Bath Planet's top 10 neighbors span six distinct subcategories — automotive maintenance, car wash and detailing, jewelry, footwear, home improvement, and hobbies — with no single category dominating the set.
The shape is broad: scores run from 0.68 down to 0.63 across the top 10, with no standout spike. Banter by Piercing Pagoda leads at 0.68, followed closely by Take 5 Oil Change at 0.68 and Interstate Batteries at 0.66. That the two nearest neighbors are automotive maintenance services — not home goods or home improvement retailers — is the defining cross-kind signal here. Home Outlet (0.66) and Window World (0.64) are the only home improvement entries in the top 10, and Re-Bath (0.60, just outside the top 10 cutoff shown in the graph) is the sole fellow Home Goods and Furnishings entity visible in the broader set. Within the top 10 proper, Bath Planet's own subcategory has no representative at all — every neighbor comes from a different kind. HobbyTown USA (0.65) and Finish Line (0.64) extend the cross-kind reach further into hobbies and footwear retail, while Tommy's Express Car Wash (0.63) and Indian Motorcycle (0.63) round out a neighbor set that skews heavily toward automotive and service-oriented brands.
The breadth of this pattern — home improvement sitting alongside car washes, jewelry, and hobby retail at nearly identical similarity scores — points to an audience defined less by home-category loyalty than by a consistent behavioral or demographic profile that cuts across many brick-and-mortar service and retail contexts.