Share

P.F. Chang's China Bistro

Restaurants & Eateries
Casual Dining
Playground →Docs

P.F. Chang's China Bistro's top 10 nearest neighbors span apparel, home goods, fitness, hospitality, and retail — with no single entity pulling far ahead of the rest, and only one fellow casual dining restaurant in the set.

The shape here is flat: scores run from 0.93 (World Market) down to 0.89 (Total Wine & More), a range of just four points across ten neighbors. The Cheesecake Factory is the only other Casual Dining entity in the top 10, at 0.92 — the rest are drawn from entirely different categories. Apparel dominates by count: Ann Taylor (0.92), Lucky Brand (0.91), and White House Black Market (0.91) all land in the women's and general apparel subcategories. Banana Republic (0.90) and REI (0.90) extend the apparel and outdoor retail presence further. Fitness also appears twice — Orangetheory Fitness (0.90) and Avis Rent A Car (0.89) round out the set alongside Total Wine & More (0.89). The cross-kind pattern is the defining feature: this is a casual dining brand whose nearest audiences are primarily apparel shoppers, fitness members, and specialty retailers — not other restaurants.

The flat, cross-category spread suggests an audience whose shared shape is defined by lifestyle consumption patterns that cut across dining, fashion, and wellness rather than by any single vertical.

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": "p-f-chang-s-china-bistro", "title": "P.F. Chang's China Bistro", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "resolved": "p-f-chang-s-china-bistro", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "world-market", "title": "World Market", "category": "Retail", "subcategory": "Home Goods and Furnishings", "similarity": 0.926, "drivers": [ "J02", "G03", "M03", "N01", "K01" ] }, { "handle": "cheesecake-factory", "title": "The Cheesecake Factory", "category": "Restaurants & Eateries", "subcategory": "Casual Dining", "similarity": 0.9228, "drivers": [ "J02", "A03", "G03", "A01", "N01" ] }, { "handle": "ann-taylor", "title": "Ann Taylor", "category": "Apparel", "subcategory": "Womens Apparel", "similarity": 0.9152, "drivers": [ "J02", "A03", "A01", "M01", "N01" ] }, { "handle": "lucky-brand", "title": "Lucky Brand", "category": "Apparel", "subcategory": "General", "similarity": 0.909, "drivers": [ "J02", "A03", "M03", "N01", "N02" ] }, { "handle": "white-house-black-market", "title": "White House Black Market", "category": "Apparel", "subcategory": "Womens Apparel", "similarity": 0.9055, "drivers": [ "J02", "A03", "A01", "A05", "M03" ] }, { "handle": "banana-republic", "title": "Banana Republic", "category": "Apparel", "subcategory": "General", "similarity": 0.9009, "drivers": [ "J02", "J01", "A01", "G03", "A03" ] }, { "handle": "rei", "title": "REI", "category": "Retail", "subcategory": "Sporting Goods and Outdoor Gear", "similarity": 0.8983, "drivers": [ "J02", "J01", "J04", "A01", "A03" ] }, { "handle": "orangetheory-fitness", "title": "Orangetheory Fitness", "category": "Fitness & Wellness", "subcategory": "Fitness Centers and Gyms", "similarity": 0.8951, "drivers": [ "J02", "A03", "M01", "K01", "N01" ] }, { "handle": "avis-rent-a-car", "title": "Avis Rent A Car", "category": "Services", "subcategory": "Car Rental", "similarity": 0.8927, "drivers": [ "J02", "G03", "N01", "G01", "M03" ] }, { "handle": "total-wine-and-more", "title": "Total Wine & More", "category": "Grocery & Food Retail", "subcategory": "Alcoholic Beverages", "similarity": 0.8911, "drivers": [ "J02", "A03", "N01", "M03", "M01" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: