Insights
Analysis from inside the institutions we advise
Practitioner-grade thinking on where financial crime frameworks fail and how they are fixed — risk classification, remediation, ownership structures, monitoring, sanctions and the governance of AI in compliance.
AI-Literate, Not AI-Hyped: Model Governance for AI in Financial Crime
The gap in AI-enabled compliance is not the technology — it is governance. An automated control that cannot be explained, validated or overseen is not an asset. It is an unexamined liability that happens to be fast.
The Illusion of Low Risk: Why Risk Scores Lie and Regulators Know It
Most institutions run customer risk models built for a population that no longer exists. A model that never flags looks like success — and is often a silent, systemic failure the regulator will find first.
KYC Remediation at Scale: A Playbook for Large-Scale Customer Backlogs
Clearing a large-scale KYC backlog is an engineering problem, not a staffing one. The playbook: diagnose, risk-tier, design the workflow once, run on regulator-ready MI, and hand back a BAU that holds.
Why KYC Is Broken in Most Banks (And Everyone Pretends Otherwise)
KYC failure is rarely a people problem. It is a design problem — flat effort, drifting standards, and MI that cannot answer the regulator's question. Here is what actually breaks, and how it gets fixed.
How a Boutique Scales: The Specialist-Led, Partner-Enabled Delivery Model
The objection to a boutique on a large programme is bench depth. The answer is the delivery model: specialists lead design, QA and governance; vetted partners and client teams execute volume under one standard.
The Independent QA of Remediation: Why Marking Your Own Homework Fails
Most remediation QA is performed by the team that did the work — or the vendor being paid for throughput. That is a conflict, not a control. Genuine second-line challenge requires structural independence.
Nigeria vs Europe: The Coming AML Reckoning for Cross-Border Institutions
As Nigerian and European AML expectations converge from very different starting points, cross-border institutions are caught between two supervisory cultures. The reckoning is in the gap between them.
Transaction Monitoring Rule and Model Recalibration: Tuning to Risk, Not to Noise
Most transaction-monitoring systems run on install-time vendor defaults — over-alerting and under-detecting at once. The discipline that makes tuning defensible is below-the-line testing.
PCCs, PAHVs, and Protected Cells: The UBO Gap Nobody Is Discussing
Protected Cell Companies and Private Asset Holding Vehicles defeat standard CDD by design. Assessed as single entities, they let high-risk cells hide behind a low-risk average. The risk lives in the layers.
Sanctions Screening Testing: The Zero-Tolerance Control Everyone Takes on Faith
Sanctions screening has no tolerance for error, yet it is the control institutions least often test. It fails at the seams — stale lists, loose fuzzy thresholds, untested transliterations. Faith is not a control.
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