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Exam Code: 612-51 Vendor: ECCouncil Name: Certified Responsible AI Governance & Ethics (CRAGE) 100 Q&A with Explanation Last Update: Nov 7, 2026
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612-51 Q&A's Detail

Exam Code:
612-51
Total Questions:
100 Q&A's
Single Choice Questions:
99 Q&A's
Simulation Questions:
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Certified Responsible AI Governance & Ethics (CRAGE) Questions and Answers

Question 1

A multinational financial-services organization is subject to regulatory review after deploying an AI-driven credit-underwriting system across multiple jurisdictions. Although technical safeguards and fairness checks were implemented during development, regulators found gaps in the organization’s ability to:

Reconstruct past decision outcomes

Demonstrate clear ownership of model changes

Provide consistent evidence that internal AI expectations were applied and reviewed over time

These deficiencies raised concerns about traceability, accountability, and ongoing supervision of the system after it entered operation, despite no reported data breaches or findings of discrimination.

Which AICM component most directly addresses the weaknesses identified in this review?

Options:

A.

Governance and Monitoring Controls

B.

Compliance Controls

C.

Ethical and Bias Mitigation Controls

D.

Security Controls

Question 2

Before onboarding a vendor’s AI model, an organization assesses the provider’s internal governance practices, model-development processes, security controls, and capability to prevent tampering or misuse. Vendors are subsequently classified according to potential impact and risk exposure.

Which TPRM step most directly covers this assessment and risk-based categorization activity?

Options:

A.

Due Diligence and Risk Assessment

B.

Integration and Continuous Monitoring

C.

Exit Strategy and Offboarding

D.

Contractual and Compliance Controls

Question 3

During a STRIDE-based threat-modeling session, a security analyst finds that the AI system’s logging mechanism fails to record who changed the training parameters. This weakness could let an insider alter model behavior without any record of the action, making it impossible to demonstrate who was responsible for the malicious update.

Which specific STRIDE threat category is represented by this inability to trace and prove individual actions?

Options:

A.

Spoofing

B.

Tampering

C.

Information Disclosure

D.

Repudiation

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