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As organizations increasingly adopt artificial intelligence (AI) solutions, the need for a robust framework to rigorously test AI systems for security, ethics, reliability, and compliance becomes essential. Although numerous application security testing guides exist, such as the OWASP Web Security Testing Guide (WSTG) and Mobile Security Testing Guide (MSTG), the unique risks and challenges of AI systems require specialized guidance.