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The top 10 neighbors for Jeep are a mix of automotive subcategories and rural retail — with Bomgaars, a home improvement and hardware retailer, sitting at the highest similarity score of 0.95. Seven of the ten neighbors fall within the Automotive category: Ford Motor Company (0.93), Dodge (0.93), and Buick (0.92) are fellow Car Makers, while CARQUEST Auto Parts (0.92) and Parts Plus (0.90) represent Parts and Accessories, Polaris (0.94) sits in Motorcycles, and Federated Car Care Center (0.90) covers Maintenance and Repair Services. The remaining three break from automotive entirely: alongside Bomgaars, Do It Best (0.91) is a second Home Improvement and Hardware retailer, and Godfather's Pizza (0.91) is the lone Restaurants & Eateries entry in the top 10.
The flat shape means no single neighbor dominates — scores run from 0.90 to 0.95, a narrow band. The structural finding is the consistent presence of rural-market infrastructure alongside the expected automotive neighbors: hardware stores and a regional pizza chain share audience shape with Car Makers and auto parts retailers. This points to an audience defined less by automotive enthusiasm alone and more by a broader rural and small-town consumer profile.
