Engine-generated sample output
This public example uses synthetic IT-services project-billing data to show the structure of Qavoryn findings, gross-to-net treatment, root-cause analysis, and manager handoff.
Engine-generated demo using synthetic data. Not a client case study, client-validated recovery result, audit opinion, or guaranteed recovery estimate.
Synthetic project-billing example
Engine-generated demo, not a client case study
Gross exposure
USD $41.75K
Net counted
USD $18.90K
Gross-to-Net adjustments
USD $22.85K
Net findings
4
Gross-to-net bridge
Potential gross is reduced for duplicate or overlapping signals and evidence-limited items. The remaining value is still not client validated, accepted or recovered.
| Stage | Amount | Explanation |
|---|---|---|
| Potential Gross | USD $41,750 | All engine-generated review signals before exclusions. |
| Less duplicate and overlap | USD $(14,200) | The same underlying issue is represented more than once. |
| Less evidence limitation | USD $(8,650) | The amount requires additional evidence or client validation. |
| Conservative Net Counted | USD $18,900 | Supported synthetic findings after documented adjustments and exclusions. |
| Client Validated | USD $0 | Synthetic demonstration only; no client review occurred. |
| Accepted | USD $0 | No billing correction or commercial acceptance occurred. |
| Recovered | USD $0 | No recovery claim is made from this synthetic example. |
All engine-generated review signals before exclusions.
The same underlying issue is represented more than once.
The amount requires additional evidence or client validation.
Supported synthetic findings after documented adjustments and exclusions.
Synthetic demonstration only; no client review occurred.
No billing correction or commercial acceptance occurred.
No recovery claim is made from this synthetic example.
Original currency
USD synthetic sample currency
Validation state
Synthetic and unvalidated
Recovery state
No recovery claim
Public sample traceability
This file is the canonical public website sample contract. The authoritative engine export, engine version, rule-pack version, generation date, and source-manifest hash have not yet been supplied to this repository.
Inside the sample pack
The sample follows one evidence chain from source records to conservative findings, root cause, and accountable action.
Finance, delivery, and control owners
A structured list of source records, evidence status, responsible owner, and validation notes for one workflow.
Example preview
Why it matters: Shows what can be relied on, what is missing, and who must validate each source.
CFOs, project finance, and reviewers
A traceable list of potential leakage, control gaps, confidence, evidence status, and validation decisions.
Example preview
Why it matters: Separates detected signals from findings that are ready for client decision and action.
Finance leaders and decision makers
A conservative bridge from detected gross leakage to net-counted value after overlaps and exclusions.
Example preview
Why it matters: Prevents headline values from implying that every detected amount is distinct or recoverable.
Finance, operations, and process owners
A workflow view linking each issue to the handoff, decision, owner, or evidence gap that allowed it.
Example preview
Why it matters: Moves the conversation from one-off correction to repeatable prevention.
Operational owners and sponsors
A practical follow-up list for owners, next actions, due points, dependencies, and completion status.
Example preview
Why it matters: Turns reviewed findings into an accountable handoff without claiming automated recovery.
Interpretation boundary
Book the Free 15-minute Initial Fit Call to confirm whether the workflow and available evidence justify a deeper review.