Quantly AI · 2024

From chat-first interface to full financial dashboard

A Beginning Full of Unanswered Questions When I joined Quantly AI, the company was little more than an idea wrapped in a fragile prototype. There was no real product yet, just a chat box, a handful of Python scripts generated by an LLM, and a very limited amount of financial data. It could answer some questions about public companies, but not reliably, and certainly not enough to earn the trust of serious equity analysts. I remember the first time an analyst sat in front of it. They typed a long, complex question about a company’s five-year performance and targets. The system paused, generated a shaky python snippet, failed silently, and then offered a partial answer missing half the metrics. The analyst looked at me and said: “It’s interesting… but what am I supposed to do with this?” That moment set the tone for the rest of my work at Quantly.