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IHOP

Restaurants & Eateries
Casual Dining
Playground →Docs

Ross Stores (0.89) and 7-Eleven (0.89) sit at the top of IHOP's neighbor set — a department store and a convenience chain, not another sit-down restaurant — and together they signal the two-peak structure that defines this audience's shape.

Similarity here measures how closely two entities' audiences resemble each other in composition; a score near 0.89 means the overlap is tight. The top three neighbors — Ross Stores, 7-Eleven, and Burlington (0.88) — are all value-oriented retail and convenience, with no other casual dining brand appearing in the top 10. The first restaurant neighbor is Wingstop (0.85), a QSR, followed by Pep Boys (0.85) in automotive parts. That mix — discount apparel, convenience stores, auto services — forms one clear cluster. The second peak emerges further down: Children's Apparel (0.84), Stanton Optical (0.84), and Public Storage (0.84) point toward a household-errand, family-oriented segment. Champs Sports (0.83) and Floor and Decor (0.82) round out the top 10, reinforcing the practical retail character of the set.

What's structurally notable is the near-absence of same-category neighbors: IHOP is a Casual Dining entity, and no other Casual Dining brand appears in the top 10. The audience shape is defined almost entirely by value retail, convenience, and household services — two distinct errand-and-family clusters bridged by this one dining brand.

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": "ihop", "title": "IHOP", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "resolved": "ihop", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "ross-stores", "title": "Ross Stores", "category": "Retail", "subcategory": "Department Stores", "similarity": 0.8911, "drivers": [ "M01", "P03", "E03", "M03", "N01" ] }, { "handle": "7-eleven", "title": "7-Eleven", "category": "Convenience & Fuel", "subcategory": "Convenience Stores", "similarity": 0.8851, "drivers": [ "M01", "N01", "M03", "N02", "L02" ] }, { "handle": "burlington", "title": "Burlington", "category": "Apparel", "subcategory": "General", "similarity": 0.878, "drivers": [ "M01", "N01", "K01", "M03", "N02" ] }, { "handle": "wingstop", "title": "Wingstop", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.8525, "drivers": [ "M01", "M03", "P03", "E03", "N01" ] }, { "handle": "pep-boys", "title": "Pep Boys", "category": "Automotive", "subcategory": "Parts and Accessories", "similarity": 0.8455, "drivers": [ "M01", "N01", "M03", "K01", "N02" ] }, { "handle": "children-s-apparel", "title": "Children's Apparel", "category": "Apparel", "subcategory": "Childrens Apparel", "similarity": 0.8377, "drivers": [ "M01", "K01", "N01", "N02", "M03" ] }, { "handle": "stanton-optical", "title": "Stanton Optical", "category": "Apparel", "subcategory": "Eyewear", "similarity": 0.8375, "drivers": [ "M01", "K01", "N01", "M03", "N02" ] }, { "handle": "public-storage", "title": "Public Storage", "category": "Services", "subcategory": "Moving and Storage", "similarity": 0.8358, "drivers": [ "M01", "N01", "M03", "K01", "L02" ] }, { "handle": "champs-sports", "title": "Champs Sports", "category": "Retail", "subcategory": "Sporting Goods and Outdoor Gear", "similarity": 0.8298, "drivers": [ "M01", "N01", "K01", "M03", "N02" ] }, { "handle": "floor-decor", "title": "Floor and Decor", "category": "Retail", "subcategory": "Home Goods and Furnishings", "similarity": 0.8206, "drivers": [ "M01", "N01", "M03", "K01", "L02" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: