Share

Instagram

Brands
Social Media
Playground →Docs

Instagram's top 10 nearest neighbors contain no other social media platform — and no tech brand of any kind. Instead, the set is dominated almost entirely by musicians and bands, with a single movie franchise rounding out the mix.

The shape is flat: scores run from Rihanna at 0.96 down to Adele at 0.92, a span of just four points across ten neighbors. That compression means no single entity pulls dramatically ahead of the others — the audience shape is consistent across the cluster rather than anchored to one dominant neighbor. Eight of the ten neighbors carry the Musicians and Bands subcategory: Rihanna (0.96), Cardi B (0.93), Will.i.am (0.93), Kendrick Lamar (0.93), Drake (0.92), Nicole Scherzinger (0.92), Alicia Keys (0.92), and Adele (0.92). The remaining two are Black Panther (Movie Franchises, 0.93) and Jaden Smith (Actors, 0.92). No other social media platform appears in the top 10, and no brand from Instagram's own Brands/Social Media category is present anywhere in the set.

The pattern points to an audience whose shape is defined by mainstream music celebrity culture — not by platform behavior or tech affinity — with film and acting adjacent but clearly secondary.

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": "instagram", "title": "Instagram", "category": "Brands", "subcategory": "Social Media", "resolved": "instagram", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "rihanna", "title": "Rihanna", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9557, "drivers": [ "N03", "O04", "Q02", "Q04", "E02" ] }, { "handle": "iamcardib", "title": "Cardi B", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9285, "drivers": [ "O04", "Q02", "Q04", "N03", "E02" ] }, { "handle": "iamwill", "title": "Will.i.am", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9281, "drivers": [ "N03", "Q02", "Q04", "O04", "E02" ] }, { "handle": "kendricklamar", "title": "Kendrick Lamar", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9252, "drivers": [ "N03", "O04", "Q02", "Q04", "E02" ] }, { "handle": "theblackpanther", "title": "Black Panther", "category": "Brands", "subcategory": "Movie Franchises", "similarity": 0.925, "drivers": [ "Q04", "N03", "Q02", "O04", "E02" ] }, { "handle": "drake", "title": "Drake", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9245, "drivers": [ "N03", "O04", "Q02", "Q04", "Q08" ] }, { "handle": "nicolescherzy", "title": "Nicole Scherzinger", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9228, "drivers": [ "N03", "Q04", "Q02", "Q08", "O04" ] }, { "handle": "aliciakeys", "title": "Alicia Keys", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.921, "drivers": [ "N03", "O04", "Q02", "Q04", "E02" ] }, { "handle": "jaden", "title": "Jaden Smith", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.9196, "drivers": [ "N03", "Q04", "Q02", "O04", "Q08" ] }, { "handle": "adele", "title": "Adele", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9176, "drivers": [ "N03", "Q04", "Q02", "O04", "Q08" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: