Attack Lab/Synthetic Identity Fraud

Synthetic Identity Fraud

Creates realistic synthetic customer identities including KYC artifacts, transaction histories, credit profiles, and behavioral patterns. Tests whether the fraud detection system can distinguish synthetic identities from real customers during digital onboarding.

Attack Configuration

Attack Scenario

Artifact Types

Aadhaar-like KYC ArtifactTransaction HistoryCredit HistoryBehavioral Profile

Number of Synthetic Identities

Number of synthetic identity instances to generate

Attack Severity

Balanced mixed dataset (recommended)

Include legitimate negatives alongside fraud samples for realistic evaluation and false-positive measurement.

Balanced mixed dataset (recommended)

Generation Seed

Fixed seed for reproducible generation

Generation Pipeline

Configuration Validated

Attack Generation

Artifacts Generated

Ready for Detection

Attack Info

TargetCustomer onboarding / KYC

Categoryidentity

Scenarios4

Artifacts4 types