Share

Shipley Donuts

Restaurants & Eateries
Bakeries Desserts and Confectioneries
Playground →Docs

The top 10 neighbors for Shipley Donuts span six different categories — restaurants, grocery, convenience, apparel, and more — with no single cluster dominating, which is the defining feature of a broad audience shape.

La Michoacana Meat Market is the strongest pull at 0.72, a general grocery store whose audience composition aligns more closely with Shipley Donuts than any other entity in the set. From there, the neighbors spread across subcategories: Cavender's (footwear, 0.67) is the only apparel entry in the top 10, sitting ahead of two casual dining restaurants — Taco Cabana at 0.62 and Saltgrass Steak House at 0.57. Timewise Food Store, a gas station, lands at 0.61, and Whataburger (QSR, 0.58) is the highest-scoring quick-service restaurant in the group. Great American Cookies at 0.58 is the only other entity in the top 10 sharing Shipley's own subcategory — Bakeries, Desserts and Confectioneries — making same-kind overlap notably thin. Pappas Bar-B-Q (casual dining, 0.57) and Pizza Boli's (QSR, 0.55) round out the restaurant presence, while ampm (convenience store, 0.52) closes the top 10.

The cross-category spread — grocery, fuel retail, footwear, and multiple restaurant formats all registering meaningful similarity — points to an audience that is not defined by a single retail or dining context but instead cuts across everyday, value-oriented consumption patterns.

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": "shipley-donuts", "title": "Shipley Donuts", "category": "Restaurants & Eateries", "subcategory": "Bakeries Desserts and Confectioneries", "resolved": "shipley-donuts", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "la-michoacana-meat-market", "title": "La Michoacana Meat Market", "category": "Grocery & Food Retail", "subcategory": "General Grocery Stores", "similarity": 0.7176, "drivers": [ "E03", "E05", "P04", "A06", "E06" ] }, { "handle": "cavender-s", "title": "Cavender's", "category": "Apparel", "subcategory": "Footwear", "similarity": 0.6653, "drivers": [ "E06", "I01", "J02", "Q01", "N03" ] }, { "handle": "taco-cabana", "title": "Taco Cabana", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.6243, "drivers": [ "A06", "E06", "I01", "J02", "P03" ] }, { "handle": "timewise-food-store", "title": "Timewise Food Store", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "similarity": 0.6059, "drivers": [ "E05", "A06", "E06", "I01", "J02" ] }, { "handle": "great-american-cookies", "title": "Great American Cookies", "category": "Restaurants & Eateries", "subcategory": "Bakeries Desserts and Confectioneries", "similarity": 0.5822, "drivers": [ "A02", "E06", "I01", "N03", "Q01" ] }, { "handle": "whataburger", "title": "Whataburger", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.5806, "drivers": [ "E06", "I01", "Q01", "N03", "L02" ] }, { "handle": "saltgrass-steak-house", "title": "Saltgrass Steak House", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.5749, "drivers": [ "E06", "I01", "N03", "Q01", "A02" ] }, { "handle": "pappas-bar-b-q", "title": "Pappas Bar-B-Q", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.5737, "drivers": [ "E05", "A02", "P04", "I01", "N03" ] }, { "handle": "pizza-boli-s", "title": "Pizza Boli's", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.546, "drivers": [ "A02", "E03", "A06", "E06", "J02" ] }, { "handle": "ampm", "title": "ampm", "category": "Convenience & Fuel", "subcategory": "Convenience Stores", "similarity": 0.5203, "drivers": [ "E03", "L02", "M03", "N03", "P04" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: