Playground →
Burlington sits at the top of Pep Boys' neighbor set at 0.90 — not another auto parts retailer, not a repair chain, but a general apparel discounter. That cross-kind lead is the defining structural fact here, and the shape flag confirms it: two distinct audience neighborhoods pull on this entity simultaneously.
The first cluster groups around value-oriented retail and storage services. Burlington (0.90) is followed closely by Extra Space Storage (0.89) and Moving & Storage (0.88) — three neighbors from two entirely different categories, yet all sharing a comparable audience composition with Pep Boys. Public Storage (0.84) and CubeSmart (0.83) reinforce the moving-and-storage cluster further down the list, making that subcategory the most represented in the top 10 with four entries.
The second neighborhood is automotive-adjacent. AAMCO Transmissions (0.85) is the highest-scoring neighbor that shares Pep Boys' broader automotive category, though its subcategory is Maintenance and Repair Services rather than Parts and Accessories — meaning no neighbor in the top 10 shares Pep Boys' own subcategory exactly. IHOP (0.85) and 7-Eleven (0.83) round out the top 10, representing casual dining and convenience retail respectively, and reinforcing the cross-kind character of the full set.
Taken together, the top 10 reveal an audience that bridges everyday-errand retail — storage, discount apparel, convenience — with automotive service, a shape that cuts across category lines rather than concentrating within any single one.
