Hands-on support for MLROs to redesign manual, fragmented AML workflows and tooling so controls scale with growth and hold up under supervisory scrutiny.
Fix broken EDD workflows, manual case handling, and fragmented tooling.
Scale monitoring and escalation without creating backlog or control drift.
Build operational controls that hold up under audit and supervisory scrutiny.
AML programs rarely fail because they’re wrong on paper.
They fail when growth exposes workflows, tooling, and
escalation paths that were never designed to scale.
Clarify ownership, escalation, and governance so AML decisions stay consistent under scale.
Help Compliance, Product, and Engineering deliver AML improvements that actually ship and stick.
Convert risk appetite into thresholds and workflows that drive day-to-day AML decisions.
Make investigations, SAR rationale, and QA more consistent, repeatable, and defensible.
Improve onboarding, OSINT evidence, and refresh workflows without adding unnecessary friction.
Use existing tools better, reduce manual work, and govern tuning, vendors, and change control.
Identify alert quality, backlog pressure, escalation design, workflow friction, and operational bottlenecks.
Reengineer workflows, escalation logic, and ownership so AML decisions stay consistent as volumes rise.
Align tooling and data flows so controls are enforced through streamlined systems rather than scattered, inconsistent workarounds.
Ship changes with QA, metrics, and change control so improvements stick as products and volumes evolve.
A short diagnostic usually identifies the 2–3 operational changes that remove the most friction.
Higher signal-to-noise and smarter routing prevent volumes from creating investigation queues.
Less workflow friction and fewer handoffs, so cycle times stay stable as volume grows.
Clear STR/SAR triggers, rationale, and QA for repeatability and audit-ready.
Decision rights and measurable performance across monitoring, EDD, and escalation.
Use your current stack to its fullest and automate the right steps to eliminate repetitive toil.
Better data quality, traceability, and evidence retention so controls stand up to audit, licensing, and partner reviews.
Designed for MLROs who need AML operations that stay consistent under growth, audit, and supervisory scrutiny.
Tech-led obliged entities where customer growth, product complexity, and regulatory scrutiny are outpacing AML operations.
Organizations that need scalable, defensible AML operations without slowing product velocity or endlessly adding analysts.
You are likely experiencing:
High-growth online gaming and betting platforms operating across multiple jurisdictions under increasing AML scrutiny.
Rapid player growth and escalating alert volumes
Fragmented KYC, OSINT, monitoring, and payments tooling
Escalations and SAR decisions struggling to scale
Crypto exchanges, custodians, and other CASPs operating under MiCA and Travel Rule obligations while scaling monitoring and wallet risk controls.
On-chain transaction monitoring integrated with AML investigations
Travel Rule, sanctions screening, and counterparty risk across wallets
Rapid transaction growth driving alert volumes and investigations
Increasing scrutiny under MiCA, FATF standards, and partner due diligence
Software-first fintechs, PSPs, EMIs, and payments platforms managing complex flows and growing supervisory scrutiny.
Multiple products, rails, and jurisdictions increasing monitoring complexity
AML embedded across onboarding, payments, and transaction monitoring
Growing scrutiny from banks, regulators, and payment partners
Monitoring and fraud signals spread across multiple systems
Companies where AML once worked “well enough” but is now breaking under growth or expansion.
Case backlogs and manual workarounds emerging
Engineering and compliance misalignment slowing fixes
Upcoming inspections, audits, or market launches
Risk scoring or monitoring logic no longer fits product complexity
You are an obliged entity with real AML risk, meaningful operational volume, and the mandate to fix structural problems properly.
Tech-led, software-centric operating model
Willing to invest in scalable fixes rather than patches
Need hands-on support across compliance, product, and engineering
Building operational systems in software-led organizations.
Professional certification in global AML standards and practice.
Focused on monitoring, escalation, and investigation workflows.
Delivering AML improvements across compliance and engineering teams.
Work focused on AML operations in iGaming, fintech, payments, and crypto platforms.
No sales deck. No generic compliance pitch.
We usually reply within 1–2 business days.