Can AI prepare bank reconciliations?
Short answer
Yes. AI can match bank activity to the general ledger and flag what doesn't tie out, while an accountant reviews and approves the result.
A bank reconciliation compares the cash balance in your books with the balance on the bank statement and explains every difference. Most of the effort sits in matching individual transactions, which is the part AI handles well. For a refresher on the fundamentals, see what bank reconciliation is.
What AI does well in a bank reconciliation
- Matching at volume: Pairing hundreds or thousands of bank lines with ledger entries by amount, date, payee, and reference, including one-to-many matches such as a single deposit that covers several invoices.
- Surfacing exceptions: Separating items that match cleanly from items that don't, so the reviewer starts with the short list instead of the full statement.
- Explaining differences: Labeling likely causes for unmatched items, such as timing, a bank fee not yet recorded, or an amount that differs from the invoice.
- Producing the workpaper: Assembling the matched detail, open items, and balance tie-out in one document the reviewer can trace.
What still needs an accountant
AI prepares the work. It does not replace judgment on items that need context, such as a deposit with no clear source, a duplicate payment, or a transaction that should be reclassified. The reviewer decides how those are resolved, approves any adjusting entries, and signs off on the reconciliation.
How Ramp Stack handles bank reconciliations
A Ramp Stack agent pulls GL detail from QuickBooks Online, NetSuite, or Sage Intacct, along with bank activity from a connected bank feed or uploaded statements, and matches transactions item by item. It returns a formula-backed workbook with the matched detail and every item that doesn't tie out, labeled with what it is, how much, and the likely cause. In QuickBooks Online, Stack syncs cleared items but cannot mark transactions as reconciled, because the QuickBooks Online API doesn't support that action, so the final step stays in QuickBooks Online.
Adjusting entries are prepared as new journal entries and post only after an accountant approves them.
Related questions
Yes. AI can build a reconciliation workpaper in Excel with tabs for source data, matches, exceptions, and the balance tie-out, driven by formulas a reviewer can trace.
Read moreYes. Matching rules allow for date offsets, netted fees, FX differences, and batched deposits within set tolerances, and anything outside them goes to review.
Read morePrepaid vendor deposits are reconciled by matching the GL balance to each vendor's open deposits and clearing each one when it's applied to an invoice or refunded.
Read moreEach exception is logged with its amount, age, cause, support, owner, and resolution, and signed review shows the open items explain the full difference.
Read moreLike a staff accountant's work: the reviewer confirms balances tie to source, tests a sample of matches, clears every exception, and checks what the agent did.
Read moreEach one is investigated, then corrected with an adjusting entry or carried forward with its original date until it clears or is escalated.
Read more