AIRE Masterclass
Build the judgment, confidence, and practical tools required to govern AI in regulated financial services.
What is AIRE?
The decisions are already being made.
AI is entering financial institutions through vendor products, internal development, employee experimentation, automated decision-making, and everyday operational tools. Yet many compliance leaders are being asked to oversee AI without a practical way to evaluate it, challenge it, or determine what effective governance should look like.
The AIRE Masterclass: Practical AI Governance for Financial Crime Compliance gives compliance, legal, risk, audit, and technology professionals a structured approach to making defensible AI governance decisions.
Participants do not need to become data scientists. They need to know which questions to ask, where accountability belongs, what evidence matters, and when an AI use case should be approved, restricted, escalated, or stopped.
From AI Uncertainty to Governance Judgment
Participants learn how to:
Understand AI without getting lost in technical terminology
Clarify accountability across compliance, legal, risk, technology, product, procurement, and the business
Evaluate proposed AI systems before implementation
Surface, inventory, and triage Shadow AI
Challenge vendor claims and identify governance gaps
Establish meaningful human oversight
Translate governance principles into operational controls
Define validation, monitoring, documentation, escalation, and change-management expectations
Build evidence that can withstand internal, audit, and regulatory scrutiny
Participants leave better equipped to make and defend real governance decisions.
A Practical AI Governance Curriculum
The Masterclass combines facilitator-led instruction, AIRE governance mental models, real-world financial-services scenarios, practical demonstrations, guided decision exercises, participant tools, and peer discussion.
The curriculum covers:
AI Without the Hype
What compliance leaders genuinely need to understand about AI—and what they do not.
Where AI Governance Actually Fits
Accountability, organizational ownership, and the relationship between AI governance, model risk, compliance, technology, and regulation.
Evaluating AI Before It Enters the Organization
Assess use cases, vendor tools, business value, risk, controls, and readiness before implementation.
Discovering and Governing Shadow AI
Surface existing AI usage, build an inventory, triage risk, and bring informal usage into the governance process.
Operationalizing Governance
Translate principles into lifecycle controls, approvals, monitoring, escalation, change management, and evidence.
Applying Human Judgment
Determine where human involvement is meaningful and how accountability is preserved.
Testing Governance Under Pressure
Work through realistic scenarios involving competing priorities, incomplete information, vendor limitations, and operational constraints.
Exams: Pass or Fail?
AIRE applies AI governance to areas including:
BSA/AML and transaction monitoring
Sanctions and screening
Fraud detection and prevention
Customer risk rating
Investigations and case management
KYC and customer due diligence
Regulatory reporting
Vendor and third-party oversight
AI-assisted communications and operational workflows
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Participants learn through the kinds of decisions, tensions, and accountability questions that arise in regulated financial services—not generic technology examples.
MTL FastTrack's Audience
Who Should Attend?
The AIRE Masterclass is designed for professionals responsible for evaluating, approving, overseeing, challenging, or auditing AI, including:
Chief Compliance
Officers
BSA/AML and financial crime leaders
Legal and regulatory affairs professionals
Enterprise, operational, and model risk teams
Internal audit and independent testing professionals
Fraud, sanctions, KYC, and investigations leaders
Fintech and sponsor-bank relationship teams
Product, operations, procurement, and technology stakeholders
Consultants and advisors supporting regulated financial institutions
What You Get
No technical AI background is required.
Pain Point Reduction
Developed by professionals working across financial crime compliance, regulatory governance, technology, and financial-services implementation, the Masterclass connects governance expectations to operational reality.
Participants leave with a repeatable approach they can continue using as technologies, use cases, and regulatory expectations evolve.
Ready To Assess Your Exposure?
Ready to Build Practical AI Governance Capability?
Whether you are developing an organizational training program, seeking an individual cohort, or exploring an institutional partnership, we would welcome the opportunity to discuss the AIRE Masterclass.