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Mazda

Automotive
Car Makers
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Mazda's top 10 nearest neighbors span retail, apparel, and automotive — a flat distribution with no single dominant pull, and only two fellow Car Makers in the set.

The shape is flat: the scores run from Volkswagen at 0.85 down to Honda at 0.80, a narrow band of roughly five points across all ten neighbors. Volkswagen (0.85) and Acura (0.85) are the two Car Makers in the top 10, sitting at the top of the range but not dramatically ahead of the rest. The remaining eight neighbors are drawn from entirely different subcategories: The Men's Wearhouse (0.85, Mens Apparel), Best Buy (0.84, Electronics), Petco (0.83, Pet Supplies and Services), Michaels Stores (0.82, Hobbies Gifts and Crafts), Pet Supplies & Services (0.82), LensCrafters (0.82, Eyewear), Edible Arrangements (0.82, Hobbies Gifts and Crafts), and Destination XL (0.81, Mens Apparel). That cross-kind spread — men's apparel, pet retail, electronics, eyewear, gifts — is the defining feature of this cluster. No single category dominates; the audience shape Mazda shares with these neighbors is not automotive-specific but reflects a broader consumer profile that cuts across everyday retail and service categories.

The flat, cross-category distribution suggests Mazda's audience composition is shaped less by automotive enthusiasm than by a general mainstream consumer pattern shared with brick-and-mortar retail brands.

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": "mazda", "title": "Mazda", "category": "Automotive", "subcategory": "Car Makers", "resolved": "mazda", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "volkswagen", "title": "Volkswagen", "category": "Automotive", "subcategory": "Car Makers", "similarity": 0.8525, "drivers": [ "N01", "N02", "K01", "M03", "M04" ] }, { "handle": "acura", "title": "Acura", "category": "Automotive", "subcategory": "Car Makers", "similarity": 0.8475, "drivers": [ "N02", "N01", "M01", "M03", "M04" ] }, { "handle": "men-s-wearhouse", "title": "The Men's Wearhouse", "category": "Apparel", "subcategory": "Mens Apparel", "similarity": 0.8459, "drivers": [ "N01", "N02", "K01", "M01", "M03" ] }, { "handle": "best-buy", "title": "Best Buy", "category": "Retail", "subcategory": "Electronics", "similarity": 0.8441, "drivers": [ "N02", "N01", "M01", "K01", "M03" ] }, { "handle": "petco", "title": "Petco", "category": "Retail", "subcategory": "Pet Supplies and Services", "similarity": 0.8279, "drivers": [ "N02", "N01", "M01", "K01", "M03" ] }, { "handle": "michaels-stores", "title": "Michaels Stores", "category": "Retail", "subcategory": "Hobbies Gifts and Crafts", "similarity": 0.8224, "drivers": [ "N02", "N01", "M01", "K01", "M04" ] }, { "handle": "pet-supplies-and-services", "title": "Pet Supplies & Services", "category": "Retail", "subcategory": "Pet Supplies and Services", "similarity": 0.8189, "drivers": [ "M01", "N02", "N01", "K01", "M03" ] }, { "handle": "lenscrafters", "title": "LensCrafters", "category": "Apparel", "subcategory": "Eyewear", "similarity": 0.8178, "drivers": [ "N02", "N01", "M01", "K01", "M03" ] }, { "handle": "edible-arrangements", "title": "Edible Arrangements", "category": "Retail", "subcategory": "Hobbies Gifts and Crafts", "similarity": 0.8164, "drivers": [ "N01", "N02", "M01", "K01", "M03" ] }, { "handle": "destination-xl", "title": "Destination XL", "category": "Apparel", "subcategory": "Mens Apparel", "similarity": 0.8145, "drivers": [ "N02", "M01", "N01", "M04", "M03" ] } ] }
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