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Kia Motors America

Brands
Auto
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The top 10 nearest neighbors for Kia Motors America span six different subcategories — Technology, Destinations, Department Stores, Restaurant, Beverages, and Blogs — with only one fellow Auto brand in the set.

The shape is broad: scores run from 0.80 down to 0.75 without a single dominant neighbor pulling far ahead of the rest. FedEx (social) leads at 0.80, followed by World of Coca-Cola at 0.77, Office Depot at 0.77, White Castle at 0.77, and Sprite at 0.76. None of these share Kia's Auto subcategory. The one exception in the top 10 is Nissan Motor at 0.76 — the only other Auto brand in the set, and it sits sixth, not first.

The subcategory distribution across all ten neighbors reads: Technology (FedEx social, HTC USA), Destinations (World of Coca-Cola), Department Stores (Office Depot), Restaurant (White Castle), Beverages (Sprite), Blogs (The Penny Hoarder), Auto (Nissan Motor), Other (The UPS Store), and Food (Nestlé). That spread — consumer packaged goods, logistics, retail, food service — points to an audience whose shape is defined less by automotive interest than by broad mainstream brand consumption patterns.

The broad shape here means no single category or brand cluster owns this audience; it overlaps widely and evenly across everyday consumer brands.

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": "kia", "title": "Kia Motors America", "category": "Brands", "subcategory": "Auto", "resolved": "kia", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "fedex_social", "title": "FedEx (social)", "category": "Brands", "subcategory": "Technology", "similarity": 0.7996, "drivers": [ "N03", "O03", "Q04", "E02", "Q07" ] }, { "handle": "worldofcocacola", "title": "World of Coca-Cola", "category": "Brands", "subcategory": "Destinations", "similarity": 0.7722, "drivers": [ "N03", "O03", "J02", "Q04", "Q07" ] }, { "handle": "officedepot", "title": "Office Depot", "category": "Brands", "subcategory": "Department Stores", "similarity": 0.7691, "drivers": [ "N03", "O03", "F04", "Q05", "O04" ] }, { "handle": "whitecastle", "title": "White Castle", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.7675, "drivers": [ "N03", "O03", "Q07", "O04", "Q04" ] }, { "handle": "sprite", "title": "Sprite", "category": "Brands", "subcategory": "Beverages", "similarity": 0.7637, "drivers": [ "N03", "O03", "O04", "Q04", "Q05" ] }, { "handle": "thepennyhoarder", "title": "The Penny Hoarder", "category": "Marketing Channels", "subcategory": "Blogs", "similarity": 0.7606, "drivers": [ "N03", "E02", "Q04", "J02", "O04" ] }, { "handle": "nissanmotor", "title": "Nissan Motor", "category": "Brands", "subcategory": "Auto", "similarity": 0.7566, "drivers": [ "N03", "O03", "A02", "Q05", "Q08" ] }, { "handle": "htcusa", "title": "HTC USA", "category": "Brands", "subcategory": "Technology", "similarity": 0.7522, "drivers": [ "N03", "O03", "Q04", "Q02", "Q01" ] }, { "handle": "theupsstore", "title": "The UPS Store", "category": "Brands", "subcategory": "Other", "similarity": 0.7496, "drivers": [ "N03", "O03", "Q04", "Q02", "Q08" ] }, { "handle": "nestle", "title": "Nestlé", "category": "Brands", "subcategory": "Food", "similarity": 0.7484, "drivers": [ "N03", "O03", "N04", "J02", "Q05" ] } ] }
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