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Shake Shack

Brands
Restaurant
Playground →Docs

Shake Shack's ten nearest neighbors contain zero other restaurants — the entire top 10 is drawn from tech media, business news, and startup-adjacent brands.

The shape is flat: scores run from WeWork at 0.96 down to World Economic Forum at 0.95, a spread of less than one percentage point across all ten positions. No single neighbor dominates; the cluster holds together as a type rather than a hierarchy. By subcategory, the mix breaks down as: News Publishers (Bloomberg Quicktake at 0.96, Business Insider at 0.96), Websites (The Verge at 0.95, Kickstarter at 0.95, TechCrunch at 0.95), Blogs (Gizmodo at 0.96, DesignObserver at 0.95), Magazines (Mashable at 0.95, Creative Review at 0.95), and one Research Organization (World Economic Forum at 0.95). The dominant thread is tech-and-business media — outlets that index toward urban professionals tracking startups, design, and global commerce. Not one neighbor shares Shake Shack's own Restaurant subcategory in the top 10.

That pattern points to an audience defined less by food interest than by a broader urban, tech-forward media diet — the kind of person reading TechCrunch and The Verge on the same morning they're deciding where to eat.

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": "shakeshack", "title": "Shake Shack", "category": "Brands", "subcategory": "Restaurant", "resolved": "shakeshack", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "wework", "title": "WeWork", "category": "Brands", "subcategory": "Technology", "similarity": 0.9574, "drivers": [ "A02", "G01", "G03", "I01", "E06" ] }, { "handle": "gizmodo", "title": "Gizmodo", "category": "Marketing Channels", "subcategory": "Blogs", "similarity": 0.9566, "drivers": [ "A02", "G01", "G03", "I01", "E06" ] }, { "handle": "quicktake", "title": "Bloomberg Quicktake", "category": "Marketing Channels", "subcategory": "News Publishers", "similarity": 0.9561, "drivers": [ "A02", "G01", "G03", "I01", "E06" ] }, { "handle": "businessinsider", "title": "Business Insider", "category": "Marketing Channels", "subcategory": "News Publishers", "similarity": 0.9553, "drivers": [ "A02", "G01", "G03", "E06", "I01" ] }, { "handle": "mashable", "title": "Mashable", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.9531, "drivers": [ "A02", "G01", "G03", "I01", "E06" ] }, { "handle": "verge", "title": "The Verge", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.9511, "drivers": [ "A02", "G01", "G03", "I01", "E06" ] }, { "handle": "kickstarter", "title": "Kickstarter", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.9507, "drivers": [ "A02", "G01", "G03", "I01", "E06" ] }, { "handle": "techcrunch", "title": "TechCrunch", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.9504, "drivers": [ "A02", "G01", "G03", "I01", "E06" ] }, { "handle": "creativereview", "title": "Creative Review", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.9484, "drivers": [ "A02", "G01", "G03", "I01", "E06" ] }, { "handle": "wef", "title": "World Economic Forum", "category": "Organizations", "subcategory": "Research Organizations", "similarity": 0.9476, "drivers": [ "A02", "G01", "G03", "I01", "A06" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: