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Karl Lagerfeld

Brands
Fashion
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Karl Lagerfeld's ten nearest neighbors split almost evenly between two subcategories: five Fashion brands and four fashion Magazines, with one fashion Website rounding out the set. The scores compress into a narrow band — 0.94 to 0.96 — with no single neighbor pulling away from the rest, which is the defining structural feature of a flat shape.

The Fashion neighbors are Alexander McQueen (0.96), LANVIN (0.96), Alexander Wang (0.95), Marchesa (0.94), and Saint Laurent (0.94) — all within two hundredths of a point of each other. The Magazine neighbors are V Magazine (0.95), Vogue Paris (0.95), British Vogue (0.95), and W Magazine (0.94). Fashionista.com (0.95), a fashion-focused Website, sits between those two clusters in score.

The mix — runway brands alongside editorial titles — suggests an audience that moves fluidly between following labels and consuming fashion media, rather than one anchored exclusively to either. The tight score range means no single neighbor is a meaningfully stronger pull than any other; the audience shape is defined by the cluster as a whole, not by any dominant node.

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": "karllagerfeld", "title": "Karl Lagerfeld", "category": "Brands", "subcategory": "Fashion", "resolved": "karllagerfeld", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "mcqueen", "title": "Alexander McQueen", "category": "Brands", "subcategory": "Fashion", "similarity": 0.9591, "drivers": [ "A02", "I01", "G01", "G03", "Q01" ] }, { "handle": "lanvinofficial", "title": "LANVIN", "category": "Brands", "subcategory": "Fashion", "similarity": 0.9586, "drivers": [ "A02", "G01", "I01", "J02", "G03" ] }, { "handle": "vmagazine", "title": "V Magazine", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.95, "drivers": [ "I01", "A02", "G01", "G03", "Q01" ] }, { "handle": "fashionista_com", "title": "Fashionista.com", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.9497, "drivers": [ "A02", "G01", "I01", "G03", "J02" ] }, { "handle": "alexanderwangny", "title": "Alexander Wang", "category": "Brands", "subcategory": "Fashion", "similarity": 0.9488, "drivers": [ "A02", "I01", "G01", "G03", "J02" ] }, { "handle": "vogueparis", "title": "Vogue Paris", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.9474, "drivers": [ "A02", "I01", "G01", "G03", "J02" ] }, { "handle": "britishvogue", "title": "British Vogue", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.947, "drivers": [ "A02", "I01", "G01", "J02", "G03" ] }, { "handle": "marchesafashion", "title": "Marchesa", "category": "Brands", "subcategory": "Fashion", "similarity": 0.9447, "drivers": [ "A02", "G01", "I01", "G03", "J02" ] }, { "handle": "wmag", "title": "W Magazine", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.9415, "drivers": [ "A02", "G01", "I01", "G03", "J02" ] }, { "handle": "ysl", "title": "Saint Laurent", "category": "Brands", "subcategory": "Fashion", "similarity": 0.94, "drivers": [ "I01", "A02", "G01", "J02", "Q01" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: