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LBM Advantage

Industrial & Commercial Service
Other Business Services
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Suburban Propane sits at 0.95 — the strongest pull in LBM Advantage's top 10 — and it isn't another building materials cooperative or business services entity. That cross-kind lead sets the tone for a neighbor set defined by breadth rather than any single dominant cluster.

The shape is broad: scores run from 0.95 down to 0.88 across the top 10 with no sharp drop-off. After Suburban Propane, the next neighbors are Dodge (0.92) and Ford Motor Company (0.91) — both car makers — followed by Label Shopper (0.90, general apparel) and Fox's Pizza Den (0.90, casual dining). Rounding out the top 10 are Aubuchon Hardware (0.89) and Polaris (0.89, motorcycles), True Value Company (0.88) and Home Improvement & Hardware (0.88) — both home improvement and hardware retail — and Ram (0.88, car makers). Tallying subcategories across the 10: car makers appear three times, home improvement and hardware twice, with gas stations, motorcycles, general apparel, and casual dining each appearing once. No neighbor shares LBM Advantage's own subcategory (Other Business Services) in the top 10. The automotive cluster — car makers, motorcycles, and parts — is the single most represented kind, but it coexists with hardware retail, fuel, food, and apparel rather than dominating cleanly.

The overall picture is an audience whose shape overlaps with a wide range of rural and small-town commercial brands, with no single category owning the neighborhood.

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": "lbm-advantage", "title": "LBM Advantage", "category": "Industrial & Commercial Service", "subcategory": "Other Business Services", "resolved": "lbm-advantage", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "suburban-propane", "title": "Suburban Propane", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "similarity": 0.9486, "drivers": [ "M01", "K01", "J05", "M03", "L02" ] }, { "handle": "dodge", "title": "Dodge", "category": "Automotive", "subcategory": "Car Makers", "similarity": 0.9206, "drivers": [ "M01", "L02", "O01", "K01", "M03" ] }, { "handle": "ford-motor-company", "title": "Ford Motor Company", "category": "Automotive", "subcategory": "Car Makers", "similarity": 0.9074, "drivers": [ "M01", "L02", "K01", "O01", "M03" ] }, { "handle": "label-shopper", "title": "Label Shopper", "category": "Apparel", "subcategory": "General", "similarity": 0.899, "drivers": [ "M01", "K01", "M03", "N01", "O01" ] }, { "handle": "fox-s-pizza-den", "title": "Fox's Pizza Den", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8955, "drivers": [ "M01", "O01", "M03", "K01", "L02" ] }, { "handle": "aubuchon-hardware", "title": "Aubuchon Hardware", "category": "Retail", "subcategory": "Home Improvement and Hardware", "similarity": 0.8887, "drivers": [ "M01", "K01", "N01", "O01", "L02" ] }, { "handle": "polaris", "title": "Polaris", "category": "Automotive", "subcategory": "Motorcycles", "similarity": 0.8862, "drivers": [ "M01", "K01", "L02", "M03", "O01" ] }, { "handle": "true-value-company", "title": "True Value Company", "category": "Retail", "subcategory": "Home Improvement and Hardware", "similarity": 0.8839, "drivers": [ "M01", "K01", "J05", "L02", "M03" ] }, { "handle": "home-improvement-and-hardware", "title": "Home Improvement & Hardware", "category": "Retail", "subcategory": "Home Improvement and Hardware", "similarity": 0.8813, "drivers": [ "M01", "K01", "L02", "J05", "M03" ] }, { "handle": "ram", "title": "Ram", "category": "Automotive", "subcategory": "Car Makers", "similarity": 0.8773, "drivers": [ "M01", "M03", "L02", "O01", "K01" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: