Sam's Club Fuel Center Audience Graph • Social Signal

Casual dining dominates the nearest audience territory for Sam's Club Fuel Center, with five of the top 10 neighbors drawn from that single subcategory — a concentration that makes the fuel center's audience look far more like a sit-down restaurant crowd than a gas station one.

The shape is broad: scores spread from 0.97 down to 0.79 across the top 10, with no single neighbor pulling dramatically ahead of the rest. Sam's Club sits at the top at 0.97, the only Big Box Retailer in the set and the clearest structural anchor — the fuel center's audience is, predictably, shaped by the parent warehouse club. Below that, Car Wash & Detailing (0.87) and Take 5 Oil Change (0.85) represent automotive services, the two neighbors most thematically adjacent to a fuel stop. But the bulk of the top 10 is casual dining: Bubba's 33 (0.86), Cheddar's Scratch Kitchen (0.85), Golden Corral (0.84), Olive Garden (0.80), and Texas Roadhouse (0.79). Dillard's (0.81) and Comfort Suites (0.81) round out the set as a department store and a mid-range hotel, respectively — no other gas station appears in the top 10.

The pattern points to an audience whose shape is defined by mainstream, value-oriented, family-friendly consumption across dining, retail, and travel — with the fuel center functioning as one node in a broader everyday-errand ecosystem.

Machine-Readable

Raw data

Attention graph /similar sample results (free):

https://graphs.socialsignal.ai/similar/sam-s-club-fuel-center

{ "handle": "sam-s-club-fuel-center", "title": "Sam's Club Fuel Center", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "resolved": "sam-s-club-fuel-center", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "sam-s-club", "title": "Sam's Club", "category": "Big Box", "subcategory": "Big Box Retailers", "similarity": 0.9687, "drivers": [ "G01", "I01", "A02", "G03", "J04" ] }, { "handle": "car-wash-and-detailing", "title": "Car Wash & Detailing", "category": "Services", "subcategory": "Car Wash and Detailing", "similarity": 0.8715, "drivers": [ "I01", "G01", "A02", "P02", "Q01" ] }, { "handle": "bubba-s-33", "title": "Bubba's 33", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8608, "drivers": [ "I01", "Q01", "A02", "G03", "G01" ] }, { "handle": "cheddar-s-scratch-kitchen", "title": "Cheddar's Scratch Kitchen", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.846, "drivers": [ "I01", "G01", "A02", "J04", "J01" ] }, { "handle": "take-5-oil-change", "title": "Take 5 Oil Change", "category": "Automotive", "subcategory": "Maintenance and Repair Services", "similarity": 0.8452, "drivers": [ "I01", "G01", "Q01", "A02", "A04" ] }, { "handle": "golden-corral", "title": "Golden Corral", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8396, "drivers": [ "G01", "I01", "A02", "G03", "J04" ] }, { "handle": "dillard-s", "title": "Dillard's", "category": "Retail", "subcategory": "Department Stores", "similarity": 0.806, "drivers": [ "I01", "Q01", "A02", "P03", "G03" ] }, { "handle": "comfort-suites", "title": "Comfort Suites", "category": "Hospitality & Lodging", "subcategory": "Mid-range Hotels", "similarity": 0.8057, "drivers": [ "I01", "Q01", "A02", "G01", "P03" ] }, { "handle": "olive-garden", "title": "Olive Garden", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.802, "drivers": [ "G01", "K01", "A02", "M01", "I01" ] }, { "handle": "texas-roadhouse", "title": "Texas Roadhouse", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.7935, "drivers": [ "I01", "G01", "A02", "Q01", "G03" ] } ] }

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

https://graphs.socialsignal.ai/v1/attention/similar/sam-s-club-fuel-center

Sam's Club Fuel Center

Nearest neighbors by audience shape

Raw data