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Hello,
Given the limited ratings we currently have in the AI Application Security category, I’d like to propose a revised set of vulnerability classes that better capture the current threat landscape in AI systems:
| Severity | VRT Category | Specific Vulnerability Name | Variant/Affected Function |
|---|---|---|---|
| P1 | AI Application Security | Training Data Poisoning | Backdoor Injection / Bias Manipulation |
| P1 | AI Application Security | Model Extraction | API Query-Based Model Reconstruction |
| P1 | AI Application Security | Sensitive Information Disclosure | Cross-Tenant PII Leakage/Exposure |
| P1 | AI Application Security | Remote Code Execution | Full System Compromise |
| P1 | AI Application Security | Sensitive Information Disclosure | Key Leak |
| P2 | AI Application Security | Remote Code Execution | Sandboxed Container Code Execution |
| P2 | AI Application Security | Prompt Injection | System Prompt Leakage |
| P2 | AI Application Security | Vector and Embedding Weaknesses | Embedding Exfiltration / Model Extraction |
| P2 | AI Application Security | Denial-of-Service (DoS) | Application-Wide |
| P3 | AI Application Security | Vector and Embedding Weaknesses | Semantic Indexing |
| P3 | AI Application Security | Improper Output Handling | Cross-Site Scripting (XSS) |
| P4 | AI Application Security | Improper Output Handling | Markdown/HTML Injection |
| P4 | AI Application Security | AI Safety | Misinformation / Wrong Factual Data |
| P4 | AI Application Security | Insufficient Rate Limiting | Query Flooding / API Token Abuse |
| P4 | AI Application Security | Denial-of-Service (DoS) | Tenant-Scoped |
| P4 | AI Application Security | Adversarial Example Injection | AI Misclassification Attacks |
| P5 | AI Application Security | Improper Input Handling | ANSI Escape Codes |
| P5 | AI Application Security | Improper Input Handling | Unicode Confusables |
| P5 | AI Application Security | Improper Input Handling | RTL Overrides |
I’d love to hear your thoughts/feedback and whether we can formalize these changes.
Thanks.
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