ICT Best Product — Nepal 2025Quick-CCA — AI-Powered Cheque Clearing Application
A production AI cheque clearing platform used by a Nepalese bank, automating signature verification and OCR to eliminate manual cheque authentication.
Project Overview
Quick-CCA was recognized as Nepal's ICT Best Product 2025 for its innovation in AI-driven banking automation. I engineered the full Django backend, integrated it with Finacle (Infosys core banking system) for live financial transactions, and containerized the full-stack deployment.
Key Features
- •Full Django backend integrating the Signature Verification and OCR engines for automated authentication
- •Live financial transactions via Finacle core banking integration, with audit-compliant records
- •Fine-tuned transformer models to detect cheque irregularities, powering an auto-accept feature
- •Containerized deployment with Docker/Nginx, with near real-time cheque validation via optimized CV inference
Technology Stack
- •Django, React, REST APIs
- •Docker, Nginx (containerized production deployment)
- •PostgreSQL
- •YOLOv5, OCR, Computer Vision
- •Transformer Models (fine-tuned for irregularity detection)