How AI-Powered Case Management Reduced Claims Cycle Time by 35% for a Top-20 P&C Insurer

AI-Powered Case Management | Property & Casualty Insurance | P&C Claims Lifecycle
Learn how a Top-20 P&C insurer reduced claims cycle time by 35% through AI-powered case management.
Solutions Used
Industry
Enterprise AI
35%

Claims cycle-time reduction

42%

Faster fast-track routing

18%

Lower adjuster workload variance

Business Challenge

A Top-20 P&C insurer faced growing cycle-time pressure across the claims lifecycle, with property claims commonly taking 30+ days and complex bodily-injury claims running multiple times longer.

The broken point was triage. Claims teams relied on manual review to assess severity, coverage signals, documentation completeness, adjuster workload, litigation risk, and fast-track eligibility. Without a unified intelligence layer, easy-to-resolve claims were delayed, complex claims waited too long for specialist handling, and adjuster queues became unbalanced.

The consequence was direct operating and indemnity exposure: longer claims duration, missed fast-track opportunities, workload imbalance, leakage, and inflated claim costs. The executive trigger was a claims leadership mandate to reduce cycle time by 35% while improving routing discipline and adjuster capacity management.

Solution Offered

Novacis Digital delivered AI-Powered Case Management, a claims lifecycle solution for P&C insurers seeking faster triage, smarter routing, and controlled claims execution.

The solution scored each claim using loss type, severity indicators, coverage signals, documentation completeness, bodily-injury markers, litigation risk, adjuster workload, and fast-track eligibility. It routed simple claims into accelerated handling, escalated complex claims to specialist review, balanced adjuster queues, and gave leaders visibility into cycle time, workload, leakage risk, and claim aging.

Unlike generic claims workflow tools, the solution connected AI triage, case ownership, routing rules, workload balancing, human-in-the-loop review, audit history, and executive dashboards in one governed case management layer. Claims teams retained final authority through validation checkpoints, escalation controls, and exception review.

This shifted the operating model from manual claims triage to AI-Powered Case Management for lifecycle-wide claims execution.

Claims Lifecycle Capabilities

  • Triage incoming claims
  • Detect fast-track opportunities
  • Escalate complex cases
  • Balance adjuster workload
  • Monitor claim execution

AI-Powered Case Management Features

  • Loss type, severity, coverage, and documentation scoring
  • Eligibility signals for lower-complexity claims
  • Bodily-injury, litigation, and severity routing
  • Capacity-aware case assignment and queue leveling
  • Cycle time, aging, leakage risk, and audit history

Results Delivered

Novacis Digital piloted the AI-Powered Case Management Solution across 2 claims regions in 10 weeks, then scaled the operating model across the Top 20 P&C insurer’s claims lifecycle over 18 weeks. The rollout covered claim intake scoring, fast-track detection, complex-case escalation, adjuster workload balancing, human validation, audit history, and executive claims visibility.

Early wins included a 35% reduction in average claims cycle time, 42% faster fast-track routing, and 18% lower adjuster workload variance. These results directly addressed the original challenge: helping claims teams identify faster resolution paths, route complex bodily-injury files earlier, and reduce leakage from delayed or uneven handling.

Business Outcomes:

Reduced claims cost exposure by cutting average cycle time 35%, lowering leakage risk from aged and delayed files.

Improved fast-track routing speed by 42%, helping eligible low-complexity claims move to accelerated handling sooner.

Strengthened claims capacity by lowering adjuster workload variance 18% across priority queues and claim teams.

Delivered claims lifecycle coverage across intake scoring, fast-track detection, specialist escalation, workload balancing, human validation, and executive visibility.

Reduced manual coordination across triage, assignment, escalation, supervisor review, and workload rebalancing.

Additional Value:

  • Human-in-the-loop review preserved adjuster and supervisor control over routing, escalation, and final claim decisions.
  • AI-Powered Case Management created case ownership, routing history, audit trail, and exception visibility.
  • Severity, coverage, documentation, injury, and litigation signals helped standardize routing decisions.
  • Executive dashboards gave claims leaders visibility into cycle time, claim aging, workload imbalance, and leakage risk.
  • The same case management foundation could be extended to subrogation, special investigations, litigation management, and catastrophe response workflows.

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