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Buffalo Wild Wings

Brands
Restaurant
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Wendy's is the single strongest pull in Buffalo Wild Wings' top 10, at 0.93 — but the rest of the neighbor set fans out across a wide range of subcategories, with no second cluster coming close to matching that lead. That spread is the defining structural feature here: a broad shape with one clear anchor and then a long, diverse tail.

After Wendy's, the top 10 includes Machine Gun Kelly (0.90, Musicians and Bands), Madden Ultimate Team (0.90, Video Game Franchises), Kohl's (0.89, Department Stores), Chelsea DeBoer (0.88, Reality TV Stars), Chanel West Coast (0.88, Musicians and Bands), Jeff Dunham (0.87, Comedians), Texas Roadhouse (0.87, Restaurant), Leah D. Messer (0.87, Reality TV Stars), and Ridiculousness (0.87, TV Shows). Tallying the subcategories: three are Restaurant or QSR-adjacent, two are Musicians and Bands, two are Reality TV Stars, one is Video Game Franchises, one is Department Stores, one is Comedians, and one is a TV Show. Only two neighbors — Wendy's and Texas Roadhouse — share Buffalo Wild Wings' own Restaurant subcategory.

The cross-kind composition is the real finding. The audience that looks most like Buffalo Wild Wings' is shaped as much by reality television personalities, musicians, and gaming franchises as by other restaurants — a wide-ranging profile that no single category dominates.

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": "bwwings", "title": "Buffalo Wild Wings", "category": "Brands", "subcategory": "Restaurant", "resolved": "bwwings", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "wendys", "title": "Wendy's", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.9261, "drivers": [ "J02", "A02", "G01", "I01", "G03" ] }, { "handle": "machinegunkelly", "title": "Machine Gun Kelly", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9048, "drivers": [ "N03", "O01", "F03", "O02", "M03" ] }, { "handle": "easports_mut", "title": "Madden Ultimate Team", "category": "Brands", "subcategory": "Video Game Franchises", "similarity": 0.897, "drivers": [ "A02", "N03", "G01", "G03", "J02" ] }, { "handle": "kohls", "title": "Kohl's", "category": "Brands", "subcategory": "Department Stores", "similarity": 0.8935, "drivers": [ "N03", "A02", "G01", "G03", "J02" ] }, { "handle": "chelseahouska", "title": "Chelsea DeBoer", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.8831, "drivers": [ "N03", "N04", "M03", "O01", "F03" ] }, { "handle": "chanelwestcoast", "title": "Chanel West Coast", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8829, "drivers": [ "N03", "A02", "J02", "O01", "G01" ] }, { "handle": "jeffdunham", "title": "Jeff Dunham", "category": "Celebrities and Influencers", "subcategory": "Comedians", "similarity": 0.8699, "drivers": [ "N03", "O01", "A02", "O02", "N04" ] }, { "handle": "texasroadhouse", "title": "Texas Roadhouse", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.8695, "drivers": [ "A02", "M03", "G01", "I01", "G03" ] }, { "handle": "leahmesser", "title": "Leah D. Messer", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.8663, "drivers": [ "N03", "N04", "M03", "O01", "O02" ] }, { "handle": "ridiculousness", "title": "Ridiculousness", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.8661, "drivers": [ "A02", "O01", "G01", "N03", "G03" ] } ] }
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