Most AML investments fail the same way: a large up-front build, followed by years of incremental patches, followed by a costly rebuild when the regulator moves the goalposts.
Why the cycle repeats
The intent is captured in policy documents. The execution is captured in code. Every divergence creates risk and every reconciliation requires engineering.
The living-system pattern
When the policy itself is the source of truth, the system reads the new version and applies it. The audit trail shows which version of which policy decided which case.
Practical implications
- Regulatory updates roll out in days, not quarters.
- Policy drift becomes detectable instead of inevitable.
- Onboarding-day KYC and ongoing monitoring use the same source.