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CAVA

Restaurants & Eateries
Fast Casual Dining
Playground →Docs

CAVA's top 10 nearest neighbors span six distinct subcategories — beauty salons, home goods, cosmetic services, fast casual dining, business services, and mid-range hotels — with no single kind dominating the set.

The shape is flat: scores run from 0.91 (The Lash Lounge) down to 0.87 (Chipotle Mexican Grill and Total Wine & More), a range of only four points across ten neighbors. That compression means no structural anchor — the audience looks equally like the crowd that visits a beauty salon, furnishes a home, or books a mid-range hotel. Crate and Barrel (0.89) and Cosmetic Services (0.89) sit just behind The Lash Lounge, reinforcing that the strongest pulls are outside the restaurant category entirely.

Within the top 10, only two neighbors share CAVA's own subcategory of Fast Casual Dining: Potbelly Sandwich Works (0.89) and Chipotle Mexican Grill (0.87). The remaining eight come from Services, Retail, Hospitality, Grocery, and Industrial & Commercial Service — a cross-kind spread that is the defining feature of this neighbor set. Homewood Suites by Hilton (0.87) and GolfTec (0.88) are among the more structurally distant neighbors by category, yet their audience shapes land squarely in the same band.

The flat distribution across such varied subcategories points to an audience defined less by what it eats than by a consistent lifestyle and spending profile that cuts across beauty, home, hospitality, and food.

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": "cava", "title": "CAVA", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "resolved": "cava", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "lash-lounge", "title": "The Lash Lounge", "category": "Services", "subcategory": "Beauty Salons and Spas", "similarity": 0.9061, "drivers": [ "A01", "A03", "J01", "A05", "H04" ] }, { "handle": "crate-barrel", "title": "Crate and Barrel", "category": "Retail", "subcategory": "Home Goods and Furnishings", "similarity": 0.8905, "drivers": [ "A01", "A02", "J01", "A03", "G01" ] }, { "handle": "cosmetic-services", "title": "Cosmetic Services", "category": "Services", "subcategory": "Cosmetic Services", "similarity": 0.8866, "drivers": [ "A01", "A03", "J01", "A02", "A05" ] }, { "handle": "potbelly-sandwich-works", "title": "Potbelly Sandwich Works", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.8855, "drivers": [ "A02", "H04", "G01", "G03", "A03" ] }, { "handle": "golftec", "title": "GolfTec", "category": "Industrial & Commercial Service", "subcategory": "Other Business Services", "similarity": 0.881, "drivers": [ "A01", "A02", "A03", "G03", "J01" ] }, { "handle": "homewood-suites-by-hilton", "title": "Homewood Suites by Hilton", "category": "Hospitality & Lodging", "subcategory": "Mid-range Hotels", "similarity": 0.8737, "drivers": [ "A03", "G03", "A01", "H02", "N01" ] }, { "handle": "chipotle-mexican-grill", "title": "Chipotle Mexican Grill", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.8722, "drivers": [ "A03", "A01", "H04", "G03", "M01" ] }, { "handle": "total-wine-and-more", "title": "Total Wine & More", "category": "Grocery & Food Retail", "subcategory": "Alcoholic Beverages", "similarity": 0.8722, "drivers": [ "A03", "A01", "G03", "M01", "N01" ] }, { "handle": "juice-and-smoothies", "title": "Juice & Smoothies", "category": "Restaurants & Eateries", "subcategory": "Juice and Smoothies", "similarity": 0.8699, "drivers": [ "A03", "A01", "H04", "N01", "M01" ] }, { "handle": "sola-salon-studios", "title": "Sola Salon Studios", "category": "Services", "subcategory": "Beauty Salons and Spas", "similarity": 0.8694, "drivers": [ "A01", "A03", "J01", "H02", "N01" ] } ] }
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