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Jiffy Lube

Automotive
Maintenance and Repair Services
Playground →Docs

Bowlero sits at the top of Jiffy Lube's neighbor set — not another auto service chain — with a similarity score of 0.83, where similarity measures how closely two entities' audiences resemble each other in composition. That cross-kind result is the defining feature of this two-peak structure: the top of the list is anchored by entertainment and retail, while automotive peers appear only further down.

The two-peak shape reflects two distinct audience neighborhoods pulling on Jiffy Lube's profile. The first clusters around entertainment and general retail: Bowlero (0.83), Entertainment Centers (0.82), Best Buy (0.82), Sprouts Farmers Market (0.81), and Bob's Discount Furniture (0.79) — spanning Entertainment Centers, Electronics, Grocery, and Furniture subcategories. The second neighborhood is automotive: Caliber Collision (0.78) and Maintenance & Repair Services (0.76) are the only two neighbors sharing Jiffy Lube's own Maintenance and Repair Services subcategory, and both land in positions six and ten respectively. Movies & Theaters (0.77) and Target (0.77) bridge the two clusters, reinforcing the broad consumer-retail character of the non-automotive half.

The overall picture is an audience whose shape is defined more by mainstream consumer behavior across entertainment and retail than by automotive interest alone — with same-category neighbors present but clearly outranked.

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": "jiffy-lube", "title": "Jiffy Lube", "category": "Automotive", "subcategory": "Maintenance and Repair Services", "resolved": "jiffy-lube", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "bowlero", "title": "Bowlero", "category": "Entertainment & Leisure", "subcategory": "Entertainment Centers", "similarity": 0.8286, "drivers": [ "N01", "M01", "M03", "K01", "N02" ] }, { "handle": "entertainment-centers", "title": "Entertainment Centers", "category": "Entertainment & Leisure", "subcategory": "Entertainment Centers", "similarity": 0.8197, "drivers": [ "N01", "M01", "K01", "M03", "N04" ] }, { "handle": "best-buy", "title": "Best Buy", "category": "Retail", "subcategory": "Electronics", "similarity": 0.8178, "drivers": [ "N01", "K01", "M01", "N02", "N04" ] }, { "handle": "sprouts-farmers-market", "title": "Sprouts Farmers Market", "category": "Grocery & Food Retail", "subcategory": "General Grocery Stores", "similarity": 0.8071, "drivers": [ "N01", "M03", "K01", "M01", "N04" ] }, { "handle": "bob-s-discount-furniture", "title": "Bob's Discount Furniture", "category": "Retail", "subcategory": "Furniture Stores", "similarity": 0.7853, "drivers": [ "N01", "K01", "M01", "N02", "M03" ] }, { "handle": "caliber-collision", "title": "Caliber Collision", "category": "Automotive", "subcategory": "Maintenance and Repair Services", "similarity": 0.784, "drivers": [ "N01", "M01", "K01", "N02", "M03" ] }, { "handle": "movies-and-theaters", "title": "Movies & Theaters", "category": "Entertainment & Leisure", "subcategory": "Movies and Theaters", "similarity": 0.7744, "drivers": [ "K01", "N01", "M01", "N02", "N04" ] }, { "handle": "target", "title": "Target", "category": "Big Box", "subcategory": "Big Box Retailers", "similarity": 0.7725, "drivers": [ "N01", "K01", "N04", "N02", "M03" ] }, { "handle": "music", "title": "Music", "category": "Retail", "subcategory": "Music", "similarity": 0.7707, "drivers": [ "N01", "K01", "M01", "M03", "N04" ] }, { "handle": "maintenance-and-repair-services", "title": "Maintenance & Repair Services", "category": "Automotive", "subcategory": "Maintenance and Repair Services", "similarity": 0.7646, "drivers": [ "N01", "K01", "M03", "M01", "N02" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: