AI-Powered Lending Platform Case Study — NBFC Loan Origination & KYC Automation
AI AutomationFintechNBFC

AI-Powered Lending Platform for a Growing NBFC

An end-to-end loan origination, KYC automation and collection management system that reduced loan processing time by 68% and scaled to serve over 50,000 active borrowers.

68%
Faster Processing
50K+
Active Borrowers
4 mo
Delivery Time
Project Overview
Client TypeNBFC, India
IndustryFintech & Lending
Timeline4 months
Team5 engineers + design
StatusLive in Production
The Problem

A Growing NBFC Running on Spreadsheets

The client was a mid-size NBFC growing rapidly through a direct sales team and digital marketing channels. Monthly loan disbursals had grown to ₹8 crore but the back-end was still running on a patchwork of spreadsheets, WhatsApp groups and manual document reviews.

The core problems were clear: loan officers were spending 3–4 days on manual KYC verification that could be automated. Collection teams had no unified system for tracking overdue accounts. Management had no real-time view of portfolio health without waiting for weekly Excel reports.

A third-party NBFC software vendor had quoted ₹45 lakhs for an off-the-shelf system that would not fit the client's specific loan products, collections process or reporting requirements. We were brought in to build a purpose-built system at a fraction of that cost.

Key Pain Points

3–4 day manual KYC verification turnaround
No unified collection dashboard — teams used separate WhatsApp groups
Weekly manual portfolio reports — no real-time management visibility
Loan applications tracked in Google Sheets — prone to duplication and errors
No borrower self-service — all queries handled manually by customer support
The Solution

Whhere Built

📋
Loan Origination System
Digital application flow with multi-product support, branch-wise tracking, loan officer assignment, document upload portal and automated eligibility pre-check.
🤖
AI KYC Automation
OCR-based extraction from Aadhaar, PAN, bank statements and ITRs. Automated liveness check integration and CIBIL API connection reduced KYC time from 3 days to 4 hours.
💰
EMI & Repayment Engine
Automated EMI schedule generation, NACH mandate management, payment reconciliation and overdue flagging with configurable grace periods and penalty calculations.
📞
Collection Management Dashboard
Unified collection workspace with bucket-wise view, call log recording, disposition tracking, team performance metrics and escalation workflow management.
📊
Management Analytics Dashboard
Real-time portfolio dashboard with NPA tracking, disbursement velocity, team performance, branch-wise breakdown and configurable KPI alerts for senior management.
📱
Borrower Mobile App
iOS and Android app for borrowers to check loan status, view EMI schedule, make payments, download statements and raise service requests — reducing support call volume by 40%.
Technical Approach

Architecture & Technology

The system was built as a modular web application with separate services for origination, servicing, collections and analytics — connected via a shared API layer. This allowed the NBFC to enable modules incrementally rather than a big-bang launch.

The AI KYC layer used a combination of AWS Textract for document OCR and a custom validation layer that cross-checked extracted data against CIBIL and DigiLocker APIs. The collection dashboard used WebSocket connections for real-time agent activity tracking.

React.jsNode.jsPostgreSQLRedisAWS TextractCIBIL APIRazorpayReact NativeAWS EC2WebSockets
Results

Measurable Outcomes

68%
Reduction in loan processing time — from 3–4 days to under 8 hours for complete KYC verification
50K+
Active borrowers on the platform within 14 months of launch
40%
Reduction in customer support call volume after borrower mobile app launch
Increase in monthly disbursements within 6 months of platform deployment

Building a Lending or Fintech Platform?

Vivek has built this before. Let's discuss your requirements and how a similar system can work for your business.