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Tuffy Auto Service Centers

Automotive
Maintenance and Repair Services

Bookstores sit at the top of Tuffy Auto Service Centers' neighbor set — a retail category with no obvious connection to automotive repair — at 0.64, the strongest pull in the top 10. That cross-kind gap is the defining structural feature here.

The shape is two-peak. The first cluster groups around general retail and services: Bookstores (0.64), OfficeMax (0.62), L.A. Tan (0.57), Sierra (0.56), and Fleet Feet Sports (0.54) span bookstores, office supplies, beauty salons, outdoor gear, and footwear — a mix of brick-and-mortar service and specialty retail subcategories. The second cluster pulls toward food and dining: Jimmy John's (0.56), Rosati's (0.56), and Jet's Pizza (0.55) represent QSR, casual dining, and fast casual. These two neighborhoods — specialty retail/services and regional dining — are the twin poles the shape flag identifies.

Notably, only one other entity in the top 10 shares Tuffy's own subcategory: no automotive maintenance and repair neighbor appears among the ten closest matches. The nearest same-kind neighbor, Gerber Collision, sits at position 25 in the broader dataset at 0.51. Within the top 10, Reality Steve (0.53, TV Shows) and Jenna Bush Hager (0.53, TV Personalities) round out a set that is almost entirely cross-kind.

The two-peak structure suggests Tuffy's audience is shaped less by automotive interest than by a broader consumer profile that bridges everyday retail and regional dining habits.

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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": "tuffy-auto-service-centers", "title": "Tuffy Auto Service Centers", "category": "Automotive", "subcategory": "Maintenance and Repair Services", "resolved": "tuffy-auto-service-centers", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "bookstores", "title": "Bookstores", "category": "Retail", "subcategory": "Bookstores", "similarity": 0.6447, "drivers": [ "A02", "N03", "M01", "N02", "I01" ] }, { "handle": "officemax", "title": "OfficeMax", "category": "Retail", "subcategory": "Office Supplies and Services", "similarity": 0.6193, "drivers": [ "J02", "A02", "Q01", "I01", "E06" ] }, { "handle": "l-a-tan", "title": "L.A. Tan", "category": "Services", "subcategory": "Beauty Salons and Spas", "similarity": 0.5671, "drivers": [ "A02", "A06", "E06", "I01", "N03" ] }, { "handle": "sierra", "title": "Sierra", "category": "Retail", "subcategory": "Sporting Goods and Outdoor Gear", "similarity": 0.5627, "drivers": [ "J02", "N03", "E06", "Q01", "N01" ] }, { "handle": "jimmy-john-s", "title": "Jimmy John's", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.5576, "drivers": [ "I01", "Q01", "A06", "E06", "N02" ] }, { "handle": "rosati-s", "title": "Rosati's", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.5556, "drivers": [ "A02", "L01", "A06", "I01", "E06" ] }, { "handle": "jet-s-pizza", "title": "Jet's Pizza", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.5523, "drivers": [ "Q01", "N03", "I01", "N02", "A06" ] }, { "handle": "fleet-feet-sports", "title": "Fleet Feet Sports", "category": "Apparel", "subcategory": "Footwear", "similarity": 0.5432, "drivers": [ "A02", "N03", "J02", "E06", "A05" ] }, { "handle": "realitysteve", "title": "Reality Steve", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.5277, "drivers": [ "N03", "A02", "A06", "Q01", "P03" ] }, { "handle": "jennabushhager", "title": "Jenna Bush Hager", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.5261, "drivers": [ "A02", "N03", "E06", "Q01", "P03" ] } ] }
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