So, I've sometimes wondered about this.

Could it end up being a net benefit? will the realistic sounding but incorrect facts generated by A.I. make people engage with arguments more critically, and be less likely to believe random statements they're given?

Now, I don't know, or even think it is likely that this will happen, but I find it an interesting thought experiment.