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Sonic

Restaurants & Eateries
QSR
Playground →Docs

Sonic's ten nearest neighbors span country musicians, value retailers, a sporting goods chain, and a TV show — with no other QSR in the set. The scores run in a tight band from 0.91 down to 0.88, consistent with the flat shape: no single neighbor dominates, and the cluster's character comes from its composition rather than any one standout.

Four of the ten are Musicians and Bands subcategory, all country: George Strait (0.90), Alan Jackson (0.89), Eli Young Band (0.89), and Reba McEntire (0.88). The retail and big-box contingent fills out the rest: Aaron's (0.91), Walmart (0.91), Hibbett Sports (0.90), and Cato Fashions (0.89). Pizza Hut (0.89) is the only other restaurant in the top 10, classified as Fast Casual Dining rather than QSR, and #SwampPeople (0.88) rounds out the set as the lone TV show. The cross-kind pattern here is the finding: Sonic's audience shape aligns more tightly with country music fans and value-oriented retail shoppers than with any competing fast-food brand.

This cluster points to an audience defined less by food category than by a consistent lifestyle and retail orientation that cuts across entertainment, apparel, and big-box shopping.

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": "sonic", "title": "Sonic", "category": "Restaurants & Eateries", "subcategory": "QSR", "resolved": "sonic", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "aaron-s", "title": "Aaron's", "category": "Retail", "subcategory": "Furniture Stores", "similarity": 0.9123, "drivers": [ "N02", "N01", "P01", "N03", "N04" ] }, { "handle": "walmart", "title": "Walmart", "category": "Big Box", "subcategory": "Big Box Retailers", "similarity": 0.9093, "drivers": [ "N01", "N02", "M04", "M01", "P01" ] }, { "handle": "georgestrait", "title": "George Strait", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9042, "drivers": [ "P01", "N01", "N02", "M04", "N03" ] }, { "handle": "hibbett-sports", "title": "Hibbett Sports", "category": "Retail", "subcategory": "Sporting Goods and Outdoor Gear", "similarity": 0.8983, "drivers": [ "N02", "N01", "P01", "M04", "N04" ] }, { "handle": "officialjackson", "title": "Alan Jackson", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8949, "drivers": [ "N01", "N02", "M04", "N04", "N03" ] }, { "handle": "pizza-hut", "title": "Pizza Hut", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.892, "drivers": [ "N02", "N01", "P01", "M01", "M04" ] }, { "handle": "eliyoungband", "title": "Eli Young Band", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8878, "drivers": [ "N01", "N02", "N03", "P01", "M04" ] }, { "handle": "cato-fashions", "title": "Cato Fashions", "category": "Apparel", "subcategory": "Womens Apparel", "similarity": 0.8868, "drivers": [ "N02", "N01", "M04", "N04", "P01" ] }, { "handle": "swamppeople", "title": "#SwampPeople", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.8846, "drivers": [ "N02", "N01", "M04", "N03", "N04" ] }, { "handle": "reba", "title": "Reba McEntire", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8838, "drivers": [ "N01", "N02", "N04", "M04", "N03" ] } ] }
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