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BMW (social)

Brands
Auto
Playground →Docs

The two strongest pulls in BMW (social)'s neighbor set come from opposite ends of the same category: Mercedes-AMG at 0.86 and BMW USA at 0.84 anchor a tight cluster of luxury and performance Auto brands, but the set then opens outward into Technology and Finance neighbors that share no obvious thematic connection to automotive.

The shape is two-peak. The first peak is a dense Auto cluster: Mercedes-AMG (0.86), BMW USA (0.84), Porsche (social) (0.83), Maserati (0.83), Land Rover (0.80), and Mercedes-Benz USA (0.80) — six Auto subcategory neighbors in the top six positions. The second peak is a cross-kind cluster of Technology and Finance brands: Microsoft Stories and News (0.79), Indeed (0.77), and CareerBuilder (0.77) sit at positions seven through ten, with CareerBuilder the lone B2B entry. Maria Sharapova (0.79), an Athlete, is the only Celebrities and Influencers entry in the top 10. No Entertainment, Retail, or Media subcategories appear in the top 10.

The two-peak structure suggests BMW (social)'s audience is shaped by a core of premium-auto followers whose composition also aligns closely with audiences drawn to enterprise technology and professional services — a pairing that points to a distinctly career- and business-oriented segment sitting alongside the expected enthusiast base.

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": "bmw_social", "title": "BMW (social)", "category": "Brands", "subcategory": "Auto", "resolved": "bmw_social", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "mercedesamg", "title": "Mercedes-AMG", "category": "Brands", "subcategory": "Auto", "similarity": 0.8579, "drivers": [ "N03", "A06", "E02", "E04", "Q02" ] }, { "handle": "bmwusa", "title": "BMW USA", "category": "Brands", "subcategory": "Auto", "similarity": 0.8363, "drivers": [ "A06", "N03", "A03", "J02", "A01" ] }, { "handle": "porsche_social", "title": "Porsche (social)", "category": "Brands", "subcategory": "Auto", "similarity": 0.8287, "drivers": [ "A06", "J02", "A01", "N03", "A03" ] }, { "handle": "maserati_hq", "title": "Maserati", "category": "Brands", "subcategory": "Auto", "similarity": 0.8285, "drivers": [ "N03", "A06", "J02", "E02", "N01" ] }, { "handle": "landrover", "title": "Land Rover", "category": "Brands", "subcategory": "Auto", "similarity": 0.804, "drivers": [ "N03", "A06", "E02", "J02", "E03" ] }, { "handle": "mercedesbenzusa", "title": "Mercedes-Benz USA", "category": "Brands", "subcategory": "Auto", "similarity": 0.8028, "drivers": [ "N03", "A06", "E02", "J02", "Q01" ] }, { "handle": "msftnews", "title": "Microsoft Stories and News", "category": "Brands", "subcategory": "Technology", "similarity": 0.7899, "drivers": [ "A06", "N03", "G02", "A03", "E06" ] }, { "handle": "mariasharapova", "title": "Maria Sharapova", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.7855, "drivers": [ "N03", "A06", "J02", "N01", "A03" ] }, { "handle": "indeed", "title": "Indeed", "category": "Brands", "subcategory": "Technology", "similarity": 0.7728, "drivers": [ "N03", "A06", "E02", "E06", "Q02" ] }, { "handle": "careerbuilder", "title": "CareerBuilder", "category": "Brands", "subcategory": "B2B", "similarity": 0.7706, "drivers": [ "N03", "A06", "E02", "N01", "Q02" ] } ] }
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