Fordel StudiosFinancial KYC/AML Agent
Automated KYC onboarding and continuous AML transaction monitoring.
The problem
being solved
A financial institution onboarding 200+ accounts monthly spends 2-4 hours per account on KYC: collecting ID documents, verifying against databases, screening sanctions lists (OFAC, EU, UN), analyzing beneficial ownership for complex entities, and documenting risk assessment. Enhanced due diligence adds 4-8 hours for high-risk accounts.
54% of financial services firms had deployed AI by January 2025 (S&P Global). ComplyAdvantage provides real-time sanctions screening with auto-adjusting thresholds. McKinsey describes how agentic AI transforms KYC/AML: handling data gathering while officers focus on judgment.
Non-compliance cost: FinCEN enforcement, reputational damage, loss of correspondent banking. Over-compliance cost: excessive false positives consuming analyst time and delaying business.
How this
agent works
The agent handles KYC from onboarding through ongoing monitoring. At opening: collects and verifies identity documents via OCR and authentication. Screens against OFAC SDN, EU Consolidated, UN Security Council, PEP databases, and adverse media. For entities, maps beneficial ownership from corporate registries.
Risk scoring considers customer type, geography, products, source of funds, and screening results. Transparent factor explanations for examiner review. High-risk accounts flagged for enhanced due diligence with specific areas identified.
Continuous monitoring: new sanctions checked against your base within hours. Transaction monitoring uses behavioral models detecting structuring, layering, trade-based laundering, and funnel accounts. Alerts with full context and SAR-filing recommendations.
A senior engineer configures sanctions feed ingestion (OFAC, UN, EU) and PEP/adverse media APIs against your core banking system via FastAPI, with Redis caching to keep rescreening latency under 200ms. Entity relationships are stored in Neo4j so ownership chains and PEP connections resolve in a single graph traversal rather than multiple round-trips. XGBoost risk models are trained on your customer base's transaction history, not a generic dataset. Kafka handles the transaction event stream for real-time monitoring; PostgreSQL and Elasticsearch back alert storage and case manager search. Setup runs 4-5 weeks including BSA/AML policy alignment and UAT with your compliance team.
- 01
Identity Verification
Document OCR extracts and authenticates government IDs, passports, and proof-of-address against issuer patterns. Sanctions, PEP, and adverse media screening runs at onboarding and re-runs automatically when lists update — no manual trigger required. False-positive rates are tunable per your compliance team's tolerance thresholds.
- 02
Beneficial Ownership
Corporate registry data is ingested and mapped as a graph in Neo4j, resolving multi-hop ownership chains to identify Ultimate Beneficial Owners at configurable thresholds (default 25%). Sanctions exposure and PEP connections surface through the full chain, not just direct relationships. Shell structures and circular ownership patterns are flagged automatically.
- 03
Risk Scoring
XGBoost models score customers on transaction type, geography, product usage, declared funds source, and live screening results — with SHAP-based explanations that compliance officers can read and cite in audits. Scores update on new activity, not just at onboarding. Risk tiers map directly to your existing customer due diligence (CDD) and enhanced due diligence (EDD) workflows.
- 04
Transaction Monitoring
Behavioral models trained for structuring, layering, and trade-based money laundering patterns run against the Kafka event stream in real time. Alerts include full transaction context, customer risk history, and a SAR recommendation with prefilled narrative fields to reduce analyst write-up time. Alert thresholds are configurable per product line and customer segment without a code deploy.
Build this agent
for your workflow.
We custom-build each agent to fit your data, your rules, and your existing systems.
Free 30-min scoping call