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Road Ranger

Convenience & Fuel
Gas Stations
Playground →Docs

Road Ranger's top 10 nearest neighbors span six different categories — casual dining, home improvement retail, automotive services, a model, a car wash brand, and a convenience store — with no single category dominating the set.

The shape is broad, meaning audience overlap is distributed across many neighbors rather than concentrated in one. Applebee's leads at 0.68, followed by Menard's (0.65) and Quick Lane (0.64). Carter Lumber (0.64) and Julia Rose (0.64) round out the top five. The subcategory breakdown across all ten neighbors reads: Casual Dining (2 — Applebee's and Pizza Ranch), Home Improvement and Hardware (1 — Menard's), Maintenance and Repair Services (1 — Quick Lane), Home Improvement and Hardware again (1 — Carter Lumber), Models (1 — Julia Rose), Car Makers (1 — Winnebago), Footwear (1 — Brown's Shoe Fit Co.), Motorcycles (1 — Harley Davidson), and Convenience Stores (1 — Casey's General Stores). Road Ranger itself is a Gas Station, and only one neighbor — Casey's General Stores at 0.60 — shares the Convenience & Fuel category, though as a Convenience Store rather than a Gas Station subcategory. The cross-kind character here is the real finding: the audience that Road Ranger draws looks most like the audiences of casual dining chains, hardware retailers, and automotive service brands, not other fuel and convenience operators. Pizza Ranch (0.62), Winnebago (0.62), Brown's Shoe Fit Co. (0.61), and Harley Davidson (0.61) all cluster within a narrow band, reinforcing the breadth of the overlap rather than pointing to any single defining neighbor.

The broad shape here signals an audience that is not tightly bound to the fuel-and-convenience category — it overlaps with a wide range of everyday, practical, and leisure-oriented brands across retail, dining, and automotive.

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": "road-ranger", "title": "Road Ranger", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "resolved": "road-ranger", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "applebee-s", "title": "Applebee's", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.6813, "drivers": [ "L02", "L04", "O01", "I01", "J02" ] }, { "handle": "menard-s", "title": "Menard's", "category": "Retail", "subcategory": "Home Improvement and Hardware", "similarity": 0.6487, "drivers": [ "L02", "I01", "J02", "N03", "A06" ] }, { "handle": "quick-lane", "title": "Quick Lane", "category": "Automotive", "subcategory": "Maintenance and Repair Services", "similarity": 0.6451, "drivers": [ "L02", "L04", "I01", "O01", "N03" ] }, { "handle": "carter-lumber", "title": "Carter Lumber", "category": "Retail", "subcategory": "Home Improvement and Hardware", "similarity": 0.6446, "drivers": [ "L04", "L02", "O01", "J02", "N03" ] }, { "handle": "juliarose_33", "title": "Julia Rose", "category": "Celebrities and Influencers", "subcategory": "Models", "similarity": 0.6402, "drivers": [ "L02", "N03", "I01", "O01", "L04" ] }, { "handle": "pizza-ranch", "title": "Pizza Ranch", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.6191, "drivers": [ "L02", "L04", "O01", "M01", "I01" ] }, { "handle": "winnebago", "title": "Winnebago", "category": "Automotive", "subcategory": "Car Makers", "similarity": 0.6162, "drivers": [ "L04", "L02", "I01", "N03", "J05" ] }, { "handle": "brown-s-shoe-fit-co", "title": "Brown's Shoe Fit Co.", "category": "Apparel", "subcategory": "Footwear", "similarity": 0.6143, "drivers": [ "L04", "O01", "L02", "I01", "J02" ] }, { "handle": "harley-davidson", "title": "Harley Davidson", "category": "Automotive", "subcategory": "Motorcycles", "similarity": 0.6095, "drivers": [ "L04", "L02", "O01", "J05", "N03" ] }, { "handle": "casey-s-general-stores", "title": "Casey's General Stores", "category": "Convenience & Fuel", "subcategory": "Convenience Stores", "similarity": 0.6048, "drivers": [ "L02", "O01", "M01", "L04", "I01" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: