Founder & Full-Stack AI Engineer at PodMapAI

Website: https://www.podmapai.com/ • Video analytics platform using multimodal LLM with GraphRAG to transform context from YouTube podcasts or local video/audio files into summaries and interactive 3D/2D knowledge graphs with other data visualizations. • Converts transcripts into graphs within seconds, processes up to 10 hours of video and 20 hours of audio file content under 5 minutes.

Applied AI Engineer at Freelance

• Developed full-stack application for Sustainability Reporting Platform that uses an LLM RAG pipeline to retrieve context from compliance standards to write structured ESG reports with citations. The compliance documentation was indexed and stored into a vector database, achieving around 90% retrieval accuracy and 80% faster than manual report drafting time. • Developed the backend API of a full-stack application for Real Estate Contractor that uses a multimodal LLM workflow that gathers data from various sources and uses AI to analyze images to determine the status before and after renovation then generates a comprehensive report that can be submitted for government approval. Reduced manual inspection time by 70% and generates renovation status reports in under 90 seconds with over 80% image classification accuracy. • Developed agentic AI with RAG system for Financial Consulting Partner that performs analysis on company financial health with report generation by extracting internal data sources including P&L statements, balance sheets, cash flow forecasts etc. under 60 seconds with 90% accuracy. • Developed custom AI agent for Corporate Strategy Manager that can search, interpret and extract information from documents stored in SharePoint, then automatically populate several internal templates, including Investment Memos, PowerPoint decks and other structured documents. Reduces time to prepare internal documents by 60-80% and populates templates in under 2 minutes. • Developed an automation system for Finance Media client with an OAuth event-driven architecture that integrates 10+ APIs and webhooks with an AI agent which streamlines content production, lead management, email automation and client outreach. Reduced manual operations by 70-80% with robust error handling and production monitoring.