Agreed. Logistic regression with poly kernel or good engineering interactions can equal or beat more complex models for a fraction of the budget. All the more

Agreed. Logistic regression with poly kernel or good engineering interactions can equal or beat more complex models for a fraction of the budget. All the more power to you if a solid simple logreg model (or even no ML at all) is your first deliverable.