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The top 10 neighbors for Valvoline Express Care span video game franchises, military branches, a furniture retailer, a food brand, and an auto brand — with no other Maintenance and Repair Services entity appearing in the set. That cross-kind breadth is the defining structural feature of a broad-shape audience.
Minecraft leads at 0.76, followed closely by Mattress by Appointment at 0.75 and U.S. Army at 0.74. Black Rifle Coffee sits at 0.74 as well, and U.S. Air Force rounds out the top five at 0.71. Similarity here measures how closely two entities' audiences resemble each other in composition — a high score means the audiences look alike, not that the entities are related.
Tallying the subcategories across the top 10 reveals two clusters pulling in different directions: Government organizations (U.S. Army, U.S. Air Force, National Guard) and Video Game Franchises (Minecraft, Mojang). Alongside those sit The Exchange (General Apparel, 0.71), ArmyTimes (News Publishers, 0.71), Chevy Trucks (Auto, 0.70), and Mattress by Appointment (Furniture Stores). The military-adjacent cluster — three Government subcategory entries plus a military-focused news publisher and a military retail channel — is the most coherent thread in the top 10, but it coexists with gaming and retail neighbors that share no obvious thematic link to it.
The broad shape here reflects an audience that overlaps meaningfully with a wide range of entity types, with no single neighbor dominating and no single subcategory accounting for more than three of the ten positions.
