A five-stage maturity model helps development teams evolve AI security from unmanaged shadow usage to operationalized governance. The framework progresses from reactive incident response (Stages 1-2) through comprehensive monitoring (Stage 3) to proactive inline prevention (Stage 4) and finally AI-native continuous optimization

10m read time From securityboulevard.com
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