Build the snapshot from separate records
Start with exports from the systems that actually record activity. Examples include sales orders, accounts receivable, bank transactions and payment settlements. Record the export time and the period each file covers. Keep gross sales, refunds, fees and money deposited separate. Combining them into one unlabeled figure makes it difficult to explain why a sales total differs from the bank.
Ask AI to organize the information into a draft question list rather than to certify profit. Useful questions include which invoices remain unpaid, which expenses changed category and which settlement dates cross the reporting cutoff. A summary should identify missing files and unknown dates explicitly instead of filling those gaps with plausible explanations.
Give every exception an owner
Maintain an exception register with the amount, source reference, reason for review and next action. A deposit difference might need a processor report; an unclear expense might need a receipt. AI can suggest which records to compare, but an employee should open those records and confirm the explanation before the issue is marked resolved.
For a hypothetical New York merchant, a busy weekend could produce sales in one reporting period and a settlement in the next. The useful output is a documented timing question linked to the relevant reports. It is not an assertion that money is missing or a recommendation to alter the accounting entries.
Prepare a better handoff to the accountant
Send the accountant the original exports, the cutoff definition and the exception register. Label the AI summary as provisional. Separate confirmed facts from questions and owner assumptions. This helps the accountant understand what the business has already checked without making them reconstruct the entire conversation with a software tool.
Before sharing financial records with an AI service, review access permissions, retention settings and the vendor’s data terms. Use the minimum information needed for the task. Restrict changes to the accounting system to authorized people; drafting an explanation should not grant permission to post transactions.
Measure the pilot by how many review questions arrive with usable evidence and how much rework the accountant must do. Do not judge it by the length of the narrative. The New York business guide provides a broader checklist for keeping registrations, operating records and responsibilities organized.
Revised October 17, 2026. Examples are illustrative.
Eric Kuvykin
Publisher and editorial director covering payments, fintech, merchant services, banking, AI, technology and operating strategy for small and medium-sized businesses.
