Why Rule-Based Reconciliation Breaks on Real Businesses
Simple rules work for simple transactions. The problems start when real cash movement no longer maps cleanly to one line and one category.
Most accounting automation works well right up until the transaction stops being neat.
A clean card charge from a familiar merchant is easy. A payout net of fees, refunds, chargebacks, and FX is not. The same goes for partial invoice payments, deposits held against later work, and intercompany transfers that need to net off cleanly.
That is where rule-based bookkeeping starts to fail. Rules are fast, but they only work when the input pattern is stable. Real books are full of context that lives outside the transaction line itself.
TheBookkeeper.ai is designed for that messy middle. It combines your bank feed, invoices, receipts, and surrounding context so your AI agent can make the same kind of judgment a human bookkeeper would.
The point is not to replace review. The point is to replace repetitive mechanical work with higher-quality first drafts that already understand what is happening.