Playground →
Peet's Coffee and Tea sits at the top of Ike's Love & Sandwiches' neighbor set with a similarity of 0.88 — but the more telling structural fact is how wide and category-diverse the full top 10 is, with no single subcategory dominating the cluster.
The shape is broad. The top 10 neighbors span six distinct categories: Restaurants & Eateries, Retail, Grocery & Food Retail, Hospitality & Lodging, Financial, and Brands. Within Restaurants & Eateries, the subcategories are themselves varied — Coffee and Tea (Peet's at 0.88), Juice and Smoothies (Pressed Juicery at 0.84), and Bakeries Desserts and Confectioneries (Tous Les Jours at 0.83) — rather than clustering around Fast Casual Dining, which is Ike's own subcategory. IKEA (Furniture Stores, 0.84) and Trader Joe's (General Grocery Stores, 0.83) rank among the five closest neighbors, placing a furniture retailer and a grocery chain ahead of most restaurant peers. California Pizza Kitchen (Casual Dining, 0.82), Hyatt House (Mid-range Hotels, 0.82), City National Bank (Banks, 0.81), and Happy Lemon (Juice and Smoothies, 0.81) round out the ten. Only one neighbor — Chipotle Mexican Grill at position 21 in the broader dataset — shares Ike's own Fast Casual Dining subcategory, and it does not appear in the top 10 at all. GitHub (Technology, 0.81) is the lone non-food, non-retail, non-hospitality entry in the top 10, signaling that the audience shape extends into tech-adjacent consumer segments.
The breadth of this neighbor set — spanning coffee, furniture, grocery, banking, and hotels at scores above 0.81 — points to an audience whose consumption patterns cut across multiple lifestyle categories rather than concentrating within the fast casual dining space.
