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Cold Stone Creamery

Restaurants & Eateries
Bakeries Desserts and Confectioneries
Playground →Docs

Cold Stone Creamery's top 10 nearest neighbors span seven distinct subcategories — no single category dominates, and the spread runs from juice bars to big-box retail to commercial real estate. That breadth is the defining structural fact here.

The shape is broad, with scores compressed between 0.90 and 0.85 across the top 10. Juice & Smoothies leads at 0.90, followed closely by Target (0.90) and Movies & Theaters (0.89). Starbucks sits at 0.89, and Costco Gasoline and Costco both appear at 0.87 and 0.86 respectively. Chipotle Mexican Grill (0.86) and Commercial Real Estate (0.86) round out the mid-tier, with Zumiez (0.85) and The UPS Store (0.85) closing the top 10. Only one neighbor — Bakeries, Desserts & Confectioneries (0.84, just outside the top 10) — shares Cold Stone's own subcategory, meaning the top 10 is almost entirely cross-kind: food service, big-box retail, entertainment, apparel, logistics, and commercial services all appear. The subcategory mix — juice and smoothies, big-box retail, movies and theaters, coffee, gas stations, fast casual dining, apparel general, office services — points to an audience that is broadly suburban and errand-oriented rather than one organized around any single consumption category.

The cross-kind breadth here signals an audience whose shape is defined by lifestyle pattern rather than category loyalty.

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": "cold-stone-creamery", "title": "Cold Stone Creamery", "category": "Restaurants & Eateries", "subcategory": "Bakeries Desserts and Confectioneries", "resolved": "cold-stone-creamery", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "juice-and-smoothies", "title": "Juice & Smoothies", "category": "Restaurants & Eateries", "subcategory": "Juice and Smoothies", "similarity": 0.9019, "drivers": [ "N01", "A06", "N02", "N04", "K01" ] }, { "handle": "target", "title": "Target", "category": "Big Box", "subcategory": "Big Box Retailers", "similarity": 0.8955, "drivers": [ "N01", "N02", "A06", "N04", "M03" ] }, { "handle": "movies-and-theaters", "title": "Movies & Theaters", "category": "Entertainment & Leisure", "subcategory": "Movies and Theaters", "similarity": 0.8945, "drivers": [ "N02", "N01", "K01", "A06", "N04" ] }, { "handle": "starbucks", "title": "Starbucks", "category": "Restaurants & Eateries", "subcategory": "Coffee and Tea", "similarity": 0.8877, "drivers": [ "A06", "N01", "N02", "A03", "M03" ] }, { "handle": "costco-gasoline", "title": "Costco Gasoline", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "similarity": 0.8716, "drivers": [ "A06", "G02", "N01", "A03", "N02" ] }, { "handle": "costco", "title": "Costco", "category": "Big Box", "subcategory": "Big Box Retailers", "similarity": 0.863, "drivers": [ "A06", "G02", "A03", "N01", "N02" ] }, { "handle": "chipotle-mexican-grill", "title": "Chipotle Mexican Grill", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.8628, "drivers": [ "N01", "N02", "A03", "K01", "M03" ] }, { "handle": "commercial-real-estate", "title": "Commercial Real Estate", "category": "Industrial & Commercial Service", "subcategory": "Commercial Real Estate", "similarity": 0.8608, "drivers": [ "N01", "N02", "M03", "N04", "K01" ] }, { "handle": "zumiez", "title": "Zumiez", "category": "Apparel", "subcategory": "General", "similarity": 0.8541, "drivers": [ "N01", "F04", "N02", "M03", "N04" ] }, { "handle": "ups-store", "title": "The UPS Store", "category": "Retail", "subcategory": "Office Supplies and Services", "similarity": 0.8493, "drivers": [ "A06", "A03", "N01", "N02", "M03" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: