Guided synthetic example
See the check from input to decision
An invoice is marked closed even though its recorded payments do not cover the invoice total.
This is the operating model we use at Level. The percentages are estimated shares of the work in a typical review. Actual effort varies with data quality, complexity, and the issue found.
1Start with the source records
About 15% of work| Invoice | Status | Invoice total | Payments | Remaining |
|---|
| INV-901 | Closed | $12,000 | $9,500 | $2,500 |
| INV-902 | Posted | $4,800 | $4,800 | $0 |
2Run the deterministic check
About 20% of workRecompute the invoice balance from invoice and payment records, then compare money state with workflow status.
3Surface the flagged result
About 10% of workNeeds review
INV-901 is closed with a computed $2,500 remaining balance.
4Use recorded finance judgment to analyze possible reasons
About 25% of workAt 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 could be a write-off, credit, missing payment, migration issue, or an incorrect status.
5Make the final human judgment
About 20% of workA Level finance professional validates the source evidence, challenges the AI-assisted analysis, and decides which explanation is supported.
Was a credit or write-off authorized?
Is a payment missing from the source?
Which system controls the final status?
6Make the operating decision
About 10% of workTrace payment, credit, and write-off evidence before correcting the receivable or documenting the resolution.