Current Capabilities & Limitations
This page outlines what is currently supported by the Yelp Fusion AI API, and functionalities that are not currently supported.
Overview
What is supported today?
- Business searches with contextual search summaries (e.g. “Popular Mexican restaurants in Orange County, LA that are reasonably priced”)
- Business questions & answers (e.g. “What are the popular dishes at the above restaurants?”)
- Business one-shot questions & answers (e.g. "Does Capital Grille in Costa Mesa, CA offer vegan options?")
- Business comparisons (e.g., “Compare Red King and Original King ramen dishes at Ramen Nagi in Palo Alto”)
- Making restaurant reservations (e.g., "I’d like a reservation for four at Chubby Cattle in Chicago this Friday at 8pm")
What is not yet supported?
- Updating or canceling restaurant reservations and signing up for waitlists
- Requesting quotes from Services professionals
- Providing turn-by-turn directions
- Other advanced or specialized tasks outside the business domain
Business search with contextual search summaries
The Yelp Fusion AI API can search and recommend businesses based on user context such as location, category, and preferences.
Example Request
POST https://api.yelp.com/ai/chat/v2
Authorization: Bearer <Your API Key>
Content-Type: application/json
{
"query": "Popular Mexican restaurants in Orange County, LA that are reasonably priced",
"user_context": {
"locale": "en_US",
"latitude": 33.7175,
"longitude": -117.8311
}
}
Example Response
{
"response": {
"text": "I found 3 popular, reasonably priced Mexican restaurants in Orange County, LA. Guelaguetza Restaurante is known for authentic Oaxacan mole and live music. El Compadre stands out for its flaming margaritas and mariachi performances. Martin's Cocina y Cantina offers a vibrant atmosphere and strong margaritas near SoFi Stadium.",
"tags": [
{
"tag_type": "business",
"start": 79,
"end": 102,
"meta": {
"business_id": "IzRINfSLBr6k_dq1e2WNew"
}
},
{
"tag_type": "highlight",
"start": 116,
"end": 153
},
{
"tag_type": "business",
"start": 155,
"end": 166,
"meta": {
"business_id": "1ZzhJds84q831qpnJC-ZFA"
}
},
{
"tag_type": "highlight",
"start": 186,
"end": 230
},
{
"tag_type": "business",
"start": 232,
"end": 257,
"meta": {
"business_id": "guN1ZhKrXvQabzxqdtJTYQ"
}
},
{
"tag_type": "highlight",
"start": 267,
"end": 307
}
]
},
"types": [
"business_search"
],
"entities": [
{
"businesses": [
{
"id": "IzRINfSLBr6k_dq1e2WNew",
"alias": "guelaguetza-restaurante-los-angeles",
"name": "Guelaguetza Restaurante",
"url": "https://www.yelp.com/biz/guelaguetza-restaurante-los-angeles?adjust_creative=uKZbO3XxGEy7Htt5nSGiRw&utm_campaign=yelp_api_v3&utm_medium=api_v3_public_ai_api_chat_v2&utm_source=uKZbO3XxGEy7Htt5nSGiRw",
"location": {
"address1": "3014 W Olympic Blvd",
"address2": "",
"address3": "",
"city": "Los Angeles",
"zip_code": null,
"state": "CA",
"country": "US",
"formatted_address": "3014 W Olympic Blvd\nLos Angeles, CA 90006"
},
"coordinates": {
"latitude": 34.0524074,
"longitude": -118.3006681
},
"review_count": 3115,
"price": "$$",
"rating": 3.9,
"categories": [
{
"alias": "mexican",
"title": "Mexican"
}
],
"attributes": {
"BusinessAcceptsAndroidPay": false,
"BusinessAcceptsApplePay": false,
"PokestopNearby": true,
"BusinessUrl": "http://www.ilovemole.com/",
"AboutThisBizBioPhotoDict": {
"photo_id": null,
"biz_user_id": 66496
},
"AboutThisBizBusinessRecommendation": [],
"BusinessAddressAlternate": null,
"BusinessCategorySic": null,
"BusinessMovedFrom": null,
"BusinessNameAlternate": null,
"BusinessOpeningDate": null,
"BusinessTempClosed": null,
"GroupName": null,
"StoreCode": null,
"AboutThisBizBio": "Our family was born in Oaxaca and migrated to the US in 1994. Ever since then, our goal has been to showcase not only our family recipes, but also the hard work and dedication that goes into each of them. Each year, we travel to Oaxaca, and hand pick our ingredients, and carefully select the people we partner with. Guelaguetza is a restaurant, boutique market, and advocates for Oaxacan culture located in the heart of Korea-town in Los Angeles. Our motivation behind our products is simple: uncompromising quality. The products found in our store have taken years of development, and we hope that when taking your first taste of our Mole, or your first sip of our Michelada, you are transported into what Oaxaca means to us...a true Guelaguetza.",
"AboutThisBizBioFirstName": "Lopez-Family",
"AboutThisBizBioLastName": "L",
"AboutThisBizHistory": "Guelaguetza first opened its doors in 1994 by immigrant husband and wife Fernando Lopez and Maria Monterrubio. Since then, our goal at Guelaguetza has been to showcase the best of our family recipes and stay true to authentic Oaxacan ingredients. Guelaguetza's mission is for all of its patrons to live and experience Oaxaca through all of its dishes. \n\n Today, Mr. and Mrs. Lopez are retired and have paved the way for their children, Paulina, Fernando Jr, Elizabeth and Bricia Lopez. This new generation of Oaxaqueños has taken upon themselves the responsibility of not only continuing their family's restaurant success but also expanding its legacy. Recently they launched their online retail store where fans can purchase Guelaguetza's famous mole and signature Michelada mix. The Lopez's have undoubtedly become ambassadors to Oaxacan cuisine in Los Angeles. \n\nTheir hard work, dedication and love for their culture have earned them features and mentions in publications such as Los Angeles",
"AboutThisBizRole": "Business Owner",
"AboutThisBizSpecialties": "At Guelaguetza, we offer you a feast of generous, festive, unique Oaxacan flavors. Our dishes consist of only the best traditional recipes, elaborated with the authentic ingredients brought directly from our great homeland. You can enjoy a wide selection of the richest Oaxacan cuisine, including seafood and delectable desserts. Enjoy live music every night in our Olympic Location. Ask about our Banquet and Private Event facilities.",
"AboutThisBizYearEstablished": "1994",
"Alcohol": "full_bar",
"Ambience": {
"divey": false,
"hipster": false,
"casual": true,
"touristy": null,
"trendy": null,
"intimate": false,
"romantic": false,
"classy": true,
"upscale": false
},
"BikeParking": true,
"BusinessAcceptsBitcoin": null,
"BusinessAcceptsCreditCards": true,
"BusinessDisplayUrl": null,
"BusinessMovedTo": null,
"BusinessParking": {
"garage": false,
"street": true,
"validated": false,
"lot": false,
"valet": true
},
"BYOB": false,
"BYOBCorkage": "yes_free",
"Caters": true,
"Corkage": false,
"DogsAllowed": true,
"DriveThru": false,
"FlowerDelivery": null,
"GenderNeutralRestrooms": null,
"GoodForKids": true,
"GoodForMeal": {
"dessert": null,
"latenight": false,
"lunch": true,
"dinner": true,
"brunch": null,
"breakfast": null
},
"HappyHour": true,
"HasTV": true,
"MenuUrl": "https://www.ilovemole.com/menu",
"NationalProviderIdentifier": null,
"NoiseLevel": "loud",
"OffersMilitaryDiscount": null,
"OngoingVigilanteEvent": null,
"OnlineReservations": null,
"Open24Hours": null,
"BusinessOpenToAll": null,
"PlatformDelivery": null,
"RestaurantsCounterService": null,
"RestaurantsDelivery": true,
"RestaurantsGoodForGroups": true,
"RestaurantsPriceRange": [
5.0,
15.0
],
"RestaurantsPriceRange2": 2,
"RestaurantsReservations": true,
"RestaurantsTableService": true,
"RestaurantsTakeOut": true,
"WaitlistReservation": true,
"WheelchairAccessible": true,
"WiFi": "free",
"biz_summary_long": {
"summary": "Opened in 1994, this authentic Oaxacan restaurant and boutique market is run by the Lopez family, who are dedicated to preserving and sharing Oaxacan culture. The establishment offers a rich array of traditional dishes and ingredients, with an extensive variety of mole sauces. Patrons can enjoy a dining experience with live music and a vibrant atmosphere, and can also purchase their signature mole and Michelada mix online, extending the taste of Oaxaca beyond the restaurant.",
"is_inactive": false,
"allows_auto_summary_generation": true,
"eligible_reviews_considered": 342
},
"biz_summary": {
"summary": "Vibrant Oaxacan eatery with live music and a focus on mole samplers and tlayudas.",
"is_inactive": false,
"allows_auto_summary_generation": true,
"eligible_reviews_considered": 30
}
},
"phone": "+12134270608",
"summaries": {
"short": "Vibrant Oaxacan eatery with live music and a focus on mole samplers and tlayudas.",
"medium": "Opened in 1994, this authentic Oaxacan restaurant and boutique market is run by the Lopez family, who are dedicated to preserving and sharing Oaxacan culture. The establishment offers a rich array of traditional dishes and ingredients, with an extensive variety of mole sauces.",
"long": "Opened in 1994, this authentic Oaxacan restaurant and boutique market is run by the Lopez family, who are dedicated to preserving and sharing Oaxacan culture. The establishment offers a rich array of traditional dishes and ingredients, with an extensive variety of mole sauces. Patrons can enjoy a dining experience with live music and a vibrant atmosphere, and can also purchase their signature mole and Michelada mix online, extending the taste of Oaxaca beyond the restaurant."
