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Stance

Brands
Fashion
Playground →Docs

Stance's top 10 nearest neighbors span six different subcategories — Auto, TV Shows, Juice and Smoothies, Big Box Retailers, Movies and Theaters, and Athletes — with no other Fashion brand appearing anywhere in the set.

The shape is flat: scores run from Lucid Motors at 0.63 down to Major League Soccer at 0.61, a band of just 0.024 across all ten positions. No single neighbor dominates, and no cluster pulls clearly ahead of the others. The top five — Lucid Motors (0.63), Black Mirror (0.63), Juice & Smoothies (0.63), Target (0.62), and Movies & Theaters (0.62) — represent an Auto brand, a prestige TV show, a restaurant category, a big-box retailer, and a broad entertainment category respectively. The bottom half of the top 10 adds Landon Donovan (0.61), NBA Top Shot (0.61), ESPN FC (0.61), AMC Entertainment (0.61), and Major League Soccer (0.61) — athletes, an entertainment platform, sports media, and a theater chain. Soccer-adjacent entities (Landon Donovan, ESPN FC, MLS) account for three of the ten, suggesting a mild pull from that audience neighborhood, but the overall picture is one of genuine cross-category diffusion rather than a coherent tribe.

The flat, mixed-subcategory spread indicates that Stance's audience composition resembles a wide range of unrelated entities more than it resembles any single peer in its own category.

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": "stance", "title": "Stance", "category": "Brands", "subcategory": "Fashion", "resolved": "stance", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "lucidmotors", "title": "Lucid Motors", "category": "Brands", "subcategory": "Auto", "similarity": 0.6317, "drivers": [ "N03", "A06", "B02", "N02", "J01" ] }, { "handle": "blackmirror", "title": "Black Mirror", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.6278, "drivers": [ "N03", "G03", "F04", "N02", "B02" ] }, { "handle": "juice-and-smoothies", "title": "Juice & Smoothies", "category": "Restaurants & Eateries", "subcategory": "Juice and Smoothies", "similarity": 0.6266, "drivers": [ "N03", "N02", "P02", "A06", "G03" ] }, { "handle": "target", "title": "Target", "category": "Big Box", "subcategory": "Big Box Retailers", "similarity": 0.6243, "drivers": [ "N02", "N03", "A06", "N01", "M04" ] }, { "handle": "movies-and-theaters", "title": "Movies & Theaters", "category": "Entertainment & Leisure", "subcategory": "Movies and Theaters", "similarity": 0.6239, "drivers": [ "N03", "N02", "F04", "N01", "A06" ] }, { "handle": "landondonovan", "title": "Landon Donovan", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.6146, "drivers": [ "N03", "N02", "N01", "E03", "M04" ] }, { "handle": "nbatopshot", "title": "NBA Top Shot", "category": "Brands", "subcategory": "Entertainment Platforms", "similarity": 0.6145, "drivers": [ "N03", "N02", "G03", "G02", "B02" ] }, { "handle": "espnfc", "title": "ESPN FC", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.6134, "drivers": [ "N03", "N02", "M04", "J02", "N01" ] }, { "handle": "amc-entertainment", "title": "AMC Entertainment", "category": "Entertainment & Leisure", "subcategory": "Movies and Theaters", "similarity": 0.6089, "drivers": [ "N03", "N02", "A06", "J02", "P02" ] }, { "handle": "mls", "title": "Major League Soccer", "category": "Organizations", "subcategory": "Sports Leagues", "similarity": 0.6077, "drivers": [ "N03", "N02", "J02", "M04", "N01" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: