How to use AI to automate bank reconciliation in your accounting firm

Bank reconciliation is one of the most repetitive tasks in accounting. Here is how to automate it with AI.

Step 1 — Export your data. Download your bank statement as CSV and export your ledger entries from your accounting software in the same format.

Step 2 — Build a matching prompt. Open Claude or ChatGPT and paste both datasets. Ask the AI to match transactions by amount and date, flag unmatched items, and output a reconciliation summary.

Step 3 — Review exceptions only. The AI handles the matched items automatically. You only review the flagged mismatches, which typically represent 5-10% of transactions.

Step 4 — Save your prompt as a template. Once you have a prompt that works, save it. Run the same prompt each month with fresh data.

Firms using this workflow report cutting reconciliation time from 3-4 hours to under 45 minutes per client per month.