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Noodles & Company

Restaurants & Eateries
QSR
Playground →Docs

Noodles & Company's top 10 nearest neighbors span six different subcategories — QSR, Casual Dining, Thrift Stores, Sporting Goods, Cosmetic Services, and Hair Salons — with no single kind dominating the set.

The shape is flat: scores run from BIBIBOP Asian Grill at 0.86 down to Jimmy John's at 0.80, a narrow 0.06-point band across all ten neighbors. Within that band, the restaurant category accounts for only three of the ten slots — BIBIBOP Asian Grill (0.86, Casual Dining), MOOYAH (0.82, QSR), and Jimmy John's (0.80, QSR). The remaining seven come from entirely different categories: Uptown Cheapskate (0.84) and Rally House (0.84) are retailers, Milan Laser (0.82) is a cosmetic services provider, Sport Clips (0.82) is a hair salon chain, Christian Pulisic (0.82) is an athlete, Play It Again Sports (0.81) is another sporting goods retailer, and Bruegger's (0.81) is fast casual dining. The two sporting goods retailers — Rally House and Play It Again Sports — are the only subcategory that repeats in the top 10, suggesting a mild lean toward that audience profile, but no single kind controls the cluster.

The flat, cross-category spread indicates that Noodles & Company's audience shape is not defined by its own restaurant subcategory; it is shared more broadly across mid-market retail, personal services, and sports-adjacent brands.

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": "noodles-and-company", "title": "Noodles & Company", "category": "Restaurants & Eateries", "subcategory": "QSR", "resolved": "noodles-and-company", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "bibibop-asian-grill", "title": "BIBIBOP Asian Grill", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.859, "drivers": [ "H04", "A05", "H02", "N03", "N01" ] }, { "handle": "uptown-cheapskate", "title": "Uptown Cheapskate", "category": "Retail", "subcategory": "Thrift Stores", "similarity": 0.8416, "drivers": [ "H04", "A05", "I03", "N02", "N01" ] }, { "handle": "rally-house", "title": "Rally House", "category": "Retail", "subcategory": "Sporting Goods and Outdoor Gear", "similarity": 0.8364, "drivers": [ "H04", "A05", "K01", "I01", "E03" ] }, { "handle": "mooyah", "title": "MOOYAH", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.8213, "drivers": [ "H04", "A05", "B04", "C01", "N03" ] }, { "handle": "milan-laser", "title": "Milan Laser", "category": "Services", "subcategory": "Cosmetic Services", "similarity": 0.8205, "drivers": [ "H04", "A05", "N01", "K01", "M01" ] }, { "handle": "sport-clips", "title": "Sport Clips", "category": "Services", "subcategory": "Hair Salons and Barber Shops", "similarity": 0.8188, "drivers": [ "A05", "B04", "C01", "N02", "K01" ] }, { "handle": "cpulisic_10", "title": "Christian Pulisic", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.8151, "drivers": [ "H04", "N03", "A05", "H02", "C01" ] }, { "handle": "play-it-again-sports", "title": "Play It Again Sports", "category": "Retail", "subcategory": "Sporting Goods and Outdoor Gear", "similarity": 0.8141, "drivers": [ "H04", "H02", "A05", "I03", "C01" ] }, { "handle": "bruegger-s", "title": "Bruegger's", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.8118, "drivers": [ "H04", "H02", "A05", "C01", "J03" ] }, { "handle": "altar-d-state", "title": "Altar'd State", "category": "Apparel", "subcategory": "Womens Apparel", "similarity": 0.8102, "drivers": [ "H04", "A05", "H02", "C01", "N01" ] } ] }
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