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Restricted Rollout
A restricted rollout is a deployment strategy where AI systems or model updates are released to a limited subset of users, organizations, or geographic regions before full-scale launch. This approach allows organizations to monitor performance, gather feedback, and identify issues in controlled conditions while minimizing risk to the entire user base. For AI governance, restricted rollouts are critical for validating compliance controls, testing fairness and bias detection mechanisms, and ensuring safety measures function as intended before broader exposure.
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