1 Just as with traditional non-ai ways of doing things, there is a deterministic layer that can trigger when things are off. This can range from letting the ai know to stopping before a human confirms.

2 Usually, specially for SMBs, nobody goes to prison over accounting errors. That's because SMB owners make mistakes all the time and, because of that, authorities are fairly practiced in understanding how mistakes look, and how fraud looks.