All work
AI & AutomationLedgerly · 2025

Automated bookkeeping for small business

An AI-assisted bookkeeping product that categorizes transactions and reconciles books automatically for small business owners.

The challenge

Ledgerly needed to compete with legacy bookkeeping software using AI as a genuine differentiator, not a gimmick. We built a transaction-categorization model, a reconciliation engine, and the product experience around both.

Technology

PythonLLM/RAGNext.jsStripe

Results

Auto-categorized
94%
Time saved / user
6 hrs/mo
Signups after launch
3.2x

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