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Valero Energy

Convenience & Fuel
Gas Stations
Playground →Docs

Texas sports teams and Texas food brands dominate Valero Energy's nearest audiences — not other fuel retailers or automotive brands. The top 10 neighbors span restaurants, grocers, sports teams, athletes, and a humor account, with no other gas station appearing in the set.

The shape is broad: scores run from 0.96 down to 0.89 across ten distinct entity types, with no single neighbor pulling far ahead of the rest. Whataburger (social) leads at 0.96, followed by H-E-B at 0.93 — both Texas-rooted consumer brands. The Dallas Cowboys (0.93) and Houston Astros (0.90) represent the sports teams subcategory, which accounts for three of the top 10 alongside the San Antonio Spurs (0.91). Athletes fill two more slots: Cole Beasley at 0.91 and Jason Witten at 0.90, both with NFL ties. Texas Humor (0.91) is the lone humor/meme account in the set. Pluckers Wing Bar (0.90) and Blogging The Boys (0.89) round out the ten — a restaurant and a Cowboys-focused blog, respectively.

The subcategory mix — restaurants, grocery, sports teams, athletes, humor, and a blog — points to an audience defined less by fuel or automotive interest and more by a dense cluster of Texas regional identity markers. The absence of any competing gas station or fuel brand in the top 10 reinforces that the audience overlap here is shaped by geography and cultural affinity rather than category proximity.

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": "valero-energy", "title": "Valero Energy", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "resolved": "valero-energy", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "whataburger_social", "title": "Whataburger (social)", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.9638, "drivers": [ "P02", "P06", "P01", "E04", "P04" ] }, { "handle": "heb", "title": "H-E-B", "category": "Brands", "subcategory": "Grocery and Superstores", "similarity": 0.9289, "drivers": [ "P02", "P06", "P01", "E04", "P04" ] }, { "handle": "dallascowboys", "title": "Dallas Cowboys", "category": "Organizations", "subcategory": "Sports Teams", "similarity": 0.9252, "drivers": [ "P02", "P06", "P01", "P04", "E04" ] }, { "handle": "bease11", "title": "Cole Beasley", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.9111, "drivers": [ "P02", "P06", "P01", "P04", "E04" ] }, { "handle": "texashumor", "title": "Texas Humor", "category": "Miscellaneous", "subcategory": "Humor Memes and Satire", "similarity": 0.9104, "drivers": [ "P02", "P06", "P01", "E04", "P04" ] }, { "handle": "spurs", "title": "San Antonio Spurs", "category": "Organizations", "subcategory": "Sports Teams", "similarity": 0.9088, "drivers": [ "P06", "P02", "E04", "P01", "P04" ] }, { "handle": "jasonwitten", "title": "Jason Witten", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.9013, "drivers": [ "P02", "P06", "P01", "P04", "E04" ] }, { "handle": "astros", "title": "Houston Astros", "category": "Organizations", "subcategory": "Sports Teams", "similarity": 0.9009, "drivers": [ "P02", "P06", "P01", "P04", "E04" ] }, { "handle": "pluckers", "title": "Pluckers Wing Bar", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.8973, "drivers": [ "P02", "P06", "P04", "P01", "E04" ] }, { "handle": "bloggingtheboys", "title": "Blogging The Boys", "category": "Marketing Channels", "subcategory": "Blogs", "similarity": 0.8883, "drivers": [ "P02", "P06", "P01", "P04", "E04" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: