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.