CEFCO Audience Graph • Social Signal

The top 10 neighbors for CEFCO span casual dining, country and Christian musicians, NASCAR figures, and regional retail — a mix with no single dominant cluster and scores compressed between 0.88 and 0.84.

The shape is flat. Chicken Express leads at 0.88, the only neighbor in the top 10 from casual dining (though RibCrib appears just outside, at position 7 with 0.85). Behind it, three musicians and bands fill positions two through five: Matthew West (0.86), TobyMac (0.85), and Third Day (0.85) — all Christian artists by subcategory. NASCAR enters the mix at the same tier: NASCAR from B/R (0.85) and Darrell Waltrip (0.85) as a TV Personality, followed by NASCAR the Sports League (0.84) and two Athletes, Kevin Harvick (0.84) and Michael Waltrip (0.84). Hendrick Motorsports (0.84) rounds out the ten as a Sports Team. No other gas station or convenience-fuel brand appears in the top 10. The neighbor set is cross-kind throughout: CEFCO's own subcategory (Gas Stations) is absent from all ten positions, replaced by a consistent blend of Christian music, NASCAR properties, and Southern casual dining.

The overall picture is an audience shaped by Southern regional culture — country-Christian music and stock-car racing — rather than by the fuel-and-convenience category itself.

Machine-Readable

Raw data

Attention graph /similar sample results (free):

https://graphs.socialsignal.ai/similar/cefco

{ "handle": "cefco", "title": "CEFCO", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "resolved": "cefco", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "chicken-express", "title": "Chicken Express", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8778, "drivers": [ "O01", "L03", "M04", "L04", "N04" ] }, { "handle": "matthew_west", "title": "Matthew West", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8644, "drivers": [ "M04", "N01", "L03", "N04", "A02" ] }, { "handle": "tobymac", "title": "TobyMac", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8476, "drivers": [ "M04", "L03", "N01", "M02", "N04" ] }, { "handle": "br_nascar", "title": "NASCAR from B/R", "category": "Marketing Channels", "subcategory": "News Publishers", "similarity": 0.8476, "drivers": [ "N01", "M04", "N04", "L03", "M03" ] }, { "handle": "thirdday", "title": "Third Day", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8473, "drivers": [ "M04", "N01", "L03", "N04", "M02" ] }, { "handle": "allwaltrip", "title": "Darrell Waltrip", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.8463, "drivers": [ "N01", "M04", "N04", "L03", "O01" ] }, { "handle": "ribcrib", "title": "RibCrib", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8459, "drivers": [ "M02", "O03", "M04", "K04", "N02" ] }, { "handle": "nascar", "title": "NASCAR", "category": "Organizations", "subcategory": "Sports Leagues", "similarity": 0.8416, "drivers": [ "N01", "M04", "N04", "L03", "O01" ] }, { "handle": "kevinharvick", "title": "Kevin Harvick", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.8407, "drivers": [ "N01", "M04", "L03", "N04", "O01" ] }, { "handle": "mw55", "title": "Michael Waltrip", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.8396, "drivers": [ "N01", "M04", "N04", "L03", "O01" ] } ] }

Full Attention graph /similarity /affinity /demographics available with API key:

https://graphs.socialsignal.ai/v1/attention/similar/cefco

CEFCO

Nearest neighbors by audience shape

Raw data