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AI Training for Compliance Teams: Building an AI Control Framework That Holds Up

Managing Shadow AI and Unapproved Tool Adoption

Quiz: Managing Shadow AI and Unapproved Tool Adoption

Horizon Scanning Across EU, UK and US AI Rules

Quiz: Horizon Scanning Across EU, UK and US AI Rules

Mapping One Control Set to Several Frameworks

Quiz: Mapping One Control Set to Several Frameworks

Incident Escalation Paths and Regulatory Notification Triggers

Quiz: Incident Escalation Paths and Regulatory Notification Triggers

Preparing the Evidence Pack Before a Regulator Asks

Quiz: Preparing the Evidence Pack Before a Regulator Asks

Reporting AI Compliance Status to Executives and Audit Committee

Quiz: Reporting AI Compliance Status to Executives and Audit Committee

Final exam: AI Training for Compliance Teams: Building an AI Control Framework That Holds Up

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Quiz: Reporting AI Compliance Status to Executives and Audit Committee

AI Training for Compliance Teams: Building an AI Control Framework That Holds Up
Reporting AI Compliance Status to Executives and Audit Committee
Quiz: Reporting AI Compliance Status to Executives and Audit Committee

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Question 1 of 5

1. Question

What should compliance teams report to the board about AI governance instead of just counting controls?

Only the number of controls
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Outcomes: how many controls are operating effectively, at what compliance percentage and whether any are failing
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Details about individual model architecture
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Boards should never receive AI governance reports
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Question 2 of 5

2. Question

What four key questions should an AI governance dashboard answer for the board?

Only technical details about models
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How many systems do we own and what risk do they represent? Are controls operating effectively? Have we had incidents and how did we respond? Are we compliant with regulations?
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Budget and staffing numbers only
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Boards should not see governance dashboards
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Question 3 of 5

3. Question

Why should compliance report incidents to the board transparently rather than hiding them?

Hiding incidents is the right approach
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Transparency builds confidence; hiding incidents that later emerge damages governance credibility
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Incidents should never be reported
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Only regulators need to know about incidents
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Question 4 of 5

4. Question

How can compliance benchmark AI governance maturity to make board reporting concrete?

Maturity benchmarking is not relevant
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Use frameworks like NIST AI RMF or ISO 42001 maturity models; report where you stand and progress toward higher maturity levels
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Benchmarking only applies to software development
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Regulators prohibit benchmarking
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Question 5 of 5

5. Question

What reporting cadence should compliance follow?

Report only when problems occur
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Monthly to the risk committee (internal), quarterly to the audit committee, twice yearly to the board to show trends and build confidence
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Reporting should be random
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More frequent reporting is always worse
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