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Best Buy

Brands
Technology
Playground →Docs

The top 10 neighbors span game developers, restaurants, technology brands, and a gaming magazine — no single subcategory dominates, which is the defining structural fact about Best Buy's audience shape.

The shape is broad. Best Buy Deals leads at 0.92, the only other Technology subcategory brand in the top 10 alongside LG USA Mobile (0.87) and Sony (0.87). But the neighbor set fans out quickly from there. Electronic Arts (0.90) and SEGA (0.87) represent Game Developers; The Cheesecake Factory (0.90) and TGI Fridays (0.89) represent Restaurants; GameSpot (0.88) is a Magazine; Target (social) (0.87) is Grocery and Superstores; and Samsung Mobile US (0.87) is Telecommunications. That's seven distinct subcategories across ten neighbors — a genuinely mixed composition rather than a tight cluster.

The cross-kind finding here is the restaurant presence. Two casual dining chains sit inside the top five by similarity score, ahead of several technology and gaming brands. That pairing — game developers and sit-down restaurants sharing audience shape with a consumer electronics retailer — signals that the audience composition pulling these neighbors together is not defined by product category but by something that cuts across entertainment, tech, and everyday spending.

The broad shape means no single neighbor or subcategory owns this audience; the overlap is distributed widely across consumer brand types.

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": "bestbuy", "title": "Best Buy", "category": "Brands", "subcategory": "Technology", "resolved": "bestbuy", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "bestbuy_deals", "title": "Best Buy Deals", "category": "Brands", "subcategory": "Technology", "similarity": 0.9206, "drivers": [ "A02", "J02", "G01", "J01", "Q02" ] }, { "handle": "ea", "title": "Electronic Arts", "category": "Brands", "subcategory": "Game Developers", "similarity": 0.9004, "drivers": [ "Q08", "A02", "J02", "O03", "A01" ] }, { "handle": "cheesecake", "title": "The Cheesecake Factory", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.8977, "drivers": [ "Q08", "O04", "Q02", "A02", "O03" ] }, { "handle": "tgifridays", "title": "TGI Fridays", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.887, "drivers": [ "Q08", "Q05", "O03", "A02", "Q02" ] }, { "handle": "gamespot", "title": "GameSpot", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.8849, "drivers": [ "A02", "Q08", "O03", "J01", "J02" ] }, { "handle": "sega", "title": "SEGA", "category": "Brands", "subcategory": "Game Developers", "similarity": 0.8748, "drivers": [ "Q08", "P03", "A01", "O03", "Q02" ] }, { "handle": "lgusamobile", "title": "LG USA Mobile", "category": "Brands", "subcategory": "Technology", "similarity": 0.873, "drivers": [ "Q08", "O04", "Q02", "P05", "Q04" ] }, { "handle": "target_social", "title": "Target (social)", "category": "Brands", "subcategory": "Grocery and Superstores", "similarity": 0.8719, "drivers": [ "J02", "J05", "A02", "Q08", "A01" ] }, { "handle": "sony", "title": "Sony", "category": "Brands", "subcategory": "Technology", "similarity": 0.8709, "drivers": [ "Q08", "Q02", "P03", "O04", "A01" ] }, { "handle": "samsungmobileus", "title": "Samsung Mobile US", "category": "Brands", "subcategory": "Telecommunications", "similarity": 0.8697, "drivers": [ "Q08", "O04", "Q02", "Q04", "P05" ] } ] }
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