Case Studies

Real outcomes from real claims

Anonymized examples of how forensic analysis reduced leakage, exposed fraud, and improved claim accuracy.

Fraud Detection

Identified non-hail damage in a $38K claim

Case #01
Problem

Carrier flagged a high-value commercial claim for unusual damage patterns.

Investigation

Full-vehicle forensic inspection with panel-level documentation.

Findings

Majority of damage was mechanical and pre-existing — inconsistent with reported storm date.

Outcome

Claim revised, recovery of $31K in potential leakage.

CAT Operations

Reduced supplement frequency by 22%

Case #02
Problem

CAT team experiencing high supplement volume on PDR estimates.

Investigation

Audited 120 estimates across three vendors.

Findings

Scope-of-loss inconsistencies and missed panels at initial inspection.

Outcome

Process and training updates lowered supplements by 22%.

Quality Assurance

Improved estimate consistency across CAT teams

Case #03
Problem

Variability between field adjusters affected claim accuracy.

Investigation

On-site QA, calibration sessions, and re-inspections.

Findings

Inconsistent severity scoring and PDR vs R&I decisions.

Outcome

Standardized scoring framework rolled out across CAT teams.

Repair Validation

Detected improper PDR repair techniques

Case #04
Problem

Repeated complaints of post-repair imperfections on completed claims.

Investigation

Independent post-repair inspection program.

Findings

Tool mark evidence and improper access methods identified.

Outcome

Vendor remediation and revised invoice approvals.

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