Controlled imports
Data Intake
Load messy client exports and map them into a clean revenue analysis structure.
Qavoryn supports the diagnostic workflow from messy client data to evidence-backed report packs, with clear separation between monetised leakage and review-only signals.
Controlled imports
Load messy client exports and map them into a clean revenue analysis structure.
Cleaner evidence
Find missing references, invalid currencies, orphan lines, duplicate invoices, and date issues before analysis.
Traceable findings
Compare expected revenue against invoiced, allocated, and collected revenue using transparent rules.
Evidence support
Keep the source records, amounts, dates, and reason text that explain each finding.
Focused review
Rank findings by leakage amount, severity, confidence, recency, rule quality, and recoverability.
Operational control
Assign reviewers, confirm amounts, dismiss false positives, and track recovery progress.
Gross-to-net view
Separate gross detected leakage from confirmed leakage, recovered value, dismissed items, and remaining pipeline.
Client-ready output
Produce executive summaries, evidence appendices, rule breakdowns, and recovery pipeline views.
Conservative review
Flag governance and transparency signals for human review without making legal, ESG, or certification claims.
Every meaningful finding should be explainable by business users, finance teams, and reviewers.
A clear operating workflow keeps the diagnostic grounded in source evidence.
Start with exports from billing systems, accounting tools, spreadsheets, or client operational data.
Separate blocking issues from warnings so analysts know what can be trusted and what needs repair.
Detect missed invoices, underbilling, overdue balances, usage gaps, price mismatches, and review signals.
Inspect source records, confirm findings, assign owners, and suppress duplicates or overlaps.
Track confirmed leakage, recovered value, dismissed items, and remaining pipeline, then export leadership-ready reporting with an evidence appendix.
Total detected leakage before deduplication, overlap suppression, recovery review, or exclusions.
The conservative leakage view after duplicate, overlapping, dismissed, and review-only findings are separated.
Non-monetised signals are shown for review and are not counted as recovery value unless evidence supports a monetary amount.
Review your contract-to-cash data, identify evidence-backed findings, and prioritise confirmed leakage, recovered value, dismissed items, and remaining pipeline.