The top 10 neighbors for Kat Von D span beauty brands, lifestyle influencers, comedians, a sports league, and a single author — a genuinely mixed cluster compressed into a narrow similarity band running from 0.94 down to 0.91.

The shape is flat: NikkieTutorials leads at 0.94, Kylie Cosmetics sits at 0.94, and Gabriel Iglesias follows at 0.94 — three neighbors within a rounding error of each other, with no single dominant pull. Anastasia Beverly Hills (0.93), Jeffree Star (0.92), Manny MUA (0.92), Morphe (0.92), and ColourPop Cosmetics (0.91) fill out the middle. Then Liza Koshy (0.91) and UFC (0.91) close the set.

Tallying by subcategory: four of the ten are Beauty brands, two are Comedians, one is Lifestyle, one is Authors, one is Models, and one is a Sports League. No neighbor shares Kat Von D's own subcategory of Artists. The beauty cluster is the largest single block, but it accounts for only four of ten slots — the remaining six are spread across entertainment, comedy, and combat sports. That cross-kind spread, with no fellow Artists in the top 10, is the defining structural feature of this audience.

The flat shape and mixed subcategory composition suggest an audience that does not sort neatly around any single content category.