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Dev.to
Dev.to
7/10/2026
FinPal - I Built a Finance App You Can Actually Ask Questions To

FinPal - I Built a Finance App You Can Actually Ask Questions To

Short summary

FinPal is a personal finance app built for India's UPI-heavy payment ecosystem, letting users ask plain-English questions about their spending and get answers grounded in real transaction data. It uses a hybrid architecture where a rule-based engine handles straightforward categorization and Google Gemini is invoked only for ambiguous transactions and open-ended natural-language queries, keeping costs and latency low. The app parses CSV/PDF exports from GPay, PhonePe, and Indian banks, auto-categorizes them, and provides a chat layer that reasons over computed spending summaries rather than raw transaction dumps.

  • FinPal lets Indian UPI users ask natural-language questions about their spending and get grounded answers from real transaction data
  • Hybrid AI design uses rule-based categorization for known patterns and Google Gemini only for ambiguous transactions and open-ended queries
  • Parses CSV/PDF exports from GPay, PhonePe, and Indian banks into a unified schema with live dashboard visualizations

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