Bugatti (0.63) and Mercedes-Benz (0.63) sit at nearly identical scores atop McLaren Automotive's neighbor set — a genuine two-peak structure where the audience bridges two distinct auto clusters rather than converging on a single dominant pull.

The shape is two-peak, and both peaks are Auto brands. The top five neighbors — Bugatti (0.63), Mercedes-Benz (0.63), Aston Martin (0.58), Lamborghini (0.57), and Lexus (social) (0.57) — are all Auto subcategory brands, making the upper tier a clean same-kind cluster of prestige and performance marques. The sixth position, however, breaks the pattern: Apple Books (0.57), an Entertainment Platforms brand, edges in ahead of E*TRADE (0.57, Finance) and Audi (social) (0.56, Auto). That non-auto intrusion at near-peak similarity scores is the structural surprise — the audience shape that matches McLaren also matches a digital reading platform and a self-directed brokerage at roughly the same strength as it matches Lamborghini. Investing.com (0.56, Websites) reinforces the finance-adjacent thread. Of the top 10, six are Auto brands and four are not — a split that signals the McLaren audience shape is not purely automotive in its composition.

The two-peak structure, with Bugatti and Mercedes-Benz nearly tied at the top, suggests an audience that sits at the intersection of ultra-luxury performance and broader prestige-brand sensibility rather than clustering tightly around a single marque type.