Guided synthetic example
See the check from input to decision
The cost-detail schedule does not equal the total reported in the monthly package.
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
| Cost line | Detail amount |
|---|
| Direct labor | $3,000 |
| Materials | $2,000 |
| Detail total | $5,000 |
| Reported control total | $5,100 |
2Apply the documented check
Sum the Direct labor and Materials detail rows, excluding the Detail total and Reported control total rows. Compare that detail sum with the control total using a $1 screening tolerance. A difference within $1 passes only when it is explained by documented presentation rounding; every other difference needs review.
3Surface the flagged result
Needs review
The supporting detail is $100 below the reported control total.
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 variance could be a missing row, a stale report, a classification difference, or a formula-range error.
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.
Was a row excluded from the formula range?
Were both reports generated at the same time?
Does the control total include another category?
6Make the operating decision
Trace the $100 variance before relying on the schedule for reporting or analysis.