In 2020, I built QuickFin.AI, letting users ask plain-English questions about companies and get answers instantly. Under the hood, I built a pipeline of neural nets which searched 17,000+ SEC filings and 2.3M data points. (Pretty much RAG before “RAG” became a thing.) QuickFin was featured on ProductHunt.
The goal was simple: speed up investment analysis. Pros could skip the tedious search and focus on judgment; new investors could interact with financial data naturally.