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Chipotle

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Restaurant
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Four of Chipotle's ten nearest neighbors by audience shape are apparel brands — and the single closest is David's Bridal at 0.79 — with no other restaurant appearing anywhere in the top 10.

The shape flag here is broad, meaning similarity scores spread across many neighbors without a single dominant pull. David's Bridal (0.79) leads, but the gap to the next neighbor, Maintenance & Repair Services (0.74), is modest, and scores taper gradually through the rest of the set. Apparel accounts for four of the ten slots: Scrubs & Beyond (0.73), Red Wing Shoes (0.72), and Destination XL (0.70) join David's Bridal, spanning workwear, footwear, and plus-size menswear. Automotive maintenance and repair is the second-most-represented subcategory, with Maintenance & Repair Services (0.74) and Midas (0.70) both present. The celebrity neighbors — Rachel Nichols (0.72), Michelle Beadle (0.71), and Sydney Leroux Dwyer (0.71) — are TV personalities and an athlete, not food or lifestyle figures. Uptown Cheapskate (0.70), a thrift retailer, rounds out the set.

The cross-kind pattern here is the defining structural fact: Chipotle's audience shape, as a Restaurant brand, is reproduced most closely by apparel retailers and auto-repair chains, not by other food or dining entities.

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": "chipotletweets", "title": "Chipotle", "category": "Brands", "subcategory": "Restaurant", "resolved": "chipotletweets", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "david-s-bridal", "title": "David's Bridal", "category": "Apparel", "subcategory": "Womens Apparel", "similarity": 0.7909, "drivers": [ "N02", "M01", "K01", "N01", "H04" ] }, { "handle": "maintenance-and-repair-services", "title": "Maintenance & Repair Services", "category": "Automotive", "subcategory": "Maintenance and Repair Services", "similarity": 0.7423, "drivers": [ "N01", "N02", "K01", "M01", "M04" ] }, { "handle": "scrubs-and-beyond", "title": "Scrubs & Beyond", "category": "Apparel", "subcategory": "General", "similarity": 0.7257, "drivers": [ "N01", "K01", "D03", "M01", "N02" ] }, { "handle": "rachel__nichols", "title": "Rachel Nichols", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.721, "drivers": [ "N01", "N02", "M01", "K01", "D03" ] }, { "handle": "red-wing-shoes", "title": "Red Wing Shoes", "category": "Apparel", "subcategory": "Footwear", "similarity": 0.7155, "drivers": [ "N02", "N01", "K01", "J05", "M04" ] }, { "handle": "michelledbeadle", "title": "Michelle Beadle", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.7086, "drivers": [ "N01", "N02", "D03", "K01", "M01" ] }, { "handle": "sydneyleroux", "title": "Sydney Leroux Dwyer", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.7069, "drivers": [ "N01", "M01", "K01", "N02", "N04" ] }, { "handle": "midas", "title": "Midas", "category": "Automotive", "subcategory": "Maintenance and Repair Services", "similarity": 0.7022, "drivers": [ "N02", "N01", "K01", "M01", "M04" ] }, { "handle": "uptown-cheapskate", "title": "Uptown Cheapskate", "category": "Retail", "subcategory": "Thrift Stores", "similarity": 0.7011, "drivers": [ "H04", "N02", "N01", "M01", "K01" ] }, { "handle": "destination-xl", "title": "Destination XL", "category": "Apparel", "subcategory": "Mens Apparel", "similarity": 0.6995, "drivers": [ "N02", "N01", "M01", "K01", "M04" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: