La Madeleine's top 10 nearest neighbors span beauty salons, fitness studios, home goods retail, a car brand, and a business services firm — with only one fellow casual dining restaurant in the set.
The shape is flat: scores run from 0.83 (Sola Salon Studios) down to 0.81 (MINI) with no single neighbor pulling away from the pack. LUSH (0.83, Beauty and Cosmetics retail) and F45 Training (0.82, Fitness Centers and Gyms) sit just behind Sola, and The Lash Lounge (0.82, Beauty Salons and Spas) ties F45 exactly. Crate and Barrel (0.82, Home Goods and Furnishings) rounds out the five closest neighbors. The one restaurant in the top 10 is Torchy's Tacos at 0.82 — also Casual Dining, the same subcategory as La Madeleine itself — but it sits mid-pack rather than at the top. GolfTec (0.82, Other Business Services) and MINI (0.81, Car Makers) extend the neighbor set further across unrelated categories.
Tallying the top 10 by subcategory: three are Beauty Salons and Spas or Beauty and Cosmetics, two are Fitness Centers and Gyms, two are Home Goods and Furnishings, one is Casual Dining, one is Other Business Services, and one is Car Makers. No single subcategory dominates. The audience shape La Madeleine shares most closely is not defined by food at all — it is a cross-category profile anchored in personal care, fitness, and home retail.