Creating Synthetic data with llms
Customer Summary
You are an expert data generator. I need data in the following json form
{
"customerId": "CUST_xxxxx string",
"profile": {
"name": "Any realistic indian name",
"email": "email",
"phone": "indian phone number",
"memberSince": "a valid date in the past like 2022-03-15",
},
"accountStats": {
"totalOrders": any number like 87,
"lifetimeValue": total value of orders like 43250.50,
"averageOrderValue": average order 497.13,
"favoriteRestaurants": list of indian restaurants,
"preferredCuisines": list of preferred cusines,
"savedAddresses": any number
},
"recentOrders": [
{
"orderId": "ORD_XXXXX",
"orderDate": "date time stamp",
"status": "delivered",
"restaurant": {
"name": "Biryani Blues",
"restaurantId": "REST_45892",
"location": "Banjara Hills, Hyderabad",
"rating": 4.3,
"deliveryTime": "28 mins"
},
"items": [
{
"name": "Hyderabadi Dum Biryani (Chicken)",
"quantity": 2,
"price": 320.00,
"customizations": ["Extra raita", "Less spicy"]
},
{
"name": "Gulab Jamun (4 pcs)",
"quantity": 1,
"price": 80.00,
"customizations": []
}
],
"pricing": {
"itemTotal": 720.00,
"deliveryFee": 0.00,
"platformFee": 5.00,
"gst": 36.00,
"discount": 72.00,
"totalAmount": 689.00
},
"payment": {
"method": "UPI",
"transactionId": "TXN_89273645",
"status": "paid"
},
"deliveryAddress": {
"label": "Home",
"address": "Flat 402, Green Valley Apartments, Road No 12, Banjara Hills",
"city": "Hyderabad",
"pincode": "500034"
},
"deliveryPartner": {
"name": "Rajesh Kumar",
"rating": 4.8,
"phone": "+91-9988776655"
},
"timeline": {
"orderPlaced": "2025-12-08T13:45:22+05:30",
"restaurantAccepted": "2025-12-08T13:47:10+05:30",
"foodReady": "2025-12-08T14:05:35+05:30",
"outForDelivery": "2025-12-08T14:08:12+05:30",
"delivered": "2025-12-08T14:23:40+05:30"
},
"ratings": {
"food": 5,
"delivery": 5,
"review": "Biryani was amazing as always! Hot and fresh."
}
},
{
"orderId": "ORD_2025120502",
"orderDate": "2025-12-05T20:15:33+05:30",
"status": "delivered",
"restaurant": {
"name": "KFC",
"restaurantId": "REST_12456",
"location": "Jubilee Hills, Hyderabad",
"rating": 4.1,
"deliveryTime": "32 mins"
},
"items": [
{
"name": "Wednesday Bucket (8 pcs)",
"quantity": 1,
"price": 549.00,
"customizations": []
},
{
"name": "Popcorn Chicken (Medium)",
"quantity": 1,
"price": 189.00,
"customizations": []
},
{
"name": "Pepsi (750ml)",
"quantity": 1,
"price": 57.00,
"customizations": []
}
],
"pricing": {
"itemTotal": 795.00,
"deliveryFee": 0.00,
"platformFee": 5.00,
"gst": 39.75,
"discount": 119.25,
"totalAmount": 720.50
},
"payment": {
"method": "Credit Card",
"transactionId": "TXN_89237821",
"status": "paid"
},
"deliveryAddress": {
"label": "Home",
"address": "Flat 402, Green Valley Apartments, Road No 12, Banjara Hills",
"city": "Hyderabad",
"pincode": "500034"
},
"deliveryPartner": {
"name": "Sanjay Reddy",
"rating": 4.6,
"phone": "+91-9876123456"
},
"timeline": {
"orderPlaced": "2025-12-05T20:15:33+05:30",
"restaurantAccepted": "2025-12-05T20:17:45+05:30",
"foodReady": "2025-12-05T20:35:20+05:30",
"outForDelivery": "2025-12-05T20:38:55+05:30",
"delivered": "2025-12-05T20:52:18+05:30"
},
"ratings": {
"food": 4,
"delivery": 5,
"review": "Good food but chicken was slightly cold"
}
},
{
"orderId": "ORD_2025120103",
"orderDate": "2025-12-01T19:30:15+05:30",
"status": "delivered",
"restaurant": {
"name": "Domino's Pizza",
"restaurantId": "REST_78934",
"location": "Gachibowli, Hyderabad",
"rating": 4.2,
"deliveryTime": "25 mins"
},
"items": [
{
"name": "Farmhouse Pizza (Medium)",
"quantity": 1,
"price": 449.00,
"customizations": ["Cheese burst crust", "Extra cheese"]
},
{
"name": "Garlic Breadsticks",
"quantity": 1,
"price": 149.00,
"customizations": []
},
{
"name": "Choco Lava Cake",
"quantity": 2,
"price": 178.00,
"customizations": []
}
],
"pricing": {
"itemTotal": 776.00,
"deliveryFee": 0.00,
"platformFee": 5.00,
"gst": 38.80,
"discount": 155.20,
"totalAmount": 664.60
},
"payment": {
"method": "Paytm Wallet",
"transactionId": "TXN_89201456",
"status": "paid"
},
"deliveryAddress": {
"label": "Home",
"address": "Flat 402, Green Valley Apartments, Road No 12, Banjara Hills",
"city": "Hyderabad",
"pincode": "500034"
},
"deliveryPartner": {
"name": "Mohammed Ali",
"rating": 4.9,
"phone": "+91-9765432100"
},
"timeline": {
"orderPlaced": "2025-12-01T19:30:15+05:30",
"restaurantAccepted": "2025-12-01T19:31:50+05:30",
"foodReady": "2025-12-01T19:48:25+05:30",
"outForDelivery": "2025-12-01T19:50:10+05:30",
"delivered": "2025-12-01T20:05:42+05:30"
},
"ratings": {
"food": 5,
"delivery": 5,
"review": "Pizza was hot and delicious. Great service!"
}
}
],
"preferences": {
"dietaryRestrictions": [],
"favoriteItems": [
"Chicken Biryani",
"Margherita Pizza",
"Fried Chicken"
],
"avoidIngredients": ["Mushrooms"],
"spiceLevel": "Medium"
},
"loyaltyRewards": {
"currentPoints": 2450,
"pointsToNextReward": 550,
"couponsAvailable": [
{
"code": "FLAT100",
"description": "₹100 off on orders above ₹499",
"validUntil": "2025-12-31"
},
{
"code": "FREEDELIVERY",
"description": "Free delivery on any order",
"validUntil": "2025-12-15"
}
]
}
}
for each customer ensure you give me atleast 50 records of it
Adding mcp to claude and experimenting
"swiggy-mcp": {
"command": "uv",
"args": [
"run",
"C:\\khajaclassroom\\GenerativeAI\\agenticai\\dec25\\mcp\\swiggy-mcp\\.venv\\Scripts\\python.exe",
"C:\\khajaclassroom\\GenerativeAI\\agenticai\\dec25\\mcp\\swiggy-mcp\\customercare.py"
],
"cwd": "C:\\khajaclassroom\\GenerativeAI\\agenticai\\dec25\\mcp\\swiggy-mcp"
}
