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Smart & Final

Grocery & Food Retail
General Grocery Stores
Playground →Docs

A general grocery store whose ten nearest audiences are dominated by quick-service and fast-casual restaurants — with not one other general grocery store among them — Smart & Final's similarity graph is a textbook broad shape, with scores running from 0.88 down to 0.82 across a diverse mix of categories.

El Pollo Loco leads at 0.89, followed by WaBa Grill at 0.87 and The Flame Broiler at 0.84 — three restaurant brands whose audiences collectively mirror Smart & Final's more closely than any other entity type in the top 10. Six of the ten neighbors are Restaurants & Eateries, spanning QSR (In-N-Out Burger at 0.83, Yogurtland at 0.82) and a bakery (Winchell's Donut House at 0.83). The remaining four slots go to 24 Hour Fitness (0.85), convenience and fuel brands Rocket (0.85) and Chevron Extra Mile (0.85), and City National Bank (0.83) — the lone financial entity in the set. No other general grocery store appears in the top 10, meaning the audience shape Smart & Final shares most closely is defined by everyday errand-running across food service, fuel, fitness, and banking rather than by grocery competition.

The broad shape here reflects an audience that overlaps widely with the fabric of routine, neighborhood-level commerce rather than clustering tightly around any single category.

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": "smart-and-final", "title": "Smart & Final", "category": "Grocery & Food Retail", "subcategory": "General Grocery Stores", "resolved": "smart-and-final", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "el-pollo-loco", "title": "El Pollo Loco", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.8862, "drivers": [ "Q01", "L02", "Q04", "M04", "N01" ] }, { "handle": "waba-grill", "title": "WaBa Grill", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.8737, "drivers": [ "B03", "F01", "F03", "F05", "L02" ] }, { "handle": "24-hour-fitness", "title": "24 Hour Fitness", "category": "Fitness & Wellness", "subcategory": "Fitness Centers and Gyms", "similarity": 0.8545, "drivers": [ "M01", "M03", "O04", "N02", "O01" ] }, { "handle": "rocket", "title": "Rocket", "category": "Convenience & Fuel", "subcategory": "Convenience Stores", "similarity": 0.8492, "drivers": [ "M03", "N01", "N02", "O03", "O04" ] }, { "handle": "chevron-extra-mile", "title": "Chevron Extra Mile", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "similarity": 0.8484, "drivers": [ "N03", "N01", "Q02", "Q04", "N02" ] }, { "handle": "flame-broiler", "title": "The Flame Broiler", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.8441, "drivers": [ "F03", "L02", "M01", "N01", "N02" ] }, { "handle": "winchell-s-donut-house", "title": "Winchell's Donut House", "category": "Restaurants & Eateries", "subcategory": "Bakeries Desserts and Confectioneries", "similarity": 0.8348, "drivers": [ "E02", "P03", "Q01", "N02", "O04" ] }, { "handle": "in-n-out-burger", "title": "In-N-Out Burger", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.8336, "drivers": [ "O04", "Q04", "M01", "M04", "N02" ] }, { "handle": "city-national-bank", "title": "City National Bank", "category": "Financial", "subcategory": "Banks", "similarity": 0.8309, "drivers": [ "F03", "L02", "M01", "M03", "N02" ] }, { "handle": "yogurtland", "title": "Yogurtland", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.8245, "drivers": [ "N01", "M03", "N02", "F03", "M01" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: