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Ace Hardware

Retail
Home Improvement and Hardware
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Ace Hardware's top 10 nearest neighbors span six distinct subcategories — no single kind dominates, and the spread runs well beyond the hardware aisle.

The shape is broad, with scores ranging from 0.94 down to 0.81 across ten neighbors, none pulling dramatically ahead of the pack. True Value Company leads at 0.94, and Home Improvement & Hardware follows at 0.88 — both direct subcategory peers. But the remaining eight neighbors are drawn from entirely different retail and service categories. NAPA Auto Parts (0.87) and CARQUEST Auto Parts (0.81) represent automotive parts and accessories; Ferrellgas (0.84) and ConocoPhillips (0.84) are gas stations; Victra (0.84) and Russell Cellular (0.81) are electronics retailers; Do It Best (0.84) returns to home improvement; and Washington Federal (0.82) is a bank. That's five subcategories represented across ten neighbors — hardware, auto parts, gas stations, electronics retail, and banking — with no single cluster accounting for more than three slots.

The cross-kind breadth here is the defining structural feature: an audience that looks like hardware shoppers also looks like the audience for fuel brands, auto parts chains, and regional electronics retailers, suggesting a wide-ranging practical-errand profile rather than a narrowly defined home-improvement niche.

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": "ace-hardware", "title": "Ace Hardware", "category": "Retail", "subcategory": "Home Improvement and Hardware", "resolved": "ace-hardware", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "true-value-company", "title": "True Value Company", "category": "Retail", "subcategory": "Home Improvement and Hardware", "similarity": 0.9423, "drivers": [ "M01", "K01", "J05", "N03", "L02" ] }, { "handle": "home-improvement-and-hardware", "title": "Home Improvement & Hardware", "category": "Retail", "subcategory": "Home Improvement and Hardware", "similarity": 0.8796, "drivers": [ "M01", "K01", "L02", "J05", "N03" ] }, { "handle": "napa-auto-parts", "title": "NAPA Auto Parts", "category": "Automotive", "subcategory": "Parts and Accessories", "similarity": 0.8665, "drivers": [ "M01", "K01", "N03", "L02", "O01" ] }, { "handle": "ferrellgas", "title": "Ferrellgas", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "similarity": 0.8399, "drivers": [ "N03", "M01", "K01", "J05", "L02" ] }, { "handle": "victra", "title": "Victra", "category": "Retail", "subcategory": "Electronics", "similarity": 0.8392, "drivers": [ "M01", "J05", "K01", "N03", "L02" ] }, { "handle": "conocophillips", "title": "ConocoPhillips", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "similarity": 0.8369, "drivers": [ "M01", "N03", "K01", "J05", "O01" ] }, { "handle": "do-it-best", "title": "Do It Best", "category": "Retail", "subcategory": "Home Improvement and Hardware", "similarity": 0.8358, "drivers": [ "M01", "K01", "L02", "N03", "O01" ] }, { "handle": "washington-federal", "title": "Washington Federal", "category": "Financial", "subcategory": "Banks", "similarity": 0.8238, "drivers": [ "K01", "M01", "O01", "L02", "N03" ] }, { "handle": "lbm-advantage", "title": "LBM Advantage", "category": "Industrial & Commercial Service", "subcategory": "Other Business Services", "similarity": 0.8185, "drivers": [ "M01", "K01", "J05", "L02", "O01" ] }, { "handle": "carquest-auto-parts", "title": "CARQUEST Auto Parts", "category": "Automotive", "subcategory": "Parts and Accessories", "similarity": 0.8131, "drivers": [ "M01", "K01", "N03", "L02", "O01" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: