MAS LABS · THINKLAB

Where financial crime compliance meets applied AI.

ThinkLAB is our working laboratory. We're building practical, explainable AI tools for AML, sanctions and fraud teams — and showing our work as we go. No black boxes, no vapourware; every project below is genuinely in progress, at the stage marked.

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Current projects

The docket

LAB—01

Sanctions Screening Logic Tester

Probes fuzzy-matching thresholds against transliteration variants, shell-name patterns and vessel aliases — so you find your screening gaps before an examiner does.

In development
LAB—02

TM Rule Explainer

Translates transaction-monitoring rules into plain-English rationales that investigators, auditors and regulators can actually follow — supporting the shift to explainable AML.

In development
LAB—03

TBML Red Flag Mapper

Maps trade-based money laundering indicators across invoices, shipping documents and payment flows — built around FATF typologies.

Coming soon
LAB—04

FCC Intelligence Briefings

Weekly AI-assisted analysis of regulatory developments — AMLA, FATF, OFAC, FCA — distilled into what practitioners should actually do about it.

LAB—05

TradeSentry

A trade-based financial crime surveillance engine — screening trade-finance transactions and shipping documents for over/under-invoicing, dual-use goods and circuitous routing against FATF typologies.

In development
LAB—06

AML Suite

A unified AML platform bringing transaction monitoring, case management and regulatory reporting into one workflow — configurable, risk-based rules with explainable alerts.

Coming soon
LAB—07

Adverse Media Scanner

Scans global news and adverse-media sources for negative signals on customers and counterparties — clustering true hits and filtering noise to speed up EDD decisions.

Pre-production
LAB—08

Enterprise-Wide Risk Assessment

Guides institutions through a structured EWRA — inherent risk scoring, control effectiveness and residual risk — producing clear, regulator-ready documentation.

In development
LAB—09

KYC/CDD Suite

Streamlines onboarding and periodic review with risk-based CDD/EDD workflows, document verification and dynamic risk scoring across the full customer lifecycle.

Coming soon
LAB—10

Regulatory Management System

A living obligations register — tracks regulatory requirements, maps them to internal controls and policies, and flags gaps automatically as rules change.

In development
LAB—11

GlobalED

The MAS LABS training arm — practitioner-led FCC courses, certification prep (CAMS, CGSS) and scenario-based workshops for banking and fintech teams.

LAB—12

TalentBridge

Specialist FCC recruitment — connecting institutions with vetted compliance professionals, from analysts to MLROs, ready to perform from day one.

Our approach

How the lab works

STEP 01

Find the friction

Every project starts with a real pain point practitioners face — false positives, opaque rules, manual document review.

STEP 02

Build & break

We prototype with frontier AI, then stress-test against real typologies until we know exactly where it works and where it fails.

STEP 03

Show the work

We publish the methodology, the limits and the governance considerations — because explainability isn't optional in FCC.

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Early access to every tool, plus the weekly intelligence briefing. Compliance professionals only — no spam, ever.

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