Fraud & Pattern Detection

Wamy analyzes evidence at a forensic level — validating timestamps, locations, and file integrity within individual claims, then identifying patterns and relationships across your entire portfolio.

Wamy analyzes evidence at a forensic level — validating timestamps, locations, and file integrity within individual claims, then identifying patterns and relationships across your entire portfolio.

Fraud Hides in the Details — and Across the Portfolio

Manual review catches obvious inconsistencies. It almost never catches systemic patterns that span hundreds of claims, multiple vendors, and months of activity.

The Isolated Review Gap

Individual document reviews miss critical patterns. True validation requires structured analysis across the entire claim file.

The Isolated Review Gap

Individual document reviews miss critical patterns. True validation requires structured analysis across the entire claim file.

The Isolated Review Gap

Individual document reviews miss critical patterns. True validation requires structured analysis across the entire claim file.

How Wamy Detects Fraud & Patterns

From Email to Structured
Claim File

Wamy investigates claims at multiple levels — from individual evidence validation to cross-portfolio pattern recognition — surfacing signals that manual review consistently misses.

Wamy runs an autonomous intake pipeline that continuously monitors inboxes, processes

incoming emails, and builds structured claim files — without manual intervention.

Inconsistency

Metadata

Timeline Manipulation

Pattern Recognition

Entity Correlation

Submission Analysis

Inconsistency Detection

Flags conflicts within a single claim file — contradictions between documents, statements that don't align with evidence, and data that conflicts across sources.

Timeline

Evidence

Contradiction

Coverage

Deposition

Submission Analysis

Inconsistency Detection

Flags conflicts within a single claim file — contradictions between documents, statements that don't align with evidence, and data that conflicts across sources.

Inconsistency

Metadata

Timeline Manipulation

Pattern Recognition

Entity Correlation

Submission Analysis

Inconsistency Detection

Flags conflicts within a single claim file — contradictions between documents, statements that don't align with evidence, and data that conflicts across sources.

From Single Claim to Entire Portfolio

Wamy investigates fraud at three distinct levels, each building on the analysis below it.

Wamy investigates fraud at three distinct levels, each building on the analysis below it.

Wamy investigates fraud at three distinct levels, each building on the analysis below it.

Claim level detection of inconsistencies illustration

Claim-Level Detection

Claim-Level Detection

Claim-Level Detection

Identifies inconsistencies, contradictions, and anomalies within a single claim file. Validates evidence integrity, timeline accuracy, and document consistency.

Identifies inconsistencies, contradictions, and anomalies within a single claim file. Validates evidence integrity, timeline accuracy, and document consistency.

Reused evidence warning illustration

Cross-Claim Detection

Cross-Claim Detection

Cross-Claim Detection

Compares patterns across multiple claims to identify repeated behaviors, shared vendors, reused evidence, and coordinated filing patterns that are invisible within a single file.

Compares patterns across multiple claims to identify repeated behaviors, shared vendors, reused evidence, and coordinated filing patterns that are invisible within a single file.

Portfolio-level intelligence

Portfolio-Level Intelligence

Portfolio-Level Intelligence

Portfolio-Level Intelligence

Surfaces systemic trends across the entire claim book — vendor fraud rings, geographic clusters, adjuster performance anomalies, and litigation patterns by opposing counsel.

Surfaces systemic trends across the entire claim book — vendor fraud rings, geographic clusters, adjuster performance anomalies, and litigation patterns by opposing counsel.

Example Fraud Detection Output

See how Wamy surfaces fraud signals across a property claim with connections to a broader contractor-attorney network.

Powered by Wamy Engines

Every intake capability is powered by Wamy's core analytical engines — purpose-built for insurance claims.

Every intake capability is powered by Wamy's core analytical engines — purpose-built for insurance claims.

Fraud & Pattern Engine

Identifies fraudulent patterns and anomalies in data.

Evidence Engine

Timeline Engine

Damage Intelligence Engine

Fraud & Pattern Engine

Identifies fraudulent patterns and anomalies in data.

Evidence Engine

Timeline Engine

Damage Intelligence Engine

Fraud & Pattern Engine

Identifies fraudulent patterns and anomalies in data.

Evidence Engine

Timeline Engine

Damage Intelligence Engine

See What Manual Review Misses

Wamy investigates claims at a forensic level — validating evidence integrity within individual files and surfacing patterns across your entire portfolio.