Work
AI & Automation·2025
MoneyMentor
Cross-platform Flutter + Flask finance app with AI literacy and forecasting.
Role
Builder
Stack
FlutterFlaskFirebaseTensorFlowProphetGemini 1.5
Impact
87%+ prediction accuracy
Problem
Most personal finance apps are dumb spreadsheets. Users want guidance, not just tracking.
Architecture
Flutter · Flask · Firebase · TensorFlow · Prophet · Gemini 1.5 RAG.
Key decisions
- RAG over generic LLM so guidance is grounded in personal data.
- GDPR compliance baked in from day one, not patched on later.
Outcome
87%+ prediction accuracy on budgeting signals.
What I learned
Personal AI only works when it explains itself. Black-box advice is rejected by users.
What's next
Coaching loops and shared household budgets.
Next
Browse more selected work