Insights · Report · Industry · Apr 17, 2026
Model governance, fair claims handling alignment, referral workflows, and evidence packages that hold up when regulators and plaintiffs examine special investigations.
Insurers face asymmetric adversaries who test scoring thresholds and exploit slow handoffs between adjusters, special investigations units, and legal. Analytics help, but sloppy referrals create bad faith exposure and reputational harm.
The report defines an end-to-end chain from first notice of loss through scoring, human triage, field investigation, and potential law enforcement coordination. Each hop needs audit trails and timing discipline.
Model risk management applies to fraud models as it does to underwriting. Document training data limitations, proxy variable risks, and override policies for protected class considerations where law requires.
Operational integration matters. Adjusters should see why a claim surfaced, not only a red flag icon. Explanations reduce defensive behavior and improve feedback quality for model improvement.
External data sources need licensing and accuracy discipline. Stale public records and mis-keyed identities generate false positives that waste investigator time and anger honest customers.
Legal holds and discovery readiness extend to chat logs, mobile photos, and telematics extracts. Retention schedules should match litigation realities in your jurisdictions.
Metrics chapters contrast referral precision, investigation cycle time, and recovered amounts. Optimize for sustainable deterrence, not only short-term salvage headlines.
Vendor guidance covers outsourced SIU services, offshore review centers, and cloud analytics platforms. Contractual audit rights and data minimization clauses belong in the first draft, not amendments after an incident.
We include tabletop scenarios for organized rings, medical provider collusion, and catastrophe-related surge fraud. Practice improves coordination when phones are ringing.
We can present findings in a working session, map recommendations to your portfolio and risk register, and help you prioritize next steps with clear owners and timelines.
