Case Study

Scaling AML and KYC Operations to Strengthen Risk Detection and Regulatory Confidence

A global financial services organization faced growing pressure to strengthen its anti-money laundering (AML) and Know Your Customer (KYC) operations as transaction volumes, customer onboarding, and regulatory scrutiny continued to rise. The client partnered with SEBPO to build a structured operational framework spanning AML screening, KYC data operations, and risk-profiling workflows.

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Challenge

As transaction volumes, onboarding activity, and regulatory scrutiny increased, the client faced mounting pressure to scale AML and KYC operations without compromising accuracy.

Key challenges included:

Rising false positives and screening inefficiencies
Fragmented customer and entity data across systems
Increasingly complex PEP and risk classification requirements
Limited scalability of internal compliance operations

The result: operational strain, slower onboarding, and heightened compliance risk exposure.

Solution

SEBPO implemented a structured, end-to-end compliance operations model to improve accuracy, streamline workflows, and scale AML and KYC processes.

This included:

Optimized AML screening to reduce false positives and improve detection precision
Strengthened PEP governance with enhanced validation and audit-ready processes
Standardized KYC data collection and validation to improve data reliability
Consolidated entity data across systems for consistency and accuracy
Applied structured risk scoring models for more precise customer segmentation

Results

The transformation delivered measurable improvements across accuracy, efficiency, and compliance readiness:

Screening & Detection

99.27%

false positive screening accuracy

99.96%

false negative detection accuracy

Significantly improved financial crime detection precision

KYC Data Quality

98.6%

KYC review accuracy

+2.6

percentage points above industry benchmark (96%)

Entity Data Integrity

99.40%

entity data quality accuracy

Unified, clean datasets across compliance systems

Risk Profiling

99.66%

risk profiling accuracy in RiskID reviews

More consistent and reliable customer risk segmentation

Impact

By integrating AML screening, KYC operations, and risk profiling into a unified framework, the client achieved:

Stronger financial crime detection with near-perfect screening precision
Higher-quality customer data that drives faster, more reliable onboarding
Cleaner compliance datasets enabling consistent decision-making
More accurate risk segmentation for better monitoring and due diligence
Improved regulatory confidence and audit readiness
Scalable compliance operations supporting growth without added risk

What the Client Had to Say

“I had a call with my Global Project Director to discuss the ongoing data remediation work, and he was absolutely singing your praises. Each time he and I connect, he reiterates how impressed he is with the SEBPO Team. He mentioned how thoughtful and well-prepared the team is for every call, and he really values the quality and dedication you bring to the work. Your contributions have not gone unnoticed, and it’s clear you’ve made a strong impression.”

– Account Director