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Unifirst

Industrial & Commercial Service
Other Business Services
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Unifirst's top 10 neighbors span automotive, quick-service restaurants, logistics, retail, and a card game — no single category dominates, and no other entity in the top 10 shares Unifirst's own subcategory of Other Business Services.

The shape is broad, with scores running from Volvo Trucks at 0.89 down to The UPS Store at 0.75 — a wide band with no sharp drop-off. Automotive is the most represented subcategory in the top 10, with Volvo Trucks (0.89), FleetPride (0.81), and LKQ Pick Your Part (0.77) all in the Parts and Accessories or Dealerships tier. But the cluster doesn't hold: Checkers Drive-In Restaurants (0.78) and Rally's Drive-In Restaurants (0.76) are QSR entries sitting between those automotive neighbors, and UNO (0.77) — a Toys and Games brand — lands at position five. TForce Freight (0.77) and Ryder (0.76) add a Transport and Logistics and Car Rental presence, while White Castle (0.75) rounds out the restaurant contingent. The cross-kind spread — commercial vehicles, fast food, freight, a board game, and a shipping retailer — is the defining structural feature here, not any single cluster.

The breadth of this neighbor set suggests an audience that cuts across working-commercial and everyday-consumer contexts simultaneously, with no single industry or lifestyle niche anchoring the shape.

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": "unifirst", "title": "Unifirst", "category": "Industrial & Commercial Service", "subcategory": "Other Business Services", "resolved": "unifirst", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "volvo-trucks", "title": "Volvo Trucks", "category": "Automotive", "subcategory": "Dealerships", "similarity": 0.8905, "drivers": [ "Q08", "O04", "N03", "Q02", "J05" ] }, { "handle": "fleetpride", "title": "FleetPride", "category": "Automotive", "subcategory": "Parts and Accessories", "similarity": 0.809, "drivers": [ "Q08", "O04", "Q02", "Q04", "N03" ] }, { "handle": "checkers-drive-in-restaurants", "title": "Checkers Drive-In Restaurants", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.7842, "drivers": [ "O04", "Q08", "Q04", "Q02", "N03" ] }, { "handle": "lkq-pick-your-part", "title": "LKQ Pick Your Part", "category": "Automotive", "subcategory": "Parts and Accessories", "similarity": 0.7709, "drivers": [ "O04", "Q08", "N03", "P05", "P06" ] }, { "handle": "realunogame", "title": "UNO", "category": "Brands", "subcategory": "Toys and Games", "similarity": 0.7662, "drivers": [ "O04", "Q02", "Q08", "N03", "J01" ] }, { "handle": "tforce-freight", "title": "TForce Freight", "category": "Industrial & Commercial Service", "subcategory": "Transport and Logistics", "similarity": 0.7656, "drivers": [ "O04", "Q04", "Q02", "Q08", "N03" ] }, { "handle": "rally-s-drive-in-restaurants", "title": "Rally's Drive-In Restaurants", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.7642, "drivers": [ "O04", "Q08", "Q02", "Q04", "Q03" ] }, { "handle": "ryder", "title": "Ryder", "category": "Services", "subcategory": "Car Rental", "similarity": 0.7605, "drivers": [ "O04", "N03", "Q08", "Q04", "Q02" ] }, { "handle": "white-castle", "title": "White Castle", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.7527, "drivers": [ "O04", "Q02", "Q08", "Q04", "N03" ] }, { "handle": "theupsstore", "title": "The UPS Store", "category": "Brands", "subcategory": "Other", "similarity": 0.7475, "drivers": [ "Q08", "Q02", "O04", "N03", "Q04" ] } ] }
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