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All case studiesCase study /personal-finance
Secondary Projectn8n AI Agent

Personal Finance Capture Workflow

Verified outcome — Parses natural language into structured Notion/Sheets data with flow calculations.

My verified role
AI Automation Builder
Classification
Secondary Project
Primary tools
n8n, Ollama, Google Sheets
Public evidence
Demo videoSource code

The Problem

Eliminating manual spreadsheet logging using a natural language interface.

My Role

AI Automation Builder

What I Personally Directed

n8n workflow architecture, Telegram API integration, Google Sheets/Notion database syncing.

The Solution

A Telegram bot that parses unstructured expense/income text using local LLM parsing through Ollama and synchronizes records to Notion and Google Sheets.

Verified Outcome

Parses natural language into structured Notion/Sheets data with flow calculations.