turn messy receipts into clean expense data with AI
Hey everyone
Like a lot of people here, I’ve always struggled with receipt tracking. Personal expenses, freelance work, small business costs it all ends up as a messy pile of paper receipts and half-filled spreadsheets. Manually entering everything is slow, boring, and easy to mess up.
What I really wanted was something simple:
scan a receipt → extract the data → send it straight to Google Sheets.
No heavy accounting software. No complicated setup.
I couldn’t find exactly that, so I decided to build it.
After wasting way too many hours manually logging receipts (and realizing how many expenses I was missing), I built ReceiptSync, an AI-powered app that automates the whole process.
How it works
• Snap a photo of any receipt
• AI-powered OCR extracts line items, merchant, date, tax, totals, and category
• Duplicate receipts are automatically detected
• Data syncs instantly to Google Sheets
• Total time: ~3 seconds
What makes it different
• Smart search using natural language (e.g. “show my Uber expenses from last month”)
• Line-item extraction, not just totals
• Duplicate detection to avoid double logging
• Interactive insights for spending patterns and trends
• Built specifically for Google Sheets export
I’ve been testing it for the past month with a small group, and the feedback has been amazing — people are saving 5–10 hours per month just on expense tracking.
Tech Stack
- Frontend: Flutter (iOS & Android)
- Backend: Supabase
- OCR & Parsing: AI Vision/OCR pipeline with structured post-processing
Development Challenge
The hardest problem wasn’t reading the receipt it was structuring messy real-world receipts.
Different countries, currencies, store formats, faded ink, long grocery receipts… OCR alone gives chaotic text.
So I built a post-processing pipeline that:
- Detects merchant + totals reliably
- Reconstructs line items
- Categorizes expenses
- Detects duplicates using receipt fingerprinting
Getting accuracy high enough to trust automatically (without manual correction) took the most iteration.
AI Disclosure
The app is self-built by me;
- AI is used for OCR and data extraction
- I wrote the application logic, pipeline, UI, and integrations myself
If this sounds useful, here’s the app:
https://apps.apple.com/us/app/receiptsync-receipt-tracker/id6756007251
https://play.google.com/store/apps/details?id=com.app.receipt_sync
Happy to answer questions or get feedback 🙌
Posted Feb 21, 2026, 6:56 AM UTC