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Land Rover USA

Brands
Auto
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Nine of Land Rover USA's ten nearest neighbors are fellow Auto brands — and the one outlier makes the pattern stranger, not cleaner.

The shape is two-peak. The first peak is the global parent: Land Rover scores 0.82, the highest mark in the set and a clear anchor. From there, the cluster fans out through the premium and ultra-luxury Auto tier — Mercedes-Benz USA and Maserati both at 0.79, BMW (social) at 0.77, Rolls-Royce Motor Cars at 0.77, Mercedes-AMG at 0.74, Jaguar (social) at 0.74, Volvo Car USA at 0.73, and Bentley Motors at 0.73. That is nine Auto brands in nine positions — a tight, same-kind cluster concentrated at the luxury end of the market.

The second peak is the outlier that defines the two-peak shape: Echofon, a Tools and Resources property under Miscellaneous, lands at 0.72 — sitting between Bentley and the rest of the field. It shares no obvious thematic connection to the Auto cluster; its presence signals a secondary audience neighborhood that the nine luxury marques alone do not explain. The wider graph at positions 11–50 will show whether that second neighborhood resolves into a recognizable pattern.

Taken together, the top 10 describe an audience whose shape is overwhelmingly defined by premium automotive brands, with a secondary structural pull from outside the category entirely.

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."

Raw data

Attention graph /similar sample results  (free):
{ "handle": "landroverusa", "title": "Land Rover USA", "category": "Brands", "subcategory": "Auto", "resolved": "landroverusa", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "landrover", "title": "Land Rover", "category": "Brands", "subcategory": "Auto", "similarity": 0.8214, "drivers": [ "N03", "E02", "A06", "J02", "Q02" ] }, { "handle": "mercedesbenzusa", "title": "Mercedes-Benz USA", "category": "Brands", "subcategory": "Auto", "similarity": 0.7915, "drivers": [ "E02", "N03", "J02", "Q02", "Q04" ] }, { "handle": "maserati_hq", "title": "Maserati", "category": "Brands", "subcategory": "Auto", "similarity": 0.7915, "drivers": [ "N03", "E02", "J02", "Q02", "F04" ] }, { "handle": "bmw_social", "title": "BMW (social)", "category": "Brands", "subcategory": "Auto", "similarity": 0.7694, "drivers": [ "N03", "A06", "J02", "E02", "Q07" ] }, { "handle": "rollsroycecars", "title": "Rolls-Royce Motor Cars", "category": "Brands", "subcategory": "Auto", "similarity": 0.7667, "drivers": [ "N03", "E02", "J02", "Q02", "E03" ] }, { "handle": "mercedesamg", "title": "Mercedes-AMG", "category": "Brands", "subcategory": "Auto", "similarity": 0.7398, "drivers": [ "N03", "Q02", "E02", "A06", "E03" ] }, { "handle": "jaguar_social", "title": "Jaguar (social)", "category": "Brands", "subcategory": "Auto", "similarity": 0.7376, "drivers": [ "N03", "E02", "Q02", "A06", "Q08" ] }, { "handle": "volvocarusa", "title": "Volvo Car USA", "category": "Brands", "subcategory": "Auto", "similarity": 0.7284, "drivers": [ "N03", "Q04", "Q02", "E02", "Q08" ] }, { "handle": "bentleymotors", "title": "Bentley Motors", "category": "Brands", "subcategory": "Auto", "similarity": 0.725, "drivers": [ "E02", "J02", "Q02", "Q01", "Q04" ] }, { "handle": "echofon", "title": "Echofon", "category": "Miscellaneous", "subcategory": "Tools and Resources", "similarity": 0.717, "drivers": [ "E02", "N03", "Q04", "Q02", "O04" ] } ] }
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