},
"contextual_info": {
"summary": null,
"review_snippets": [],
"business_hours": [],
"photos": [
{
"original_url": "https://s3-media0.fl.yelpcdn.com/bphoto/VmcCKDO0C50NF0kiKvgnqA/o.jpg"
},
{
"original_url": "https://s3-media0.fl.yelpcdn.com/bphoto/rCeOqrNoH1KKCqh4s4TLUQ/o.jpg"
},
{
"original_url": "https://s3-media0.fl.yelpcdn.com/bphoto/36frnku5tXrNezug0O5eXA/o.jpg"
}
],
"review_snippet": "place was recommended by friends and is on the Top ten list of [[HIGHLIGHT]]Mexican restaurants[[ENDHIGHLIGHT]] on DoLA and..."
}
},
{
"id": "1ZzhJds84q831qpnJC-ZFA",
"alias": "el-compadre-los-angeles-7",
"name": "El Compadre",
"url": "https://www.yelp.com/biz/el-compadre-los-angeles-7?adjust_creative=uKZbO3XxGEy7Htt5nSGiRw&utm_campaign=yelp_api_v3&utm_medium=api_v3_public_ai_api_chat_v2&utm_source=uKZbO3XxGEy7Htt5nSGiRw",
"location": {
"address1": "7408 W Sunset Blvd",
"address2": "",
"address3": "",
"city": "Los Angeles",
"zip_code": null,
"state": "CA",
"country": "US",
"formatted_address": "7408 W Sunset Blvd\nLos Angeles, CA 90046"
},
"coordinates": {
"latitude": 34.097858932178056,
"longitude": -118.3522443
},
"review_count": 2026,
"price": "$$",
"rating": 3.6,
"categories": [
{
"alias": "mexican",
"title": "Mexican"
},
{
"alias": "cocktailbars",
"title": "Cocktail Bars"
},
{
"alias": "seafood",
"title": "Seafood"
}
],
"attributes": {
"BusinessAcceptsAndroidPay": false,
"BusinessAcceptsApplePay": false,
"HasPoolTable": false,
"OngoingVigilanteEvent": false,
"PokestopNearby": true,
"BusinessUrl": "http://www.elcompadrerestaurant.com/home",
"AboutThisBizBioPhotoDict": null,
"AboutThisBizBusinessRecommendation": [],
"BusinessAddressAlternate": null,
"BusinessCategorySic": null,
"BusinessMovedFrom": null,
"BusinessNameAlternate": null,
"BusinessOpeningDate": null,
"BusinessTempClosed": null,
"GroupName": null,
"StoreCode": null,
"AboutThisBizBio": null,
"AboutThisBizBioFirstName": null,
"AboutThisBizBioLastName": null,
"AboutThisBizHistory": null,
"AboutThisBizRole": null,
"AboutThisBizSpecialties": null,
"AboutThisBizYearEstablished": null,
"Alcohol": "full_bar",
"Ambience": {
"divey": false,
"hipster": false,
"casual": true,
"touristy": false,
"trendy": false,
"intimate": null,
"romantic": null,
"classy": false,
"upscale": false
},
"BestNights": {
"monday": false,
"tuesday": false,
"wednesday": false,
"thursday": false,
"friday": true,
"saturday": true,
"sunday": true
},
"BikeParking": true,
"BusinessAcceptsBitcoin": null,
"BusinessAcceptsCreditCards": true,
"BusinessDisplayUrl": null,
"BusinessMovedTo": null,
"BusinessParking": {
"garage": false,
"street": true,
"validated": false,
"lot": false,
"valet": true
},
"ByAppointmentOnly": false,
"BYOB": false,
"BYOBCorkage": "no",
"Caters": false,
"CoatCheck": false,
"Corkage": false,
"DogsAllowed": false,
"DriveThru": false,
"FlowerDelivery": null,
"GenderNeutralRestrooms": null,
"GoodForDancing": false,
"GoodForKids": true,
"GoodForMeal": {
"dessert": false,
"latenight": null,
"lunch": null,
"dinner": true,
"brunch": false,
"breakfast": false
},
"HappyHour": true,
"HasTV": true,
"MenuUrl": "http://www.elcompadrerestaurant.com/menu",
"Music": {
"dj": false,
"background_music": false,
"no_music": false,
"jukebox": false,
"live": true,
"video": false,
"karaoke": false
},
"NationalProviderIdentifier": null,
"NoiseLevel": "average",
"OffersMilitaryDiscount": null,
"OnlineReservations": null,
"Open24Hours": null,
"BusinessOpenToAll": null,
"PlatformDelivery": null,
"RestaurantsAttire": "casual",
"RestaurantsCounterService": null,
"RestaurantsDelivery": true,
"RestaurantsGoodForGroups": true,
"RestaurantsPriceRange": [
9.0,
25.0
],
"RestaurantsPriceRange2": 2,
"RestaurantsReservations": true,
"RestaurantsTableService": true,
"RestaurantsTakeOut": true,
"Smoking": "no",
"WaitlistReservation": null,
"WheelchairAccessible": true,
"WiFi": "no",
"biz_summary": {
"summary": "Festive Mexican eatery known for flaming margaritas and lively mariachi performances.",
"is_inactive": false,
"allows_auto_summary_generation": true,
"eligible_reviews_considered": 30
},
"biz_summary_long": {
"summary": "Festive Mexican restaurant known for its Flaming Margarita, offering a menu of regional dishes like enchiladas and tacos prepared with fresh ingredients. The establishment features live music, dim lighting, and decor reminiscent of an old-world hacienda, creating a unique dining atmosphere. Guests can enjoy a full bar with mixed cocktails and a selection of imported and domestic beers.",
"is_inactive": false,
"allows_auto_summary_generation": true,
"eligible_reviews_considered": 100
}
},
"phone": "+13238747924",
"summaries": {
"short": "Festive Mexican eatery known for flaming margaritas and lively mariachi performances.",
"medium": "Festive Mexican restaurant known for its Flaming Margarita, offering a menu of regional dishes like enchiladas and tacos prepared with fresh ingredients. The establishment features live music, dim lighting, and decor reminiscent of an old-world hacienda, creating a unique dining atmosphere.",
"long": "Festive Mexican restaurant known for its Flaming Margarita, offering a menu of regional dishes like enchiladas and tacos prepared with fresh ingredients. The establishment features live music, dim lighting, and decor reminiscent of an old-world hacienda, creating a unique dining atmosphere. Guests can enjoy a full bar with mixed cocktails and a selection of imported and domestic beers."
},
"contextual_info": {
"summary": null,
"review_snippets": [],
"business_hours": [],
"photos": [
{
"original_url": "https://s3-media0.fl.yelpcdn.com/bphoto/UYVTk2tLNO3Mw6Yqt2NpRQ/o.jpg"
},
{
"original_url": "https://s3-media0.fl.yelpcdn.com/bphoto/dwMUNPrld1YBMsdNpPqobg/o.jpg"
},
{
"original_url": "https://s3-media0.fl.yelpcdn.com/bphoto/MlB8vNOe7fBNibueEqAdIg/o.jpg"
}
],
"review_snippet": "is going to be a winner: --Your Mexican Uber driver says it's his favorite [[HIGHLIGHT]]Mexican restaurant[[ENDHIGHLIGHT]]."
}
},
{
"id": "guN1ZhKrXvQabzxqdtJTYQ",
"alias": "martins-cocina-y-cantina-inglewood",
"name": "Martin's Cocina y Cantina",
"url": "https://www.yelp.com/biz/martins-cocina-y-cantina-inglewood?adjust_creative=uKZbO3XxGEy7Htt5nSGiRw&utm_campaign=yelp_api_v3&utm_medium=api_v3_public_ai_api_chat_v2&utm_source=uKZbO3XxGEy7Htt5nSGiRw",
"location": {
"address1": "162 N La Brea Ave",
"address2": null,
"address3": "",
"city": "Inglewood",
"zip_code": null,
"state": "CA",
"country": "US",
"formatted_address": "162 N La Brea Ave\nInglewood, CA 90301"
},
"coordinates": {
"latitude": 33.9641457142836,
"longitude": -118.3531207421088
},
"review_count": 933,
"price": "$$",
"rating": 4.2,
"categories": [
{
"alias": "mexican",
"title": "Mexican"
}
],
"attributes": {
"GenderNeutralRestrooms": true,
"BusinessUrl": "http://www.martinscantina.com",
"AboutThisBizBioPhotoDict": null,
"AboutThisBizBusinessRecommendation": [],
"BusinessAddressAlternate": null,
"BusinessCategorySic": null,
"BusinessMovedFrom": null,
"BusinessNameAlternate": null,
"BusinessOpeningDate": null,
"BusinessTempClosed": null,
"GroupName": null,
"StoreCode": null,
"AboutThisBizBio": null,
"AboutThisBizBioFirstName": null,
"AboutThisBizBioLastName": null,
"AboutThisBizHistory": null,
"AboutThisBizRole": null,
"AboutThisBizSpecialties": "Come visit the talk of town! The newest and hottest restaurant & cantina in the City of Inglewood. ",
"AboutThisBizYearEstablished": null,
"Alcohol": "full_bar",
"Ambience": {
"divey": false,
"hipster": null,
"casual": true,
"touristy": null,
"trendy": true,
"intimate": true,
"romantic": true,
"classy": true,
"upscale": true
},
"BikeParking": true,
"BusinessAcceptsAndroidPay": null,
"BusinessAcceptsApplePay": null,
"BusinessAcceptsBitcoin": null,
"BusinessAcceptsCreditCards": true,
"BusinessDisplayUrl": null,
"BusinessMovedTo": null,
"BusinessParking": {
"valet": false,
"garage": true,
"street": true,
"lot": false,
"validated": true
},
"BYOB": false,
"BYOBCorkage": null,
"Caters": true,
"Corkage": true,
"DogsAllowed": true,
"DriveThru": false,
"FlowerDelivery": null,
"GoodForKids": true,
"GoodForMeal": {
"breakfast": null,
"brunch": null,
"lunch": true,
"dinner": true,
"latenight": null,
"dessert": true
},
"HappyHour": true,
"HasTV": true,
"MenuUrl": "https://martinscantina.com/wp-content/uploads/2022/06/MARTINS-CANTINA-MENU_website.pdf",
"NationalProviderIdentifier": null,
"NoiseLevel": "average",
"OffersMilitaryDiscount": null,
"OngoingVigilanteEvent": null,
"OnlineReservations": null,
"Open24Hours": null,
"BusinessOpenToAll": null,
"PlatformDelivery": null,
"PokestopNearby": null,
"RestaurantsCounterService": null,
"RestaurantsDelivery": true,
"RestaurantsGoodForGroups": true,
"RestaurantsPriceRange": null,
"RestaurantsPriceRange2": 2,
"RestaurantsReservations": true,
"RestaurantsTableService": true,
"RestaurantsTakeOut": true,
"WaitlistReservation": null,
"WheelchairAccessible": true,
"WiFi": "free",
"biz_summary_long": {
"summary": "Vibrant cantina offering modern Mexican cuisine and a lively atmosphere. The establishment, with its spacious interior adorned with Mexican pop art and florals, hosts concert-themed events and offers popular menu items such as the Martin's platter, taco sampler, and margarita flights. Conveniently located near a major concert venue, it provides valet parking and an environment suitable for pre-show gatherings.",
"is_inactive": false,
"allows_auto_summary_generation": true,
"eligible_reviews_considered": 382
},
"biz_summary": {
"summary": "Mexican eatery near SoFi Stadium with vibrant atmosphere and strong margaritas.",
"is_inactive": false,
"allows_auto_summary_generation": true,
"eligible_reviews_considered": 30
}
},
"phone": "+13107744053",
"summaries": {
"short": "Mexican eatery near SoFi Stadium with vibrant atmosphere and strong margaritas.",
"medium": "Vibrant cantina offering modern Mexican cuisine and a lively atmosphere. The establishment, with its spacious interior adorned with Mexican pop art and florals, hosts concert-themed events and offers popular menu items such as the Martin's platter, taco sampler, and margarita flights.",
"long": "Vibrant cantina offering modern Mexican cuisine and a lively atmosphere. The establishment, with its spacious interior adorned with Mexican pop art and florals, hosts concert-themed events and offers popular menu items such as the Martin's platter, taco sampler, and margarita flights. Conveniently located near a major concert venue, it provides valet parking and an environment suitable for pre-show gatherings."
},
"contextual_info": {
"summary": null,
"review_snippets": [],
"business_hours": [],
"photos": [
{
"original_url": "https://s3-media0.fl.yelpcdn.com/bphoto/qL7WHe0loyaESwsDdLO0Lg/o.jpg"
},
{
"original_url": "https://s3-media0.fl.yelpcdn.com/bphoto/0M1j4yPaWpPwlMqAcTMbmQ/o.jpg"
},
{
"original_url": "https://s3-media0.fl.yelpcdn.com/bphoto/GcsURxQPB829GpDtx2ORAQ/o.jpg"
}
],
"review_snippet": "I sat in my hotel room looking for GOOD [[HIGHLIGHT]]Mexican restaurants[[ENDHIGHLIGHT]] near e airport and this place had a ton..."
}
}
]
}
],
"chat_id": "vju58zis0pot_E3snwGtPQ"
}
Relevant Fields
- response.text: General textual answer to the user’s query.
