Prioritised exceptions
Focus on high-value unexplained variance, recurring payer differences, ageing cases and material changes.
CRIS REVINT
You can bill correctly and still get paid less than you expected.
A payment can arrive and an account can appear settled. The harder question is whether the amount received was actually the amount that should have been paid.
CRIS REVINT helps healthcare organisations find unexplained revenue differences, investigate why they happened and preserve the evidence needed to support recovery and reconciliation.
Expected$16,670
Received$15,860
Unexplained variance$810
CLM-39142Blue Cross$4,850$4,620$230
CLM-38804Aetna$2,760$2,760Matched
CLM-39410UnitedHealthcare$7,120$6,540$580
CLM-39780Cigna$1,940$1,940Matched
Needs investigation2 of 4 transactionsA difference is a signal, not automatically a finding.
DetectFind unusual or material differences.
InvestigateUnderstand what caused them.
ValidateDetermine whether action is supported.
RecoverTrack additional value received.
ReconcileConfirm the financial record now agrees.
Paid does not always mean paid correctly
Find the dollars hidden between expected and received.
Imagine an expected payment of $4,850. The organisation receives $4,620. The account now shows a payment, but there is still a $230 difference.
That difference may be legitimate, contractual or an approved adjustment. Or it may be an underpayment that deserves investigation.
Expected amount$4,850
−Actual amount received$4,620
=Variance$230
The objective is not to call every variance an underpayment. The objective is to find the variances worth investigating.
Expected$4,850
Received$4,620
Difference$230
StatusUnder review
Expected-rate sourceContract scheduleVersion effective Jan 1, 2026
Payment sourceERA / remittancePosted Sep 12, 2026
Adjustment$80 contractualSupported
Unexplained remainder$150Further review required
Review questionDoes the remaining $150 represent a valid payer adjustment or a recoverable underpayment?
Patterns matter
Small differences can become big money when they repeat.
One payment variance may tell you very little. A repeated pattern can tell you much more.
UnitedHealthcare$286K
Blue Cross$218K
Aetna$154K
Cigna$107K
Other$75K
Outpatient surgery$241K
Imaging$186K
Emergency$149K
Cardiology$108K
Other$156K
North Campus$229K
Central Hospital$203K
West Medical Center$159K
East Clinic$128K
South Campus$121K
See patterns that individual transactions can hide.
CRIS REVINT can help reveal the same payer repeatedly paying below expectation, recurring differences by service, unusual adjustment patterns or a facility carrying more exposure.
“Why is this transaction different?” becomes “Why does this keep happening?”
That distinction helps separate isolated errors from systemic leakage.
Evidence before recovery
Turn a financial difference into an explainable case.
Finding a possible underpayment does not recover money by itself. A recovery position should be easier to defend because the supporting answer is connected.
What was expected?The expected amount and the source behind it.
What was received?The actual payment, remittance and adjustments.
Why does the difference exist?Review notes, calculation and supporting evidence.
What happened afterwards?Recovery action, follow-up, payment and closure.
PayerBlue Cross
OwnerJennifer Collins
Age18 days
StatusRecovery in progress
Sep 12Variance detected$230 difference between expected and received.
Sep 13Adjustment reviewed$80 contractual adjustment supported by remittance.
Sep 14Opportunity validated$150 unexplained difference supported for recovery action.
Sep 16Recovery initiatedPayer inquiry submitted with calculation and supporting records.
NextFollow-up dueSeptember 23, 2026.
Credible recovery reporting
Finding $1 million is not the same as recovering $1 million.
Management should be able to distinguish potential exposure, reviewed exposure, validated opportunity, recovery activity, cash received and final reconciliation.
Not every finding becomes a recovery. That is part of good control.
Potential exposure$840K
Under review$512K
Validated opportunity$286K
Recovery in progress$174K
Recovered$126K
Reconciled$104K
Reviewed1,248
Matched1,067
Explained96
Unresolved27
Reconciled58
MatchedExpected and actual values agree within tolerance.1,067
VarianceA difference exists and requires review.27
ExplainedThe difference has an accepted explanation.96
UnresolvedThe difference has not yet been satisfactorily explained.27
ReconciledThe issue is resolved and supporting evidence is available.58
Close the loop
Recovery should end with reconciliation, not celebration.
An additional payment is good news, but the process is not complete merely because money appeared.
Financial reconciliation answers a simple question: Do the numbers now agree?
CRIS REVINT helps connect the expected amount, payment received, adjustments, recovered value, remaining difference and closing balance.
Recovered payment$150 receivedMatched to RI-10482 • balance reconciled • case ready to close
Governed financial intelligence
See both the money and the reason.
Visible ownership
Know who is reviewing, recovering, following up, confirming payment and reconciling the outcome.
Traceable decisions
Preserve what changed, who changed it, why and what evidence supported significant financial decisions.
Multiple lenses
View leakage by payer, facility, service, period, value, frequency, investigation status or recovery status.
Exposure ageing
Understand how long investigation and recovery are taking and whether older unresolved amounts are accumulating.
Systemic leakage
Distinguish isolated payment issues from recurring payer patterns, configuration problems and wider process concerns.
One governed view
Management should see money at risk, money being worked and money recovered.
A CFO, revenue-integrity manager, analyst and operational team can ask different questions without creating different versions of the financial truth.
Potential exposure$840K386 transactions
Validated opportunity$286K91 cases
Recovery in progress$174K47 cases
Recovered$126K38 cases
Reconciled$104K31 cases
Needs attention now
1Blue Cross variance pattern increased for 3 consecutive months.
2$68K validated exposure has no recovery action recorded.
3$22K recovered value remains unreconciled beyond 10 days.
Evidence pathManagement indicatorUnderlying categoryTransactionsExpected & actualEvidence & reviewRecovery & reconciliation
CRIS REVINT
Stop accepting unexplained differences as part of doing business.
Know what you expected. Know what you received. Know why they differ. Know what was recovered. Know that the numbers finally agree.