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LongHorn Steakhouse

Restaurants & Eateries
Casual Dining
Playground →Docs

The top 10 neighbors span six distinct subcategories — no single kind dominates — which is the defining feature of LongHorn Steakhouse's broad audience shape.

Marco's Pizza is the strongest pull at 0.93, followed by Firehouse Subs at 0.88 and Shoe Station at 0.88. That third entry is the first cross-kind signal: a footwear retailer sitting ahead of fellow casual-dining brands like Texas Roadhouse (0.84) and Cracker Barrel (0.80). Once Upon a Child, a thrift retailer, lands at 0.87, and Urban Air Trampoline Park, an entertainment center, at 0.86 — both outranking every other restaurant in the set.

Tallying the top 10 by subcategory: Casual Dining (Marco's Pizza, Texas Roadhouse), QSR (Firehouse Subs), Footwear (Shoe Station), Thrift Stores (Once Upon a Child), Entertainment Centers (Urban Air Trampoline Park), Hobbies Gifts and Crafts (Kirkland's, 0.86), Fast Casual Dining (Steak 'n Shake, 0.84), Restaurant brand (Moe's Southwest Grill, 0.83), and Thrift Stores again (Plato's Closet, 0.83). Only two of the ten share LongHorn's own Casual Dining subcategory. The rest are retail, entertainment, and adjacent food formats — a genuinely mixed cluster rather than a tight same-kind neighborhood.

The wide spread across subcategories, with scores staying elevated from 0.93 down to 0.83 without a sharp drop, points to an audience whose shape is replicated across a broad swath of everyday consumer brands rather than concentrated within the steakhouse or even the restaurant 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": "longhorn-steakhouse", "title": "LongHorn Steakhouse", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "resolved": "longhorn-steakhouse", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "marco-s-pizza", "title": "Marco's Pizza", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.9302, "drivers": [ "N03", "E06", "P03", "Q01", "I01" ] }, { "handle": "firehouse-subs", "title": "Firehouse Subs", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.8835, "drivers": [ "P03", "E06", "Q01", "I01", "E03" ] }, { "handle": "shoe-station", "title": "Shoe Station", "category": "Apparel", "subcategory": "Footwear", "similarity": 0.8763, "drivers": [ "B03", "P03", "E03", "N03", "E06" ] }, { "handle": "once-upon-a-child", "title": "Once Upon a Child", "category": "Retail", "subcategory": "Thrift Stores", "similarity": 0.8675, "drivers": [ "E03", "P03", "I01", "G01", "E06" ] }, { "handle": "urban-air-trampoline-park", "title": "Urban Air Trampoline Park", "category": "Entertainment & Leisure", "subcategory": "Entertainment Centers", "similarity": 0.8582, "drivers": [ "N03", "P03", "E06", "E03", "A02" ] }, { "handle": "kirkland-s", "title": "Kirkland's", "category": "Retail", "subcategory": "Hobbies Gifts and Crafts", "similarity": 0.8563, "drivers": [ "N03", "I01", "M01", "E06", "A02" ] }, { "handle": "texas-roadhouse", "title": "Texas Roadhouse", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8398, "drivers": [ "P03", "E06", "I01", "A02", "Q01" ] }, { "handle": "steak-n-shake", "title": "Steak 'n Shake", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.8351, "drivers": [ "P03", "N03", "E03", "Q01", "I01" ] }, { "handle": "moes_hq", "title": "Moe's Southwest Grill", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.8311, "drivers": [ "N03", "E06", "P03", "E03", "M01" ] }, { "handle": "plato-s-closet", "title": "Plato's Closet", "category": "Retail", "subcategory": "Thrift Stores", "similarity": 0.8305, "drivers": [ "N03", "I01", "P03", "E03", "Q01" ] } ] }
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