Madmaxlabs
Android · Flagship

Ledgerly

An intelligent personal ledger. On-device vision API parses your receipts and statements into a clear financial picture. Nothing ever leaves your phone.

The problem

Personal finance apps fall into two camps. Either you hand over your bank credentials to an aggregator and let an opaque server see every transaction you make, or you give up and stop tracking anything at all.

Both options are bad. The first is a privacy disaster waiting to happen. The second is why most people don't actually know where their money goes.

The approach

Ledgerly inverts the model. All processing happens on your device. You photograph a receipt, a statement, a screenshot. An on-device vision model parses out merchant, amount, date, category. The result lands in a local Postgres-backed ledger that never crosses the network.

The interesting engineering is the inference latency. Mid-range Android phones running int8-quantized vision models in the background, with results that feel instant. Getting that to hold under poor conditions (low light, crumpled receipts, mixed languages) is most of the work.

How it works
TRADER JOE'S
1234 Market St
Apr 28, 2026
BANANAS $1.49
ALMOND BUTTER $7.99
KOMBUCHA $3.99
CHOCOLATE BAR $4.49
ROASTED NUTS $5.99
ORG GREENS $4.49
TURMERIC TEA $3.66
----------------------
SUBTOTAL $32.10
CASH $40.00
CHANGE $7.90
THANKS FOR SHOPPING

Becomes structured data, on the device:

Trader Joe's
$32.10
Groceries
Apr 28
Shell
$48.00
Gas
Apr 26
Starbucks
$7.45
Coffee
Apr 25
Amazon
$24.99
Online
Apr 24

Nothing leaves your phone.

What stays on the device

  • The photos you scan
  • The parsed transaction data
  • Categorization rules you set
  • The full ledger history

What goes off the device: nothing. Not even anonymous usage analytics. Crash reports go to Google Play Console. That's the entire third-party surface.

Status

In active development. The vision pipeline works end-to-end on a stable beta channel; current focus is hardening the parser against the long tail of weird receipt formats.

Privacy policy is published here ahead of Play Store submission.

Last updated April 2026. Build log on the blog as features ship.