Here is a comprehensive and engaging "About the Project" write-up for Bilboleh that you can use for your GitHub repository, portfolio, or hackathon submission.
About Bilboleh Bilboleh (formerly EzBill) is an intelligent, cloud-native e-invoicing platform designed to simplify financial compliance in Malaysia. Built to bridge the gap between unstructured physical receipts and the strict digital requirements of the Inland Revenue Board of Malaysia (LHDN), Bilboleh transforms a tedious manual data entry task into a seamless, automated workflow.
The Problem With the nationwide rollout of LHDN's MyInvois system, businesses and consumers face the challenge of converting everyday receipts—which are often messy, faded, or handwritten—into highly structured, validated digital formats. Traditional OCR (Optical Character Recognition) often fails on non-standardized layouts, leading to compliance errors and wasted time.
The Solution Bilboleh tackles this by combining cutting-edge generative AI with a robust backend architecture, all wrapped in a beautifully designed, user-friendly interface. Users simply upload a receipt, and the system intelligently extracts the data and formats it for LHDN submission.
Key Features & Technology Stack Smart Multimodal Extraction (Google Gemini): Utilizes Gemini via Google AI Studio to visually analyze uploaded PDFs and images. It accurately extracts vendor information, tax amounts, and line items, easily handling complex or messy document layouts.
LHDN-Compliant Microservice (Python FastAPI): A dedicated backend engine that processes the AI-extracted data, performs financial calculations, and maps the output directly into the official LHDN MyInvois JSON schema.
Serverless Deployment (Google Cloud Run): The Python backend is containerized and deployed on Google Cloud Run, ensuring scalable, secure, and high-performance processing.
Secure Authentication (Firebase): Features a seamless login experience powered by Firebase Authentication, supporting both traditional Email/Password and one-click Google Sign-In.
Modern UI/UX Design: The frontend is built with a visually striking "pastel glassmorphism" aesthetic, proving that enterprise financial tools can be both highly functional and beautifully designed.
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