AI Governance Components
Parent Components | Parent Controls | Child Controls | Regulations |
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Vendors
1.0 AI Accountability |
2.0 Assess Regulatory Risks |
3.0 Gather Use Cases |
4.0 Value of Data |
5.0 Fairness & Accessibility |
6.0 Reliability & Safety |
7.0 Transparency & Explainability |
8.0 Human-in-the-Loop |
9.0 Privacy & Retention |
10.0 Security |
11.0 Model Lifecycle |
12.0 Risk |
13.0 AI Value Realization |
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List of Controls
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Fairness & Accessibility
Component
Component ID: 5.0
Mitigate bias and manage AI accessibility.
List of Controls:
- Bias
- Accessibility
Improve Security
Component
Component ID: 10
Address emerging attack vectors impacting availability, integrity, abuse, and privacy.
List of Controls:
- Prevent Direct Prompt Injection Including Jailbreak
- Avoid Indirect Prompt Injection
- Avoid Availability Poisoning
- Manage Increased Computation Attack
- Detect Denial of Service (DoS) Attacks
- Prevent Energy-Latency Attacks
- Avoid Data and Model Poisoning Attacks
- Detect Data Poisoning Attacks
- Avoid Targeted Poisoning Attacks
- Avoid Backdoor Poisoning Attacks
- Prevent Model Poisoning Attacks
- Support Data and Model Privacy
- Prevent Data Reconstruction Attacks
- Prevent Membership Inference Attacks
- Avoid Data Extraction Attacks
- Avoid Model Extraction Attacks
- Prevent Property Inference Attacks
- Prevent Prompt Extraction Attacks
- Manage Abuse Violations
- Detect White-Box Evasion Attacks
- Detect Black-Box Evasion Attacks
- Mitigate Transferability of Attacks
- Misuse of AI Agents
- Prevent AI-Powered Spear-Phishing at Scale
- Prevent AI-Assisted Software Vulnerability Discovery
- Prevent Malicious Code Generation
- Identify Harmful Content Generation at Scale
- Detect Non-Consensual Content
- Detect Fraudulent Services
- Prevent Delegation of Decision-Making Authority to Malicious Actors
Identify Executive Sponsor
ID : 1.1
Appoint an executive who will be accountable for the overall success of the program.
Component | Regulation | Vendors |
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1. Establish Accountability for AI | EU AI Act |
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