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Auntie Anne's

Restaurants & Eateries
Bakeries Desserts and Confectioneries
Playground →Docs

Auntie Anne's nearest audiences span an unusually wide range of retail and dining categories, with no single neighbor pulling far ahead of the rest — the top score is just 0.71, and the tenth sits at 0.66, a narrow band across ten distinct entity types.

The shape is broad. Rally House leads at 0.71, followed closely by Dick's Sporting Goods at 0.70 — both Sporting Goods and Outdoor Gear retailers, making them the only subcategory pair to repeat in the top 10. From there, the neighbors scatter: PacSun (0.69) and Old Navy (0.66) represent general apparel; Plato's Closet (0.67) is a thrift retailer; Regal Entertainment Group (0.67) is a movie theater chain; Jo-Ann Fabric and Craft Stores (0.66) falls under hobbies and crafts. Only one neighbor shares Auntie Anne's own subcategory — Panera Bread (0.66) is casual dining, not bakeries and confectioneries, making it a near-miss rather than a true same-kind match. Kohl's (0.66) rounds out the top 10 as a department store.

The cross-kind character of this cluster is the defining structural feature: the audience that follows Auntie Anne's most closely also follows sporting goods retailers, apparel chains, craft stores, and a movie theater — not other bakery or dessert brands. The breadth of that overlap suggests an audience defined less by food preference than by a broader pattern of mall-anchored, family-oriented retail behavior.

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": "auntie-anne-s", "title": "Auntie Anne's", "category": "Restaurants & Eateries", "subcategory": "Bakeries Desserts and Confectioneries", "resolved": "auntie-anne-s", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "rally-house", "title": "Rally House", "category": "Retail", "subcategory": "Sporting Goods and Outdoor Gear", "similarity": 0.7094, "drivers": [ "H04", "N02", "N03", "K01", "M01" ] }, { "handle": "dick-s-sporting-goods", "title": "Dick's Sporting Goods", "category": "Retail", "subcategory": "Sporting Goods and Outdoor Gear", "similarity": 0.7042, "drivers": [ "N02", "N03", "H04", "K01", "M01" ] }, { "handle": "pacsun", "title": "PacSun", "category": "Apparel", "subcategory": "General", "similarity": 0.6853, "drivers": [ "H04", "N02", "K01", "N03", "M01" ] }, { "handle": "plato-s-closet", "title": "Plato's Closet", "category": "Retail", "subcategory": "Thrift Stores", "similarity": 0.671, "drivers": [ "H04", "N03", "N02", "K01", "M01" ] }, { "handle": "regal-entertainment-group", "title": "Regal Entertainment Group", "category": "Entertainment & Leisure", "subcategory": "Movies and Theaters", "similarity": 0.6679, "drivers": [ "N03", "N02", "H04", "M01", "P01" ] }, { "handle": "jo-ann-fabric-craft-stores", "title": "Jo-Ann Fabric and Craft Stores", "category": "Retail", "subcategory": "Hobbies Gifts and Crafts", "similarity": 0.6649, "drivers": [ "N02", "H04", "P02", "K01", "N01" ] }, { "handle": "old-navy", "title": "Old Navy", "category": "Apparel", "subcategory": "General", "similarity": 0.6623, "drivers": [ "N02", "H04", "N03", "K01", "M01" ] }, { "handle": "kohl-s", "title": "Kohl's", "category": "Retail", "subcategory": "Department Stores", "similarity": 0.6585, "drivers": [ "N02", "N03", "K01", "N01", "Q04" ] }, { "handle": "panera-bread", "title": "Panera Bread", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.6583, "drivers": [ "N02", "N03", "H04", "K01", "M01" ] }, { "handle": "american-eagle-outfitters", "title": "American Eagle Outfitters", "category": "Apparel", "subcategory": "General", "similarity": 0.6573, "drivers": [ "H04", "N02", "N03", "K01", "M01" ] } ] }
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