Ambient Expense Tracker
A quiet automation that turns a text message into a tidy spending log.
A personal, no-code automation that captures an expense from a single chat message and files it automatically, removing the friction of manual tracking. It runs quietly in the background of everyday life.
The problem
Personal finance tracking fails because logging is tedious. The friction of entry is enough that most people simply stop.
The approach
Built entirely with no-code tools: a messaging trigger feeding a lightweight flow that parses and records each entry. Designed around one low-effort input — a citizen-developer instinct to solve real friction with the simplest tooling that works.
The outcome
An abandoned chore became a habit that maintains itself — and a small proof that automation is most valuable when it disappears.