Share

Kum & Go

Convenience & Fuel
Gas Stations
Playground →Docs

O'Charley's (0.88) and Arvest Bank (0.87) form two distinct poles in Kum & Go's top 10 — a casual dining chain and a regional bank, neither of them a gas station or convenience store — signaling that this audience bridges two separate neighborhood clusters rather than concentrating around a single kind.

The shape is two-peak. The top five neighbors span four different subcategories: casual dining (O'Charley's, 0.88), banks (Arvest Bank, 0.87), furniture stores (Sleep Outfitters, 0.87), and pet supplies (Feeders Supply, 0.86). The only neighbor in the top 10 that shares Kum & Go's own subcategory — Gas Stations — is Hy-Vee Gas Station at 0.83, which arrives fifth. Kwik Shop (0.85) is a convenience store, one subcategory adjacent. The remaining neighbors — Hy-Vee (0.83), Hot Head Burritos (0.83), Penn Station (0.82), and Braum's Ice Cream and Dairy Stores (0.82) — are all restaurants and eateries or grocery. The cross-kind pattern is the dominant finding: most of the top 10 are dining and food-adjacent brands, with financial services providing the second cluster anchor.

The overall picture is an audience whose shape is defined less by fuel and convenience retail than by the regional Midwestern and Southern service brands — diners, community banks, and grocery chains — that surround 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": "kum-and-go", "title": "Kum & Go", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "resolved": "kum-and-go", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "o-charley-s", "title": "O'Charley's", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.884, "drivers": [ "A02", "A06", "E01", "E03", "E05" ] }, { "handle": "arvest-bank", "title": "Arvest Bank", "category": "Financial", "subcategory": "Banks", "similarity": 0.8741, "drivers": [ "A02", "A03", "A06", "B01", "B02" ] }, { "handle": "sleep-outfitters", "title": "Sleep Outfitters", "category": "Retail", "subcategory": "Furniture Stores", "similarity": 0.8675, "drivers": [ "A02", "A03", "A06", "B01", "B02" ] }, { "handle": "feeders-supply", "title": "Feeders Supply", "category": "Retail", "subcategory": "Pet Supplies and Services", "similarity": 0.8554, "drivers": [ "A02", "A03", "A06", "B01", "B02" ] }, { "handle": "kwik-shop", "title": "Kwik Shop", "category": "Convenience & Fuel", "subcategory": "Convenience Stores", "similarity": 0.854, "drivers": [ "A02", "A03", "A06", "B01", "B02" ] }, { "handle": "hy-vee", "title": "Hy-Vee", "category": "Grocery & Food Retail", "subcategory": "General Grocery Stores", "similarity": 0.8332, "drivers": [ "A06", "F04", "I01", "J02", "N03" ] }, { "handle": "hot-head-burritos", "title": "Hot Head Burritos", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.832, "drivers": [ "A02", "A03", "A06", "B01", "B02" ] }, { "handle": "hy-vee-gas-station", "title": "Hy-Vee Gas Station", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "similarity": 0.8294, "drivers": [ "A06", "F04", "I01", "J02", "N03" ] }, { "handle": "penn-station", "title": "Penn Station", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.8227, "drivers": [ "A06", "I01", "J02", "N03", "P02" ] }, { "handle": "braum-s-ice-cream-dairy-stores", "title": "Braum's Ice Cream and Dairy Stores", "category": "Restaurants & Eateries", "subcategory": "Bakeries Desserts and Confectioneries", "similarity": 0.8211, "drivers": [ "A02", "A06", "E02", "E03", "E05" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: