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FinishMaster

Automotive
Maintenance and Repair Services
Playground →Docs

LKQ Pick Your Part (0.76) and Dark Horse Comics (0.76) sit nearly tied at the top of FinishMaster's neighbor set — an automotive parts source and a comic book publisher, separated by just 0.003 in similarity score, forming two distinct audience neighborhoods that define this entity's two-peak shape.

The automotive cluster is real but thin. LKQ Pick Your Part at 0.76 is the only Parts and Accessories neighbor in the top 10, joined loosely by Isuzu (0.71, Car Makers) and Ryder (0.71, Car Rental) — three automotive-adjacent entries across different subcategories. FinishMaster's own subcategory, Maintenance and Repair Services, has no match in the top 10 at all. The second cluster is dominated by entertainment and gaming: Dark Horse Comics (0.76, Book Publishers), Hulu (0.74, Entertainment Platforms), SEGA (0.72, Game Developers), and Samsung Mobile (0.71, Telecommunications) all score above 0.71. The Salvation Army (0.71, Thrift Stores) and MovieTickets.com (0.71, Entertainment Platforms) round out a top 10 that spans five distinct categories with no single subcategory appearing more than twice.

The two-peak structure here reflects an audience that bridges a hands-on automotive trade context with a broad entertainment and consumer-tech profile — two pulls of nearly equal weight, with neither fully dominating.

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": "finishmaster", "title": "FinishMaster", "category": "Automotive", "subcategory": "Maintenance and Repair Services", "resolved": "finishmaster", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "lkq-pick-your-part", "title": "LKQ Pick Your Part", "category": "Automotive", "subcategory": "Parts and Accessories", "similarity": 0.7648, "drivers": [ "Q08", "N03", "Q01", "P05", "P03" ] }, { "handle": "darkhorsecomics", "title": "Dark Horse Comics", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.7619, "drivers": [ "Q01", "I01", "E05", "P03", "N03" ] }, { "handle": "hulu", "title": "Hulu", "category": "Brands", "subcategory": "Entertainment Platforms", "similarity": 0.7423, "drivers": [ "Q01", "N03", "I01", "Q08", "Q02" ] }, { "handle": "sega", "title": "SEGA", "category": "Brands", "subcategory": "Game Developers", "similarity": 0.7221, "drivers": [ "Q01", "Q08", "P03", "Q05", "E05" ] }, { "handle": "samsungmobile", "title": "Samsung Mobile", "category": "Brands", "subcategory": "Telecommunications", "similarity": 0.7141, "drivers": [ "Q01", "Q08", "P03", "N03", "E05" ] }, { "handle": "ryder", "title": "Ryder", "category": "Services", "subcategory": "Car Rental", "similarity": 0.7139, "drivers": [ "N03", "Q01", "Q08", "Q05", "Q02" ] }, { "handle": "movietickets", "title": "MovieTickets.com", "category": "Brands", "subcategory": "Entertainment Platforms", "similarity": 0.713, "drivers": [ "N03", "Q01", "Q08", "Q06", "E05" ] }, { "handle": "isuzu", "title": "Isuzu", "category": "Automotive", "subcategory": "Car Makers", "similarity": 0.7122, "drivers": [ "Q08", "Q01", "N03", "K01", "N02" ] }, { "handle": "salvation-army", "title": "The Salvation Army", "category": "Retail", "subcategory": "Thrift Stores", "similarity": 0.7114, "drivers": [ "Q01", "P03", "Q06", "Q08", "I01" ] }, { "handle": "xpo", "title": "XPO", "category": "Industrial & Commercial Service", "subcategory": "Transport and Logistics", "similarity": 0.7074, "drivers": [ "Q01", "P03", "N03", "N02", "A01" ] } ] }
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