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Clean Eatz

Restaurants & Eateries
Fast Casual Dining
Playground →Docs

At 0.86, Buff City Soap — a Beauty and Cosmetics retailer — sits at the top of Clean Eatz's neighbor set, edging out the nearest restaurant competitor by a meaningful margin. That cross-category lead is the structural finding here: the two-peak shape means Clean Eatz's audience bridges two distinct neighborhoods, one anchored by a non-food retail brand and one by the restaurant cluster just below it.

The second peak is Salsarita's Fresh Cantina at 0.85, a QSR, followed closely by two fellow Fast Casual Dining brands — Penn Station at 0.84 and Chicken Salad Chick at 0.83. Those three form a coherent food-service cluster. But the non-restaurant neighbors are what give the top 10 its character: Shoe Station (Footwear, 0.82), Pinnacle Financial Partners (Banks, 0.80), Once Upon a Child (Thrift Stores, 0.79), and Tire Discounters (Automotive Parts and Accessories, 0.79) all land above 0.79. Rounding out the ten are LongHorn Steakhouse (Casual Dining, 0.79) and Moe's Southwest Grill (Casual Dining, 0.79). The result is a top 10 split roughly evenly between restaurant brands and a diverse mix of retail, financial, and automotive services — an audience composition that doesn't resolve neatly into a single category.

The two-peak structure suggests Clean Eatz draws an audience whose shape is shared by both a specific beauty retail brand and a broader regional fast-casual dining cluster, with neither fully accounting for the pattern on its own.

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": "clean-eatz", "title": "Clean Eatz", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "resolved": "clean-eatz", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "buff-city-soap", "title": "Buff City Soap", "category": "Retail", "subcategory": "Beauty and Cosmetics", "similarity": 0.8623, "drivers": [ "N03", "I01", "P03", "E06", "Q01" ] }, { "handle": "salsarita-s-fresh-cantina", "title": "Salsarita's Fresh Cantina", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.8487, "drivers": [ "H04", "E06", "N03", "I01", "P02" ] }, { "handle": "penn-station", "title": "Penn Station", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.8386, "drivers": [ "N03", "I01", "P02", "P03", "Q01" ] }, { "handle": "chicken-salad-chick", "title": "Chicken Salad Chick", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.8287, "drivers": [ "N03", "P03", "E03", "E06", "M01" ] }, { "handle": "shoe-station", "title": "Shoe Station", "category": "Apparel", "subcategory": "Footwear", "similarity": 0.8172, "drivers": [ "E06", "N03", "P02", "P03", "I01" ] }, { "handle": "pinnacle-financial-partners", "title": "Pinnacle Financial Partners", "category": "Financial", "subcategory": "Banks", "similarity": 0.7956, "drivers": [ "J03", "E06", "N03", "I01", "P02" ] }, { "handle": "longhorn-steakhouse", "title": "LongHorn Steakhouse", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.7938, "drivers": [ "P03", "N03", "E06", "E03", "I01" ] }, { "handle": "once-upon-a-child", "title": "Once Upon a Child", "category": "Retail", "subcategory": "Thrift Stores", "similarity": 0.7911, "drivers": [ "I01", "E06", "P03", "E03", "F01" ] }, { "handle": "moe-s-southwest-grill", "title": "Moe's Southwest Grill", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.7905, "drivers": [ "N03", "P03", "P02", "I01", "E06" ] }, { "handle": "tire-discounters", "title": "Tire Discounters", "category": "Automotive", "subcategory": "Parts and Accessories", "similarity": 0.7896, "drivers": [ "E06", "N03", "F01", "I01", "P02" ] } ] }
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