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Panera Bread

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Panera Bread's nearest audiences span fitness brands, video game franchises, NFL athletes, and grocery chains — with no single neighbor pulling far ahead of the rest. That breadth is the defining structural feature of this top 10.

The shape is broad. Planet Fitness leads at 0.81, followed closely by Madden NFL 20 at 0.81 and NFL wide receiver Jarvis Landry at 0.80. Aldi USA (0.79) and Chris Johnson (0.79) round out the top five. The spread across those five is less than three hundredths of a point — a notably compressed band for a top-5 cluster.

The subcategory composition of the full top 10 is striking for its cross-kind character. Only two neighbors share Panera's own Restaurant subcategory: Red Robin at 0.76 and Wendy's at 0.77. The remaining eight span Fitness, Video Game Franchises, Athletes (three entries: Landry, Chris Johnson, and Odell Beckham Jr at 0.78), Game Developers, Grocery and Superstores, and Budget lodging (Red Roof Inn at 0.76). The dominant subcategory by count is Athletes, with three of the top 10 — all NFL players — suggesting a strong football-adjacent audience signal running through this neighbor set.

The broad shape with a football-and-everyday-brands composition points to an audience that skews toward mainstream American consumer culture rather than any single niche.

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": "panerabread", "title": "Panera Bread", "category": "Brands", "subcategory": "Restaurant", "resolved": "panerabread", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "planetfitness", "title": "Planet Fitness", "category": "Brands", "subcategory": "Fitness", "similarity": 0.8122, "drivers": [ "N03", "A02", "M01", "O03", "F05" ] }, { "handle": "eamaddennfl", "title": "Madden NFL 20", "category": "Brands", "subcategory": "Video Game Franchises", "similarity": 0.8073, "drivers": [ "O04", "A02", "G01", "I01", "Q05" ] }, { "handle": "god_son80", "title": "Jarvis Landry", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.8047, "drivers": [ "O04", "N03", "D03", "A02", "I01" ] }, { "handle": "aldiusa", "title": "Aldi Usa", "category": "Brands", "subcategory": "Grocery and Superstores", "similarity": 0.794, "drivers": [ "N03", "A02", "F03", "I01", "P02" ] }, { "handle": "chrisjohnson28", "title": "Chris Johnson", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.7901, "drivers": [ "O04", "Q08", "Q02", "N03", "A02" ] }, { "handle": "obj", "title": "Odell Beckham Jr", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.7755, "drivers": [ "O04", "A02", "Q05", "Q02", "G01" ] }, { "handle": "easports", "title": "EA Sports", "category": "Brands", "subcategory": "Game Developers", "similarity": 0.7722, "drivers": [ "O04", "N03", "A02", "G01", "J02" ] }, { "handle": "wendy-s", "title": "Wendy's", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.7686, "drivers": [ "A02", "O04", "G01", "I01", "M01" ] }, { "handle": "redrobinburgers", "title": "Red Robin", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.7641, "drivers": [ "A02", "G01", "Q08", "J02", "O03" ] }, { "handle": "red-roof-inn", "title": "Red Roof Inn", "category": "Hospitality & Lodging", "subcategory": "Budget", "similarity": 0.7615, "drivers": [ "O04", "M01", "A02", "N03", "Q08" ] } ] }
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