Guided synthetic example
See the check from input to decision
A remittance email lists two invoices, but the bank deposit is slightly lower than their combined value.
How review effort might be shared
An illustrative allocation is 15% collecting records, 20% applying checks, 10% flagging results, 25% investigating reasons, 20% finance review and 10% choosing an action. These percentages were not measured across engagements. Actual effort varies with data quality, complexity and the issue found.
1Start with the source records
| Evidence | Reference | Amount |
|---|
| Remittance | INV-410 + INV-414 | $18,750 |
| Bank deposit | DEP-81 | $18,625 |
| Difference | Unknown | $125 |
2Apply the documented check
Match native invoice references first, then compare payer, date, exact-cent amount, and allocation completeness. Fuzzy similarity may nominate a candidate but cannot approve an allocation.
3Surface the flagged result
Needs review
The remittance and deposit differ by $125, so the allocation remains an unresolved non-footing exception. Neither invoice is approved for application.
4Use recorded finance judgment to analyze possible reasons
At Level, we record the review logic, known explanations, and questions our finance professionals use in this situation. AI applies that documented human judgment to organize the most plausible reasons, without pretending it knows which reason is true.
Possible reasons to investigate
The difference might be a fee, short payment, credit, withholding, or an unrelated deposit issue.
5Make the final human judgment
In a Level engagement, a Level finance professional validates the source evidence, challenges the AI-assisted analysis, and decides which explanation is supported.
Does the remittance mention a deduction?
Is there a credit memo?
Did the bank net a fee?
6Make the operating decision
Confirm the reason and authorized allocation before applying the payment to either invoice.