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Dev.to
Dev.to
7/6/2026
The original title is "Building Floww: The AI-Native Financial Engine (A Vibe Coding Journey)"

The original title is "Building Floww: The AI-Native Financial Engine (A Vibe Coding Journey)"

Original: Building Floww: The AI-Native Financial Engine (A Vibe Coding Journey)

Short summary

Floww is an AI-native financial engine using Google Gemini 2.5 Flash for multi-modal document understanding and an RAG-powered chatbot for financial queries. Built with Next.js 15, PostgreSQL, and tRPC, it demonstrates practical implementation of document classification and privacy-first design. The project showcases how AI agents can transform unstructured financial data into actionable intelligence.

  • Multi-modal OCR pipeline classifies receipts, bank statements, and salary slips using Gemini 2.5 Flash
  • RAG-powered chatbot Agent Floww answers financial questions using live PostgreSQL data retrieval
  • Modern type-safe stack (Next.js 15, tRPC, Prisma) with privacy-first design and Gmail sync integration

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