Mobile Privacy Meets
Machine Learning Forecasts
Stream your offline expenses from your mobile phone to this web displayer with a single QR scan. Choose between a rapid temporary preview or sign in for automated deduplication and predictive ML financial analysis.
Guest Ephemeral View
Instant QR code pairing for rapid inspections on public or temporary screens without creating an account.
- Single-use 5-minute QR scan token
- Transient 30-minute memory cache
- Basic category breakdown & total sum
- Limited preview of rows (no long-term DB persistence)
- No Machine Learning forecasting or anomaly models
Pro ML Intelligence
Sign in for automated cloud deduplication, ordinary least squares linear regression, and predictive cash flow modeling.
- Smart Deduplication: skips existing timestamps, inserts new
- Linear Regression: Month-end projected spend & confidence bounds
- Burn Rate & Runway: Daily velocity and liquidity days indicator
- Anomaly Detection: Velocity alerts (>35% spike vs historical)
- Subscription Predictor: Automatic recurring bill detection
How the QR Web Sync Works
Three effortless steps to stream your mobile records to the web
Display QR Code
Open the Web Displayer in your browser. A secure session token is generated with expiration safeguard.
Scan from Flutter App
Select your interval (This Month, All Time, or Custom Range) and point your camera to transfer CSV via multipart POST.
Instant ML Analysis
Transactions are timestamp-deduplicated in real time, firing predictive curves and burn-rate runway forecasts.