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Miller's Ale House

Restaurants & Eateries
Casual Dining
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At 0.83, Tires Plus — an automotive parts and accessories retailer — is the single strongest audience match in Miller's Ale House's top 10, edging out the next-closest casual dining neighbor by less than a point. That cross-kind pairing defines the two-peak structure here: one peak anchored by automotive and retail, the other by fellow casual dining chains.

The casual dining cluster is real and substantial. Metro Diner (0.82), Outback Steakhouse (0.78), Bonefish Grill (0.78), and First Watch Restaurants (0.77) all share Miller's Ale House's own subcategory, forming a coherent same-kind grouping. But the non-restaurant neighbors are equally telling. Havertys (0.81), a furniture retailer, sits just behind Metro Diner. Planet Smoothie (0.79) and Office Depot (0.77) round out a retail and services cluster that has no obvious thematic connection to casual dining — yet their audiences are shaped nearly identically to Miller's Ale House's. Twin Peaks Restaurant (0.76) and Rooms To Go (0.76) extend both peaks into the lower tier of the top 10, with furniture stores appearing three times across the set.

The two-peak pattern — casual dining on one side, automotive and home retail on the other — suggests an audience composition that overlaps with a broad swath of suburban brick-and-mortar brands, not just restaurant-goers.

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": "miller-s-ale-house", "title": "Miller's Ale House", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "resolved": "miller-s-ale-house", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "tires-plus", "title": "Tires Plus", "category": "Automotive", "subcategory": "Parts and Accessories", "similarity": 0.8327, "drivers": [ "N03", "M01", "A06", "M03", "N01" ] }, { "handle": "metro-diner", "title": "Metro Diner", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.8241, "drivers": [ "N03", "M01", "K02", "L02", "G03" ] }, { "handle": "havertys", "title": "Havertys", "category": "Retail", "subcategory": "Furniture Stores", "similarity": 0.8108, "drivers": [ "N03", "M03", "L02", "N01", "M01" ] }, { "handle": "planet-smoothie", "title": "Planet Smoothie", "category": "Restaurants & Eateries", "subcategory": "Juice and Smoothies", "similarity": 0.7876, "drivers": [ "N03", "H04", "I01", "M03", "M01" ] }, { "handle": "outback-steakhouse", "title": "Outback Steakhouse", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.7811, "drivers": [ "M01", "N01", "L02", "M03", "K01" ] }, { "handle": "bonefish-grill", "title": "Bonefish Grill", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.7791, "drivers": [ "K02", "N03", "M01", "N01", "M03" ] }, { "handle": "first-watch-restaurants", "title": "First Watch Restaurants", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.7676, "drivers": [ "M01", "N03", "J02", "N01", "M03" ] }, { "handle": "office-depot", "title": "Office Depot", "category": "Retail", "subcategory": "Office Supplies and Services", "similarity": 0.7655, "drivers": [ "N03", "M01", "M03", "N01", "L02" ] }, { "handle": "twin-peaks-restaurant", "title": "Twin Peaks Restaurant", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.7595, "drivers": [ "N03", "M01", "M03", "N01", "L02" ] }, { "handle": "rooms-to-go", "title": "Rooms To Go", "category": "Retail", "subcategory": "Furniture Stores", "similarity": 0.7573, "drivers": [ "N03", "L02", "M01", "N01", "M03" ] } ] }
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