Solution

AML and KYC platform for banks: controls, risk profiles, regulator and correspondent reporting

AML and KYC in banks historically grew as isolated systems — transaction monitoring, sanctions screening, KYC, financial intelligence reporting. Each with its own team, database, and format. The platform unites them into a single process with case management, customer risk profiles, and automated reporting ready for both the regulator and foreign correspondents.

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This page describes the Samarali Soft approach to AML and KYC platform in a bank — a unified process with managed cases, unified customer profile, and automated reporting for regulator and foreign correspondents.

Target Model

How It Should Work

Every event — transaction, settings change, incoming customer data — should flow into a single signal stream. Scoring works on full customer context, not a fragment of one system. A signal becomes a case with owner, deadline, investigation steps, decision, audit log. One customer — one case with all related signals. KYC refreshes on life events, not by calendar. Reporting for regulator and correspondents is generated automatically from the same data. Customer risk profile is dynamic, updated in real time.

Case management platform with typing by compliance area
Unified customer profile for AML and KYC
Transaction monitoring rules engine tuned to the bank's profile
Sanctions and PEP screening with auto-updates
Negative information contour from open sources
KYC by customer life events (marriage, relocation, job change, new product)
Biometric contour for April 2026 regulator requirements
Report generation in financial intelligence format
Dashboard for regulator and foreign correspondents
Audit log with justification for every decision
Проблемы

Где обычно все ломается

01
Each compliance area lives in its own system with its own team — no unified picture
02
Monitoring rules are vendor defaults without tuning to the bank's risk profile
03
Teams across areas do not share information — cross-category attacks pass between them
04
KYC refresh tied to calendar, not to real customer life events
05
Foreign correspondent reporting prepared separately from internal — discrepancies become trust issues
06
April 2026 biometric requirements not yet built into the existing contour
Consequences

What This Leads To

⚠ Regulator finds systemic gaps during inspection — moves from consultations to sanctions
⚠ Foreign correspondent banks raise tariffs or close lines — operational expenses grow
⚠ Compliance team grows faster than portfolio — only way to handle volume without architecture
⚠ Material fines become a regular P&L line
⚠ Reaction time to a new sanctions list measured in days, not hours — bank breaches before updating
⚠ April 2026 biometric requirement implemented as parallel project, not part of unified compliance contour
My Approach

How I Approach the Challenge

I start by reviewing 30-50 real cases from the last 6 months — monitoring, screening, PEP, KYC, biometrics. I walk through each: what signals came, when investigation started, how many systems the analyst touched, what decision was made, what log remained. This immediately shows where the main load is — rules, data, or team coordination. In parallel — readiness assessment for regulator and correspondent audit. On this quantitative base, prioritization is built.

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Team

How We Work

My Role

I help the bank move from 'compliance is a set of isolated systems' to 'compliance is a unified process with managed cases'. I review the actual team work, design the target architecture, help in negotiations with the regulator on approach and timelines, prepare the case for the board. A separate part of the work is internal communication with the compliance team, who often perceive centralization as a threat to their autonomy. Without this work, the project gets stuck in politics and is not implemented for any budget.

Team Role

The team builds the case management platform, unified customer profile for compliance, rules engine with self-tuning capability, integration with sanctions and PEP list sources, negative information contour, automation of regulator and correspondent format reporting, audit log, analyst workspace, and compliance leadership dashboard. In parallel — biometric contour for 2026 requirements.

Important

Key Considerations for Implementation

🔎 False positive rate is a KPI of equal importance to caught violations rate
🔎 Tuning rules to the bank's profile takes 6-9 months of continuous work — without it the platform delivers no effect
🔎 Foreign correspondents periodically audit — reporting must hold up to their format, not just the regulator's
🔎 Linkage with anti-fraud is mandatory — scenarios often overlap (internal fraud, money laundering through card operations)
🔎 Access rights to compliance cases are strictly partitioned — legally sensitive data with special audit requirements
🔎 Biometrics 2026 — not an add-on, but a core part of architecture from day one
Results

What Results to Expect

✓ False positive rate drops from 90-95% to 60-70% through tuning rules to the bank's profile
✓ Single case investigation time shortens 2-3x through unified interface and unified customer profile
✓ Regulator reporting prepared in hours, not days — operational reduction of 4-6 FTE
✓ Foreign correspondents receive ready report in their format — separate work disappears
✓ Compliance team handles operation volume growth without linear staff growth
✓ April 2026 biometric requirements implemented as part of unified contour, not separate project
Industries

Where This Solution Is Most Relevant

Banks →
Expertise

Expertise Required for Implementation

Banking & Fintech Architecture →
FAQ

Frequently Asked Questions

We already have an AML vendor. Why build another platform?
An AML vendor usually covers transaction monitoring. Screening — another vendor. KYC — a third. What none cover is unified case management and unified customer profile for compliance purposes. The platform does not replace vendors, it unites their output into a managed process. Vendors stay; a layer is added on top.
Foreign correspondents want their format report — is that separate work?
For most banks today — yes, separate, prepared manually over days and weeks. After the platform — an exportable artifact from the same data as the regulator report. This removes several FTE from correspondent reporting and closes one of the most frequent sources of pressure from correspondents.
How long does rule tuning to the bank's profile take?
From 6 to 9 months of continuous work by compliance analysts with development team support. Vendor defaults give 90-95% false positives — without tuning the platform delivers no effect. This is the most labor-intensive part of the project, and it cannot be accelerated by technology.
How does biometrics 2026 affect the plan?
The biometric contour must be embedded in the architecture from day one, not retrofitted in reactive mode. This concerns KYC (refresh with biometric verification for certain scenarios), sanctions screening (biometric customer confirmation on triggers), reporting (proof of identification). Without this, a year after launch the platform will require architectural rework.
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I do not just write about this. I can come in, examine your situation and design a solution for your specific landscape.

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