AI Security Threat Model Comprehensive Approach

This document is a technical report that outlines a comprehensive threat model for security challenges associated with the deployment and integration of artificial intelligence (AI) systems. It details the various stages of the AI development lifecycle, including data collection, model training, and application integration, while emphasizing the importance of security during model operation. The report categorizes specific threats, providing detailed descriptions, potential consequences, and the properties of compromised information such as confidentiality, integrity, and availability. It serves as a critical resource for stakeholders involved in AI implementation, including developers, cybersecurity specialists, and executives. The document also references established cybersecurity frameworks such as OWASP, MITRE, and NIST, and discusses regulatory compliance considerations related to AI security, including the EU AI Act and GDPR. The systematic approach presented aims to help organizations identify vulnerabilities and implement preventive measures effectively.