Reclass Agent Audits 126,000 Journal Entries a Month, So a Person Reads 25 per Property

The Starting Point

Community managers code every journal entry at their property, roughly a thousand a month each, tagging the property, the unit, the vendor, and the general ledger account. They are not accountants. At month end a finance team of forty reviews all of it and reclassifies the small share that is wrong.

Finding twenty bad entries in a thousand is needle work, and it sits directly on the critical path to closing the books. Every other close task waits behind it. The rules that decide what is correct are not in any system. They live in a chart of accounts, a budget memo, and a set of guidelines that only this company uses.

What We Built

At each property’s close date, an agent reads that month’s entries and proposes reclassifications, using their chart of accounts, their budget memo, and their written guidelines as the source of truth. The accountant sees twenty or thirty proposals instead of a thousand entries, and approves or rejects each one.

A rejection requires a reason, and that reason goes back into the agent’s context, so next month it makes the same mistake less often. The accountant moves from search to audit. The agent never posts anything on its own.

What Changed

What We Are Watching

The learning loop is the open question. Whether rejection reasons make the agent measurably better by the third close, or whether the guidelines themselves need rewriting first. We will know in ninety days.