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Mercedes-AMG

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Auto
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All ten of Mercedes-AMG's nearest neighbors share its Auto subcategory — a degree of same-kind concentration that defines the shape of this audience before anything else is said.

The shape is two-peak, and the two poles are clear. BMW (social) sits at the top at 0.86, followed closely by Rolls-Royce Motor Cars at 0.84 — two distinct audience neighborhoods pulling in slightly different directions. BMW represents the performance-oriented end of the luxury auto space; Rolls-Royce anchors the ultra-premium tier. Together they define the bridge this audience straddles. Jaguar (social) (0.83), Land Rover (0.83), Bugatti (0.82), and Maserati (0.82) cluster tightly just below, reinforcing that the top six neighbors are all Auto brands with scores within four points of each other. Aston Martin (0.77) and Bentley Motors (0.75) extend the Auto cluster further down the list. Mercedes-Benz USA (0.74) and Land Rover USA (0.74) round out the top ten — both regional variants of brands already present, which underscores how tightly this audience is organized around the same narrow tier of the automotive market.

No brand outside the Auto subcategory appears in the top 10. The two-peak structure here is not a cross-category bridge but a within-category split between the performance-luxury and ultra-luxury ends of the spectrum.

This audience is defined almost entirely by its relationship to high-end automotive brands, with its shape determined by where exactly it sits between those two poles.

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": "mercedesamg", "title": "Mercedes-AMG", "category": "Brands", "subcategory": "Auto", "resolved": "mercedesamg", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "bmw_social", "title": "BMW (social)", "category": "Brands", "subcategory": "Auto", "similarity": 0.8579, "drivers": [ "N03", "A06", "E02", "E04", "Q02" ] }, { "handle": "rollsroycecars", "title": "Rolls-Royce Motor Cars", "category": "Brands", "subcategory": "Auto", "similarity": 0.8369, "drivers": [ "N03", "E03", "A06", "E02", "Q02" ] }, { "handle": "jaguar_social", "title": "Jaguar (social)", "category": "Brands", "subcategory": "Auto", "similarity": 0.8299, "drivers": [ "N03", "A06", "Q02", "E02", "E03" ] }, { "handle": "landrover", "title": "Land Rover", "category": "Brands", "subcategory": "Auto", "similarity": 0.8272, "drivers": [ "N03", "A06", "E02", "E03", "Q02" ] }, { "handle": "bugatti", "title": "Bugatti", "category": "Brands", "subcategory": "Auto", "similarity": 0.821, "drivers": [ "N03", "E03", "A06", "Q02", "Q07" ] }, { "handle": "maserati_hq", "title": "Maserati", "category": "Brands", "subcategory": "Auto", "similarity": 0.8202, "drivers": [ "N03", "A06", "Q02", "E02", "E03" ] }, { "handle": "astonmartin", "title": "Aston Martin", "category": "Brands", "subcategory": "Auto", "similarity": 0.7654, "drivers": [ "E03", "A06", "Q02", "N03", "E02" ] }, { "handle": "bentleymotors", "title": "Bentley Motors", "category": "Brands", "subcategory": "Auto", "similarity": 0.7456, "drivers": [ "Q02", "E02", "E03", "Q01", "N03" ] }, { "handle": "mercedesbenzusa", "title": "Mercedes-Benz USA", "category": "Brands", "subcategory": "Auto", "similarity": 0.7412, "drivers": [ "Q02", "N03", "A06", "E02", "Q01" ] }, { "handle": "landroverusa", "title": "Land Rover USA", "category": "Brands", "subcategory": "Auto", "similarity": 0.7398, "drivers": [ "N03", "Q02", "E02", "A06", "E03" ] } ] }
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