FinCatch leverages advanced AI technologies to address inefficiencies in investment research. Our platform synthesizes unstructured financial data into structured insights and market connections for professional investors. We aim to equip investors with forward-looking explanatory analysis through innovative applications of graph neural networks and LLM-based multi-agent collaboration. By systematically revealing relationships across entities, events, themes, and fundamentals, FinCatch unlocks new opportunities for investors. The founders bring complementary expertise in finance, technology, and risk management, creating an innovative solution that helps investors navigate information more effectively and enhance decision-making.