Overall Risk Scenarios
208 / 208 matchedRisk × Impact Cross-ReferenceRows = impact dimensions (IA-01–08) | Columns = risk categories (RS1–RS7) | Click a cell to apply both filters
| 1Accountability and Transparency Risk | 2Data & Model Risk | 3Privacy & Security Risk | 4Fairness and Discrimination Risk | 5Reliability and Security Risk | 6AI Interaction and Application Risk | 7Sustainability and Well-being Risk | |
|---|---|---|---|---|---|---|---|
| IA-0133Accountability | 14 | 1 | 4 | 1 | 9 | 3 | 1 |
| IA-0212Transparency | 8 | · | · | · | · | 3 | 1 |
| IA-0319Fairness & Non-discrimination | · | 1 | 1 | 14 | · | 3 | · |
| IA-0415Privacy | · | · | 15 | · | · | · | · |
| IA-0534Reliability | 1 | 10 | 3 | 1 | 1 | 18 | · |
| IA-0678(Safety and Security ) | 1 | · | 54 | 1 | · | 21 | 1 |
| IA-073Explainability | 2 | · | · | · | · | · | 1 |
| IA-0814Environmental Impact | · | · | · | · | · | · | 14 |
208 risk scenarios
Multi-Tenant Isolation Failure
Privacy & Security Risk › Deployment Environment Security
IA-06 (Safety and Security )·System Security Vulnerabilities
Resource Waste from Inefficient Inference
Sustainability and Well-being Risk › Environmental Impact
IA-08 Environmental Impact·Direct Environmental Impact
Incomplete Audit Trail
Accountability and Transparency Risk › Accountability Deficiency
IA-01 Accountability·Legal Status and Life Opportunities
Lack of Effective Appeal Channels
Accountability and Transparency Risk › Accountability Deficiency
IA-01 Accountability·Legal Status and Life Opportunities
Insufficient Transparency Undermining Oversight
Accountability and Transparency Risk › Accountability Deficiency
IA-02 Transparency·Insufficient Information on System Capabilities
Version Changes Not Communicated to Users
Accountability and Transparency Risk › Lack of Transparency & Explainability
IA-02 Transparency·Insufficient Information on System Capabilities
Opaque Source Attribution
Accountability and Transparency Risk › Lack of Transparency & Explainability
IA-02 Transparency·Insufficient Information on System Capabilities
Service Quality Disparity Across Groups
Data & Model Risk › Training Data Bias
IA-03 Fairness & Non-discrimination·Disparities in Quality of Service
Untrustworthy Output in Professional Domains
Data & Model Risk › Model Hallucination & Unreliable Output
IA-01 Accountability·Training Data Impact
Data Leakage Through Model Memorization
Privacy & Security Risk › Privacy Leakage & Inference
IA-04 Privacy·Privacy Breach Impact
Membership Inference Revealing Participation
Privacy & Security Risk › Privacy Leakage & Inference
IA-04 Privacy·Privacy Breach Impact
Attribute Inference Revealing Undisclosed Traits
Privacy & Security Risk › Privacy Leakage & Inference
IA-04 Privacy·Privacy Breach Impact
Conversation Content Leaking Across Users
Privacy & Security Risk › Privacy Leakage & Inference
IA-04 Privacy·Privacy Breach Impact
Reconstruction Risk from Vector Representations
Privacy & Security Risk › Privacy Leakage & Inference
IA-04 Privacy·Privacy Breach Impact
Identity Inference by Correlating Fragmented Data
Privacy & Security Risk › Privacy Leakage & Inference
IA-04 Privacy·Privacy Breach Impact
Excessive Collection and Retention of Interaction Data
Privacy & Security Risk › Privacy Leakage & Inference
IA-04 Privacy·PII Collection Impact
Model Inversion Reconstructing Training Data
Privacy & Security Risk › Privacy Leakage & Inference
IA-04 Privacy·Privacy Breach Impact
Confidential Information Inadvertently Disclosed in Prompts
Privacy & Security Risk › Privacy Leakage & Inference
IA-04 Privacy·PII Collection Impact
Cross-Border Transfer Violating Localization Requirements
Privacy & Security Risk › Unauthorized Data Use
IA-04 Privacy·PII Collection Impact
Disputes Over Authenticity and Attribution of Generated Content
Privacy & Security Risk › Unauthorized Data Use
IA-06 (Safety and Security )·System Security Vulnerabilities
Difficulty Exercising Data Subject Rights
Privacy & Security Risk › Unauthorized Data Use
IA-04 Privacy·PII Processing Obligations and Rights Exercise
Direct Prompt Injection Bypassing Safeguards
Privacy & Security Risk › Prompt Injection
IA-06 (Safety and Security )·System Security Vulnerabilities
Indirect Prompt Injection Hijacking the System
Privacy & Security Risk › Prompt Injection
IA-06 (Safety and Security )·System Security Vulnerabilities
System Instruction Disclosure
Privacy & Security Risk › Prompt Injection
IA-06 (Safety and Security )·System Security Vulnerabilities