AIRE Masterclass

AIRE Masterclass

Practical AI Governance for Financial Crime Compliance

Practical AI Governance for Financial Crime Compliance

Build the judgment, confidence, and practical tools required to govern AI in regulated financial services.

An AIRE Education

What Is the AIRE Masterclass?

AIRE

(AI Risk & Explainability)

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

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?

Designed for Financial Crime Compliance

Designed for Financial Crime Compliance

Generic AI governance training often misses the decisions financial institutions actually face.

Generic AI governance training often misses the decisions financial institutions actually face.

AIRE applies AI governance to multiple 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

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

*

Participants learn through the kinds of decisions, tensions, and accountability questions that arise in regulated financial services—not generic technology examples.

AI Governance For Everyone

Who Should Attend?

Who Should Attend?

The AIRE Masterclass is designed for professionals responsible for evaluating, approving, overseeing, challenging, or auditing AI, including:

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Chief Compliance
Officers


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BSA/AML and Financial Crime Leaders

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Legal and Regulatory Professionals

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Enterprise, Ops, and Risk Teams

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Audit and Testing Professionals

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Fraud, Sanctions, KYC and Investigations Managers

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Fintech and Sponsor-Bank Relationships Managers

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Product, Procurement, and Tech Stakeholders

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Consultants and Advisors Supporting Regulated Financial Institutions

What's Included

No Technical AI Backgrounds Required

No Technical AI Backgrounds Required

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Delivery Options

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Delivery Options

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Private Organizational Masterclass
A dedicated experience for teams within one organization, allowing participants to develop shared language and apply the material to their own operating environment.

Individual Cohorts
Open-enrollment cohorts for professionals seeking practical AI governance capability, peer discussion, and direct application to their roles.

Institutional and Educational Partnerships
Licensing and delivery partnerships for professional associations, educational platforms, consulting organizations, and other institutions seeking credible AI governance training for their members or clients.

Delivery may be virtual, in person, or blended depending on the audience and engagement.

Private Organizational Masterclass
A dedicated experience for teams within one organization, allowing participants to develop shared language and apply the material to their own operating environment.

Individual Cohorts
Open-enrollment cohorts for professionals seeking practical AI governance capability, peer discussion, and direct application to their roles.

Institutional and Educational Partnerships
Licensing and delivery partnerships for professional associations, educational platforms, consulting organizations, and other institutions seeking credible AI governance training for their members or clients.

Delivery may be virtual, in person, or blended depending on the audience and engagement.

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Delivery Options

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Delivery Options

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How firms engage with AIRE

Pain Point Reduction

Why AIRE Is Different

Built for the governance decisions that matter in practice

Built for the governance decisions that matter in practice

This is not a technical AI boot camp, regulatory-update webinar, or policy-template walkthrough

This is not a technical AI boot camp, regulatory-update webinar, or policy-template walkthrough

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 Learn?

Building 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.