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Kwik Fill

Convenience & Fuel
Gas Stations
Playground →Docs

The top 10 neighbors span seven distinct subcategories — no single kind dominates — which is the defining feature of Kwik Fill's broad audience shape.

Similarity here measures how closely two entities' audiences resemble each other in composition. Label Shopper leads at 0.92, the strongest score in the set and the only general apparel neighbor in the top 10. From there, the cluster fans out quickly: Federated Car Care Center (0.88, automotive maintenance) and Par Mar Stores (0.87) represent the two closest same-kind neighbors — both fellow gas stations, along with MFA Oil at 0.86, making three Gas Stations subcategory matches in the top 10. But the remaining seven positions belong to entirely different kinds: two banks — Northwest Bank (0.87) and Community Bank (0.87) — sit nearly as high as the gas station peers, followed by Polaris (0.86, motorcycles), Federated Auto Parts (0.86, parts and accessories), RP Lumber (0.85, home improvement and hardware), and Bomgaars (0.84, also home improvement and hardware). The subcategory mix — gas stations, community banks, automotive services, hardware retail, and a motorcycle brand — points to an audience that is broadly rural and small-town in its commercial footprint rather than narrowly defined by any one category.

The flat spread of scores from 0.92 down to 0.84 across such varied entity types confirms that this audience's shape is genuinely diffuse: no single commercial category owns it.

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": "kwik-fill", "title": "Kwik Fill", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "resolved": "kwik-fill", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "label-shopper", "title": "Label Shopper", "category": "Apparel", "subcategory": "General", "similarity": 0.9203, "drivers": [ "M01", "K01", "N01", "M03", "O01" ] }, { "handle": "federated-car-care-center", "title": "Federated Car Care Center", "category": "Automotive", "subcategory": "Maintenance and Repair Services", "similarity": 0.8761, "drivers": [ "M01", "K01", "M03", "N01", "O01" ] }, { "handle": "par-mar-stores", "title": "Par Mar Stores", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "similarity": 0.8735, "drivers": [ "K01", "N01", "M01", "M03", "N04" ] }, { "handle": "northwest-bank", "title": "Northwest Bank", "category": "Financial", "subcategory": "Banks", "similarity": 0.8704, "drivers": [ "M01", "K01", "N01", "M03", "N04" ] }, { "handle": "community-bank", "title": "Community Bank", "category": "Financial", "subcategory": "Banks", "similarity": 0.8658, "drivers": [ "M01", "K01", "N01", "M03", "O01" ] }, { "handle": "polaris", "title": "Polaris", "category": "Automotive", "subcategory": "Motorcycles", "similarity": 0.8618, "drivers": [ "M01", "K01", "N01", "M03", "L02" ] }, { "handle": "mfa-oil", "title": "MFA Oil", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "similarity": 0.8611, "drivers": [ "M01", "K01", "N01", "M03", "N04" ] }, { "handle": "federated-auto-parts", "title": "Federated Auto Parts", "category": "Automotive", "subcategory": "Parts and Accessories", "similarity": 0.861, "drivers": [ "M01", "K01", "M03", "N01", "N04" ] }, { "handle": "rp-lumber", "title": "RP Lumber", "category": "Retail", "subcategory": "Home Improvement and Hardware", "similarity": 0.8508, "drivers": [ "M01", "K01", "M03", "N01", "O01" ] }, { "handle": "bomgaars", "title": "Bomgaars", "category": "Retail", "subcategory": "Home Improvement and Hardware", "similarity": 0.8356, "drivers": [ "M01", "K01", "M03", "O01", "N01" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: