Rivian

Rivian's top 10 nearest neighbors span technology platforms, travel brands, logistics services, mid-range hotels, and digital media — with no other automotive dealership appearing in the set. The similarity scores form a tight band from 0.79 down to 0.77, which is the defining feature of a flat shape: no single neighbor pulls away from the pack, and the cluster's character comes from its composition rather than any dominant anchor.

Yelp leads at 0.79, followed closely by Transport & Logistics (0.78) and Codecademy (0.78). Orbitz (0.78) and Element by Westin (0.78) round out the top five. Tallying the subcategories across all ten neighbors reveals a genuinely mixed cluster: Technology brands (Yelp), Transport and Logistics (Transport & Logistics), Websites (Codecademy), Travel (Orbitz), Mid-range Hotels (Element by Westin), Banks (City National Bank), Blogs (Thrillist), Actors (Kumail Nanjiani), Websites (Behance), and Websites (Thought Catalog). No subcategory dominates; the nearest audiences are shaped by urban mobility, digital tools, and content consumption rather than anything automotive.

The flat, cross-kind shape suggests Rivian's audience is defined by a lifestyle and technology orientation that it shares with a wide range of unrelated entities rather than with others in its own category.