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Practical Governance for Enterprise AI

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Self-Hosted AI

Self-hosted AI refers to deploying and running large language models or other AI systems on an organization's own infrastructure rather than relying on cloud-based APIs or third-party services. For enterprise governance, self-hosted AI is critical because it enables direct control over data residency, security configurations, model training, and compliance with regulations like GDPR or HIPAA that may restrict data movement to external providers. Organizations increasingly consider self-hosting as a strategy to minimize vendor lock-in, reduce latency, and maintain full transparency over AI system behavior and decision-making processes.

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