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Five Guys

Brands
Restaurant

The top 10 neighbors for Five Guys span five different subcategories with no single dominant cluster — a textbook broad shape where the audience's composition resists easy labeling.

Panera Bread leads at 0.64, the strongest score in the set and the only other Restaurant in the top 10. From there, the neighbors scatter across subcategories: Alexa (Technology, 0.60) and Dr Drew (TV Personalities, 0.60) sit just behind, followed by Bar Rescue (TV Shows, 0.57) and Pro Football Hall of Fame (Destinations, 0.55). The remaining five — SportsLine (Websites, 0.55), ALDI (General Grocery Stores, 0.54), William Shatner (Actors, 0.53), BetMGM (Entertainment Platforms, 0.53), and PTI (TV Shows, 0.53) — continue the spread. Sports media (TV Shows, Websites) and celebrity personalities (TV Personalities, Actors) each claim multiple slots, but no single subcategory dominates beyond Panera's lone Restaurant entry. The cross-kind character is the defining feature: only one of the ten neighbors shares Five Guys' own subcategory, while the rest pull from entertainment, technology, grocery, and sports media.

The broad shape here reflects an audience that overlaps meaningfully with a wide range of entities rather than clustering tightly around any one kind.

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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": "fiveguys", "title": "Five Guys", "category": "Brands", "subcategory": "Restaurant", "resolved": "fiveguys", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "panerabread", "title": "Panera Bread", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.6391, "drivers": [ "A02", "P02", "G01", "H04", "F04" ] }, { "handle": "alexa99", "title": "Alexa", "category": "Brands", "subcategory": "Technology", "similarity": 0.5974, "drivers": [ "H04", "A02", "G01", "G03", "Q06" ] }, { "handle": "drdrew", "title": "Dr Drew", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.5952, "drivers": [ "H04", "P02", "F04", "Q06", "P04" ] }, { "handle": "barrescue", "title": "Bar Rescue", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.5665, "drivers": [ "H04", "D03", "A02", "F04", "Q06" ] }, { "handle": "profootballhof", "title": "Pro Football Hall of Fame", "category": "Brands", "subcategory": "Destinations", "similarity": 0.5512, "drivers": [ "D03", "F03", "G01", "G03", "A02" ] }, { "handle": "sportsline", "title": "SportsLine", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.5451, "drivers": [ "F04", "P02", "H04", "E04", "E06" ] }, { "handle": "aldi", "title": "ALDI", "category": "Grocery & Food Retail", "subcategory": "General Grocery Stores", "similarity": 0.5417, "drivers": [ "P02", "G01", "A02", "G03", "N01" ] }, { "handle": "williamshatner", "title": "William Shatner", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.5334, "drivers": [ "F04", "H04", "P02", "Q06", "Q07" ] }, { "handle": "betmgm", "title": "BetMGM", "category": "Brands", "subcategory": "Entertainment Platforms", "similarity": 0.5332, "drivers": [ "P02", "P04", "G03", "A02", "G01" ] }, { "handle": "pti", "title": "PTI", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.5323, "drivers": [ "P02", "P04", "E06", "K01", "N01" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: