Provide a productized assessment and implementation engagement that maps one production workload, designs its controls, and builds the deployment pipeline through release and rollback testing. Delivery includes infrastructure configuration, monitoring, security gates, operating documentation, and training for the buyer's engineering team.

Banks are modernizing application delivery while also introducing AI model deployment requirements. The repeated hiring for senior DevOps^? and MLOps^? ownership indicates an immediate shortage of practitioners who can implement reliable pipelines in regulated, hybrid environments.