Quality Inn's ten nearest neighbors span budget lodging, value retail, fuel, and a country musician — a flat, cross-kind cluster with no single dominant pull. Similarity here measures how closely two entities' audiences resemble each other in composition; a score near 0.93 means the audiences look nearly identical in shape, regardless of what the entities sell.

The two closest neighbors are both budget hotel brands: Days Inn at 0.93 and Baymont Inn & Suites at 0.92. Below them, the cluster shifts entirely out of lodging. Walmart Vision Center (0.91) and Shoe Dept Encore (0.91) are value-oriented apparel and eyewear retail; Phillips 66 (0.90) is a gas station chain; Walmart (0.90) is a big-box retailer. Outdoor Life magazine (0.89), Walmart Photo Center (0.89), and a catch-all miscellaneous services entity (0.88) round out the mid-range. Shania Twain (0.88) is the lone musician in the top 10 — and the only Celebrities and Influencers entry in the set. No other mid-range hotel appears among the ten neighbors; the two lodging entries are both budget-tier.

The overall picture is a value-oriented, broadly accessible audience that overlaps as readily with fuel stops and discount retail as with other lodging brands — a shape defined less by category loyalty than by a consistent consumer profile cutting across everyday spending contexts.