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Shake Shack

Restaurants & Eateries
QSR
Playground →Docs

Shake Shack's nearest audiences span grocery, electronics retail, women's apparel, political journalism, and data-driven media — a cross-kind spread that makes the top 10 look less like a restaurant peer set and more like a lifestyle cluster.

The shape is flat: scores run from 0.96 down to 0.94 with no single dominant neighbor. Whole Foods Market (0.96) and Apple Retail Store (0.96) sit at the top, separated by just 0.0002, followed by Madewell (0.95) and Five Thirty Eight (0.95). West Elm (0.95) and Dave Wasserman (0.95) round out the upper tier. Tallying subcategories across the full top 10: General Grocery Stores, Electronics, Women's Apparel, Websites, Home Goods and Furnishings, Journalists, QSR, Humor Memes and Satire, Authors, and Blogs — one entry each, with no subcategory repeating. sweetgreen (0.94) is the only other QSR in the top 10; every other neighbor comes from a different category entirely. The mix of upscale retail (West Elm), premium grocery (Whole Foods Market), and data-journalism figures (Dave Wasserman, Malcolm Gladwell at 0.94) points to an audience defined less by food preference than by a consistent consumer and media profile that cuts across categories.

The flat shape here signals an audience with broad, stable overlap across premium lifestyle and information-dense media — a profile that doesn't concentrate around any single kind of entity.

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": "shake-shack", "title": "Shake Shack", "category": "Restaurants & Eateries", "subcategory": "QSR", "resolved": "shake-shack", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "whole-foods-market", "title": "Whole Foods Market", "category": "Grocery & Food Retail", "subcategory": "General Grocery Stores", "similarity": 0.9593, "drivers": [ "G01", "A02", "G03", "A01", "J01" ] }, { "handle": "apple-retail-store", "title": "Apple Retail Store", "category": "Retail", "subcategory": "Electronics", "similarity": 0.9591, "drivers": [ "A02", "G01", "G03", "A01", "J01" ] }, { "handle": "madewell", "title": "Madewell", "category": "Apparel", "subcategory": "Womens Apparel", "similarity": 0.9527, "drivers": [ "G01", "A02", "G03", "A01", "H02" ] }, { "handle": "fivethirtyeight", "title": "Five Thirty Eight", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.9525, "drivers": [ "G01", "A02", "G03", "A01", "H02" ] }, { "handle": "west-elm", "title": "West Elm", "category": "Retail", "subcategory": "Home Goods and Furnishings", "similarity": 0.9496, "drivers": [ "A02", "G01", "G03", "A01", "H02" ] }, { "handle": "redistrict", "title": "Dave Wasserman", "category": "Celebrities and Influencers", "subcategory": "Journalists", "similarity": 0.9485, "drivers": [ "G01", "A02", "G03", "A01", "H02" ] }, { "handle": "sweetgreen", "title": "sweetgreen", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.9445, "drivers": [ "G01", "A02", "G03", "A01", "H02" ] }, { "handle": "ratemyskyperoom", "title": "Room Rater", "category": "Miscellaneous", "subcategory": "Humor Memes and Satire", "similarity": 0.9431, "drivers": [ "G01", "A02", "G03", "A01", "H02" ] }, { "handle": "gladwell", "title": "Malcolm Gladwell", "category": "Celebrities and Influencers", "subcategory": "Authors", "similarity": 0.9424, "drivers": [ "A02", "G01", "G03", "A01", "J01" ] }, { "handle": "538politics", "title": "538 Politics", "category": "Marketing Channels", "subcategory": "Blogs", "similarity": 0.9418, "drivers": [ "G01", "A02", "G03", "A01", "H02" ] } ] }
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