Moni
Internal personal finance app, converting financial data into actionable insights.

Overview
Moni helps manage personal expenses and cash flows, visualizing financial habits.
Focused on converting dry transaction logs into actionable financial insights.
The problem to solve
Dry transaction records make it hard for users to recognize their financial habits.
How we approached it
- Visualizing cash flow over time
- Automated expense categorization
- Actionable insights
What the product does
Cash flow visualization
Time-based charts showing exactly where money goes.
Automated categorization
Auto-labels expenses, reducing manual inputs.
Actionable insights
Suggestions to adjust habits based on actual data.
Technical challenge
Problem
Categorizing transactions accurately according to individual habits.
Solution
Combined rule-based categorization with learning from user corrections over time.
Results
- Users have clear visibility of cash flows
- Adjusted spending habits
- Intuitive, easy-to-use experience
Highlights
- Visual cash flow tracking over time
- Automated expense categorization
- Insights helping adjust financial habits
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