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Ingles Markets

Grocery & Food Retail
General Grocery Stores
Playground →Docs

Casual dining chains make up the largest single cluster in Ingles Markets' top 10 neighbors — four of the ten slots belong to that subcategory, more than any other kind of entity in the set. Shoney's (0.78), Chicken Express (0.77), Jack's Family Restaurants (0.75), and Bojangles' (0.74) all sit closer in audience shape to Ingles Markets than most of its fellow grocers do.

The shape is broad: scores run from 0.84 at the top down to 0.74 at position ten, with no single neighbor pulling far ahead of the rest. Food City leads at 0.84 — the one fellow General Grocery Store that clearly separates from the pack — followed by two regional banks, UCBI (0.79) and Great Southern Bank (0.76), whose presence signals that the audience overlap extends well beyond food retail. Harps Food Store (0.76) is the only other General Grocery Store in the top 10, meaning three of the ten neighbors share Ingles' own subcategory while the remaining seven span casual dining, banking, fuel retail, and a smoking-products retailer (Vapor Maven, 0.75). That cross-category spread — grocers, sit-down chains, community banks, and convenience-adjacent retail all clustering together — points to an audience defined less by where it shops for food than by a consistent regional consumer profile that cuts across everyday spending categories.

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": "ingles-markets", "title": "Ingles Markets", "category": "Grocery & Food Retail", "subcategory": "General Grocery Stores", "resolved": "ingles-markets", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "food-city", "title": "Food City", "category": "Grocery & Food Retail", "subcategory": "General Grocery Stores", "similarity": 0.8375, "drivers": [ "K01", "L04", "O01", "K03", "N01" ] }, { "handle": "ucbi", "title": "UCBI", "category": "Financial", "subcategory": "Banks", "similarity": 0.7894, "drivers": [ "K01", "L04", "O01", "L03", "A02" ] }, { "handle": "shoney-s", "title": "Shoney's", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.78, "drivers": [ "K01", "A02", "A04", "A06", "C05" ] }, { "handle": "chicken-express", "title": "Chicken Express", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.7714, "drivers": [ "K01", "O01", "L04", "L03", "M04" ] }, { "handle": "harps-food-store", "title": "Harps Food Store", "category": "Grocery & Food Retail", "subcategory": "General Grocery Stores", "similarity": 0.7615, "drivers": [ "K01", "N01", "L04", "M04", "P01" ] }, { "handle": "great-southern-bank", "title": "Great Southern Bank", "category": "Financial", "subcategory": "Banks", "similarity": 0.7604, "drivers": [ "K01", "A02", "A04", "A06", "C05" ] }, { "handle": "vapor-maven", "title": "Vapor Maven", "category": "Retail", "subcategory": "Smoking", "similarity": 0.7519, "drivers": [ "K01", "O01", "L04", "M04", "O02" ] }, { "handle": "jack-s-family-restaurants", "title": "Jack's Family Restaurants", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.7512, "drivers": [ "K01", "N01", "O01", "P01", "L04" ] }, { "handle": "par-mar-stores", "title": "Par Mar Stores", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "similarity": 0.7466, "drivers": [ "K01", "N01", "O01", "L04", "M04" ] }, { "handle": "bojangles", "title": "Bojangles'", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.7419, "drivers": [ "K01", "L04", "L03", "N03", "I01" ] } ] }
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