Volkswagen's top 10 nearest neighbors span five distinct categories — Car Makers, Fitness & Wellness, Restaurants & Eateries, Retail, and Apparel — with no single neighbor pulling far ahead of the rest.

The shape is flat: scores run from BMW at 0.92 down to LensCrafters at 0.90 and CVS Pharmacy at 0.89, a range of just three points across the full top 10. Five of the ten neighbors are fellow Car Makers — BMW, Acura, Audi, Lexus, and Mercedes Benz — so the audience does carry a recognizable automotive core. But the other five slots go to Fitness Centers & Gyms (0.91), Coffee & Tea (0.90), LensCrafters (0.90), CVS Pharmacy (0.89), and Office Supplies & Services (0.88) — a mix of everyday service and retail categories that share no obvious thematic thread with each other or with car buying. The cross-kind neighbors are not outliers here; they sit within a fraction of a point of the automotive ones, which is the defining feature of a flat shape.

What this pattern suggests is an audience broad enough in its composition that it overlaps comparably with both category peers and a wide range of unrelated everyday brands.