- response.tags[]: Tags that mark specific portions of the response text, including business names and highlights.
- tag_type: Identifies whether the tag marks a "business" or "highlight" in the response.
- start/end: Character positions in the response text for the tagged content.
- meta.business_id: Links tagged business names to their corresponding business data.
- types: Indicates the type of response (e.g., "business_search").
- entities.businesses[]: Array of businesses matching the query. Within each business, the following fields are particularly relevant.
- id: Unique identifier for the business, useful for referencing details or linking to more info.
- name: The restaurant’s name, directly answering the user’s request for specific Mexican restaurants.
- url: A link to the business’s full listing, providing further information.
- location: Address and city (e.g., Orange, Costa Mesa), confirming the business is in Orange County.
- coordinates: Latitude and longitude of the restaurant, confirming proximity to the requested area.
- review_count: Number of reviews, indicating popularity.
- price: Signifies how expensive the restaurant is (“$” or “$$”), helpful for determining if it is “reasonably priced.”
- rating: User rating (e.g., 4.6), addressing “popular” or well-reviewed businesses.
- categories: Includes "mexican" in the category alias or title, confirming the cuisine type.
- summaries / contextual_info_summary: Provides a concise overview of the restaurant and whether it meets the user’s needs (e.g., authenticity, price, specialties).
- chat_id: The identifier for the user’s chat session
Business questions & answers
You can also ask general or specific questions regarding businesses. The AI will reference previously returned businesses in the same conversation context (i.e., same chat_id).
Example Request
POST https://api.yelp.com/ai/chat/v2
Authorization: Bearer <Your API Key>
Content-Type: application/json
{
"query": "What are the popular dishes at the above restaurants?",
"chat_id": "123",
"user_context": {
"locale": "en_US",
"latitude": null,
"longitude": null
}
}
Example Response
{
"response": {
"text": "At Guelaguetza Restaurante, popular dishes include mole negro, tlayudas, queso fundido, and chapulines preparados. El Compadre is known for its flaming margaritas, mole enchiladas, shrimp cocktail, and fajitas. At Martin's Cocina y Cantina, guests recommend the taco sampler, chicken tortilla soup, chimichangas, and queso fundido.",
"tags": [
{
"tag_type": "business",
"start": 3,
"end": 26,
"meta": {
"business_id": "IzRINfSLBr6k_dq1e2WNew"
}
},
{
"tag_type": "highlight",
"start": 51,
"end": 113
},
{
"tag_type": "business",
"start": 115,
"end": 126,
"meta": {
"business_id": "1ZzhJds84q831qpnJC-ZFA"
}
},
{
"tag_type": "highlight",
"start": 144,
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"comment": "The alcohol drinks are delicioso also. \"Can you say delicioso, too?\" - Dora the Explorer Can't wait to come back to try the mole negro and other [[HIGHLIGHT]]popular dishes[[ENDHIGHLIGHT]].",
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"comment": "When we arrived, the place was pretty packed, and the smells from the kitchen permeated the air which made me more anxious to chow down! Wifey and I decided to share two [[HIGHLIGHT]]popular dishes-The[[ENDHIGHLIGHT]] Fiesta de Moles and a plate of their Chapulines Preparados(Crispy Grasshoppers with tomatoes and onions) I also ordered an Horchata which was prepared differently, as it came topped with canteloupe, pecans, and cactus pear syrup which was very good! ",
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"comment": "A [[HIGHLIGHT]]must try[[ENDHIGHLIGHT]] restaurant!! If I lived closer, I'd be here every weekend! The food is delicious and authentic, I love the decor, consistently excellent service and the live music is great! This place makes me feel like I'm on vacation in Mexico! I [[HIGHLIGHT]]highly recommend[[ENDHIGHLIGHT]] the mole, chiliquiles with green sauce - AND making a reservation in advance! ",
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"medium": "Festive Mexican restaurant known for its Flaming Margarita, offering a menu of regional dishes like enchiladas and tacos prepared with fresh ingredients. The establishment features live music, dim lighting, and decor reminiscent of an old-world hacienda, creating a unique dining atmosphere.",
"long": "Festive Mexican restaurant known for its Flaming Margarita, offering a menu of regional dishes like enchiladas and tacos prepared with fresh ingredients. The establishment features live music, dim lighting, and decor reminiscent of an old-world hacienda, creating a unique dining atmosphere. Guests can enjoy a full bar with mixed cocktails and a selection of imported and domestic beers."
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"comment": "We got a large booth and started with their flaming margaritas with chips and guacamole. I [[HIGHLIGHT]]highly recommend[[ENDHIGHLIGHT]] the frozen margaritas here! I tried the mango and coconut both delicious. We also ordered shrimp cocktail for the table which is a really [[HIGHLIGHT]]popular dish[[ENDHIGHLIGHT]] apparently. I'm allergic to shrimp but everyone said it was awesome. ",
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"comment": "I do not drink Margaritas but my friends said I [[HIGHLIGHT]]must try[[ENDHIGHLIGHT]] it and OMG!!!! There so good!!! You [[HIGHLIGHT]]must try[[ENDHIGHLIGHT]] one if you come here",
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"comment": "A couple of times that I've been there they have live music which is pretty nice. You [[HIGHLIGHT]]must try[[ENDHIGHLIGHT]] the Mole Enchiladas! They are amazingly delish! And there margaritas are so good! They even have ones with fire on top! All there drinks are pretty good! It has a very dark vibe in there especially the corner tables. No windows at all. So if your looking for somewhere bright and lively this isn't the place. ",
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"review_snippet": "is going to be a winner: --Your Mexican Uber driver says it's his favorite [[HIGHLIGHT]]Mexican restaurant[[ENDHIGHLIGHT]]."
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"long": "Vibrant cantina offering modern Mexican cuisine and a lively atmosphere. The establishment, with its spacious interior adorned with Mexican pop art and florals, hosts concert-themed events and offers popular menu items such as the Martin's platter, taco sampler, and margarita flights. Conveniently located near a major concert venue, it provides valet parking and an environment suitable for pre-show gatherings."
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{
"review_id": "NQuoyiKYcrAmvUCfC9f-eg",
"comment": "[[HIGHLIGHT]]Best[[ENDHIGHLIGHT]] service ever!!! Our waiter gave our group a free shot after we paid and did one with us! He was funny and so nice. Speedy service, incredible drinks (you [[HIGHLIGHT]]MUST try[[ENDHIGHLIGHT]] La Tóxica!!), great food (we got the taco sampler!) and such a lively ambiance. We had a great time!!",
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"comment": "Me and my husband favorite cocktail drink to get is a Tokyo Tea, we pay about 15-20$ per drink. You only need 1-2 to feel like you're in Tokyo Foods that are a [[HIGHLIGHT]]must try[[ENDHIGHLIGHT]] are: Chicken Tortillas Soup, Crispy Tacos, Chimichangas, Spicy Tuna Roll w Raw Salmon added. On different nights I have a different craving and this places has everything I need. ",
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"comment": "LOVED IT had a girls night out with my friend and it was absolutely amazing!! [[HIGHLIGHT]]Must try[[ENDHIGHLIGHT]] their drinks",
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"review_snippet": "I sat in my hotel room looking for GOOD [[HIGHLIGHT]]Mexican restaurants[[ENDHIGHLIGHT]] near e airport and this place had a ton..."
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Relevant Fields
- response.text: Directly provides the popular dishes at each restaurant mentioned in the query.
response.tags[]: Tags that mark specific portions of the response text, highlighting business names and popular dishes.- tag_type: Identifies whether the tag marks a "business" or "highlight" (popular dishes) in the response.
- start/end: Character positions in the response text for the tagged content.
- meta.business_id: Links tagged business names to their corresponding business data.
- types: Indicates the type of response (e.g., "business_question").
- entities.businesses[]: Array of businesses being discussed. For each business, fields of interest for popular dishes:
- id: Unique identifier for each restaurant, useful for linking dishes to specific establishments.
- name: The name of the restaurant associated with the popular dishes.
- summaries.short/medium/long: May include mentions of signature dishes or specialties (e.g., "focus on mole samplers and tlayudas", "Martin's platter, taco sampler").
- attributes.AboutThisBizSpecialties: Business-provided information about their specialty dishes and offerings.
- attributes.MenuUrl: Direct link to the restaurant's menu for additional dish information.
- contextual_info.review_snippets[]: Customer reviews that mention specific popular dishes and recommendations:
- comment: Review text that may contain dish names and customer recommendations (e.g., "must try the mole negro", "highly recommend the taco sampler").
- rating: Rating associated with the review, indicating customer satisfaction with mentioned dishes.
- location: Relevant if the user wants to confirm the location of each restaurant tied to the dishes.
- chat_id: An identifier for the user's chat session
Business one-shot questions & answers
The business one-shot questions & answers capability enables users to ask a specific question about a business without having to do a prior business search. This eliminates the need for multiple API calls, making interactions more efficient.
Example Request
POST https://api.yelp.com/ai/chat/v2
Authorization: Bearer <Your API Key>
Content-Type: application/json
{
"query": "Does Capital Grille in Costa Mesa, CA offer vegan options?",
"user_context": {
"locale": "en_US"
}
}
Example Response
{
"response": {
"text": "The Capital Grille in Costa Mesa can accommodate vegan diners with custom \"off the menu\" options, such as a tofu \"steak\" and vegan pasta with vegetables. Multiple reviews mention the staff is attentive to dietary restrictions and willing to create vegan or meatless dishes upon request. However, vegan options are not prominently featured on the standard menu, so it's best to ask your server for available choices.",
"tags": [
{
"tag_type": "business",
"start": 0,
"end": 18,
"meta": {
"business_id": "o_DuM5-WUH2V8QYTYtC7PA"
}
}
]
},
"types": [
"business_question"
],
"entities": [
{
"businesses": [
{
"id": "o_DuM5-WUH2V8QYTYtC7PA",
"alias": "the-capital-grille-costa-mesa-2",
"name": "The Capital Grille",
"url": "https://www.yelp.com/biz/the-capital-grille-costa-mesa-2?adjust_creative=uKZbO3XxGEy7Htt5nSGiRw&utm_campaign=yelp_api_v3&utm_medium=api_v3_public_ai_api_chat_v2&utm_source=uKZbO3XxGEy7Htt5nSGiRw",
"location": {
"address1": "3333 Bristol St",
"address2": "",
"address3": "",
"city": "Costa Mesa",
"zip_code": null,
"state": "CA",
"country": "US",
"formatted_address": "3333 Bristol St\nCosta Mesa, CA 92626"
},
"coordinates": {
"latitude": 33.689970390671526,
"longitude": -117.88766130041012
},
"review_count": 2490,
"price": "$$$",
"rating": 4.3,
"categories": [
{
"alias": "steak",
"title": "Steakhouses"
},
{
"alias": "seafood",
"title": "Seafood"
},
{
"alias": "wine_bars",
"title": "Wine Bars"
}
],
"attributes": {
"BusinessAcceptsAndroidPay": false,
"BusinessAcceptsApplePay": false,
"GoodForWorking": false,
"PokestopNearby": true,
"BusinessUrl": "https://www.thecapitalgrille.com/locations/ca/costa-mesa/costa-mesa/8044?cmpid=br:tcg_ag:ie_ch:loc_ca:TCGYELP_sn:yelp_gt:costa-mesa-ca-8044_pl:locurl_rd:1039",
"AboutThisBizBioPhotoDict": null,
"AboutThisBizBusinessRecommendation": [],
"BusinessAddressAlternate": null,
"BusinessCategorySic": null,
"BusinessMovedFrom": null,
"BusinessNameAlternate": null,
"BusinessOpeningDate": null,
"BusinessTempClosed": null,
"GroupName": "",
"StoreCode": "8044",
"AboutThisBizBio": null,
"AboutThisBizBioFirstName": null,
"AboutThisBizBioLastName": null,
"AboutThisBizHistory": "From the moment you step into The Capital Grille, the experience is one of comfortable elegance. African mahogany paneling and Art Deco chandeliers provide a warm, stately setting for our nationally renowned dry-aged steaks, fresh seafood, and acclaimed world-class wines. With service as gracious as it is attentive, we look forward to impressing you.",
"AboutThisBizRole": null,
"AboutThisBizSpecialties": "Make it a day to remember. From birthdays and anniversaries to professional milestones, we aim to make every gathering special at The Capital Grille. Open seven days a week, The Capital Grille is best known for our expertly prepared steaks, which are dry aged in house for 18 to 24 days and then hand-cut by our restaurant's on-premise butcher. The Capital Grille's wine list features more than 350 selections, and its floor-to-ceiling wine kiosk regularly houses 3,500 - 5,000 bottles. Reservations are recommended but not required. For more information, please visit our website. We look forward to delighting you.",
"AboutThisBizYearEstablished": "1990",
"Alcohol": "full_bar",
"Ambience": {
"divey": false,
"hipster": false,
"casual": false,
"touristy": false,
"trendy": false,
"intimate": null,
"romantic": null,
"classy": true,
"upscale": true
},
"BestNights": {
"monday": false,
"tuesday": false,
"friday": true,
"wednesday": true,
"thursday": false,
"sunday": false,
"saturday": true
},
"BikeParking": false,
"BusinessAcceptsBitcoin": null,
"BusinessAcceptsCreditCards": true,
"BusinessDisplayUrl": "https://TheCapitalGrille.com",
"BusinessMovedTo": null,
"BusinessParking": {
"garage": false,
"street": false,
"validated": false,
"lot": true,
"valet": true
},
"ByAppointmentOnly": false,
"BYOB": null,
"BYOBCorkage": null,
"Caters": true,
"CoatCheck": false,
"Corkage": null,
"DogsAllowed": false,
"DriveThru": null,
"FlowerDelivery": null,
"GenderNeutralRestrooms": null,
"GoodForDancing": false,
"GoodForKids": true,
"GoodForMeal": {
"dessert": null,
"latenight": false,
"lunch": null,
"dinner": true,
"brunch": false,
"breakfast": false
},
"HappyHour": true,
"HasTV": true,
"MenuUrl": "https://www.thecapitalgrille.com/menu/dinner/appetizers?setRestaurant=8044&cmpid=br:tcg_ag:ie_ch:loc_ca:TCGYELP_sn:yelp_gt:costa-mesa-ca-8044_pl:menu_rd:1039",
"Music": {
"dj": false,
"background_music": false,
"no_music": false,
"jukebox": false,
"live": false,
"video": false,
"karaoke": false
},
"NationalProviderIdentifier": null,
"NoiseLevel": "average",
"OffersMilitaryDiscount": null,
"OngoingVigilanteEvent": null,
"OnlineReservations": null,
"Open24Hours": null,
"BusinessOpenToAll": null,
"PlatformDelivery": null,
"RestaurantsAttire": "dressy",
"RestaurantsCounterService": null,
"RestaurantsDelivery": true,
"RestaurantsGoodForGroups": true,
"RestaurantsPriceRange": null,
"RestaurantsPriceRange2": 3,
"RestaurantsReservations": true,
"RestaurantsTableService": null,
"RestaurantsTakeOut": true,
"Smoking": "no",
"WaitlistReservation": null,
"WheelchairAccessible": true,
"WiFi": "free",
"biz_summary": null,
"biz_summary_long": null
},
"phone": "+17144321140",
"summaries": {
"short": null,
"medium": null,
"long": null
},
"contextual_info": {
"summary": null,
"review_snippets": [
{
"review_id": "l7i7F5yT14suia8UogwcNw",
"comment": "Also, Katie- The server that is usually serving the bar top tables is charming, pleasant, and natural as our conversations flow organically. She is truly a rare gem! The chef and his staff are wonderful and I cant makes a delicious [[HIGHLIGHT]]vegan[[ENDHIGHLIGHT]] pasta loaded with my husband's favorite [[HIGHLIGHT]]veggies[[ENDHIGHLIGHT]] for my husband. I am so thankful for them! The Chef and the Kitchen staff are well organized and talented in offering unique dishes to accomidate dietary restrictions. ",
"rating": 4.0
},
{
"review_id": "X4zh7T4hlW0DwhWjLncOtg",
"comment": "When I asked our excellent waiter what they offered \"off the menu\" for our little girls, he promptly rattled off anything a child could possibly want ! The girls were very pleased with their chicken fingers and fries. I happen to be a gluten free [[HIGHLIGHT]]vegan[[ENDHIGHLIGHT]], and our waiter had more \"off the menu options\" for me. YAY! I had a tofu \"steak\" which was fabulous. The other women in our party had soups and salads and ahi. ",
"rating": 5.0
},
{
"review_id": "X8Iyg0LhK7sAhIndTrLS9Q",
"comment": "One thing I really have to commend them on is they were able to make everyone's meal to their specific dietary, or other, restrictions. Among the 6 of us there, there was one person who kept kosher, one person who is a [[HIGHLIGHT]]vegan[[ENDHIGHLIGHT]], one person who has a dairy and wheat allergy and another who has a glutton allergy...regular bunch of trouble makers' lol. Table 52 made everyone happy and changed and swapped out ingredients in meals so that everyone could get what they wanted and they made sure to take the time to make it taste good too! ",
"rating": 4.0
}
],
"business_hours": [],
"photos": [
{
"original_url": "https://s3-media0.fl.yelpcdn.com/bphoto/E3Bom7Vp35dY6asrWsXHIg/o.jpg"
},
{
"original_url": "https://s3-media0.fl.yelpcdn.com/bphoto/iYb2Cjs7_Xuni1eaOVtDNw/o.jpg"
},
{
"original_url": "https://s3-media0.fl.yelpcdn.com/bphoto/CVWx6PzuKk16jbW6kUXVog/o.jpg"
}
],
"review_snippet": "I wish everybody knew that [[HIGHLIGHT]]Capital Grille[[ENDHIGHLIGHT]] is a fantastic restaurant for both steaks and seafood."
}
}
]
}
],
"chat_id": "ndIyU-uYXvDCRahuqDcbzQ"
}
Relevant Fields:
- response.text: Directly addresses the vegan dining options at The Capital Grille, including specific dishes and accommodation details.
- response.tags[]: Tags that mark specific portions of the response text, highlighting the business name.
- tag_type: Identifies whether the tag marks a "business" in the response.
- start/end: Character positions in the response text for the tagged content.
- meta.business_id: Links the tagged business name to its corresponding business data.
- types: Indicates the type of response (e.g., "business_question").
- entities.businesses[]: Array containing the business being discussed. For this business, fields of interest for vegan options:
- id: Unique identifier for The Capital Grille, useful for linking vegan information to the specific restaurant.
- name: The name of the restaurant being queried about vegan options.
- location: Restaurant address in Costa Mesa, confirming the specific location being discussed.
- categories: Shows restaurant type (Steakhouses, Seafood, Wine Bars), providing context for why vegan options might be limited or require customization.
- attributes.MenuUrl: Direct link to the restaurant's menu for checking standard vegan offerings.
- attributes.AboutThisBizSpecialties: Business description mentioning their focus on steaks and seafood, explaining why vegan options are "off menu."
- contextual_info.review_snippets[]: Customer reviews that specifically mention vegan dining experiences:
- comment: Review text containing direct references to vegan accommodations (e.g., "vegan pasta loaded with veggies", "tofu steak", mentions of dietary restriction accommodations).
- rating: Rating associated with reviews mentioning vegan options, indicating customer satisfaction with accommodations.
- phone: Contact information for calling ahead to discuss vegan options, as suggested in the response.
- chat_id: An identifier for the user's chat session.
Business comparisons
Comparisons let you evaluate two or more businesses on specific dimensions, sometimes including ratings, pricing, or features.
Example Request
POST https://api.yelp.com/ai/chat/v2
Authorization: Bearer <Your API Key>
Content-Type: application/json
{
"query": "Compare Red King and Original King ramen dishes at Ramen Nagi in Palo Alto",
"chat_id": null,
"user_context": {
"locale": "en_US",
"latitude": null,
"longitude": null
}
}
Example Response
{
"response": {
"text": "At Ramen Nagi in Palo Alto, the Red King is known for its spicy, oil-based broth with garlic and chili, and you can customize the spice level from 1 to 10. The Original King features a classic, creamy tonkotsu pork broth that's rich but less intense and less oily than the Red King. Reviews say the Red King is more flavorful and bold, while the Original King is milder and a good choice if you want something less spicy or salty. Both are highly customizable, but the Red King stands out for those who want a kick of spice and deeper flavor.",
"tags": [
{
"tag_type": "business",
"start": 3,
"end": 13,
"meta": {
"business_id": "vhfPni9pci29SEHrN1OtRg"
}
},
{
"tag_type": "highlight",
"start": 32,
"end": 40
},
{
"tag_type": "highlight",
"start": 160,
"end": 173
}
]
},
"types": [
"business_question"
],
"entities": [
{
"businesses": [
{
"id": "vhfPni9pci29SEHrN1OtRg",
"alias": "ramen-nagi-palo-alto",
"name": "Ramen Nagi",
"url": "https://www.yelp.com/biz/ramen-nagi-palo-alto?adjust_creative=uKZbO3XxGEy7Htt5nSGiRw&utm_campaign=yelp_api_v3&utm_medium=api_v3_public_ai_api_chat_v2&utm_source=uKZbO3XxGEy7Htt5nSGiRw",
"location": {
"address1": "541 Bryant St",
"address2": "",
"address3": null,
"city": "Palo Alto",
"zip_code": null,
"state": "CA",
"country": "US",
"formatted_address": "541 Bryant St\nPalo Alto, CA 94301"
},
"coordinates": {
"latitude": 37.445523,
"longitude": -122.1607073261
},
"review_count": 3172,
"price": "$$",
"rating": 4.5,
"categories": [
{
"alias": "ramen",
"title": "Ramen"
},
{
"alias": "noodles",
"title": "Noodles"
}
],
"attributes": {
"BusinessAcceptsAndroidPay": true,
"BusinessAcceptsApplePay": true,
"GenderNeutralRestrooms": true,
"BusinessUrl": "http://ramennagiusa.com",
"AboutThisBizBioPhotoDict": null,
"AboutThisBizBusinessRecommendation": [],
"BusinessAddressAlternate": null,
"BusinessCategorySic": null,
"BusinessMovedFrom": null,
"BusinessNameAlternate": null,
"BusinessOpeningDate": null,
"BusinessTempClosed": null,
"GroupName": null,
"StoreCode": null,
"AboutThisBizBio": null,
"AboutThisBizBioFirstName": null,
"AboutThisBizBioLastName": null,
"AboutThisBizHistory": null,
"AboutThisBizRole": null,
"AboutThisBizSpecialties": "Authentic award-winning tonkotsu ramen from Tokyo.",
"AboutThisBizYearEstablished": null,
"Alcohol": "none",
"Ambience": {
"divey": false,
"hipster": null,
"casual": true,
"touristy": null,
"trendy": true,
"intimate": false,
"romantic": false,
"classy": false,
"upscale": false
},
"BikeParking": false,
"BusinessAcceptsBitcoin": false,
"BusinessAcceptsCreditCards": true,
"BusinessDisplayUrl": null,
"BusinessMovedTo": null,
"BusinessParking": {
"garage": false,
"street": true,
"validated": false,
"lot": false,
"valet": false
},
"BYOB": false,
"BYOBCorkage": "no",
"Caters": false,
"Corkage": null,
"DogsAllowed": false,
"DriveThru": null,
"FlowerDelivery": null,
"GoodForKids": true,
"GoodForMeal": {
"breakfast": false,
"brunch": null,
"lunch": true,
"dinner": true,
"latenight": false,
"dessert": false
},
"HappyHour": false,
"HasTV": false,
"MenuUrl": null,
"NationalProviderIdentifier": null,
"NoiseLevel": "average",
"OffersMilitaryDiscount": null,
"OngoingVigilanteEvent": null,
"OnlineReservations": null,
"Open24Hours": null,
"BusinessOpenToAll": null,
"PlatformDelivery": null,
"PokestopNearby": null,
"RestaurantsCounterService": null,
"RestaurantsDelivery": false,
"RestaurantsGoodForGroups": false,
"RestaurantsPriceRange": null,
"RestaurantsPriceRange2": 2,
"RestaurantsReservations": false,
"RestaurantsTableService": true,
"RestaurantsTakeOut": false,
"WaitlistReservation": null,
"WheelchairAccessible": true,
"WiFi": "no",
"biz_summary": null,
"biz_summary_long": null
},
"phone": "",
"summaries": {
"short": null,
"medium": null,
"long": null
},
"contextual_info": {
"summary": null,
"review_snippets": [
{
"review_id": "iUz15-p--gOfsIzVeFq2yQ",
"comment": "You can customize how heavy in flavor, oil and garlic you want your ramen to be. There are standard flavors to choose from (regular, black king with squid ink, [[HIGHLIGHT]]red king[[ENDHIGHLIGHT]] that's supposedly for spicy lovers and so on). We opted for the black king and [[HIGHLIGHT]]red king[[ENDHIGHLIGHT]]... I chose level 4 spice on my [[HIGHLIGHT]]red king[[ENDHIGHLIGHT]] (no additional cost for more spice). Cost - PALO ALTO PRICES. A bowl of ramen was very expensive (~$14.75) and it includes limited toppings, no egg, and very tiny portion of noodles. ",
"rating": 4.0
},
{
"review_id": "hxnZXvUdowWzaZttawF9vA",
"comment": "If it is, your server will introduce to you the different types of ramen they have and how you can order. They recommended for first time customers the Original King or the [[HIGHLIGHT]]Red King[[ENDHIGHLIGHT]]. The [[HIGHLIGHT]]Red King[[ENDHIGHLIGHT]] is basically like the Original King, but oil based. I really liked the ordering system because it reminds me so much of Japan. They give you a piece of paper where you can pick the type of ramen you want and your preferences for the strength of flavor, richness in oil, garlic, pork, vegetables, spice level, and types of noodles. ",
"rating": 5.0
},
{
"review_id": "5vf7wZ4fLCScVeO2HfiSnA",
"comment": "The broth and noodles really are the highlight of the dish and are flavorful enough for a cult following. I tried my friend's order too, and it was delicious but [[HIGHLIGHT]]red king[[ENDHIGHLIGHT]] definitely won my undying affection for its delicious glory. To make a comparison, the original is like winning your first tennis match, and the [[HIGHLIGHT]]red king[[ENDHIGHLIGHT]] is like winning a decisive match in the state semi-finals. I was seriously worried I would not be able to finish my bowl because I had eaten the first third of it too fast. ~$15 takes you very far in terms of quantity per price. ",
"rating": 5.0
}
],
"business_hours": [],
"photos": [
{
"original_url": "https://s3-media0.fl.yelpcdn.com/bphoto/fq_v5cZjPj9s6zYIz1aolQ/o.jpg"
},
{
"original_url": "https://s3-media0.fl.yelpcdn.com/bphoto/drfM2Z9lcAFyYWcOTQLKIw/o.jpg"
},
{
"original_url": "https://s3-media0.fl.yelpcdn.com/bphoto/VDCE6oWhiOUY8o9TL-RmKA/o.jpg"
}
],
"review_snippet": "Like many popular ramen establishments, [[HIGHLIGHT]]Ramen Nagi[[ENDHIGHLIGHT]] specializes in Tonkotsu broth but mixes it up by..."
}
}
]
}
],
"chat_id": "EkZFEgibp0arnaDniyyrKA"
}
Relevant Fields
- response.text: Directly compares the Red King and Original King ramen options, detailing their flavor profiles, spice levels, and customer preferences.
- response.tags[]: Tags that mark specific portions of the response text, highlighting the business name and key ramen types.
- tag_type: Identifies whether the tag marks a "business" or "highlight" (specific ramen dishes) in the response.
- start/end: Character positions in the response text for the tagged content.
- meta.business_id: Links the tagged business name to its corresponding business data.
- types: Indicates the type of response (e.g., "business_question").
- entities.businesses[]: Array containing the business being discussed. For this business, fields of interest for ramen comparison:
- id: Unique identifier for Ramen Nagi, useful for linking dish information to the specific restaurant.
- name: The name of the restaurant being queried about ramen options.
- location: Restaurant address in Palo Alto, confirming the specific location being discussed.
- categories: Shows restaurant type (Ramen, Noodles), confirming the cuisine specialty.
- attributes.AboutThisBizSpecialties: Business description mentioning "Authentic award-winning tonkotsu ramen from Tokyo," providing context for their ramen expertise.
- price: Price range ("$$") indicating the cost level mentioned in reviews.
- rating: High rating (4.5) supporting the quality claims made in the comparison.
- contextual_info.review_snippets[]: Customer reviews that specifically mention Red King and Original King experiences:
- comment: Review text containing direct comparisons and descriptions of both ramen types (e.g., spice level customization, oil-based differences, flavor intensity comparisons, ordering system details).
- rating: Rating associated with reviews mentioning these specific dishes, indicating customer satisfaction with each option.
- contextual_info.review_snippet: Additional context about the restaurant's tonkotsu specialization.
- chat_id: An identifier for the user's chat session.
Making restaurant reservations
The Yelp Fusion AI API can process restaurant reservation requests and provide available booking options through integrated reservation systems.
Example Request
POST https://api.yelp.com/ai/chat/v2
Authorization: Bearer <Your API Key>
Content-Type: application/json
{
"query": "I'd like a reservation for four at Chubby Cattle in Chicago this Friday at 8pm",
"user_context": {
"locale": "en_US",
"latitude": 41.8781,
"longitude": -87.6298
}
}
Example Response
{
"response": {
"text": "Tuscany Steakhouse has tables for two available on Saturday, June 28, 2025, throughout the evening. You can book as early as 6:00 PM or as late as 10:15 PM. Let me know your preferred time, and I can help you reserve a table.",
"tags": [
{
"tag_type": "business",
"start": 0,
"end": 18,
"meta": {
"business_id": "4WDHrSodF1Xidv9ezS6Sgg"
}
},
{
"tag_type": "highlight",
"start": 125,
"end": 132
},
{
"tag_type": "highlight",
"start": 147,
"end": 155
}
]
},
"types": ["reservation"],
"entities": [
{
"businesses": [
{
"id": "4WDHrSodF1Xidv9ezS6Sgg",
"alias": "tuscany-steakhouse-new-york",
"name": "Tuscany Steakhouse",
"url": "https://www.yelp.com/biz/tuscany-steakhouse-new-york?adjust_creative=uKZbO3XxGEy7Htt5nSGiRw&utm_campaign=yelp_api_v3&utm_medium=api_v3_public_ai_api_chat_v2&utm_source=uKZbO3XxGEy7Htt5nSGiRw",
"location": {
"address1": "117 W 58th St",
"address2": null,
"address3": "",
"city": "New York",
"zip_code": null,
"state": "NY",
"country": "US",
"formatted_address": "117 W 58th St\nNew York, NY 10019"
},
"coordinates": {
"latitude": 40.7654481,
"longitude": -73.9773555
},
"review_count": 281,
"price": "$$$",
"rating": 4.6,
"categories": [
{
"alias": "steak",
"title": "Steakhouses"
},
{
"alias": "italian",
"title": "Italian"
},
{
"alias": "seafood",
"title": "Seafood"
}
],
"attributes": {
"BusinessAcceptsAndroidPay": false,
"BusinessAcceptsApplePay": false,
"BusinessUrl": "http://www.tuscanysteakhouse.com",
"AboutThisBizBioPhotoDict": null,
"AboutThisBizBusinessRecommendation": [],
"BusinessAddressAlternate": null,
"BusinessCategorySic": null,
"BusinessMovedFrom": null,
"BusinessNameAlternate": null,
"BusinessOpeningDate": null,
"BusinessTempClosed": null,
"GroupName": null,
"StoreCode": null,
"AboutThisBizBio": null,
"AboutThisBizBioFirstName": null,
"AboutThisBizBioLastName": null,
"AboutThisBizHistory": null,
"AboutThisBizRole": null,
"AboutThisBizSpecialties": "Newest Steakhouse in Manhattan",
"AboutThisBizYearEstablished": "2017",
"Alcohol": "full_bar",
"Ambience": {
"divey": false,
"hipster": false,
"casual": null,
"touristy": null,
"trendy": null,
"intimate": null,
"romantic": null,
"classy": true,
"upscale": true
},
"BikeParking": true,
"BusinessAcceptsBitcoin": null,
"BusinessAcceptsCreditCards": true,
"BusinessDisplayUrl": null,
"BusinessMovedTo": null,
"BusinessParking": {
"valet": false,
"garage": true,
"street": false,
"lot": false,
"validated": false
},
"BYOB": null,
"BYOBCorkage": null,
"Caters": true,
"Corkage": null,
"DogsAllowed": false,
"DriveThru": null,
"FlowerDelivery": null,
"GenderNeutralRestrooms": null,
"GoodForKids": false,
"GoodForMeal": {
"dessert": true,
"latenight": null,
"lunch": null,
"dinner": true,
"brunch": null,
"breakfast": null
},
"HappyHour": null,
"HasTV": true,
"MenuUrl": null,
"NationalProviderIdentifier": null,
"NoiseLevel": "average",
"OffersMilitaryDiscount": null,
"OngoingVigilanteEvent": null,
"OnlineReservations": null,
"Open24Hours": null,
"BusinessOpenToAll": null,
"PlatformDelivery": null,
"PokestopNearby": null,
"RestaurantsAttire": "casual",
"RestaurantsCounterService": null,
"RestaurantsDelivery": true,
"RestaurantsGoodForGroups": true,
"RestaurantsPriceRange": null,
"RestaurantsPriceRange2": 3,
"RestaurantsReservations": true,
"RestaurantsTableService": true,
"RestaurantsTakeOut": true,
"WaitlistReservation": true,
"WheelchairAccessible": null,
"WiFi": "free",
"biz_summary": {
"summary": "Classic steakhouse with a cozy atmosphere featuring perfectly cooked steaks.",
"is_inactive": false,
"allows_auto_summary_generation": true,
"eligible_reviews_considered": 30
},
"biz_summary_long": {
"summary": "Upscale steakhouse offering a blend of American and Italian cuisine, featuring dry-aged steaks and fresh seafood. Notable menu items include the Porterhouse for two and Filet Mignon, complemented by handcrafted cocktails and fine wines. The restaurant features a modern and intimate interior, with private dining options available for events. It is also accessible for guests with disabilities.",
"is_inactive": false,
"allows_auto_summary_generation": true,
"eligible_reviews_considered": 68
}
},
"phone": "+12127578630",
"summaries": {
"short": "Classic steakhouse with a cozy atmosphere featuring perfectly cooked steaks.",
"medium": "Upscale steakhouse offering a blend of American and Italian cuisine, featuring dry-aged steaks and fresh seafood. Notable menu items include the Porterhouse for two and Filet Mignon, complemented by handcrafted cocktails and fine wines. The restaurant features a modern and intimate interior, with private dining options available for events.",
"long": "Upscale steakhouse offering a blend of American and Italian cuisine, featuring dry-aged steaks and fresh seafood. Notable menu items include the Porterhouse for two and Filet Mignon, complemented by handcrafted cocktails and fine wines. The restaurant features a modern and intimate interior, with private dining options available for events. It is also accessible for guests with disabilities."
},
"contextual_info": {
"summary": null,
"review_snippets": [],
"business_hours": [],
"photos": [
{
"original_url": "https://s3-media0.fl.yelpcdn.com/bphoto/-ntrLHjqTqc7-M-7YNsOoQ/o.jpg"
},
{
"original_url": "https://s3-media0.fl.yelpcdn.com/bphoto/kkLbCqRP_SmRh3K2uJmZMQ/o.jpg"
},
{
"original_url": "https://s3-media0.fl.yelpcdn.com/bphoto/i3eBkuB_wy0iA7_ldTOuOw/o.jpg"
}
],
"review_snippet": "Fantastic food and people. I highly recommend [[HIGHLIGHT]]Tuscany Steakhouse[[ENDHIGHLIGHT]]. We arrived in the City after..."
}
}
]
}
],
"chat_id": "usJAlEt4uY_eWEcND3lodw"
}
Relevant Fields
- response.text: General textual answer to the user's query about restaurant availability and reservation options.
- response.tags[]: Array of tags marking important text elements. Within each tag:
- tag_type: Type of tag (e.g., "business" for restaurant names, "highlight" for emphasized text).
- start/end: Character positions for the tagged text in the response.
- meta.business_id: Links the tagged business name to the full business entity.
- types: Indicates the type of response (e.g., "reservation").
- entities.businesses[]: Array of businesses matching the query. Within each business, the following fields are particularly relevant:
- id: Unique identifier for the business, useful for referencing details or linking to more info.
- name: The restaurant's name (e.g., "Tuscany Steakhouse").
- url: A link to the business's full Yelp listing, providing further information.
- location: Full address information including street, city, state, and formatted address.
- coordinates: Latitude and longitude of the restaurant for mapping purposes.
- review_count: Number of reviews (281), indicating popularity and reliability of ratings.
- price: Price range indicator ("$"), showing upscale pricing.
- rating: User rating (4.6), indicating overall customer satisfaction.
- categories: Restaurant types (e.g., "Steakhouses", "Italian", "Seafood").
- phone: Contact number for direct reservations or inquiries.
- attributes: Detailed business attributes including:
- RestaurantsReservations: Confirms if reservations are accepted (true).
- Ambience: Atmosphere descriptors (e.g., "classy", "upscale").
- GoodForMeal: Indicates which meals are served (dinner, dessert).
- summaries: Multiple length descriptions of the restaurant highlighting key features.
- contextual_info.photos: Array of photo URLs showing the restaurant's appearance.
Limitations
Currently, the Yelp Fusion AI API does not support:
- Providing step-by-step directions to a business location.
- Non-business-related queries (e.g., health advice, financial advice).
We’re continually improving and expanding the feature set. Keep an eye on our Changelog for updates on upcoming capabilities!
Updated 28 days ago