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Giovanni's

Restaurants & Eateries
Casual Dining
Playground →Docs

GoMart, a convenience store chain, is the single strongest pull in Giovanni's top 10 — at 0.939, it outpaces every other neighbor by a meaningful margin, and no other convenience store appears in the top 10. That gap sets the structural tone for a broad-shape audience that spreads across a wide range of everyday, community-anchored brands.

The shape here is genuinely broad: the top 10 spans six distinct subcategories with no single kind dominating. After GoMart, American Rental (0.91, Home Goods and Furnishings) and Super Wash (0.88, Car Wash and Detailing) hold the next two positions, followed by Rent One (0.87, also Home Goods and Furnishings) and East of Chicago (0.84, QSR). The only other casual dining neighbor in the top 10 is Jack's Family Restaurants at 0.82 — meaning Giovanni's own subcategory accounts for just two of the ten slots. The rest are drawn from convenience and fuel, rent-to-own retail, car services, grocery, and a sports team (Kentucky Basketball, 0.80). That cross-kind spread — convenience stores, home goods rental, car washes, grocers — points to an audience organized around practical, local commerce rather than restaurant category loyalty.

The breadth of this neighbor set reflects an audience whose shape is defined by the texture of everyday regional life, not by dining preferences alone.

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": "giovanni-s", "title": "Giovanni's", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "resolved": "giovanni-s", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "gomart", "title": "GoMart", "category": "Convenience & Fuel", "subcategory": "Convenience Stores", "similarity": 0.939, "drivers": [ "N01", "N04", "M03", "M04", "K01" ] }, { "handle": "american-rental", "title": "American Rental", "category": "Retail", "subcategory": "Home Goods and Furnishings", "similarity": 0.9084, "drivers": [ "N04", "M03", "M04", "O01", "N01" ] }, { "handle": "super-wash", "title": "Super Wash", "category": "Services", "subcategory": "Car Wash and Detailing", "similarity": 0.8761, "drivers": [ "N04", "M03", "N01", "M04", "O01" ] }, { "handle": "rent-one", "title": "Rent One", "category": "Retail", "subcategory": "Home Goods and Furnishings", "similarity": 0.8734, "drivers": [ "N04", "M03", "O01", "N01", "M04" ] }, { "handle": "east-of-chicago", "title": "East of Chicago", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.8445, "drivers": [ "M03", "M04", "N04", "O01", "L02" ] }, { "handle": "mfa-oil", "title": "MFA Oil", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "similarity": 0.8425, "drivers": [ "N04", "M03", "N01", "K01", "O01" ] }, { "handle": "food-city", "title": "Food City", "category": "Grocery & Food Retail", "subcategory": "General Grocery Stores", "similarity": 0.8396, "drivers": [ "N04", "N01", "M03", "O01", "M04" ] }, { "handle": "jack-s-family-restaurants", "title": "Jack's Family Restaurants", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8248, "drivers": [ "N04", "N01", "M03", "M04", "O01" ] }, { "handle": "harps-food-store", "title": "Harps Food Store", "category": "Grocery & Food Retail", "subcategory": "General Grocery Stores", "similarity": 0.8046, "drivers": [ "N01", "N04", "M04", "K01", "M03" ] }, { "handle": "kentuckymbb", "title": "Kentucky Basketball", "category": "Organizations", "subcategory": "Sports Teams", "similarity": 0.8034, "drivers": [ "N04", "N01", "M03", "M04", "O02" ] } ] }
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