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BarkBox

BarkBox's nearest audiences are overwhelmingly actors and TV shows — not other pet brands or retail brands of any kind.

The top 10 neighbors span a narrow similarity band (0.70 down to 0.66), consistent with the flat shape: no single neighbor dominates, and the scores compress into a tight cluster rather than stepping down sharply. Similarity here measures how closely two entities' audiences resemble each other in composition — a score of 0.70 means the audiences look structurally alike, not that the entities are related. Anna Faris leads at 0.70, followed by Macaulay Culkin at 0.68. The only non-actor entries in the top 10 are Cards Against Humanity (0.67, Toys and Games), Mystery Science Theater 3000 (0.67, TV Shows), and Schitt's Creek (0.66, TV Shows). The remaining five — Nick Offerman, Ed Helms, Lauren Graham, Milo Ventimiglia, and David Harbour — are all actors.

That's seven actors and two TV shows in the top 10, with one Toys and Games brand rounding out the set. No other brand in the "Other" subcategory appears in the top 10, and no pet-adjacent or subscription-retail entity shows up. The cluster points toward an audience shaped by ensemble comedy and genre television fandom rather than by consumer brand loyalty — a cross-kind pattern that runs through the entire top 10.

The flat shape and actor-heavy composition together suggest BarkBox's audience is defined less by what it sells and more by a consistent cultural sensibility that it shares with a specific slice of entertainment.

Playground →Docs

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

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