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Bosselman Boss Shop

Automotive
Maintenance and Repair Services

At 0.75, Key Food — a general grocery chain — is the single strongest pull in Bosselman Boss Shop's top 10, sitting well above every other neighbor and pointing to a concentrated audience overlap that has nothing to do with automotive services.

The shape is a spike: Key Food's score of 0.75 is nearly 12 points ahead of the next neighbor, Jollibee at 0.63, and the remaining eight entries cluster between 0.60 and 0.58. That gap is the structural story. Below Key Food, the neighbor set is a cross-kind scatter: IMDb (Websites, 0.63), Coffee Meets Bagel (Social Media, 0.62), TravelCenters of America (Gas Stations, 0.60), Simu Liu (Actors, 0.60), Blumhouse (Film Studios, 0.60), Midtown Comics (Book Publishers, 0.59), KITH (Fashion, 0.59), and Foundation Building Materials (FBM) (Manufacturing and Production Services, 0.58). No other Maintenance and Repair Services entity appears in the top 10, and no single subcategory repeats across the nine lower-ranked neighbors — they span food, entertainment, fashion, and logistics. TravelCenters of America is the only neighbor whose category (Convenience & Fuel) overlaps with the commercial-travel corridor Bosselman operates in, yet it ranks fifth.

The overall picture is an audience whose shape is defined by one dominant grocery-store overlap and a long, diffuse tail of unrelated categories — a profile driven by a specific demographic composition rather than any shared industry logic.

Playground →Docs

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": "bosselman-boss-shop", "title": "Bosselman Boss Shop", "category": "Automotive", "subcategory": "Maintenance and Repair Services", "resolved": "bosselman-boss-shop", "k": 10, "shape": "spike", "filter": null, "results": [ { "handle": "key-food", "title": "Key Food", "category": "Grocery & Food Retail", "subcategory": "General Grocery Stores", "similarity": 0.7545, "drivers": [ "E06", "I01", "G03", "E02", "Q01" ] }, { "handle": "jollibee", "title": "Jollibee", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.6331, "drivers": [ "E06", "G03", "I01", "Q01", "G02" ] }, { "handle": "imdb", "title": "IMDb", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.6298, "drivers": [ "E06", "G03", "I01", "Q01", "P03" ] }, { "handle": "coffeembagel", "title": "Coffee Meets Bagel", "category": "Brands", "subcategory": "Social Media", "similarity": 0.6162, "drivers": [ "E06", "G03", "I01", "G02", "Q01" ] }, { "handle": "travelcenters-of-america", "title": "TravelCenters of America", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "similarity": 0.6042, "drivers": [ "E06", "A02", "G03", "J02", "G02" ] }, { "handle": "simuliu", "title": "Simu Liu", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.5995, "drivers": [ "E06", "G03", "I01", "J02", "P03" ] }, { "handle": "blumhouse", "title": "Blumhouse", "category": "Brands", "subcategory": "Film Studios", "similarity": 0.5978, "drivers": [ "E06", "G03", "I01", "P03", "Q01" ] }, { "handle": "midtowncomics", "title": "Midtown Comics", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.5935, "drivers": [ "E06", "I01", "Q01", "G03", "E02" ] }, { "handle": "kith", "title": "KITH", "category": "Brands", "subcategory": "Fashion", "similarity": 0.5914, "drivers": [ "E06", "I01", "Q01", "G03", "E02" ] }, { "handle": "foundation-building-materials-fbm", "title": "Foundation Building Materials (FBM)", "category": "Industrial & Commercial Service", "subcategory": "Manufacturing and Production Services", "similarity": 0.5839, "drivers": [ "E06", "Q01", "E02", "I01", "P03" ] } ] }
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