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Taco Bell

Restaurants & Eateries
QSR
Playground →Docs

Taco Bell's ten nearest neighbors are TV shows and reality stars, not other fast-food chains — a flat cluster where scripted dramas, unscripted personalities, and a handful of restaurant brands all score within a narrow 0.02-point band.

The shape is flat, meaning no single neighbor dominates; scores run from 0.89 to 0.87 with no meaningful gap. Four of the ten are TV Shows: Supernatural (0.89), The Walking Dead (0.89), The Big Bang Theory (0.88), and Criminal Minds (0.88). Three more are Reality TV Stars: Farrah Abraham (0.89), Leah D. Messer (0.88), and Kailyn Lowry (0.88) — all from the Teen Mom franchise orbit. The two restaurant neighbors, Wendy's (0.88) and a second Taco Bell handle (0.88), carry a "Restaurant" subcategory rather than QSR, meaning no neighbor in the top 10 shares the center entity's exact subcategory. Fallout (0.87), a video game franchise, rounds out the set. The dominant pattern is entertainment — specifically cable-era drama and reality TV — rather than the competitive fast-food set one might expect.

The flat, cross-kind structure suggests Taco Bell's audience is shaped less by food-category loyalty than by a broad entertainment profile that spans genre TV, reality programming, and gaming.

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": "taco-bell", "title": "Taco Bell", "category": "Restaurants & Eateries", "subcategory": "QSR", "resolved": "taco-bell", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "cw_spn", "title": "Supernatural", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.8947, "drivers": [ "N03", "N04", "O03", "A02", "J02" ] }, { "handle": "walkingdead_amc", "title": "The Walking Dead", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.8943, "drivers": [ "N03", "N04", "A02", "J02", "A01" ] }, { "handle": "f1abraham", "title": "Farrah Abraham", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.8936, "drivers": [ "N03", "N04", "M03", "J02", "O03" ] }, { "handle": "wendys", "title": "Wendy's", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.883, "drivers": [ "J02", "A02", "N04", "N03", "G01" ] }, { "handle": "bigbangtheory", "title": "The Big Bang Theory", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.8815, "drivers": [ "N03", "N04", "A02", "J02", "G01" ] }, { "handle": "crimminds_cbs", "title": "Criminal Minds", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.8776, "drivers": [ "N03", "N04", "A02", "O02", "J02" ] }, { "handle": "leahmesser", "title": "Leah D. Messer", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.8763, "drivers": [ "N04", "N03", "M03", "O03", "A02" ] }, { "handle": "kaillowry", "title": "Kailyn Lowry", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.8761, "drivers": [ "N03", "N04", "M03", "A02", "O03" ] }, { "handle": "tacobell", "title": "Taco Bell", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.8755, "drivers": [ "N03", "N04", "J02", "O03", "A02" ] }, { "handle": "fallout", "title": "Fallout", "category": "Brands", "subcategory": "Video Game Franchises", "similarity": 0.874, "drivers": [ "N03", "J02", "A02", "N04", "A01" ] } ] }
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