If you take a CGI based implementation and constrained it to use only external managed services, and you use Lambda to serve it up, you won't need to manage servers explicitly.

The real serverless apps are pure clients that use 3rd party services for everything - i.e. the developer doesn't write any backend code that runs on their own infra.