Freddy's Frozen Custard draws a broad neighbor set with no single dominant pull — the top 10 span six different categories, and the scores compress only modestly from Texas Roadhouse at 0.92 down to Johnny Manziel at 0.82.

The shape is broad, and the most striking structural fact is how little the neighbor set looks like Freddy's own subcategory. Freddy's is classified as Bakeries, Desserts and Confectioneries; not one of the top 10 neighbors shares that subcategory. Instead, the cluster is anchored by casual dining — Texas Roadhouse (0.92), Buffalo Wild Wings (0.86), and HuHot Mongolian Grill (0.81) — alongside retail (Buckle at 0.87, Hobby Lobby Stores at 0.87, Once Upon a Child at 0.84) and a services outlier in Tommy's Express Car Wash at 0.84. The two celebrity neighbors — Travis Kelce at 0.83 and Johnny Manziel at 0.82, both Athletes — and the podcast The Will Cain Show at 0.83 add a sports-media thread that runs through the broader 50-neighbor graph as well.

The cross-kind pattern here is the finding: an audience whose shape is defined by casual dining, value retail, and sports-adjacent media rather than by the dessert and confectionery category the center entity occupies.