Usage by reputable engineering organisations with strict compliance and external testing validation (most notably Airbus, they have to prove to EASA that their tests are real and representative) is a decent indicator that there is something there.

Do we have real case studies, or just a bunch of declarations? "Using AI for our physics simulations" is as vague as it can be.