "A03" ] }, { "handle": "pottery-barn", "title": "Pottery Barn", "category": "Retail", "subcategory": "Home Goods and Furnishings", "similarity": 0.9319, "drivers": [ "A02", "A01", "J01", "J02", "A04" ] }, { "handle": "club-pilates", "title": "Club Pilates", "category": "Fitness & Wellness", "subcategory": "Fitness Centers and Gyms", "similarity": 0.9292, "drivers": [ "A01", "J01", "A02", "A04", "A03" ] }, { "handle": "williams-sonoma", "title": "Williams-Sonoma", "category": "Retail", "subcategory": "Home Goods and Furnishings", "similarity": 0.9283, "drivers": [ "A02", "J01", "A01", "J02", "G01" ] }, { "handle": "european-wax-center-ewc", "title": "European Wax Center (EWC)", "category": "Services", "subcategory": "Cosmetic Services", "similarity": 0.9268, "drivers": [ "A02", "A01", "A04", "J01", "A03" ] }, { "handle": "orangetheory-fitness", "title": "Orangetheory Fitness", "category": "Fitness & Wellness", "subcategory": "Fitness Centers and Gyms", "similarity": 0.9225, "drivers": [ "A02", "A04", "A01", "G03", "J01" ] }, { "handle": "container-store", "title": "The Container Store", "category": "Retail", "subcategory": "Home Goods and Furnishings", "similarity": 0.9201, "drivers": [ "A01", "A02", "J01", "J04", "J02" ] }, { "handle": "gap", "title": "Gap", "category": "Apparel", "subcategory": "General", "similarity": 0.9199, "drivers": [ "A02", "A01", "A04", "J01", "J04" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: