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Friendly's

Restaurants & Eateries
Casual Dining
Playground →Docs

Friendly's nearest audiences span an unusually wide range of categories — automotive services, craft retail, hockey properties, and regional grocery — with no single neighbor pulling far ahead of the rest. That breadth is the defining structural fact here: similarity scores run from Jo-Ann Fabric and Craft Stores at 0.82 down to Red Robin Gourmet Burgers at 0.75, a compressed band across ten very different kinds of entities.

The top 10 neighbors include only two other restaurants: Pita Pit (0.76, QSR) and Red Robin (0.75, QSR). Friendly's own subcategory — Casual Dining — appears in none of the top 10. Instead, the set is dominated by cross-kind neighbors: Valvoline (0.79, automotive maintenance), Tire Discounters (0.77, automotive parts), Minor League Baseball (0.76, sports leagues), Kohl's (0.76, department stores), and Pet Supplies Plus (0.76, pet supplies). A hockey cluster is also visible: EA Sports NHL (0.77) and NHL (0.75) both appear, pointing to a hockey-adjacent segment within the broader audience shape. Jo-Ann Fabric and Craft Stores, the top neighbor at 0.82, is a hobbies-and-crafts retailer — the furthest thematically from a casual dining chain of any neighbor in the set.

The overall picture is a mass-market, regionally grounded audience that overlaps with everyday-errand brands across automotive, retail, and sports entertainment rather than clustering tightly around other sit-down restaurants.

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": "friendly-s", "title": "Friendly's", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "resolved": "friendly-s", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "jo-ann-fabric-craft-stores", "title": "Jo-Ann Fabric and Craft Stores", "category": "Retail", "subcategory": "Hobbies Gifts and Crafts", "similarity": 0.8212, "drivers": [ "N02", "N01", "P02", "P06", "O04" ] }, { "handle": "valvoline", "title": "Valvoline", "category": "Automotive", "subcategory": "Maintenance and Repair Services", "similarity": 0.7949, "drivers": [ "N03", "N02", "N01", "P06", "M01" ] }, { "handle": "easportsnhl", "title": "EA Sports NHL", "category": "Brands", "subcategory": "Video Game Franchises", "similarity": 0.7694, "drivers": [ "D03", "N03", "P06", "P02", "P04" ] }, { "handle": "tire-discounters", "title": "Tire Discounters", "category": "Automotive", "subcategory": "Parts and Accessories", "similarity": 0.7663, "drivers": [ "N03", "P02", "P04", "P06", "M01" ] }, { "handle": "milb", "title": "Minor League Baseball", "category": "Organizations", "subcategory": "Sports Leagues", "similarity": 0.7608, "drivers": [ "N03", "O04", "D03", "P06", "I01" ] }, { "handle": "kohl-s", "title": "Kohl's", "category": "Retail", "subcategory": "Department Stores", "similarity": 0.7605, "drivers": [ "N02", "O04", "N01", "N03", "B03" ] }, { "handle": "pet-supplies-plus", "title": "Pet Supplies Plus", "category": "Retail", "subcategory": "Pet Supplies and Services", "similarity": 0.758, "drivers": [ "N03", "D03", "N02", "B03", "L01" ] }, { "handle": "pita-pit", "title": "Pita Pit", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.758, "drivers": [ "P02", "P06", "B03", "N02", "O04" ] }, { "handle": "nhl", "title": "NHL", "category": "Organizations", "subcategory": "Sports Leagues", "similarity": 0.7548, "drivers": [ "P02", "D03", "P06", "L01", "N02" ] }, { "handle": "red-robin-gourmet-burgers", "title": "Red Robin Gourmet Burgers", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.7453, "drivers": [ "N01", "N02", "N03", "M01", "O04" ] } ] }
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