AML Transaction Pattern Analyzer
Analyze transactions for money laundering patterns and generate compliant Suspicious Activity Rep...
What You Can Do
You can rapidly screen transaction datasets for money laundering indicators—structuring, circular flows, trade-based laundering, and beneficial ownership anomalies—then quantify risk factors and organize findings into Suspicious Activity Reports that withstand regulatory scrutiny. The skill maps detected patterns to FinCEN, FATF, and jurisdiction-specific regulations, creating documented audit trails that justify risk ratings to compliance teams and investigators.
Features
identifies structuring, circular flows, trade-based laundering schemes, and unusual beneficiary chains within transaction datasets
quantifies AML concern factors and ranks transactions by risk level using consistent, defensible methodologies
cross-references findings with FinCEN guidelines, FATF recommendations, and jurisdiction-specific compliance requirements
generates investigation summaries with structured evidence organization that meets financial intelligence unit submission standards
traces entity relationships across multiple accounts to uncover hidden ownership structures and control chains
documents all detection rationale and scoring decisions for regulatory review and legal defensibility
evaluates international transactions for consistency with declared business purpose and customer risk profile
converts raw findings into coherent investigation summaries suitable for compliance officers and external regulators
Example Output
Example 1: Structuring Detection Report
- Customer ABC Corp shows 47 transactions of $9,850–$9,999 over 8 weeks to different banks
- Risk Score: 8.5/10 (High) — Pattern consistent with structuring to evade $10K reporting threshold
- Regulatory Reference: FinCEN structuring guidelines, 31 CFR §1010.410
- Recommended Action: File SAR within 30 days; freeze pending investigation
Example 2: Trade-Based Laundering Analysis
- Company XYZ imports textiles at $450/unit; identical goods from same supplier listed at $1,200/unit elsewhere
- Risk Score: 7.2/10 (Medium-High) — Over-invoicing suggests potential value transfer mechanism
- Evidence: Comparative market analysis, supplier verification gaps, beneficiary destination (high-risk jurisdiction)
- Recommended Action: Request import documentation and beneficiary confirmations
Example 3: Beneficial Ownership Chain Mapping
Account Holder: Entity A (shell corp)
└─ Beneficial Owner: Individual B (nominee, known associate of sanctioned entity C)
└─ Control Chain: Individual D (verified offshore address, 5+ accounts opened simultaneously)
Risk Score: 9.1/10 (Critical) — Multi-layer obfuscation with high-risk jurisdictions
What's Included
- SKILL.md instruction file: complete skill configuration and pattern definitions
- Transaction Screening Framework: checklist of 40+ red flag indicators (structuring, circular flows, beneficial ownership anomalies)
- Risk-Scoring Methodology: weighted quantification template with FinCEN/FATF alignment
- SAR Documentation Template: structured outline for suspicious activity reports with evidence organization sections
- Regulatory Cross-Reference Guide: mapping suspicious patterns to FinCEN, FATF, and jurisdiction-specific AML rules
Who It's For
- Forensic accountants and financial investigators conducting AML due diligence and suspicious activity investigations
- Compliance officers at financial institutions preparing Suspicious Activity Reports for regulatory submission
- Financial intelligence units (FIUs) and law enforcement agencies screening transaction datasets for money laundering indicators
- Internal audit teams assessing customer risk profiles and transaction legitimacy
- Regulatory consultants and AML specialists supporting compliance audits and regulatory examinations
Best For
- Screening large transaction datasets (100+ transactions) for systematic AML red flags
- Organizing evidence and developing narratives for Suspicious Activity Reports (SARs)
- Mapping beneficial ownership chains across multiple entities and accounts
- Investigating cross-border flows for consistency with declared business purpose
- Quantifying and documenting AML risk factors for compliance team review and regulatory defense
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