The deployment and scaling companion to the secure AI architecture: how it lands in Azure (control-plane / data-plane split, VNet, Private Link, Key Vault), how the compute scales (serverless vs classic, model-serving concurrency, Vector Search sizing), and how the cost behaves as traffic grows — including the monitoring and evaluation costs people forget.