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Paid claims audited vs. <2% manual baseline
Contracted-rate variance exposure
Monitored for underpayment risk
A large physician enterprise was operating across multiple high-value specialties where reimbursement accuracy depended on payer-specific contract terms, modifiers, place-of-service logic, and service-line carve-outs. The organization suspected underpayments were occurring, but the evidence was scattered across billing records, payer remittances, and contract documents.
The core issue was visibility. Traditional reports showed collections after payment, but they did not systematically compare each paid claim against the contracted rate that should have applied. As a result, recurring payer underpayment patterns remained difficult to isolate, quantify, and convert into recoverable work.
The missed-revenue risk was large enough to demand executive action. A conservative 3% underpayment assumption on $82M of annual net revenue created a potential exposure of $2.46M per year before payer corrections, appeals, or recovery workflows. The CFO and revenue cycle leader needed an AI-powered revenue integrity layer that could make underpayment risk measurable and actionable across every paid claim.
Novacis Digital deployed Revenue Cycle Optimization (RevO), a provider revenue integrity solution that converts payer contract complexity into measurable underpayment recovery work.
RevO created a contracted-rate monitoring layer across the group’s paid claims. It loaded fee schedules and payer-specific reimbursement rules, matched them to each claim’s CPT, modifier, site of service, plan, and provider attributes, and flagged payment gaps that exceeded configured recovery thresholds.
The technical differentiation was RevO’s ability to connect variance analytics with work queue execution. AI-powered claim profilers surfaced repeat underpayment patterns, while dashboards showed exposure by payer, specialty, CPT family, and recovery status.
Revenue integrity staff retained human control over validation, payer follow-up, and appeal readiness. This shifted the operating model from disconnected variance investigation to governed, evidence-backed recovery management.
Paid-Claim Audit Capabilities
Contract Monitoring Features
The RevO rollout began with a 6-week pilot focused on the group’s highest-volume specialties: cardiology, orthopedics, and gastroenterology. After the pilot validated underpayment patterns and work queue design, Novacis Digital expanded the solution over an 8-week scale-up window to cover the full specialty footprint and all payer contract logic.
Momentum built quickly as RevO surfaced modifier-related underpayments, fee schedule errors, site-of-service downgrades, and global period misapplications. The program directly addressed the business challenge by replacing sampled manual audits with continuous contracted-rate monitoring and evidence-backed recovery execution.
Produced 10:1 Year 1 ROI by turning contracted-rate variance into evidence-backed recovery opportunities.
Converted 68% of identified underpayments into recovery within 120 days, improving revenue realization after claims were already paid.
Reduced manual audit effort by ~60%, allowing billing teams to focus on validated recovery opportunities instead of random sampling.
Closed the 98% unreviewed-claims gap by applying automated contracted-rate comparison across paid claims.
Ranked recovery queues by dollar impact and evidence strength, helping staff concentrate effort on claims with higher recovery probability.
