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Sleep Number

Retail
Furniture Stores
Playground →Docs

At 0.92, Barnes and Noble and Michaels Stores sit nearly tied at the top of Sleep Number's neighbor set — a bookstore and a crafts retailer forming one clear peak, with a second cluster of personal-care services pulling from a different direction.

The shape here is two-peak. The first cluster groups around experiential retail and leisure: Barnes and Noble (0.92), Michaels Stores (0.92), and Panera Bread (0.90) represent a bookstore, a hobbies-and-crafts chain, and a casual dining brand — none of them furniture. The second cluster is built around personal-care services: Hair Salons & Barber Shops (0.91) and Sport Clips (0.87) both carry the Hair Salons and Barber Shops subcategory, flanked by Francesca's (0.91) in women's apparel. Sleep Number's own subcategory — Furniture Stores — does appear in the top 10, but only once: La-Z-Boy at 0.89. The remaining neighbors span pet supplies, beauty retail, and men's apparel, reinforcing that the audience shape is defined far more by lifestyle retail and service categories than by the furniture category itself. The cross-kind character of this neighbor set is the dominant structural fact: eight of the top ten neighbors come from subcategories other than Furniture Stores.

Sleep Number's audience overlaps most with consumers who patronize experiential brick-and-mortar retail and personal-care services — a profile that cuts across categories rather than concentrating within home furnishings.

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": "sleep-number", "title": "Sleep Number", "category": "Retail", "subcategory": "Furniture Stores", "resolved": "sleep-number", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "barnes-noble", "title": "Barnes and Noble", "category": "Retail", "subcategory": "Bookstores", "similarity": 0.9245, "drivers": [ "K01", "N01", "N02", "M01", "N04" ] }, { "handle": "michaels-stores", "title": "Michaels Stores", "category": "Retail", "subcategory": "Hobbies Gifts and Crafts", "similarity": 0.9227, "drivers": [ "K01", "N01", "N02", "M01", "N04" ] }, { "handle": "hair-salons-and-barber-shops", "title": "Hair Salons & Barber Shops", "category": "Services", "subcategory": "Hair Salons and Barber Shops", "similarity": 0.9123, "drivers": [ "N02", "M01", "N01", "Q04", "A05" ] }, { "handle": "francesca-s", "title": "Francesca's", "category": "Apparel", "subcategory": "Womens Apparel", "similarity": 0.9083, "drivers": [ "H04", "K01", "N01", "A05", "N02" ] }, { "handle": "panera-bread", "title": "Panera Bread", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.9037, "drivers": [ "M01", "K01", "N01", "N02", "N04" ] }, { "handle": "la-z-boy", "title": "La-Z-Boy", "category": "Retail", "subcategory": "Furniture Stores", "similarity": 0.8929, "drivers": [ "N01", "M01", "K01", "N02", "M03" ] }, { "handle": "pet-supplies-and-services", "title": "Pet Supplies & Services", "category": "Retail", "subcategory": "Pet Supplies and Services", "similarity": 0.8798, "drivers": [ "M01", "N02", "K01", "N01", "N04" ] }, { "handle": "ulta-beauty", "title": "ULTA Beauty", "category": "Retail", "subcategory": "Beauty and Cosmetics", "similarity": 0.8797, "drivers": [ "K01", "N02", "N01", "M01", "M03" ] }, { "handle": "men-s-wearhouse", "title": "The Men's Wearhouse", "category": "Apparel", "subcategory": "Mens Apparel", "similarity": 0.8772, "drivers": [ "K01", "N01", "M01", "N02", "N04" ] }, { "handle": "sport-clips", "title": "Sport Clips", "category": "Services", "subcategory": "Hair Salons and Barber Shops", "similarity": 0.872, "drivers": [ "A05", "K01", "M01", "N02", "B04" ] } ] }
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