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Across the top 10 neighbors, no single entity dominates — the similarity scores run from 0.89 down to 0.83 with no sharp drop, a broad distribution that reflects an audience with wide commercial overlap rather than a tight niche.
The shape is broad, and the neighbor mix is strikingly cross-category. Peet's Coffee and Tea leads at 0.89, followed by 24 Hour Fitness at 0.88 — a coffee chain and a gym, neither of which shares Amazon Fresh's subcategory of General Grocery Stores. Baja Fresh (0.85, QSR) and See's Candies (0.84, Bakeries Desserts and Confectioneries) continue the restaurant-heavy pattern. The first fellow General Grocery Store to appear is Sprouts Farmers Market at 0.84 — sixth in the set. Tallying the top 10: five are Restaurants & Eateries (spanning Coffee and Tea, QSR, Bakeries, and Casual Dining), two are General Grocery Stores (Sprouts and Ralphs at 0.82), one is Apparel (Nordstrom Rack, 0.84), one is Alcoholic Beverages (BevMo, 0.84), and one is Fitness Centers and Gyms (24 Hour Fitness). The restaurant cluster — particularly coffee, casual, and quick-service formats — accounts for half the top 10, while same-subcategory grocery neighbors are a minority.
This distribution points to an audience whose shape is defined less by grocery behavior alone and more by a broad pattern of everyday consumer activity across food service, fitness, and retail.
