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Car Makers

The single strongest pull in Car Makers' top 10 is Miracle-Ear at 0.70 — a hearing health services brand, not another automaker. That cross-kind lead sets the tone for a neighbor set that is almost entirely composed of non-automotive entities.

The shape is broad: scores descend gradually from 0.70 down to 0.61, with no single neighbor dominating and no sharp drop-off. The next four closest are Health & Medical Services (0.65), Culver's (0.65), Carpet One Floor & Home (0.65), and AmericInn (0.64) — spanning health services, quick-service restaurants, home furnishings, and mid-range hotels. Fantastic Sams (0.64), a beauty salon chain, rounds out the upper tier. The subcategory distribution across the top 10 is strikingly varied: health and medical services, QSR, home goods, mid-range hotels, beauty salons, politicians, a sports league, and only two fellow Car Makers — Chevrolet (0.63) and Ram (0.61). The dominant pattern is service and retail brands with a regional, everyday-consumer character; the automotive category itself is a minority presence in its own nearest neighborhood.

Chuck Grassley (0.64) and USA Hockey (0.61) are the most structurally unexpected entries — a politician and a sports league — pointing to a geographic or demographic tilt in the audience that cuts across category lines.

The broad shape here reflects an audience whose composition is defined less by automotive interest than by a consistent consumer profile that spans health services, home improvement, casual dining, and regional hospitality.

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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."

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