FinTrack is a multi-user finance tracker where every action happens through natural-language chat...FinTrack is a multi-user finance tracker where every action happens through natural-language chat...
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FinTrack is a multi-user finance tracker where every action happens through natural-language chat or voice. Type “Add 500 Zomato dinner” or speak it; the system validates, logs, and stores the entry, then lets you query spending with questions like “What did I spend last week?”. A custom LLM pipeline (Groq gpt-oss-120b) classifies intent and, for reads, generates SQL, but never writes SQL for mutations – changes are executed via type-checked JSON and SQLAlchemy, keeping the database safe from hallucinations. The full React + FastAPI stack is containerised, covered by automated tests and live at nlp-finance-tracker.pages.dev.
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The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started