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Revenue recovery
Case triage cycle
Appeal-deadline protection
A 12-hospital health system faced increasing denial volume in a reimbursement environment where providers spend billions annually appealing denied claims and initial denial rates create persistent revenue leakage.
The broken point was triage. Teams had to manually sort denials by payer, amount, deadline, clinical reason, documentation availability, and recovery probability. Without an intelligent prioritization layer, appeal staff could not consistently identify the cases most likely to recover cash before deadlines expired.
The business consequence was direct margin erosion: high-value denials missed appeal windows, avoidable write-offs increased, and appeal teams spent expensive hours on cases with limited recovery potential. The executive trigger was a CFO mandate to recover more revenue from the same staffing base while strengthening appeal governance and deadline protection.
Novacis Digital delivered Denials & Appeals Recovery, an AI Powered Case Management solution for hospital denial case triage, appeal prioritization, and deadline-controlled recovery.
The solution converted denied claims into managed appeal cases, scoring each case by claim value, payer, denial reason, appeal deadline, documentation readiness, service line, recovery likelihood, and historical overturn patterns. It routed cases into priority queues, flagged deadline risk, surfaced missing evidence, and guided staff toward the appeals with the highest cash-recovery potential.
Unlike generic denial queues, the solution connected AI scoring, case ownership, payer-rule logic, clinical-to-financial evidence checks, human-in-the-loop review, appeal-deadline monitoring, and executive visibility in one governed case management layer. Revenue-cycle teams retained final approval through validation checkpoints, audit history, and exception review.
This shifted the operating model from manual denial sorting to AI Powered Case Management for recovery-weighted appeals.
Provider Revenue Cycle Capabilities
AI Powered Case Management Features
Novacis Digital piloted Denials & Appeals Recovery across 3 hospitals in 8 weeks, then scaled the operating model across the 12-hospital health system in 16 weeks. The rollout covered denied-claim intake, AI Powered Case Management, recovery scoring, appeal prioritization, deadline monitoring, evidence surfacing, reviewer validation, and executive visibility.
Early wins included $32M in denied revenue recovered, triage cycle reduction from 36 hours to 8 hours, and 92% appeal-deadline protection for prioritized cases. These results directly addressed the original challenge: helping revenue-cycle teams recover more cash from the same staffing base while reducing high-value denials aging past appeal windows.
Recovered $32M in denied revenue, based on prioritizing high-value denials before appeal deadlines expired.
Reduced denial triage cycle time from 36 hours to 8 hours, helping appeal teams move faster on deadline-sensitive cases.
Protected operating capacity by recovering more revenue from the same staffing base instead of expanding the appeals team.
Delivered prioritized coverage across denied-claim intake, recovery scoring, appeal routing, evidence surfacing, deadline monitoring, and executive visibility.
Reduced manual coordination across payer review, documentation checks, case assignment, deadline tracking, and appeal prioritization.
