> There's 100% more to it than that - there's got to be something that's evaluating the data in the pickle file and actually using it to compute the response.

I suspect that is the Microsoft Azure ML part I'm not sure. As I said I don't write the models, I just come along afterwards and review the results. I don't know anything about Python.