Share

Untappd

Brands
Alcohol
Playground →Docs

Six of Untappd's ten nearest neighbors are craft breweries — Sierra Nevada Beer at 0.93, Deschutes Brewery at 0.91, Left Hand Brewing Company and Rogue Ales & Spirits both near 0.90, Avery Brewing Co at 0.89, and Founders Brewing Co. at 0.88 — forming a dense craft-beer cluster at the core of the top 10. The shape is flat: scores run from 0.93 down to 0.88 without a sharp drop, meaning no single neighbor dominates and the cluster holds together as a band rather than a hierarchy.

The remaining four neighbors are where the composition gets interesting. DRAFT Magazine (0.89) and BeerAdvocate (0.88) fit the beer-media orbit cleanly. The outliers are Matthew Berry (0.89), a fantasy sports professional, and Stephania Bell (0.88), a sports journalist — neither connected to beer by category or subcategory. Their presence alongside six breweries and two beer publications suggests Untappd's audience carries a strong sports-media layer that runs parallel to its craft-beer identity, close enough in audience shape to land inside the top 10.

No other Alcohol-subcategory brand appears in the top 10; Untappd's nearest neighbors are defined entirely by the breweries it tracks and the sports-media figures its users also follow.

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": "untappd", "title": "Untappd", "category": "Brands", "subcategory": "Alcohol", "resolved": "untappd", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "sierranevada", "title": "Sierra Nevada Beer", "category": "Brands", "subcategory": "Breweries", "similarity": 0.9267, "drivers": [ "N03", "P02", "H02", "C01", "H01" ] }, { "handle": "deschutesbeer", "title": "Deschutes Brewery", "category": "Brands", "subcategory": "Breweries", "similarity": 0.9135, "drivers": [ "N03", "H02", "C01", "P02", "H01" ] }, { "handle": "lefthandbrewing", "title": "Left Hand Brewing Company", "category": "Brands", "subcategory": "Breweries", "similarity": 0.9044, "drivers": [ "N03", "H02", "P02", "C01", "H01" ] }, { "handle": "rogueales", "title": "Rogue Ales & Spirits", "category": "Brands", "subcategory": "Breweries", "similarity": 0.8958, "drivers": [ "N03", "P02", "H02", "C01", "H01" ] }, { "handle": "draftmag", "title": "DRAFT Magazine", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.8931, "drivers": [ "N03", "H02", "P02", "H01", "C01" ] }, { "handle": "averybrewingco", "title": "Avery Brewing Co", "category": "Brands", "subcategory": "Breweries", "similarity": 0.8891, "drivers": [ "H02", "N03", "C01", "H01", "P02" ] }, { "handle": "matthewberrytmr", "title": "Matthew Berry", "category": "Celebrities and Influencers", "subcategory": "Professionals", "similarity": 0.8886, "drivers": [ "P02", "N03", "N02", "C01", "A04" ] }, { "handle": "beeradvocate", "title": "BeerAdvocate", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.882, "drivers": [ "N03", "H02", "C01", "P02", "H01" ] }, { "handle": "stephania_espn", "title": "Stephania Bell", "category": "Celebrities and Influencers", "subcategory": "Journalists", "similarity": 0.8819, "drivers": [ "N03", "P02", "N02", "C01", "D03" ] }, { "handle": "foundersbrewing", "title": "Founders Brewing Co.", "category": "Brands", "subcategory": "Breweries", "similarity": 0.8803, "drivers": [ "P02", "D03", "F01", "C01", "N02" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: