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Maintenance & Repair Services

Automotive
Maintenance and Repair Services
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The top 10 neighbors for Maintenance & Repair Services span six distinct categories — automotive, retail, entertainment, fitness, convenience, and apparel — with no single subcategory dominating the set. That breadth is the defining structural feature of a broad-shape audience.

CarMax leads at 0.87, followed by Meineke Car Care Centers at 0.85 and At Home at 0.85. The spread across subcategories is immediate: a dealership, a same-subcategory peer, and a home goods retailer all land within two hundredths of a point of each other. Destination XL (men's apparel, 0.85) and Firestone Complete Auto Care (parts and accessories, 0.84) round out the top five, reinforcing the cross-category pattern.

Within the top 10, only two neighbors share the center entity's own subcategory — Meineke at 0.85 and Midas at 0.81. The remaining eight come from retail home goods, men's apparel, entertainment centers, fitness, and convenience stores. Sky Zone (entertainment centers, 0.84), Crunch (fitness gyms, 0.82), Entertainment Centers (0.81), and Wawa (convenience stores, 0.81) all sit comfortably above 0.80, confirming that the audience overlap here is genuinely wide rather than concentrated in any one vertical.

The overall picture is an audience whose shape is shared by a broad mix of brick-and-mortar service and retail brands — not a tight automotive cluster.

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": "maintenance-and-repair-services", "title": "Maintenance & Repair Services", "category": "Automotive", "subcategory": "Maintenance and Repair Services", "resolved": "maintenance-and-repair-services", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "carmax", "title": "CarMax", "category": "Automotive", "subcategory": "Dealerships", "similarity": 0.8722, "drivers": [ "N01", "K01", "M01", "N02", "M03" ] }, { "handle": "meineke-car-care-centers", "title": "Meineke Car Care Centers", "category": "Automotive", "subcategory": "Maintenance and Repair Services", "similarity": 0.8529, "drivers": [ "N01", "M01", "K01", "N02", "M03" ] }, { "handle": "at-home", "title": "At Home", "category": "Retail", "subcategory": "Home Goods and Furnishings", "similarity": 0.8498, "drivers": [ "K01", "N01", "M01", "N02", "M03" ] }, { "handle": "destination-xl", "title": "Destination XL", "category": "Apparel", "subcategory": "Mens Apparel", "similarity": 0.849, "drivers": [ "N01", "M01", "N02", "K01", "M03" ] }, { "handle": "firestone-complete-auto-care", "title": "Firestone Complete Auto Care", "category": "Automotive", "subcategory": "Parts and Accessories", "similarity": 0.8421, "drivers": [ "N01", "K01", "M01", "N02", "M03" ] }, { "handle": "sky-zone", "title": "Sky Zone", "category": "Entertainment & Leisure", "subcategory": "Entertainment Centers", "similarity": 0.835, "drivers": [ "K01", "N01", "N02", "M01", "M03" ] }, { "handle": "crunch", "title": "Crunch", "category": "Fitness & Wellness", "subcategory": "Fitness Centers and Gyms", "similarity": 0.8195, "drivers": [ "K01", "N01", "M01", "M03", "N02" ] }, { "handle": "entertainment-centers", "title": "Entertainment Centers", "category": "Entertainment & Leisure", "subcategory": "Entertainment Centers", "similarity": 0.8111, "drivers": [ "N01", "M01", "K01", "N02", "M03" ] }, { "handle": "midas", "title": "Midas", "category": "Automotive", "subcategory": "Maintenance and Repair Services", "similarity": 0.8109, "drivers": [ "N01", "N02", "K01", "M01", "M03" ] }, { "handle": "wawa", "title": "Wawa", "category": "Convenience & Fuel", "subcategory": "Convenience Stores", "similarity": 0.8101, "drivers": [ "N01", "M01", "N02", "M03", "M04" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: