Customer Story

How PayU streamlined Customer Onboarding For Digital Lenders using Docsumo

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Best in class for capturing data from financial documents

“We are using Docsumo’s APIs for automating data capture from bank statements and identity cards while on-boarding customers.  It has reduced the time our operations team spends on data entry by manifolds while providing a much better customer experience.”

Prashanth Ranganathan

CEO, PayU Credit

About the customer

PayU are a multinational fintech company providing payment technology to merchants in 20 countries. They operate a digital lending platform in India, processing over 100,000 loan applications a month and disbursing over $200mn in retail loans annually.
Industry
Retail Lending
Company size
1500+ Employees
Portfolio Units
100,000+ per Month
Document Processed
$200+ Million/Year

The case study: In a nutshell

Before

Manually scanning id & income verification documents
500+ underwriters process 100,000+ applications on a weekly process
Scanning data from 100+ bank statement types from 100+ banks manually is cumbersome
Little to no validation done on captured data
All documents had to undergo double manual entry

After

Capture data from unstructured documents with smart AI-based APIs
Employees review only exceptions
All the variations in layout is taken care by ML-based smart data extraction API
Docsumo's algorithms auto-classify letters and validate data with custom rules in real-time
95%+ straight through processing

The Challenge

Process unstructured id & income verification documents

  • Payu collects identity proof, address proof and income proof from each customer for onboarding.

Identify & classify documents

  • Payu needs to classify 7 different document types for each applications and queued for manual data extraction
  • Data to extract includes id and income verification details, tax, and transaction details

Capture data from bank statements with 100+ layouts from 100+ banks

  • Not only did the structures vary for different bank statements but the position of data to capture varies for these documents
  • Some of them were in tabular formats.

Categorize & derive attributes from extracted data

  • The manual extraction lacked a logical validation of payment and trasaction details.

The Docsumo Solution

Ingesting id & income verification documents

  • API-based direct integration that seamlessly ingests Bank Statements, Checks, Passport, Driving License, Voter ID, National ID (Aadhaar), and Utility Bills onto Docsumo.

Pre-processing and getting ready for data extraction

  • Inbuilt document pre-processors identified the letter formats (JPG, PDF, PNG etc.) and queued them up for data extraction.

Data extraction from unstructured text

  • Docsumo's OCR module used the vectorized position reference in a letter to extract data.
  • The OCR not only parsed through letters with varying fonts, layouts, image quality, and resolution; it even extracted data from the tables with 95%+ accuracy.

Intelligent categorization of key value pairs

  • Our proprietary NLP-based classification framework started rapidly learning from all the documents. It was trained to categorize key value pairs and line items.
  • Another algorithm started making intelligent predictions to identify the data within a letter.

Rule-based data validation

  • Once the data is extracted, a rule-based validation engine applied contextual data validation and correction algorithms.

Integration with downstream software

  • The data was extracted in a JSON format that was easily integrated into NDR's Salesforce instance via APIs and iframe.

Result: 99%+ Data extraction accuracy

10x
Faster processing of unstructured data
95%
Touchless processing using smart validation rules
99%
Data accuracy with intelligent automation
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