Inspiration

Financial data is often spread across spreadsheets and outdated systems, making it hard for businesses to track risk or performance in real time. We wanted to create a centralized, intelligent dashboard that gives financial advisors and decision-makers a clear view of their company’s financial health — without needing a full finance team or complex tools.

What it does

Our app helps businesses:

Upload and analyze invoice, stock, and profit/loss data Generate insights using 3 custom ML models Combine outputs into a risk assessment model Track and visualize financial goals and compare them to actual performance Receive alerts and notifications based on financial changes All within an intuitive and responsive React dashboard

How we built it

React + Vite for a fast and clean front-end UI Recharts for data visualization (charts, graphs) Firebase for authentication (login/signup modals) FastAPI to connect our ML models to the frontend Three machine learning models trained separately on Invoices, Stocks, and P/L data A final model to assess financial risk using outputs from the first three Everything connected via a modular architecture, enabling fast iterations

Challenges we ran into

Connecting frontend to backend Fine tuning models to fit our data Time constraints

Accomplishments that we're proud of

What we learned

What's next for Fiscal Focus

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