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Swig

Restaurants & Eateries
Coffee and Tea
Playground →Docs

The top 10 neighbors split into two distinct neighborhoods: a tight cluster of regional fast-casual and QSR dining brands, and a secondary pull toward sports media personalities — a pairing that defines Swig's two-peak audience shape.

The dining cluster dominates the upper range. Café Zupas (0.82) and Mo' Bettahs (0.82) are the two strongest matches, separated by less than 0.003, followed closely by Costa Vida (0.80) and Red Robin Gourmet Burgers (0.75). These four span QSR and Fast Casual Dining subcategories — not Swig's own Coffee and Tea subcategory — meaning the audience shape here is driven by regional dining behavior, not by other beverage or coffee brands. Crumbl Cookies (0.74) reinforces this pattern as another Fast Casual Dining neighbor. The one Coffee and Tea peer in the top 10 is FiiZ Drinks at 0.70, the only neighbor sharing Swig's own subcategory.

The second peak arrives through sports: Tom Brady (0.72), an Athlete, and Kay Adams (0.72), a TV Personality, both land in the top 10 alongside Field Yates (0.72), a Journalist. None of these are restaurant or food entities — their presence signals that a meaningful portion of Swig's audience also clusters around sports media figures. Rounding out the top 10, Prime IV Hydration and Wellness (0.76) from Health and Medical Services and Dick's Sporting Goods (0.74) from Sporting Goods and Outdoor Gear add further cross-category texture.

The two-peak structure — regional dining on one side, sports media on the other — suggests Swig's audience is shaped by a specific lifestyle combination rather than by the beverage category alone.

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": "swig", "title": "Swig", "category": "Restaurants & Eateries", "subcategory": "Coffee and Tea", "resolved": "swig", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "caf-zupas", "title": "Café Zupas", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.8184, "drivers": [ "B04", "A04", "A06", "I01", "J02" ] }, { "handle": "mo-bettahs", "title": "Mo' Bettahs", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.816, "drivers": [ "B04", "A04", "C02", "F01", "I03" ] }, { "handle": "costa-vida", "title": "Costa Vida", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.8026, "drivers": [ "B04", "C02", "F01", "F03", "B03" ] }, { "handle": "prime-iv-hydration-wellness", "title": "Prime IV Hydration and Wellness", "category": "Services", "subcategory": "Health and Medical Services", "similarity": 0.7575, "drivers": [ "B04", "I01", "K01", "N01", "N02" ] }, { "handle": "red-robin-gourmet-burgers", "title": "Red Robin Gourmet Burgers", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.7504, "drivers": [ "B04", "N02", "N01", "N03", "K01" ] }, { "handle": "crumbl-cookies", "title": "Crumbl Cookies", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.7411, "drivers": [ "B04", "C02", "K01", "N01", "N02" ] }, { "handle": "dick-s-sporting-goods", "title": "Dick's Sporting Goods", "category": "Retail", "subcategory": "Sporting Goods and Outdoor Gear", "similarity": 0.7384, "drivers": [ "A04", "B04", "N02", "N03", "K01" ] }, { "handle": "kohl-s", "title": "Kohl's", "category": "Retail", "subcategory": "Department Stores", "similarity": 0.7298, "drivers": [ "A04", "B04", "N02", "N01", "Q04" ] }, { "handle": "sport-clips", "title": "Sport Clips", "category": "Services", "subcategory": "Hair Salons and Barber Shops", "similarity": 0.7277, "drivers": [ "B04", "A04", "C02", "K01", "A05" ] }, { "handle": "tombrady", "title": "Tom Brady", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.7238, "drivers": [ "A04", "I01", "Q01", "L01", "A06" ] } ] }
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