Insurance Claims Fraud Detection & Analysis
Detect insurance claim fraud through systematic documentary analysis and pattern recognition
What You Can Do
You can analyze insurance claim files to uncover fraud indicators by synthesizing evidence from policyholder statements, medical/repair records, financial documents, and prior claims history. This skill helps you reconstruct timelines, identify inconsistencies and impossibilities, recognize suspicious financial patterns, and build defensible fraud conclusions suitable for claims adjustment, litigation support, or settlement negotiations. Transform raw claim data into an evidence hierarchy distinguishing confirmed facts, supported inferences, and investigative leads requiring further development.
Features
systematically review policyholder statements, medical records, repair estimates, and financial documents to identify contradictions and red flags
build chronological loss narratives that expose temporal impossibilities and suspicious claim sequences
detect financial inconsistencies including inflated valuations, rapid asset deterioration, multiple simultaneous claims, and prior claim history anomalies
organize findings into confirmed facts, supported inferences, and investigative leads with confidence levels
apply statistical and financial benchmarks to determine when claim values deviate significantly from expected ranges
identify third-party liability opportunities and quantify recovery potential based on fraud conclusions
calculate claim vulnerability and develop negotiation positions grounded in documented fraud assessment
generate litigation-ready fraud analysis documentation with transparent methodology and defensible conclusions
Example Output
Example 1: Property Damage Claim Analysis
- Red Flags Identified: Claim filed 48 hours post-loss with detailed repair estimates; insured's financial records show imminent foreclosure; prior claim filed 6 months earlier for similar damage pattern
- Timeline Reconstruction: Loss date inconsistent with weather records; repair timeline physically impossible given claimed damage scope
- Fraud Conclusion: Medium confidence suspicious claim; recommend investigation into property condition pre-loss and financial motivation
- Settlement Position: Recommend 35-40% claim reduction pending further evidence
Example 2: Medical Expense Claim
- Documentary Inconsistencies: Treating physician statements conflict with medical records; treatment dates don't align with injury timeline; billed procedures exceed standard treatment protocols by 180%
- Financial Analysis: Claimant's other insurance claims show similar patterns of expense inflation across three separate incidents over 24 months
- Evidence Hierarchy: Confirmed facts (treatment dates, provider identities); supported inferences (unusual treatment intensity); investigative leads (provider relationship analysis, billing pattern forensics)
- Litigation Support: Pattern analysis supports material misrepresentation defense with 70% confidence
What's Included
- SKILL.md instruction file: complete fraud detection framework and methodology
- Claims Analysis Checklist: systematic documentary review template covering statements, medical/repair records, financial documents, and timeline consistency
- Red Flag Reference Guide: categorized fraud indicators: temporal impossibilities, financial inconsistencies, policyholder contradictions, valuation anomalies
- Evidence Hierarchy Worksheet: template for organizing findings into confirmed facts, supported inferences, and investigative leads with confidence scoring
- Timeline Reconstruction Template: chronological loss narrative builder with consistency validation checkpoints
Who It's For
- Forensic Accountants — conducting detailed claim authenticity assessments for insurance defense and subrogation analysis
- Claims Adjusters & Managers — evaluating high-value claims (>$50K) for fraud indicators and settlement strategy development
- Insurance Defense Attorneys — building litigation positions and expert witness support for coverage disputes involving fraud allegations
- Subrogation Specialists — identifying third-party liability opportunities and quantifying recovery potential based on claim legitimacy assessment
- Insurance Fraud Investigators — systematizing evidence collection and pattern analysis for complex multi-document claim files
Best For
- High-value property, liability, or casualty claims requiring fraud risk assessment
- Claims with red flags: rapid deterioration post-loss, multiple simultaneous claims, inconsistent statements, inflated valuations
- Subrogation opportunity identification and third-party liability analysis
- Settlement leverage analysis when claimant position depends on questionable documentation
- Expert witness preparation and litigation-ready fraud documentation
- Claims involving potential material misrepresentation or coverage defense scenarios
You might also like
You can upload aging reports and AR subledger data to Claude, which analyzes bucket distributions, reconciles balances to the general ledger, flags anomalies and aging pattern irregularities, and generates documented collection strategies. Claude produces prioritized customer lists, DSO benchmarking analysis, allowance adequacy assessments, and compliance-ready audit schedules—transforming raw AR data into actionable cash flow optimization strategies.
by eryet
You can systematically validate employee payroll records, cross-check tax withholding calculations against current tax brackets, verify regulatory compliance across federal/state/local requirements, and flag anomalies that could trigger penalties—all before executing payment runs. This reduces processing time by 40-60% while catching errors that manual spreadsheet reviews typically miss, working across ADP, Workday, Gusto, and manual payroll systems.
by eryet
You systematically extract financial red flags from claim submissions, construct causal narratives linking evidence to fraud conclusions, and quantify potential loss exposure. This skill helps you distinguish between legitimate claim variations and fraud indicators, enabling you to generate investigation summaries defensible in litigation, settlement negotiations, or Special Investigation Unit (SIU) presentations.
by eryet
This skill helps you audit nexus comprehensively by analyzing physical presence rules, economic thresholds, affiliate connections, and marketplace facilitator statutes across all 50 states and relevant localities. You'll document nexus triggers specific to your client's business model—whether they're selling through marketplaces, using drop-shipping, hiring remote employees, or expanding operations. The result is an actionable filing calendar and remediation strategy that minimizes compliance gaps and protects against substantial back-tax assessments, penalties, and interest.
by eryet
You can build comprehensive, jurisdiction-specific transfer pricing documentation for intercompany transactions including management fees, royalties, financing arrangements, and cost allocations. Claude analyzes transaction economics, applies appropriate transfer pricing methods (comparable uncontrolled price, cost plus, resale price, etc.), and generates contemporaneous documentation that withstands audit scrutiny and supports mutual agreement procedures across borders.
by eryet
You can allocate indirect costs (administration, utilities, depreciation, maintenance) across clinical and non-clinical departments using activity-based costing (ABC) and traditional allocation methodologies. This skill helps you calculate precise allocation rates, model reimbursement scenarios, validate cost driver selections, and document allocation methods for compliance—enabling data-driven decisions on service line profitability, pricing strategies, and payer contract negotiations.
by eryet
You can execute structured compliance audits that map regulatory requirements to operational controls, test control effectiveness with documented evidence, quantify compliance risk exposure, and track remediation progress with clear accountability. The framework produces audit findings in regulatory-acceptable format, transforming ad-hoc reviews into defensible procedures that satisfy internal audit standards (IIA) and regulatory expectations.
by eryet
You can systematically evaluate payment timing decisions across your vendor base by modeling discount capture opportunities against working capital requirements. The skill analyzes vendor payment terms, your cash flow constraints, and strategic vendor priorities to generate prioritized payment schedules that maximize savings while maintaining adequate liquidity and protecting critical supplier relationships.
by eryet