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Volkswagen USA

Brands
Auto
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Two B2B job-placement platforms sit at the top of Volkswagen USA's similarity graph — CareerArc at 0.64 and CareerBuilder at 0.62 — which is the two-peak structure the shape flag describes. Those two neighbors pull in one direction; a second cluster of fellow auto brands pulls in another.

The B2B peak is the stronger one. CareerArc (0.64) and CareerBuilder (0.62) lead the top 10 by a visible margin, followed by Yard House (0.59) and Social Media Examiner (0.58) — a restaurant chain and a marketing-industry website, respectively. That mix suggests the audience overlapping with Volkswagen USA skews toward a professionally-oriented, digitally-engaged segment that also shows up around B2B services and career content. The second peak is the auto cluster: Porsche (social) (0.56), Volvo Car USA (0.56), and Acura (social) (0.54) all appear in the top 10, making Auto the only subcategory besides B2B to place multiple neighbors in the set. Dr. Michio Kaku (0.57), an academic, and CVS Pharmacy (0.56) round out the top 10, adding breadth without forming a third coherent cluster. Volkswagen USA's own subcategory — Auto — accounts for three of the ten neighbors, so the audience is not purely cross-kind, but the B2B and career-content peak is the more structurally distinctive finding.

The overall shape is an audience that bridges a career- and business-minded professional segment with a European-leaning auto enthusiast one — two distinct neighborhoods sharing the same underlying audience composition.

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": "vw", "title": "Volkswagen USA", "category": "Brands", "subcategory": "Auto", "resolved": "vw", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "careerarc", "title": "CareerArc", "category": "Brands", "subcategory": "B2B", "similarity": 0.6368, "drivers": [ "P01", "N03", "G02", "E02", "A04" ] }, { "handle": "careerbuilder", "title": "CareerBuilder", "category": "Brands", "subcategory": "B2B", "similarity": 0.6244, "drivers": [ "P01", "P04", "N03", "E02", "A06" ] }, { "handle": "yardhouse", "title": "Yard House", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.586, "drivers": [ "P04", "N03", "N01", "G02", "Q07" ] }, { "handle": "smexaminer", "title": "Social Media Examiner", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.5825, "drivers": [ "N03", "P01", "H02", "N01", "F04" ] }, { "handle": "michiokaku", "title": "Dr. Michio Kaku", "category": "Celebrities and Influencers", "subcategory": "Academics", "similarity": 0.5715, "drivers": [ "G02", "P01", "N01", "Q07", "F04" ] }, { "handle": "porsche_social", "title": "Porsche (social)", "category": "Brands", "subcategory": "Auto", "similarity": 0.5649, "drivers": [ "A06", "P01", "Q07", "E02", "G02" ] }, { "handle": "volvocarusa", "title": "Volvo Car USA", "category": "Brands", "subcategory": "Auto", "similarity": 0.5606, "drivers": [ "N03", "P04", "P01", "Q07", "E02" ] }, { "handle": "cvs-pharmacy", "title": "CVS Pharmacy", "category": "Retail", "subcategory": "Pharmacies and Drugstores", "similarity": 0.5589, "drivers": [ "P01", "N03", "M01", "N01", "K01" ] }, { "handle": "insperity", "title": "Insperity", "category": "Brands", "subcategory": "B2B", "similarity": 0.5582, "drivers": [ "K02", "N03", "F04", "E02", "G02" ] }, { "handle": "totalwine", "title": "Total Wine", "category": "Brands", "subcategory": "Beverages", "similarity": 0.5564, "drivers": [ "K02", "P01", "N03", "A06", "A03" ] } ] }
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