Playground →
A furniture retailer and a pet supply chain sit atop Duchess's nearest neighbor set — Sleep Outfitters at 0.87 and Feeders Supply at 0.86 — making the two-peak structure here a bridge between a retail cluster and a convenience-and-fuel cluster, not a pair of gas station rivals.
Similarity here measures how closely two entities' audiences resemble each other in composition, not how similar the entities are as businesses. The retail peak is narrow but strong: Sleep Outfitters and Feeders Supply both score above 0.85, well clear of the rest of the field. The second cluster forms around convenience and fuel: MotoMart (0.79), UDF (United Dairy Farmers) (0.79), Kwik Trip (0.77), and Kwik Shop (0.77) are all Convenience Stores by subcategory, with Kum & Go (0.78) the one fellow Gas Station in the top 10. Between those two clusters sit Hot Head Burritos (0.81) in Fast Casual Dining, First Financial Bank (0.78) in Banks, and Donatos Pizza (0.77) in Casual Dining — categories that don't anchor either peak but fill the space between them. The retail pair at the top is the structural surprise: the audience that looks most like Duchess's is drawn to a mattress and bedding retailer and a pet supply chain before it resembles any other gas station or c-store.
The overall shape points to an audience defined less by fuel-stop habits alone and more by a specific regional consumer profile that spans everyday retail, dining, and financial services.
