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Practical Governance for Enterprise AI

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Security By Design

Security by design is an approach that integrates security considerations and controls into every stage of AI system development, from initial conception through deployment and maintenance, rather than adding security measures as an afterthought. For enterprise AI governance, this methodology reduces vulnerabilities, lowers remediation costs, and ensures compliance with regulatory frameworks that increasingly mandate proactive security practices. Organizations implementing security by design establish stronger defenses against adversarial attacks, data breaches, and model manipulation while building stakeholder trust in their AI systems.

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