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Noodles & Company

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Restaurant
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The top 10 nearest neighbors for Noodles & Company span five distinct subcategories — QSR, Thrift Stores, Athletes, TV Personalities, and Sports Leagues — with no single cluster dominating and scores compressed into a narrow band from 0.76 down to 0.74.

The shape is flat: Jimmy John's leads at 0.76, but the drop to Once Upon a Child (0.74) is modest, and the remaining eight neighbors — Dan Orlovsky (0.74), Charissa Thompson (0.74), NFL Films (0.74), Adam Schefter (0.73), Nate Burleson (0.73), HOMAGE (0.73), Boulevard Brewing Co. (0.73), and Graeter's Ice Cream (0.73) — are essentially tied. The only other Restaurant-subcategory entity in the top 10 is Graeter's Ice Cream at 0.73; the rest are drawn from sports media personalities, a thrift retailer, a fashion brand, and a brewery. That cross-kind composition is the defining feature here: the audience shape Noodles & Company shares most closely is not primarily with other food brands but with NFL-adjacent journalists, athletes, and TV personalities, alongside value-oriented retail.

The flat distribution, with no standout neighbor and a mix of subcategories that skews heavily toward sports media figures, suggests an audience whose shape is defined by a specific regional and sports-media consumption pattern rather than by food-category loyalty alone.

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": "noodlescompany", "title": "Noodles & Company", "category": "Brands", "subcategory": "Restaurant", "resolved": "noodlescompany", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "jimmy-john-s", "title": "Jimmy John's", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.7551, "drivers": [ "F03", "L02", "F01", "E06", "Q01" ] }, { "handle": "once-upon-a-child", "title": "Once Upon a Child", "category": "Retail", "subcategory": "Thrift Stores", "similarity": 0.7419, "drivers": [ "F01", "F03", "N03", "K01", "E06" ] }, { "handle": "danorlovsky7", "title": "Dan Orlovsky", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.7396, "drivers": [ "N03", "E06", "F03", "P06", "Q01" ] }, { "handle": "charissat", "title": "Charissa Thompson", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.7396, "drivers": [ "N03", "Q01", "P06", "F03", "F01" ] }, { "handle": "nflfilms", "title": "NFL Films", "category": "Organizations", "subcategory": "Sports Leagues", "similarity": 0.7362, "drivers": [ "N03", "F03", "P02", "F01", "B04" ] }, { "handle": "adamschefter", "title": "Adam Schefter", "category": "Celebrities and Influencers", "subcategory": "Journalists", "similarity": 0.7308, "drivers": [ "E06", "Q01", "F03", "P06", "P02" ] }, { "handle": "nateburleson", "title": "Nate Burleson", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.729, "drivers": [ "N03", "F03", "J02", "F01", "Q01" ] }, { "handle": "homage", "title": "HOMAGE", "category": "Brands", "subcategory": "Fashion", "similarity": 0.728, "drivers": [ "N03", "H02", "F03", "F01", "E06" ] }, { "handle": "boulevard_beer", "title": "Boulevard Brewing Co.", "category": "Brands", "subcategory": "Breweries", "similarity": 0.7272, "drivers": [ "B04", "C02", "F01", "C01", "E06" ] }, { "handle": "graeters", "title": "Graeter's Ice Cream", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.7272, "drivers": [ "F01", "N03", "B04", "P06", "J02" ] } ] }
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