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Across the top 10 neighbors, no single entity dominates — the scores run from Procter & Gamble at 0.77 down to ViacomCBS at 0.67, a narrow spread that signals a broad, undifferentiated audience shape rather than a concentrated niche.

The neighbor set is strikingly cross-kind. Unilever is a Home brand, and only two other Home brands appear in the top 10: Procter & Gamble (0.77) and Casper (0.67). The remaining eight neighbors span Beauty (essie, 0.71), Music (Pandora, 0.71), Technology (GIPHY, 0.71), Magazines (Us Weekly, 0.70; PeopleStyle, 0.70), Websites (Just Jared, 0.69), TV Channels (Showtime, 0.69), and News Publishers (CNN Entertainment, 0.67). The dominant subcategory pattern is media and publishing — magazines, websites, TV channels, and news publishers account for five of the ten slots — sitting alongside a beauty brand and a music streaming service. That mix points to an audience that moves fluidly across lifestyle content and entertainment rather than clustering around household goods.

The broad shape here reflects an audience with no strong gravitational pull toward any single content category, making it unusually permeable across media 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": "unilever", "title": "Unilever", "category": "Brands", "subcategory": "Home", "resolved": "unilever", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "proctergamble", "title": "Procter & Gamble", "category": "Brands", "subcategory": "Home", "similarity": 0.7676, "drivers": [ "N03", "G01", "A02", "O03", "O04" ] }, { "handle": "essie", "title": "essie", "category": "Brands", "subcategory": "Beauty", "similarity": 0.709, "drivers": [ "N03", "A02", "G01", "N04", "M01" ] }, { "handle": "pandoramusic", "title": "Pandora", "category": "Brands", "subcategory": "Music", "similarity": 0.7081, "drivers": [ "N03", "G01", "F04", "O04", "Q05" ] }, { "handle": "giphy", "title": "GIPHY", "category": "Brands", "subcategory": "Technology", "similarity": 0.7055, "drivers": [ "G01", "A02", "N03", "G03", "I01" ] }, { "handle": "usweekly", "title": "Us Weekly", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.7016, "drivers": [ "G01", "A02", "M01", "G03", "N03" ] }, { "handle": "peoplestyle", "title": "PeopleStyle", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.6979, "drivers": [ "A02", "G01", "N03", "Q01", "I01" ] }, { "handle": "justjared", "title": "Just Jared", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.6947, "drivers": [ "G01", "A02", "N03", "G03", "I01" ] }, { "handle": "showtime", "title": "Showtime", "category": "Marketing Channels", "subcategory": "TV Channels", "similarity": 0.6863, "drivers": [ "A02", "G01", "N03", "O04", "Q01" ] }, { "handle": "cnnent", "title": "CNN Entertainment", "category": "Marketing Channels", "subcategory": "News Publishers", "similarity": 0.6742, "drivers": [ "A02", "G01", "N03", "G03", "Q02" ] }, { "handle": "viacomcbs", "title": "ViacomCBS", "category": "Brands", "subcategory": "Entertainment Platforms", "similarity": 0.6738, "drivers": [ "A02", "G01", "Q01", "O04", "I01" ] } ] }
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