SOAP as the Control Plane for AI: Why Everything Runs—And Still Isn’t Under Control

AI projects often stall not because models fail, but because managing the complex, unpredictable dependencies of production environments is difficult. To solve this, organizations need a Service Orchestration and Automation Platform (SOAP) to act as a "control plane," transforming fragmented workflows into reliable, visible, and governed systems.