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GMC (General Motors Company)

Automotive
Car Makers
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The top 10 neighbors for GMC span six different subcategories — no single kind dominates, and the scores compress into a narrow band from 0.95 down to 0.91.

The shape is flat: Ram leads at 0.95, Ford Motor Company follows at 0.95, and Fastenal — a home improvement and hardware retailer — sits at 0.95 as well, essentially tied with both automakers. Polaris, a motorcycle-subcategory brand, comes in at 0.94, and Beltone, a health and medical services provider, reaches 0.93. Chevrolet appears at 0.92, making it the third fellow Car Maker in the top 10 alongside Ram and Ford. The remaining four slots go to Larry The Cable Guy (Comedians, 0.91), Super 8 (Budget lodging, 0.91), Godfather's Pizza (Fast Casual Dining, 0.91), and maurices (Womens Apparel, 0.91).

Three of the top 10 share GMC's Car Makers subcategory; the other seven span hardware retail, motorcycles, health services, comedy, budget hospitality, fast casual dining, and women's apparel. That cross-kind spread — with scores barely separating a truck brand from a pizza chain from a hearing-aid company — points to an audience defined less by automotive interest alone and more by a consistent demographic profile that cuts across a wide range of categories.

The flat compression across such a diverse neighbor set suggests GMC's audience has a strong, stable shape that many unrelated brands happen to mirror.

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": "gmc-general-motors-company", "title": "GMC (General Motors Company)", "category": "Automotive", "subcategory": "Car Makers", "resolved": "gmc-general-motors-company", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "ram", "title": "Ram", "category": "Automotive", "subcategory": "Car Makers", "similarity": 0.95, "drivers": [ "M01", "L02", "O01", "M03", "K01" ] }, { "handle": "ford-motor-company", "title": "Ford Motor Company", "category": "Automotive", "subcategory": "Car Makers", "similarity": 0.9486, "drivers": [ "M01", "L02", "O01", "M03", "K01" ] }, { "handle": "fastenal", "title": "Fastenal", "category": "Retail", "subcategory": "Home Improvement and Hardware", "similarity": 0.9459, "drivers": [ "M01", "L02", "O01", "M03", "F03" ] }, { "handle": "polaris", "title": "Polaris", "category": "Automotive", "subcategory": "Motorcycles", "similarity": 0.9416, "drivers": [ "M01", "L02", "O01", "K01", "M03" ] }, { "handle": "beltone", "title": "Beltone", "category": "Services", "subcategory": "Health and Medical Services", "similarity": 0.9333, "drivers": [ "M01", "L02", "O01", "M03", "F03" ] }, { "handle": "chevrolet", "title": "Chevrolet", "category": "Automotive", "subcategory": "Car Makers", "similarity": 0.9175, "drivers": [ "M01", "L02", "O01", "M03", "K01" ] }, { "handle": "gitrdonelarry", "title": "Larry The Cable Guy", "category": "Celebrities and Influencers", "subcategory": "Comedians", "similarity": 0.912, "drivers": [ "M01", "L02", "O01", "M03", "N01" ] }, { "handle": "super-8", "title": "Super 8", "category": "Hospitality & Lodging", "subcategory": "Budget", "similarity": 0.9114, "drivers": [ "M01", "L02", "O01", "M03", "F03" ] }, { "handle": "godfather-s-pizza", "title": "Godfather's Pizza", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.9095, "drivers": [ "M01", "L02", "O01", "M03", "F03" ] }, { "handle": "maurices", "title": "maurices", "category": "Apparel", "subcategory": "Womens Apparel", "similarity": 0.9082, "drivers": [ "M01", "L02", "O01", "M03", "F03" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: