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Pronto Auto Parts

Automotive
Parts and Accessories
Playground →Docs

Manufacturing and industrial services sit at the top of Pronto Auto Parts' similarity graph — not other auto parts retailers. Manufacturing & Production Services leads the top 10 at 0.64, with Foundation Building Materials (FBM) close behind at 0.58 and H&E Equipment Services appearing further down at 0.54. These three share a subcategory — Manufacturing and Production Services — and together they form the clearest structural cluster in the set.

The shape is spike: that first neighbor pulls noticeably ahead of the rest, which compress into a narrow band between 0.54 and 0.55. Within that band, the composition is striking. Parts Authority at 0.55 is the only other Parts and Accessories entity in the top 10 — the lone same-kind neighbor. Everything else crosses into unrelated territory: Complex Sneakers (Magazines, 0.54), 10 Spot/MadRag (Womens Apparel, 0.54), ScHoolboy Q (Musicians and Bands, 0.54), SNIPES (Footwear, 0.54), DTLR VILLA (Footwear, 0.53), and Cardi B (Musicians and Bands, 0.53). Footwear brands and hip-hop musicians each claim multiple slots, making them the dominant cross-kind presence in the top 10 alongside the industrial services cluster at the top.

The overall picture is an audience whose shape is defined more by industrial and urban-retail overlap than by the auto parts category itself.

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": "pronto-auto-parts", "title": "Pronto Auto Parts", "category": "Automotive", "subcategory": "Parts and Accessories", "resolved": "pronto-auto-parts", "k": 10, "shape": "spike", "filter": null, "results": [ { "handle": "manufacturing-and-production-services", "title": "Manufacturing & Production Services", "category": "Industrial & Commercial Service", "subcategory": "Manufacturing and Production Services", "similarity": 0.6393, "drivers": [ "M01", "L02", "Q01", "Q04", "E02" ] }, { "handle": "foundation-building-materials-fbm", "title": "Foundation Building Materials (FBM)", "category": "Industrial & Commercial Service", "subcategory": "Manufacturing and Production Services", "similarity": 0.5773, "drivers": [ "Q01", "Q04", "E02", "P05", "P03" ] }, { "handle": "parts-authority", "title": "Parts Authority", "category": "Automotive", "subcategory": "Parts and Accessories", "similarity": 0.5457, "drivers": [ "L02", "Q01", "E02", "J02", "J05" ] }, { "handle": "complexsneakers", "title": "Complex Sneakers", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.5448, "drivers": [ "Q01", "Q04", "N03", "E02", "P04" ] }, { "handle": "10-spot-madrag", "title": "10 Spot/MadRag", "category": "Apparel", "subcategory": "Womens Apparel", "similarity": 0.5444, "drivers": [ "Q01", "Q04", "Q08", "P03", "P05" ] }, { "handle": "schoolboyq", "title": "ScHoolboy Q", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.5443, "drivers": [ "Q04", "Q08", "P04", "Q01", "E02" ] }, { "handle": "snipes", "title": "SNIPES", "category": "Apparel", "subcategory": "Footwear", "similarity": 0.544, "drivers": [ "Q01", "Q04", "P03", "P05", "E02" ] }, { "handle": "hande-equipment-services", "title": "H&E Equipment Services", "category": "Industrial & Commercial Service", "subcategory": "Manufacturing and Production Services", "similarity": 0.5437, "drivers": [ "M01", "Q04", "E02", "J02", "P05" ] }, { "handle": "dtlrvilla", "title": "DTLR VILLA", "category": "Brands", "subcategory": "Footwear", "similarity": 0.5305, "drivers": [ "Q01", "Q04", "N03", "E02", "P05" ] }, { "handle": "iamcardib", "title": "Cardi B", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.5304, "drivers": [ "Q01", "Q04", "E02", "Q08", "P04" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: