Cinnabon

Apparel brands — not other food concepts — define the shape of Cinnabon's audience, with Hollister (0.79), Vans (0.77), Zumiez (0.76), Journeys (0.75), and Victoria's Secret (0.73) all landing in the top 10 alongside the single closest neighbor, Panda Express at 0.84.

The shape is broad: scores descend gradually from 0.84 down to 0.73 across the top 10, with no single neighbor pulling far ahead of the pack. Tallying the subcategories, five of the ten neighbors are Apparel (General, Footwear, or Womens Apparel), two are Restaurants & Eateries (Panda Express in Fast Casual Dining and Del Taco and Wetzel's Pretzels in QSR — three food neighbors total), and one is Convenience & Fuel (Pilot Flying J, 0.75). No neighbor shares Cinnabon's own subcategory of Bakeries Desserts and Confectioneries in the top 10. The dominant cluster is mall and strip-center retail — footwear chains, teen apparel, and fast-casual food — suggesting the audience is shaped more by where Cinnabon lives than by what it sells.

The cross-kind composition here is the structural story: an audience that looks like a mall-traffic profile, spread evenly across apparel, fast food, and convenience retail rather than concentrated in any single food category.