Knights Inn's top 10 nearest neighbors span five distinct subcategories — Sports Teams, Alcohol, QSR, Gas Stations, and Websites — with no single cluster dominating. Similarity here measures how closely two entities' audiences resemble each other in composition; a score near 0.81 indicates strong structural overlap.

The shape is flat: the top neighbor, the Denver Broncos at 0.81, sits only about four points above the tenth-ranked neighbor, Bud Light at 0.77. Budweiser (0.81) and Champs Chicken (0.80) round out the top three, followed by Mamas Uncut (0.79) and Walmart Fuel Station (0.78). None of these pull away from the pack.

Critically, only one neighbor in the top 10 shares Knights Inn's own subcategory: Days Inn, a fellow Budget lodging property, appears at position 13 in the full payload but falls outside the top 10 entirely — meaning the ten nearest audiences are drawn almost entirely from outside the budget hotel space. The mix is cross-kind: a sports team, two alcohol brands, two QSR chains, two gas station brands, a content website, a musician (G-Eazy, 0.78), and a motivational content account (Positive Vibes, 0.77). No other budget lodging brand appears in the top 10.

This flat, cross-kind distribution suggests Knights Inn's audience is defined less by travel intent than by a broader lifestyle profile that it shares with everyday consumer brands across food, fuel, and entertainment.