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Lil Yachty

Celebrities and Influencers
Musicians and Bands
Playground →Docs

Eight of Lil Yachty's top 10 neighbors by audience similarity are fellow Musicians and Bands — a same-kind cluster that runs deep and tight. Similarity here measures how closely two entities' audiences resemble each other in composition; a score near 1.0 signals near-identical audience shape.

21 Savage leads at 0.96, followed by Kodak Black (0.94), Rich The Kid (0.93), and Quavo (0.93). Lil Baby (0.91), Lil Uzi Vert (0.90), Metro Boomin (0.90), and Gucci Mane (0.90) round out the musician bloc. The two non-musician entries in the top 10 are Nordcurrent, a game developer brand (0.91), and Wild 'N Out, a TV show (0.91) — both sitting inside the same tight band as the musicians rather than trailing behind them. That compression is the shape's defining feature: scores span only from 0.90 to 0.96 across all ten neighbors, with no single dominant outlier pulling away from the rest.

The broad shape here reflects an audience that overlaps consistently and widely across a specific corner of the musician landscape, with gaming and hip-hop comedy television drawn into the same orbit — suggesting the audience consuming this music also gravitates toward those adjacent entertainment formats.

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": "lilyachty", "title": "Lil Yachty", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "resolved": "lilyachty", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "21savage", "title": "21 Savage", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9642, "drivers": [ "O04", "Q08", "Q05", "Q02", "Q04" ] }, { "handle": "kodakblack1k", "title": "Kodak Black", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9353, "drivers": [ "O04", "Q08", "Q05", "Q02", "Q04" ] }, { "handle": "richthekid", "title": "Rich The Kid", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9311, "drivers": [ "O04", "Q08", "Q05", "Q02", "Q04" ] }, { "handle": "quavostuntin", "title": "Quavo", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9264, "drivers": [ "O04", "Q08", "Q02", "Q05", "Q04" ] }, { "handle": "lilbaby4pf", "title": "Lil Baby", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9111, "drivers": [ "O04", "Q08", "Q05", "Q02", "Q04" ] }, { "handle": "nordcurrent", "title": "Nordcurrent", "category": "Brands", "subcategory": "Game Developers", "similarity": 0.9072, "drivers": [ "O04", "Q08", "Q05", "Q02", "Q04" ] }, { "handle": "wildnout", "title": "Wild 'N Out", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9053, "drivers": [ "O04", "Q08", "Q02", "Q05", "Q04" ] }, { "handle": "liluzivert", "title": "Lil Uzi Vert", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9026, "drivers": [ "O04", "Q08", "Q05", "Q02", "Q04" ] }, { "handle": "metroboomin", "title": "Metro Boomin", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9019, "drivers": [ "O04", "Q02", "Q08", "Q05", "Q04" ] }, { "handle": "popeyeschicken", "title": "Popeyes Chicken", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.9006, "drivers": [ "O04", "Q08", "Q02", "Q05", "Q04" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: