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Group 1 Automotive

TownePlace Suites by Marriott and Office Depot form two distinct poles in Group 1 Automotive's nearest neighbor set — a mid-range hotel brand at 0.69 and an office supplies retailer at 0.69 — with no other dealership appearing in the top 10.

The shape is two-peak, and the gap between those two leaders and the rest of the field is meaningful. After TownePlace Suites by Marriott (0.69) and Office Depot (0.69), the next closest neighbor is Twin Peaks Restaurant at 0.68 — casual dining — followed by SAS San Antonio Shoemakers at 0.65 (footwear) and Hooters at 0.64 (also casual dining). The top 10 spans mid-range hotels, office supplies, casual dining, footwear, and automotive parts — with Batteries Plus Bulbs (0.63, Parts and Accessories) and Firestone Complete Auto Care (0.63, Parts and Accessories) the only automotive neighbors in the set. No other dealership appears in the top 10. The dominant subcategories are Mid-range Hotels (two entries: TownePlace Suites and Home2 Suites at 0.64, Staybridge Suites at 0.64) and Casual Dining (Twin Peaks, Hooters), with the automotive neighbors occupying Parts and Accessories rather than Dealerships. The audience shape Group 1 Automotive shares most closely is not with fellow car sellers but with transient, service-oriented brands that skew toward practical, errand-driven consumer behavior.

This pattern suggests Group 1 Automotive's audience is defined less by automotive enthusiasm than by a broader profile of routine, service-category consumption that cuts across lodging, office retail, and casual dining.

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Nearest neighbors by audience shape

Cosine similarity over Persona Live audience composition.
"Entities whose overall audience profile most closely matches this one — people who follow one tend to follow the other."

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