A model can properly start after a service is deployed. The startup status of a model can be detected through a health check.
Check whether a service is deployed using a health check API for custom images. When creating an AI application, configure a health check delay to ensure the initialization of containers.
It is a good practice to configure a proper health check delay for service deployment.