blog2025-05-011 min read

Building AI Tools as a Finance Student

Why I started building AI tools and how finance thinking shapes my approach to product.

AIbuildingfinance

The intersection nobody asked for

Most finance students are learning DCF models. I'm building Chrome extensions that auto-fill forms with AI.

It started when I got tired of repeating the same information across 50 internship applications. The inefficiency was painful — so I built a tool to fix it.

Finance thinking meets engineering

Finance teaches you to think in systems. Cash flows, risk models, portfolio theory — it's all about understanding how pieces connect and where value compounds.

Building AI tools uses the same mental model. You're identifying friction, measuring the cost of a problem, and engineering a solution where the ROI is obvious.

What I've learned

  1. Ship fast. The market doesn't wait for perfect code.
  2. Solve your own problems. The best tools come from genuine pain points.
  3. Compound knowledge. Every project teaches you something the next one needs.

The intersection of finance and AI isn't just about fintech. It's about bringing a builder mindset to a field that desperately needs better tools.