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LKQ Pick Your Part

Automotive
Parts and Accessories
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Telecommunications brands dominate LKQ Pick Your Part's top 10 nearest neighbors — a cross-kind pattern that cuts against the automotive context. Metro by T-Mobile leads at 0.83, followed by T-Mobile at 0.81 and Samsung Mobile at 0.80, with Sprint News at 0.79 rounding out a four-entry telecommunications cluster. That's the single largest subcategory block in the top 10.

The automotive presence is real but scattered across subcategories. Rent A Wheel (0.82) shares the Parts and Accessories subcategory with LKQ Pick Your Part, making it the closest same-kind neighbor. Pick n Pull (0.79) is classified under Dealerships, and MAACO (0.77) under Maintenance and Repair Services — both automotive, but different subcategories. Worldstarhiphop (0.77), a website, and Best Buy (0.77), a technology brand, round out the top 10 with no automotive connection at all.

The broad shape means no single neighbor pulls far ahead of the others — scores span from 0.83 down to 0.77 across ten entries, a relatively compressed band. What the composition reveals is an audience that overlaps heavily with prepaid and budget telecommunications consumers, alongside automotive-adjacent and general retail audiences, with no single cluster owning the shape.

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": "lkq-pick-your-part", "title": "LKQ Pick Your Part", "category": "Automotive", "subcategory": "Parts and Accessories", "resolved": "lkq-pick-your-part", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "metrobytmobile", "title": "Metro by T-Mobile", "category": "Brands", "subcategory": "Telecommunications", "similarity": 0.8278, "drivers": [ "O04", "P05", "Q08", "P06", "P03" ] }, { "handle": "rent-a-wheel", "title": "Rent A Wheel", "category": "Automotive", "subcategory": "Parts and Accessories", "similarity": 0.8174, "drivers": [ "O04", "P06", "Q08", "P05", "P04" ] }, { "handle": "tmobile", "title": "T-Mobile", "category": "Brands", "subcategory": "Telecommunications", "similarity": 0.8094, "drivers": [ "O04", "P05", "Q08", "P06", "P03" ] }, { "handle": "samsungmobile", "title": "Samsung Mobile", "category": "Brands", "subcategory": "Telecommunications", "similarity": 0.8043, "drivers": [ "O04", "Q08", "P06", "P05", "P03" ] }, { "handle": "sprintnews", "title": "Sprint News", "category": "Brands", "subcategory": "Telecommunications", "similarity": 0.7905, "drivers": [ "Q08", "N03", "P05", "E03", "O04" ] }, { "handle": "pick-n-pull", "title": "Pick n Pull", "category": "Automotive", "subcategory": "Dealerships", "similarity": 0.7887, "drivers": [ "P05", "P03", "E03", "N03", "Q08" ] }, { "handle": "worldstar", "title": "Worldstarhiphop", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.7742, "drivers": [ "O04", "Q08", "P05", "Q02", "Q04" ] }, { "handle": "maaco", "title": "MAACO", "category": "Automotive", "subcategory": "Maintenance and Repair Services", "similarity": 0.773, "drivers": [ "Q08", "M01", "O04", "N03", "Q03" ] }, { "handle": "bestbuy", "title": "Best Buy", "category": "Brands", "subcategory": "Technology", "similarity": 0.7715, "drivers": [ "Q08", "O04", "P05", "A02", "A01" ] }, { "handle": "unifirst", "title": "Unifirst", "category": "Industrial & Commercial Service", "subcategory": "Other Business Services", "similarity": 0.7709, "drivers": [ "O04", "Q08", "N03", "P05", "P06" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: