Transform raw transaction data into structured, actionable insights
with our advanced AI-powered entity recognition.
Transform raw transaction descriptions into structured, actionable data
Standardize merchant names across different payment processors and formats
Extract and validate location data from transaction descriptions
Connect merchants to their parent companies for better spend analysis
Our advanced AI models transform messy transaction data into clean, structured information
Send raw transaction descriptions via our API
Our models analyze and extract entity information
Names are standardized and enriched with metadata
Receive clean, normalized entity data
// Example API Response
{
"id": "3c5b2d5b-4a4b-41f9-a830-7c1840831892",
"entity": {
"description": "Apple is a multinational technology company known for its consumer electronics, software, and online services. The transaction was processed through Apple's own payment system, with no external intermediaries involved.",
"id": "6890b942-df95-43f5-8f38-a5dcee46d24a",
"intermediaries": [],
"logo": "https://logos.ledgerbeam.com/www.apple.com",
"name": "Apple",
"type": "merchant",
"website": "https://www.apple.com"
},
"category": {
"primary": "Entertainment",
"secondary": [
"Streaming Service",
"Digital Content",
"Subscription Service"
],
"accounting_category": "Subscriptions",
"tags": [
"streaming",
"digital-content",
"subscription"
]
},
"location": {
"address": "1 Infinite Loop, Cupertino, CA 95014, USA",
"street": "1 Infinite Loop",
"city": "Cupertino",
"state": "California",
"country": "United States",
"country_code": "US",
"postal_code": "95014",
"latitude": 37.33182,
"longitude": -122.03118,
"maps": {
"google_maps_url": "https://www.google.com/maps/search/?api=1&query=1+Infinite+Loop,+Cupertino,+CA+95014,+USA",
"apple_maps_url": "https://maps.apple.com/?q=1+Infinite+Loop,+Cupertino,+CA+95014,+USA",
"waze_url": "https://waze.com/ul?q=1+Infinite+Loop,+Cupertino,+CA+95014,+USA"
}
},
"recurrence": {
"is_recurring": true,
"frequency": "monthly",
"next_occurrence": "2025-07-24",
"confidence_score": 0.95
},
"confidence_score": 0.95
}
See how Entity Identification powers innovative financial experiences
Provide users with clean, recognizable merchant names and logos
Group transactions by merchant and parent company for better insights
Identify suspicious transactions with anomalous merchant information
Map spending patterns across geographic locations
Accuracy Rate
Response Time
Entities Identified
Countries Covered