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99 Restaurants

Restaurants & Eateries
Casual Dining
Playground →Docs

The strongest pull in 99 Restaurants' top 10 is not another casual dining chain — it's Town Fair Tire, an automotive parts and accessories retailer, at 0.85. That cross-kind lead sets the tone for a neighbor set with no single dominant category.

The shape is broad: eight of the top 10 neighbors score above 0.72, and the cluster spans five distinct categories. After Town Fair Tire, the next two closest are Alltown (0.82), a convenience store, and Ocean State Job Lot (0.82), a big-box retailer — neither is a restaurant. Convenience and fuel brands account for three of the top 10, with Cumberland Farms at 0.77, Xtramart at 0.75, and Nouria Energy Corporation at 0.73 rounding out that cluster. The pattern points to an audience that moves through everyday, utilitarian retail — tire shops, gas stations, discount big-box — rather than one organized around food or dining.

Within the top 10, only one neighbor shares 99 Restaurants' own subcategory: Friendly's, a fellow casual dining chain, at 0.69 — the lowest score in the set. Also present are Pella (0.72, home improvement and hardware) and Berkshire Bank (0.72, banks), reinforcing the picture of a geographically rooted, errand-driven audience that cuts across retail, automotive, and financial services rather than clustering around dining peers.

The breadth of this neighbor set suggests an audience defined more by regional, everyday commerce patterns than by any single lifestyle or category affinity.

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": "99-restaurants", "title": "99 Restaurants", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "resolved": "99-restaurants", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "town-fair-tire", "title": "Town Fair Tire", "category": "Automotive", "subcategory": "Parts and Accessories", "similarity": 0.8544, "drivers": [ "C03", "M02", "N02", "N03", "N04" ] }, { "handle": "alltown", "title": "Alltown", "category": "Convenience & Fuel", "subcategory": "Convenience Stores", "similarity": 0.8239, "drivers": [ "J05", "I03", "C03", "M02", "N02" ] }, { "handle": "ocean-state-job-lot", "title": "Ocean State Job Lot", "category": "Big Box", "subcategory": "Big Box Retailers", "similarity": 0.8205, "drivers": [ "J05", "N02", "N03", "P01", "P02" ] }, { "handle": "cumberland-farms", "title": "Cumberland Farms", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "similarity": 0.7741, "drivers": [ "O02", "F01", "Q06", "O01", "J05" ] }, { "handle": "xtramart", "title": "Xtramart", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "similarity": 0.7457, "drivers": [ "J02", "B03", "L04", "F01", "I03" ] }, { "handle": "nouria-energy-corporation", "title": "Nouria Energy Corporation", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "similarity": 0.7277, "drivers": [ "L03", "O01", "C03", "M02", "N01" ] }, { "handle": "pella", "title": "Pella", "category": "Retail", "subcategory": "Home Improvement and Hardware", "similarity": 0.7193, "drivers": [ "J02", "Q06", "B03", "J05", "F01" ] }, { "handle": "berkshire-bank", "title": "Berkshire Bank", "category": "Financial", "subcategory": "Banks", "similarity": 0.7189, "drivers": [ "C03", "M02", "N01", "N02", "N03" ] }, { "handle": "aroma-joe-s", "title": "Aroma Joe's", "category": "Restaurants & Eateries", "subcategory": "Coffee and Tea", "similarity": 0.7038, "drivers": [ "L03", "J05", "F01", "O02", "I03" ] }, { "handle": "tire-warehouse", "title": "Tire Warehouse", "category": "Automotive", "subcategory": "Parts and Accessories", "similarity": 0.6991, "drivers": [ "L04", "L03", "Q06", "C03", "M02" ] } ] }
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