I can promise you that after all of this outrage, they're going to be much more careful about everything they do.
To respond to your question directly though, yes it does matter; any accelerator that accepts hundreds of companies every year based on a 10min interview is gonna get some bad ones, but rescinding the offer to them is just really bad form if they didn't commit actual fraud.