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Brakes Plus

Automotive
Maintenance and Repair Services
Playground →Docs

Brakes Plus draws its nearest audiences not from other auto repair shops, but from a wide scatter of everyday consumer brands — restaurants, furniture stores, hair salons, and retail chains — with no single neighbor pulling far ahead of the rest.

The shape is flat: the top 10 scores run from Red Robin Gourmet Burgers at 0.82 down to Duluth Trading at 0.79, a span of just three points. That compression means no structural anchor — the audience looks like a generalist consumer profile rather than a niche one. By subcategory, the top 10 breaks down as: three QSR or casual dining entries (Red Robin at 0.82, Rudy's Country Store and Bar B Q at 0.81, Fuzzy's Taco at 0.79), two retail entries (La-Z-Boy at 0.81, Hobbies, Gifts & Crafts at 0.80), one hair salon (Sport Clips at 0.80), one jewelry retailer (Jared The Galleria of Jewelry at 0.79), one coffee chain (Black Rock Coffee Bar at 0.79), one fast casual entry (MOD Pizza at 0.79), and one apparel brand (Duluth Trading at 0.79). Only one neighbor — Honest 1 Auto Care, a fellow Automotive / Maintenance and Repair Services entity — appears anywhere in the broader results, and it sits well outside the top 10 at position 39 (0.72). The top 10 contains no other auto repair brand.

The overall picture is an audience shaped by mainstream, brick-and-mortar consumer habits across food, home, and personal services — not by automotive category loyalty.

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": "brakes-plus", "title": "Brakes Plus", "category": "Automotive", "subcategory": "Maintenance and Repair Services", "resolved": "brakes-plus", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "red-robin-gourmet-burgers", "title": "Red Robin Gourmet Burgers", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.8194, "drivers": [ "N02", "N01", "O04", "M01", "M03" ] }, { "handle": "la-z-boy", "title": "La-Z-Boy", "category": "Retail", "subcategory": "Furniture Stores", "similarity": 0.8084, "drivers": [ "N02", "N01", "M01", "M03", "K01" ] }, { "handle": "rudy-s-country-store-bar-b-q", "title": "Rudy’s Country Store and Bar B Q", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8051, "drivers": [ "A02", "A06", "E06", "I01", "O04" ] }, { "handle": "hobbies-gifts-and-crafts", "title": "Hobbies, Gifts & Crafts", "category": "Retail", "subcategory": "Hobbies Gifts and Crafts", "similarity": 0.8029, "drivers": [ "N02", "M01", "O04", "K01", "Q02" ] }, { "handle": "sport-clips", "title": "Sport Clips", "category": "Services", "subcategory": "Hair Salons and Barber Shops", "similarity": 0.7982, "drivers": [ "N02", "Q01", "O04", "P03", "E06" ] }, { "handle": "fuzzy-s-taco", "title": "Fuzzy's Taco", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.7925, "drivers": [ "A02", "A06", "E05", "E06", "I01" ] }, { "handle": "jared-galleria-of-jewelry", "title": "Jared The Galleria of Jewelry", "category": "Apparel", "subcategory": "Jewelry and Accessories", "similarity": 0.7901, "drivers": [ "N02", "M03", "N01", "M01", "K01" ] }, { "handle": "black-rock-coffee-bar", "title": "Black Rock Coffee Bar", "category": "Restaurants & Eateries", "subcategory": "Coffee and Tea", "similarity": 0.7897, "drivers": [ "E06", "I01", "O04", "Q04", "N02" ] }, { "handle": "mod-pizza", "title": "MOD Pizza", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.7892, "drivers": [ "N02", "Q04", "Q02", "N01", "E02" ] }, { "handle": "duluth-trading", "title": "Duluth Trading", "category": "Apparel", "subcategory": "General", "similarity": 0.7884, "drivers": [ "N02", "M03", "A06", "N01", "I01" ] } ] }
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