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Americas Best Value Inn

Hospitality & Lodging
Budget
Playground →Docs

The two strongest pulls in Americas Best Value Inn's top 10 sit in entirely different categories: OYO at 0.89 and O'Reilly Auto Parts at 0.87 — one a fellow budget lodging brand, the other an automotive parts retailer.

That two-peak structure defines the shape of this audience. OYO is the closest neighbor by a clear margin, and two other Budget subcategory entries follow — Budget at 0.80 and Econo Lodge at 0.78 — confirming a genuine budget-lodging cluster. But O'Reilly Auto Parts at 0.87 is nearly as strong as OYO, and the rest of the top 10 reinforces that automotive and value-retail pull: Murphy USA (Gas Stations, 0.80), Hibbett Sports (Sporting Goods, 0.80), Sonic Drive-In (Restaurant, 0.79), Discount Stores (0.79), and Pizza Hut (Fast Casual Dining, 0.78). Of the top 10, three share the Budget subcategory; the remaining seven span automotive parts, gas stations, sporting goods, restaurants, and discount retail. The cross-kind neighbors are not outliers — O'Reilly Auto Parts is the second-strongest signal in the entire set, sitting just 0.02 below OYO.

This audience bridges two distinct neighborhoods: budget hospitality on one side, and the everyday value-oriented commerce of auto parts, fuel stops, and discount food on the other.

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": "americas-best-value-inn", "title": "Americas Best Value Inn", "category": "Hospitality & Lodging", "subcategory": "Budget", "resolved": "americas-best-value-inn", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "oyo", "title": "OYO", "category": "Hospitality & Lodging", "subcategory": "Budget", "similarity": 0.8868, "drivers": [ "N02", "P01", "O04", "Q05", "M01" ] }, { "handle": "o-reilly-auto-parts", "title": "O'Reilly Auto Parts", "category": "Automotive", "subcategory": "Parts and Accessories", "similarity": 0.8653, "drivers": [ "N02", "M01", "P06", "P01", "P02" ] }, { "handle": "murphy-usa", "title": "Murphy USA", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "similarity": 0.8017, "drivers": [ "N02", "P02", "K01", "P01", "P06" ] }, { "handle": "hibbett-sports", "title": "Hibbett Sports", "category": "Retail", "subcategory": "Sporting Goods and Outdoor Gear", "similarity": 0.8001, "drivers": [ "N02", "O04", "M01", "Q05", "P01" ] }, { "handle": "budget", "title": "Budget", "category": "Hospitality & Lodging", "subcategory": "Budget", "similarity": 0.798, "drivers": [ "M01", "N02", "P01", "O04", "Q05" ] }, { "handle": "sonicdrivein", "title": "Sonic Drive-In", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.7918, "drivers": [ "N02", "O04", "Q05", "P01", "P06" ] }, { "handle": "discount-stores", "title": "Discount Stores", "category": "Big Box", "subcategory": "Discount Stores", "similarity": 0.7896, "drivers": [ "N02", "O04", "K01", "Q05", "M01" ] }, { "handle": "pizza-hut", "title": "Pizza Hut", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.7805, "drivers": [ "N02", "M01", "P01", "P06", "P02" ] }, { "handle": "econo-lodge", "title": "Econo Lodge", "category": "Hospitality & Lodging", "subcategory": "Budget", "similarity": 0.7785, "drivers": [ "N02", "M01", "Q05", "O04", "P01" ] }, { "handle": "vp-racing-fuels", "title": "VP Racing Fuels", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "similarity": 0.7563, "drivers": [ "N02", "K01", "P01", "N01", "M01" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: