I would be very surprised if bit flipping and ML were really used here, do you have any source?
While for sure there's a lot of signal and value in monitoring auth rates per BIN per payload, flipping bits can be extremely disruptive and counterproductive. From doing the wrong operation to being fined by the schemes, it's a lot of risk for not a lot of gain when these fields can be tuned ad-hoc for the few card issuers that deviate from the standard/norm.
While for sure there's a lot of signal and value in monitoring auth rates per BIN per payload, flipping bits can be extremely disruptive and counterproductive. From doing the wrong operation to being fined by the schemes, it's a lot of risk for not a lot of gain when these fields can be tuned ad-hoc for the few card issuers that deviate from the standard/norm.