I'm coming at it from the standpoint of implementing an AI model into a suite of applications. Which I have done. I have even trained a custom version of a model to fit our needs.

Plugging into an API is more or less trivial (as you said), but that's only a single aspect of an application. And that's assuming that you're using someone else's API and not running and implementing the model yourself.