UCC Data Intelligence System: I engineered a comprehensive data intelligence system that transformed how the company accesses critical lending information. Using Python FastAPI and the Zyte framework, I created scalable web scraping solutions that extract Uniform Commercial Code (UCC) records from multiple state directories including California and Kentucky. This project presented interesting challenges in handling diverse data structures across different state systems, requiring robust error handling and data normalization techniques. The system I built expanded our verification capabilities by 65%, providing a substantial competitive advantage in the market and enabling the company to offer more comprehensive lien verification services alongside the existing Secretary of State (SOS) pulls.
Product UI/UX Transformation: I led the frontend development for our product's complete visual transformation (v2), translating intricate Figma designs into a responsive, intuitive interface using Next.js and Tailwind CSS. This project required close collaboration with the design team to ensure pixel-perfect implementation while maintaining excellent performance metrics.
Intelligent Lender Matching Algorithm: My most complex project involved creating an intelligent matching system that revolutionized how borrowers connect with appropriate lenders. I developed a sophisticated Python-based algorithm that analyzes lender criteria from unstructured data sources like booklets and PDFs, then automatically pairs borrowers with optimal lenders based on multiple parameters. This system required deep understanding of the lending landscape and complex pattern recognition techniques. The algorithm classifies lenders into "best matches," "potential matches," and "unselected" categories, presenting results in an intuitive format for brokers. This innovation accelerated the deal processing workflow by 53% and significantly improved successful matching rates, creating tremendous value for both the business and its clients.
APIs: Additionally, I developed client-facing APIs that streamlined the submission process, allowing brokers to submit deals with all relevant borrower data and supporting documents in just a few clicks. I also implemented real-time status update notifications that keep all parties informed throughout the lending process, greatly enhancing transparency and client satisfaction.