This guide explains why traditional security approaches are insufficient for AI environments and introduces AI Security Posture Management (AI-SPM) as a purpose-built solution. It highlights how AI systems introduce new risks such as model theft, adversarial attacks, data leakage, and shadow AI, while also increasing the complexity of traditional threats due to large datasets and dynamic behavior. AI-SPM addresses these challenges by providing centralized visibility into AI assets through an AI bill of materials, contextual risk prioritization by correlating AI risks with cloud context, and real-time detection of misuse across AI pipelines. Key benefits include faster and safer AI deployment, improved risk reduction, streamlined incident response, and simplified compliance. The main takeaw

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