On-Demand Compliance Score: 3.45/5.0
On-Demand Knowledge Work | Internal audience
Banks screen all customers and transactions against OFAC, EU, UN, and other sanctions lists. Screening matches generate alerts requiring investigation and disposition. Alert volume is enormous: 10,000-50,000+ alerts/month at large banks. However, 85-95% of hits are false positives: name-only matches with insufficient identifying information (e.g., "John Smith" matches to a sanctioned entity but customer is a different John Smith with different DOB/location). Current process: compliance team manually reviews each alert, gathers customer identifying data, determines if match is true positive or false positive, and documents disposition. Median time: 10-20 minutes per alert for obvious false positives; 30-60 minutes per alert for more ambiguous cases. Backlog of unreviewed alerts creates regulatory risk.
Data Sources:
Data Classification:
Data Quality Requirements:
Sanctions list freshness: daily updates from OFAC, EU sources. Customer data completeness: 99% (full name, DOB, address available). Customer data accuracy: 100% (must match source records). Transaction history completeness: 100% for lookback period (typically 3-5 years). Match score accuracy: standardized per screening system (e.g., Actimize match scoring). Disposition accuracy baseline: 90%+ for obvious false positives (validated from historical investigator decisions).
Integration Complexity: High , Requires integration with screening system (Actimize, Fircosoft, custom) with real-time alert feeds. Sanctions list integration with daily updates from OFAC, EU, UN sources (different formats, different refresh cycles). Customer data enrichment from KYC system, transaction database, beneficial owner registry. Investigator workflow integration with AML case management system. Disposition rules require complex business logic and regular updates as sanctions policy changes. High regulatory scrutiny requires extensive audit logging and monitoring.
| Criterion | Weight | Score (1-5) | Weighted |
|---|---|---|---|
| Time Recaptured | 15% | 5 | 0.75 |
| Error Reduction | 10% | 2 | 0.20 |
| Cost Avoidance | 10% | 4 | 0.40 |
| Strategic Leverage | 5% | 2 | 0.10 |
| Data Availability | 15% | 4 | 0.60 |
| Process Clarity | 15% | 4 | 0.60 |
| Ease of Implementation | 10% | 3 | 0.30 |
| Fallback Available | 10% | 4 | 0.40 |
| Audience (Int/Ext) | 10% | 5 | 0.50 |
| Composite | 100% | 3.45 |
Details to be provided.
4 build sprints (requires governance maturity; high regulatory scrutiny)
Build Sprints 1-4: Sanctions list integration, customer data enrichment, disposition rule codification, false positive filtering, investigator escalation workflow, audit logging, regulatory reporting, sensitivity/specificity monitoring
From zero to a governed, production agent in 6 weeks.
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