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Biggby Coffee

Restaurants & Eateries
Coffee and Tea
Playground →Docs

Biggby Coffee's ten nearest neighbors span eight different subcategories — sporting goods retail, casual dining, womens apparel, regional banks, convenience stores, gas stations, beauty salons, alcohol brands, and health services — with no single kind dominating the set. That breadth is the defining structural feature of a flat shape: the scores compress into a narrow band (0.8379–0.8722) and no one neighbor pulls significantly ahead of the rest.

Dunham's Sports leads at 0.87, followed closely by Perkins Restaurant & Bakery at 0.87 and maurices at 0.87. First National Bank (FNB) (0.86) and Central Bank (0.84) are the only subcategory pair — both regional banks — giving financial services the only repeated presence in the top 10. Casey's General Stores (0.86) and Sheetz (0.85) represent convenience and fuel. Holiday Hair (0.84), Natural Light (0.84), and Miracle-Ear (0.84) round out the set across beauty, alcohol, and health services respectively. Notably, no other Coffee and Tea entity appears in the top 10 — the audience shape Biggby Coffee shares most closely belongs to a wide range of everyday, community-anchored brands rather than to its own category peers.

The flat, cross-kind cluster suggests an audience whose composition is recognizable across a broad swath of regional and value-oriented brands, rather than one concentrated around any single lifestyle or retail niche.

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": "biggby-coffee", "title": "Biggby Coffee", "category": "Restaurants & Eateries", "subcategory": "Coffee and Tea", "resolved": "biggby-coffee", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "dunham-s-sports", "title": "Dunham's Sports", "category": "Retail", "subcategory": "Sporting Goods and Outdoor Gear", "similarity": 0.8722, "drivers": [ "K01", "M01", "L02", "O01", "M03" ] }, { "handle": "perkins-restaurant-and-bakery", "title": "Perkins Restaurant & Bakery", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8669, "drivers": [ "L02", "M01", "F03", "O01", "M03" ] }, { "handle": "maurices", "title": "maurices", "category": "Apparel", "subcategory": "Womens Apparel", "similarity": 0.8656, "drivers": [ "M01", "L02", "K01", "O01", "M03" ] }, { "handle": "first-national-bank-fnb", "title": "First National Bank (FNB)", "category": "Financial", "subcategory": "Banks", "similarity": 0.8608, "drivers": [ "M01", "L02", "O01", "M03", "K01" ] }, { "handle": "casey-s-general-stores", "title": "Casey's General Stores", "category": "Convenience & Fuel", "subcategory": "Convenience Stores", "similarity": 0.8564, "drivers": [ "M01", "L02", "O01", "M03", "K01" ] }, { "handle": "sheetz", "title": "Sheetz", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "similarity": 0.8484, "drivers": [ "M01", "O01", "L02", "M03", "A06" ] }, { "handle": "holiday-hair", "title": "Holiday Hair", "category": "Services", "subcategory": "Beauty Salons and Spas", "similarity": 0.8425, "drivers": [ "M01", "L02", "F03", "O01", "A06" ] }, { "handle": "naturallight", "title": "Natural Light", "category": "Brands", "subcategory": "Alcohol", "similarity": 0.841, "drivers": [ "M01", "L02", "M03", "O01", "E06" ] }, { "handle": "miracle-ear", "title": "Miracle-Ear", "category": "Services", "subcategory": "Health and Medical Services", "similarity": 0.8386, "drivers": [ "M01", "L02", "K01", "O01", "F03" ] }, { "handle": "central-bank", "title": "Central Bank", "category": "Financial", "subcategory": "Banks", "similarity": 0.8379, "drivers": [ "L02", "K01", "M03", "F03", "O01" ] } ] }
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