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Texas Roadhouse

Restaurants & Eateries
Casual Dining
Playground →Docs

Freddy's Frozen Custard sits at the top of Texas Roadhouse's similarity graph at 0.92 — and the second-strongest pull isn't another restaurant at all, but a cluster of retail brands that collectively rivals the dining neighbors.

The shape is two-peak. One neighborhood is food: Buffalo Wild Wings at 0.89, Red Lobster at 0.85, Logan's Roadhouse and Fazoli's both at 0.84 — all Casual Dining subcategory, forming a coherent same-kind cluster. The other neighborhood is retail, and it's nearly as strong: Spencer's at 0.89, Hobby Lobby Stores at 0.88, Bass Pro Shops at 0.86, Once Upon a Child at 0.86, and Ashley Furniture HomeStore at 0.85 — spanning Hobbies Gifts and Crafts, Sporting Goods, Thrift Stores, and Furniture. These are not thematically unified retail brands; what they share is an audience shape that mirrors Texas Roadhouse's own. The retail cluster's scores are nearly indistinguishable from the dining cluster's, which is what makes this a genuine two-peak structure rather than a primary cluster with retail outliers.

The overall picture is an audience that bridges sit-down dining and a specific band of brick-and-mortar retail — one that skews toward hobby, home, and outdoor categories rather than fashion or electronics.

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": "texas-roadhouse", "title": "Texas Roadhouse", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "resolved": "texas-roadhouse", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "freddy-s-frozen-custard", "title": "Freddy's Frozen Custard", "category": "Restaurants & Eateries", "subcategory": "Bakeries Desserts and Confectioneries", "similarity": 0.9217, "drivers": [ "I01", "E06", "B03", "P03", "Q01" ] }, { "handle": "buffalo-wild-wings", "title": "Buffalo Wild Wings", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8949, "drivers": [ "B03", "F03", "Q01", "F04", "E06" ] }, { "handle": "spencer-s", "title": "Spencer's", "category": "Retail", "subcategory": "Hobbies Gifts and Crafts", "similarity": 0.8949, "drivers": [ "F04", "B03", "A02", "F03", "E06" ] }, { "handle": "hobby-lobby-stores", "title": "Hobby Lobby Stores", "category": "Retail", "subcategory": "Hobbies Gifts and Crafts", "similarity": 0.8809, "drivers": [ "E06", "A02", "G01", "I01", "Q01" ] }, { "handle": "bass-pro-shops", "title": "Bass Pro Shops", "category": "Retail", "subcategory": "Sporting Goods and Outdoor Gear", "similarity": 0.8634, "drivers": [ "F04", "I01", "B03", "F01", "F03" ] }, { "handle": "once-upon-a-child", "title": "Once Upon a Child", "category": "Retail", "subcategory": "Thrift Stores", "similarity": 0.8601, "drivers": [ "B03", "I01", "E06", "G03", "P03" ] }, { "handle": "ashley-furniture-homestore", "title": "Ashley Furniture HomeStore", "category": "Retail", "subcategory": "Furniture Stores", "similarity": 0.8543, "drivers": [ "A02", "G01", "B03", "G03", "F03" ] }, { "handle": "red-lobster", "title": "Red Lobster", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8506, "drivers": [ "I01", "G01", "A02", "B03", "K01" ] }, { "handle": "logan-s-roadhouse", "title": "Logan's Roadhouse", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8405, "drivers": [ "E06", "I01", "B03", "A02", "Q01" ] }, { "handle": "fazoli-s", "title": "Fazoli's", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8398, "drivers": [ "B03", "F03", "I01", "E06", "P03" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: