There's no reason you can't do both: prototype a simple model to get a baseline performance, then use AutoML to fine-tune it, plus you now have a value to sanity check against.

Those hours of hyperparameter search aren't blocking. You can do other things while it's searching, or do the search when not actively using the resources (e.g. overnight).