I also would ever use Robinhood instead of a reputable broker like TD Fidelity Vanguard IB etc. But not for the reasons you stipulated. Back office systems aren't put in place to "fleece" anyone.
The secret ingredient is crime ;)
I am not convinced this is true, but I see that the possibility is there, and it wouldn't even be the largest stock market scam that came to light.