It is often better to use a pretrained model. But the choice here is using a frontier LLM to classify or a purpose built classification algorithm.

I know which I’d expect to perform better.

> The last place I worked and my current job have a tremendously bureaucratic process for standing up new internally trained models

Have you considered putting an LLM on the task of completing the bureaucratic gauntlet