Shirley Cheng

A client once told me: "We have 3 years of data sitting in Excel. We just don't know what to do with it."

I hear this more than you'd think.

Data doesn't come with instructions. But buried inside — there's usually a pattern, a signal, a prediction waiting to be found.

I help...

I’ve developed Fin-AI Agent to transform how finance teams operate. Fin-AI Agent streamlines complex reconciliation and visualizes cash flow patterns to deliver actionable financial insights with surgical precision. This Python-based agent leverages LangGraph to eliminate human...

FIN-AI AGENT

AI DOC-REFINER

Reshaping Data, Empowering Flow.