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-Step Inducement Attack Chain
Privacy & Security Risk › Prompt Injection
IA-06 (Safety and Security )·System Security Vulnerabilities
Tool Invocation Manipulated by Injection
Privacy & Security Risk › Prompt Injection
IA-06 (Safety and Security )·System Security Vulnerabilities
Covert Goal Hijacking
Privacy & Security Risk › Prompt Injection
IA-06 (Safety and Security )·System Security Vulnerabilities
Multimodal Hidden Instruction Injection
Privacy & Security Risk › Prompt Injection
IA-06 (Safety and Security )·System Security Vulnerabilities
Cumulative Context Poisoning
Privacy & Security Risk › Prompt Injection
IA-06 (Safety and Security )·System Security Vulnerabilities
Retrieval Injection Hijacking Output
Privacy & Security Risk › Prompt Injection
IA-06 (Safety and Security )·System Security Vulnerabilities
Capability Theft Through Query Distillation
Privacy & Security Risk › Model Theft & Reverse Engineering
IA-06 (Safety and Security )·System Security Vulnerabilities
Side-Channel Inference of Model Information
Privacy & Security Risk › Model Theft & Reverse Engineering
IA-06 (Safety and Security )·System Security Vulnerabilities
Side-Channel Risk on Shared Computing Platforms
Privacy & Security Risk › Supply Chain Attacks
IA-06 (Safety and Security )·System Security Vulnerabilities
Residual Data in Shared Hardware Memory
Privacy & Security Risk › Deployment Environment Security
IA-06 (Safety and Security )·System Security Vulnerabilities
Service Logs Exposing Sensitive Inputs
Privacy & Security Risk › Deployment Environment Security
IA-03 Fairness & Non-discrimination·Accessibility Exclusion
Inference Resource Exhaustion Attack
Privacy & Security Risk › Resource Abuse & Denial of Service
IA-06 (Safety and Security )·Operational Safety
Hijacking of Computing Resources
Privacy & Security Risk › Resource Abuse & Denial of Service
IA-06 (Safety and Security )·Operational Safety
Crafted Inputs Amplifying Computational Cost
Privacy & Security Risk › Resource Abuse & Denial of Service
IA-06 (Safety and Security )·Operational Safety
Autonomous Process Entering an Infinite Loop
Privacy & Security Risk › Resource Abuse & Denial of Service
IA-05 Reliability·Failures and Remediation Planning
Node Failure Triggering Cascading Collapse
Privacy & Security Risk › Resource Abuse & Denial of Service
IA-05 Reliability·Failures and Remediation Planning
Cost Amplification Attack
Privacy & Security Risk › Resource Abuse & Denial of Service
IA-06 (Safety and Security )·Operational Safety
Single-Supplier Dependency as a Point of Failure
Privacy & Security Risk › Resource Abuse & Denial of Service
IA-05 Reliability·Failures and Remediation Planning
Unequal User Burden
Fairness and Discrimination Risk › Algorithmic Discrimination
IA-03 Fairness & Non-discrimination·Accessibility Exclusion
Autonomous System Accessing Files Beyond Authorization
Privacy & Security Risk › Deployment Environment Security
IA-06 (Safety and Security )·Operational Safety
Unauthorized Outbound Connections by an Autonomous System
Privacy & Security Risk › Deployment Environment Security
IA-06 (Safety and Security )·Operational Safety
Bypassing Human Review for Automatic Execution
Reliability and Security Risk › Uncontrolled Behavior
IA-01 Accountability·Insufficient Human Oversight
Privilege Escalation Through Tool Composition
Reliability and Security Risk › Uncontrolled Behavior
IA-01 Accountability·Insufficient Human Oversight
Loss of Control in Automated Trading
Reliability and Security Risk › Uncontrolled Behavior
IA-01 Accountability·Insufficient Human Oversight