Inspiration

Every month I'd look at my bank balance and wonder where it all went. Budgeting apps showed me charts, but none of them actually helped. I wanted a money buddy that just tells me what's going on and handles the annoying stuff.

What it does

  • Momo, an AI companion connected to your real accounts. Ask "Can I spend $300 this weekend?" and get a straight answer
  • Safe to spend: how much you can use today without touching bills or goals
  • Refund Watch: tracks refunds you're owed and nudges you if they don't show up
  • Subscription cleanup: finds recurring charges and helps you cancel them
  • Transactions your way: rename, split and auto-file merchants once, forever
  • Budgets, goals and weekly reviews that read like sentences, not spreadsheets

How we built it

  • App: Expo + React Native, Reanimated and Skia for the smooth Momo animations
  • Backend: Fastify, Postgres with Drizzle, BullMQ workers for background insights
  • AI: LangGraph agent with memory, tool calls and a reply verifier that checks every number against real data
  • Bank connections: Quiltt · Auth: Clerk · Subscriptions: RevenueCat
  • Monitoring: Sentry + PostHog · Landing page: Vite + React

Challenges we ran into

  • Stopping an AI from making up numbers. We built evals and a verifier so Momo only says what your data backs up
  • Letting Momo take actions (like cancelling a subscription) safely, with approval gates for anything risky
  • Messy bank data: pending vs. posted duplicates, weird merchant names, split bills
  • Making a finance app feel warm and cute without losing trust

Accomplishments that we're proud of

  • Momo actually does things, not just chats
  • A character people smile at when they open a finance app
  • Answers grounded in real accounts, checked before they're shown
  • A polished, shipped iOS app, built end to end

What we learned

  • Trust is the product. One wrong number and people stop listening
  • Small, specific answers beat big dashboards
  • Personality matters, even in finance

What's next for Moneymo

  • Momo Autopilot: more hands-off actions, like bill reminders and moving money to goals
  • Home screen widgets for your daily money check
  • Shared budgets for couples and roommates
  • More languages and more banks

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