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Royal Farms

Convenience & Fuel
Convenience Stores
Playground →Docs

Royal Farms' top 10 neighbors span casual dining, car washes, athletes, a podcast, and a grocery chain — no single category dominates, and no other convenience store appears in the set.

The shape is flat: scores run from 0.74 (Marco's Pizza) down to 0.70 (Zaxby's), a range of just 0.04 across ten neighbors. Tallying the subcategories: four are food-service entities — Marco's Pizza (0.74), Wow Bao (0.73), Moe's Southwest Grill (0.72), and Zaxby's (0.70) — spanning casual dining, fast casual, and restaurant brands. Two are Car Wash and Detailing services: Whistle Express Car Wash (0.73) and ZIPS Car Wash (0.71). Two are Athletes: Bubba Wallace (0.72) and Desmond Howard (0.71). One is a General Grocery Store: Food Lion (0.71). And one is a Podcasts and Radio channel: Keyshawn, JWill & Zubin (0.71). The cross-kind spread is the defining feature — food service and automotive services share the top tier with sports figures and a sports talk program, with no single subcategory accounting for more than four of the ten slots.

The flat, mixed composition suggests Royal Farms draws an audience whose shape is recognizable across a wide range of everyday-errand and sports-adjacent brands rather than clustering tightly around any one kind.

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": "royal-farms", "title": "Royal Farms", "category": "Convenience & Fuel", "subcategory": "Convenience Stores", "resolved": "royal-farms", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "marco-s-pizza", "title": "Marco's Pizza", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.7418, "drivers": [ "N03", "E06", "M01", "I01", "Q01" ] }, { "handle": "wow-bao", "title": "Wow Bao", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.7334, "drivers": [ "M02", "N03", "L03", "P02", "D01" ] }, { "handle": "whistle-express-car-wash", "title": "Whistle Express Car Wash", "category": "Services", "subcategory": "Car Wash and Detailing", "similarity": 0.7303, "drivers": [ "J05", "M01", "N03", "P02", "P04" ] }, { "handle": "moes_hq", "title": "Moe's Southwest Grill", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.7206, "drivers": [ "N03", "P01", "E06", "P06", "P02" ] }, { "handle": "bubbawallace", "title": "Bubba Wallace", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.7165, "drivers": [ "N03", "P02", "A06", "P04", "P06" ] }, { "handle": "food-lion", "title": "Food Lion", "category": "Grocery & Food Retail", "subcategory": "General Grocery Stores", "similarity": 0.7149, "drivers": [ "J05", "N03", "P02", "P04", "P06" ] }, { "handle": "zips-car-wash", "title": "ZIPS Car Wash", "category": "Services", "subcategory": "Car Wash and Detailing", "similarity": 0.7099, "drivers": [ "J05", "N03", "I01", "L03", "D03" ] }, { "handle": "desmondhoward", "title": "Desmond Howard", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.7096, "drivers": [ "P02", "E06", "I01", "Q01", "M02" ] }, { "handle": "keyjayandz", "title": "Keyshawn, JWill & Zubin", "category": "Marketing Channels", "subcategory": "Podcasts and Radio", "similarity": 0.7064, "drivers": [ "E06", "I01", "Q01", "P02", "P03" ] }, { "handle": "zaxby-s", "title": "Zaxby's", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.704, "drivers": [ "N03", "E06", "I01", "P06", "P02" ] } ] }
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