Playground →
BMW's top 10 nearest neighbors are almost entirely fellow Car Makers — yet the scores compress into a narrow band, with no single entity pulling far ahead of the rest.
Similarity here measures how closely two entities' audiences resemble each other in composition. Lexus leads at 0.94, followed by Porsche at 0.93 and Volkswagen at 0.92. Acura (0.91) and Audi (0.91) round out the top five. All five share BMW's own subcategory — Car Makers — making this a strongly same-kind cluster. The spread across those five positions is only three percentage points, which is what the flat shape flag captures: no single neighbor dominates, and the field is tightly packed.
The more structurally interesting signal sits at positions six through ten. Transport & Logistics (0.90) and LensCrafters (0.90) are the first non-automotive entries, followed by Gary Vaynerchuk (0.90, subcategory: Tech Personalities), Bosch Service (0.90, Maintenance and Repair Services), and FedEx (0.89, Transport and Logistics). Two Car Makers — Infiniti (0.89) and MINI (0.89) — also appear in the broader top 20, keeping the automotive weight high. The cross-kind entries — logistics, eyewear, a tech personality — suggest the BMW audience overlaps with a commercially active, professionally oriented segment that extends well beyond car shopping.
The flat, same-kind shape indicates an audience that is recognizably automotive in its affinities, with no sharp pivot toward any single outside category.
