The ultimate litmus test for any ML system is whether it impacts the bottom line of a company and the best and most direct place to prove this is in the financial markets with a hedge fund for example.
The proper test for a ML learning system is one that you would expect the average human with 140-160 IQ and 5 years of experience to fail at performing manually? Because most active portfolio managers do not beat the market.