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Honest 1 Auto Care

Automotive
Maintenance and Repair Services
Playground →Docs

Honest 1 Auto Care's ten nearest neighbors span retail, dining, apparel, and services — with no other auto maintenance brand in the set. The scores run from 0.82 down to 0.77, a narrow band consistent with the flat shape: no single neighbor dominates, and the audience composition is genuinely mixed rather than anchored to one category.

Red Robin Gourmet Burgers (0.82) and Duluth Trading (0.82) sit at the top, followed closely by Dick's Sporting Goods (0.81) and Play It Again Sports (0.79) — two sporting goods retailers that together form the clearest subcategory cluster in the set. Sport Clips (0.79) and Clothes Mentor (0.79) add a hair-salon and thrift-store presence, while La-Z-Boy (0.78) and Wild Birds Unlimited (0.78) pull toward furniture and hobby retail. The one automotive neighbor, Batteries Plus Bulbs (0.78), is categorized under Parts and Accessories rather than maintenance — a different slice of the automotive space. TV personality Kay Adams (0.77) rounds out the ten as the sole Celebrities and Influencers entry.

The overall picture is a cross-category audience that looks more like the customers of everyday service and retail franchises than like the audience of any single automotive competitor.

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": "honest-1-auto-care", "title": "Honest 1 Auto Care", "category": "Automotive", "subcategory": "Maintenance and Repair Services", "resolved": "honest-1-auto-care", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "red-robin-gourmet-burgers", "title": "Red Robin Gourmet Burgers", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.8203, "drivers": [ "B04", "N01", "M01", "A05", "N02" ] }, { "handle": "duluth-trading", "title": "Duluth Trading", "category": "Apparel", "subcategory": "General", "similarity": 0.8173, "drivers": [ "A05", "F01", "K01", "M03", "F03" ] }, { "handle": "dick-s-sporting-goods", "title": "Dick's Sporting Goods", "category": "Retail", "subcategory": "Sporting Goods and Outdoor Gear", "similarity": 0.8107, "drivers": [ "C04", "M01", "A05", "K01", "N02" ] }, { "handle": "play-it-again-sports", "title": "Play It Again Sports", "category": "Retail", "subcategory": "Sporting Goods and Outdoor Gear", "similarity": 0.7936, "drivers": [ "I03", "C01", "F03", "F01", "E02" ] }, { "handle": "sport-clips", "title": "Sport Clips", "category": "Services", "subcategory": "Hair Salons and Barber Shops", "similarity": 0.7923, "drivers": [ "A05", "B04", "C01", "M01", "K01" ] }, { "handle": "clothes-mentor", "title": "Clothes Mentor", "category": "Retail", "subcategory": "Thrift Stores", "similarity": 0.7923, "drivers": [ "C01", "A05", "I03", "F01", "C04" ] }, { "handle": "la-z-boy", "title": "La-Z-Boy", "category": "Retail", "subcategory": "Furniture Stores", "similarity": 0.7786, "drivers": [ "M01", "K01", "N01", "M03", "N02" ] }, { "handle": "batteries-plus-bulbs", "title": "Batteries Plus Bulbs", "category": "Automotive", "subcategory": "Parts and Accessories", "similarity": 0.7774, "drivers": [ "I03", "I01", "Q01", "M01", "P03" ] }, { "handle": "wild-birds-unlimited", "title": "Wild Birds Unlimited", "category": "Retail", "subcategory": "Hobbies Gifts and Crafts", "similarity": 0.7765, "drivers": [ "A05", "C01", "C04", "M01", "K01" ] }, { "handle": "heykayadams", "title": "Kay Adams", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.7709, "drivers": [ "F03", "B04", "Q01", "C01", "C04" ] } ] }
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