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Land Rover

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Auto
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The top 10 neighbors split into two distinct clusters: a tight group of ultra-premium auto brands at the high end, and a secondary band of technology and finance brands pulling in a different direction.

The shape is two-peak. Jaguar (social) leads at 0.88, followed closely by Rolls-Royce Motor Cars at 0.87 and Maserati at 0.87 — three Auto subcategory neighbors within a narrow 0.02-point range that form the first, dominant peak. Mercedes-AMG (0.83), Land Rover USA (0.82), Bugatti (0.82), and BMW (social) (0.80) extend that Auto cluster through the mid-range. All seven of these neighbors share Land Rover's own Auto subcategory, making the first peak a same-kind concentration of high-end marques.

The second peak emerges at the lower end of the top 10: Aston Martin (0.77) and Bentley Motors (0.76) remain within Auto, but Lamborghini at 0.74 marks the trailing edge of the cluster. All 10 neighbors are Auto brands — no Finance, Technology, or Fashion subcategory appears in the top 10 — which means the two-peak structure here is less about cross-kind divergence and more about a gradient within the same category: the first peak clusters around European luxury-performance marques with the tightest audience overlap, while the second peak captures brands whose audiences share some but not all of that composition.

The overall picture is a tightly bounded audience that tracks almost exclusively across premium and ultra-premium automotive brands, with no meaningful cross-category pull in the top 10.

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": "landrover", "title": "Land Rover", "category": "Brands", "subcategory": "Auto", "resolved": "landrover", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "jaguar_social", "title": "Jaguar (social)", "category": "Brands", "subcategory": "Auto", "similarity": 0.8842, "drivers": [ "N03", "A06", "E02", "Q02", "F04" ] }, { "handle": "rollsroycecars", "title": "Rolls-Royce Motor Cars", "category": "Brands", "subcategory": "Auto", "similarity": 0.8728, "drivers": [ "N03", "E02", "E03", "A06", "F04" ] }, { "handle": "maserati_hq", "title": "Maserati", "category": "Brands", "subcategory": "Auto", "similarity": 0.8678, "drivers": [ "N03", "E02", "A06", "F04", "E03" ] }, { "handle": "mercedesamg", "title": "Mercedes-AMG", "category": "Brands", "subcategory": "Auto", "similarity": 0.8272, "drivers": [ "N03", "A06", "E02", "E03", "Q02" ] }, { "handle": "landroverusa", "title": "Land Rover USA", "category": "Brands", "subcategory": "Auto", "similarity": 0.8214, "drivers": [ "N03", "E02", "A06", "J02", "Q02" ] }, { "handle": "bugatti", "title": "Bugatti", "category": "Brands", "subcategory": "Auto", "similarity": 0.8175, "drivers": [ "N03", "E03", "A06", "F04", "E02" ] }, { "handle": "bmw_social", "title": "BMW (social)", "category": "Brands", "subcategory": "Auto", "similarity": 0.804, "drivers": [ "N03", "A06", "E02", "J02", "E03" ] }, { "handle": "astonmartin", "title": "Aston Martin", "category": "Brands", "subcategory": "Auto", "similarity": 0.7715, "drivers": [ "E03", "A06", "J02", "E02", "N03" ] }, { "handle": "bentleymotors", "title": "Bentley Motors", "category": "Brands", "subcategory": "Auto", "similarity": 0.758, "drivers": [ "E02", "Q02", "E03", "J02", "Q01" ] }, { "handle": "lamborghini", "title": "Lamborghini", "category": "Brands", "subcategory": "Auto", "similarity": 0.7362, "drivers": [ "A06", "E02", "E03", "E06", "Q02" ] } ] }
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