AI Mitigations

Policy AI Mitigations

7 AI defenses grouped under the Policy category.

Monitoring and Maintenance AI Mitigations

10 AI defenses grouped under the Monitoring and Maintenance ML lifecycle stage.

ML Model Evaluation AI Mitigations

10 AI defenses grouped under the ML Model Evaluation ML lifecycle stage.

Memory Hardening - AI Mitigation

AI defense AML.M0031; lifecycle: ML Model Engineering, Deployment, Monitoring and Maintenance; categories: Technical - ML; 2 attacks covered

Business and Data Understanding AI Mitigations

12 AI defenses grouped under the Business and Data Understanding ML lifecycle stage.

Technical - Cyber AI Mitigations

12 AI defenses grouped under the Technical - Cyber category.

Data Preparation AI Mitigations

13 AI defenses grouped under the Data Preparation ML lifecycle stage.

ML Model Engineering AI Mitigations

15 AI defenses grouped under the ML Model Engineering ML lifecycle stage.

Restrict AI Agent Tool Invocation on Untrusted Data - AI Mitigation

AI defense AML.M0030; lifecycle: Deployment; categories: Technical - ML; 3 attacks covered

Human In-the-Loop for AI Agent Actions - AI Mitigation

AI defense AML.M0029; lifecycle: Deployment; categories: Technical - ML; 3 attacks covered

Vulnerability Scanning - AI Mitigation

AI defense AML.M0016; lifecycle: ML Model Engineering, Data Preparation; categories: Technical - Cyber; 3 attacks covered

Restrict Library Loading - AI Mitigation

AI defense AML.M0011; lifecycle: Deployment; categories: Technical - Cyber; 3 attacks covered

Use Multi-Modal Sensors - AI Mitigation

AI defense AML.M0009; lifecycle: Business and Data Understanding, Data Preparation, ML Model Engineering; categories: Technical - Cyber; 3 attacks covered

Technical - ML AI Mitigations

16 AI defenses grouped under the Technical - ML category.

Encrypt Sensitive Information - AI Mitigation

AI defense AML.M0012; lifecycle: Data Preparation, ML Model Engineering, Deployment; categories: Technical - Cyber; 4 attacks covered

Sanitize Training Data - AI Mitigation

AI defense AML.M0007; lifecycle: Business and Data Understanding, Data Preparation, Monitoring and Maintenance; categories: Technical - ML; 4 attacks covered

Deployment AI Mitigations

24 AI defenses grouped under the Deployment ML lifecycle stage.

Deepfake Detection - AI Mitigation

AI defense AML.M0034; lifecycle: Deployment, Monitoring and Maintenance, ML Model Evaluation, ML Model Engineering; categories: Technical - ML; 5 attacks cov...

AI Agent Tools Permissions Configuration - AI Mitigation

AI defense AML.M0028; lifecycle: Deployment; categories: Technical - Cyber; 5 attacks covered

Maintain AI Dataset Provenance - AI Mitigation

AI defense AML.M0025; lifecycle: Data Preparation, Business and Data Understanding; categories: Technical - ML; 5 attacks covered