Resource guide
Most AML/CFT programs fail for ordinary reasons. Controls are copied from someone else's stack. Monitoring is configured without real customer logic. Investigations lack evidence discipline. The reporting layer is treated as a filing exercise instead of the output of a coherent system.
Start with customer types, transaction patterns, products, geographies, and counterparties. A weak risk model makes every later layer arbitrary.
Build canonical customer, account, and transaction objects before designing alert rules. Monitoring is only as good as the event stream beneath it.
Screening, monitoring, refresh, EDD, and SAR handling each need explicit triggers, statuses, and escalation points.
Final decisions, reporting packets, and audit trails sit on top of the system. They are not an afterthought.
Sanctions, PEP, and adverse-media screening configured with real thresholds, review logic, and rescreen rules.
Transaction monitoring that reflects the business model, expected behavior, and typologies that matter for the firm's footprint.
Analysts need full case context, linked evidence, and disciplined narrative structure. Otherwise the case layer becomes a note graveyard.
Higher-risk relationships need periodic refresh, enhanced review, and evidence collection that can be defended later.
The final customer or filing decision is separate from operator work product and recorded as its own act.
Every meaningful action leaves a chain: what was reviewed, with what inputs, by whom, under which configuration.
Technology compresses deterministic work and preserves evidence. It does not automate senior judgment. Screening, normalization, rule execution, alert packaging, and report formatting are natural automation surfaces.
Match adjudication, SAR interpretation, EDD, and final narrative framing still need experienced operators. Hide that instead of designing for it and quality decays quickly.
Practical conclusion
The durable model treats compliance operations as infrastructure: automation where the work is structured, senior operators where judgment matters, and a hard officer sign-off boundary where legal responsibility must stay with the client.