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Walmart (social)

Brands
Grocery and Superstores
Playground →Docs

Walmart (social)'s nearest ten neighbors are a mix of restaurant chains, packaged food and sweets brands, and one fellow grocery and superstore — with no single neighbor pulling far ahead of the rest.

The shape is flat: scores run from 0.97 down to 0.96 across the top 10, a band of less than one percentage point. The top two neighbors are Papa John's Pizza (0.97) and IHOP (social) (0.97), followed closely by Lay's (0.97), Pringles (0.97), and Coca-Cola (0.97). By subcategory, five of the ten are Restaurant brands — Olive Garden (0.96), Little Caesars Pizza (0.96), Domino's Pizza (0.96), and Burger King (0.96) round out that group — while three are Food brands and one is Beverages. The only neighbor sharing Walmart's own subcategory (Grocery and Superstores) does not appear in the top 10; the set is dominated entirely by food-service and packaged-food brands.

That composition points to an audience shaped primarily by everyday consumption categories — quick-service dining and shelf-stable snacks — rather than by retail format. The flat distribution means no single brand is a structural anchor; the audience overlap is broad and consistent across the cluster.

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": "walmart_social", "title": "Walmart (social)", "category": "Brands", "subcategory": "Grocery and Superstores", "resolved": "walmart_social", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "papajohns", "title": "Papa John's Pizza", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.9688, "drivers": [ "Q05", "O03", "N04", "O04", "Q08" ] }, { "handle": "ihop_social", "title": "IHOP (social)", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.968, "drivers": [ "Q05", "O03", "N04", "Q08", "A02" ] }, { "handle": "lays", "title": "Lay's", "category": "Brands", "subcategory": "Food", "similarity": 0.9667, "drivers": [ "N04", "Q05", "O03", "O04", "Q08" ] }, { "handle": "pringles", "title": "Pringles", "category": "Brands", "subcategory": "Food", "similarity": 0.9661, "drivers": [ "N04", "Q05", "O03", "Q08", "O04" ] }, { "handle": "cocacola", "title": "Coca-Cola", "category": "Brands", "subcategory": "Beverages", "similarity": 0.9652, "drivers": [ "N04", "Q05", "O03", "Q08", "O04" ] }, { "handle": "olivegarden", "title": "Olive Garden", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.9633, "drivers": [ "Q05", "O03", "Q08", "O04", "N04" ] }, { "handle": "doritos", "title": "Doritos", "category": "Brands", "subcategory": "Food", "similarity": 0.9611, "drivers": [ "N04", "O03", "Q05", "O04", "Q06" ] }, { "handle": "littlecaesars", "title": "Little Caesars Pizza", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.961, "drivers": [ "O03", "Q05", "N04", "O04", "Q08" ] }, { "handle": "dominos", "title": "Domino's Pizza", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.9608, "drivers": [ "Q05", "O03", "Q08", "O04", "N04" ] }, { "handle": "burgerking", "title": "Burger King", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.9602, "drivers": [ "Q05", "O03", "N04", "O04", "Q08" ] } ] }
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