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Andy's Frozen Custard

Andy's Frozen Custard's top 10 neighbors span five distinct subcategories — QSR, apparel, hair salons, sporting goods, and retail gifts — with no single category dominating and scores compressed into a narrow band from 0.84 down to 0.80.

The shape is flat: Hawaiian Bros Island Grill leads at 0.84, followed within a point by Duluth Trading (0.84, apparel) and Lady Jane's Haircuts For Men (0.83, hair salons and barber shops). Red Robin Gourmet Burgers sits at 0.83 and Dick's Sporting Goods at 0.82. Only two of the top 10 share Andy's own subcategory of Casual Dining — City Barbeque at 0.80 is the closest, with the broader Casual Dining category aggregate also appearing at 0.72. The remaining eight neighbors are drawn from QSR, general apparel, hair services, sporting goods retail, gifts and crafts, and beauty — a cross-kind spread that cuts across Restaurants & Eateries, Retail, Apparel, and Services. No single subcategory accounts for more than two of the top 10 positions, and the gap between the first and tenth neighbor is just four points.

That compressed, cross-category spread points to an audience defined less by food preferences than by a consistent lifestyle and retail footprint that reaches across everyday services and mid-market shopping.

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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."

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