What is meant by a "fast" pre amp

I have been told that a fast preamp is one with good phase purity.
Supratek preamps sound very fast.
I also owned a Metaxas Marquis SS preamp which was fast.
These are the two best sounding preamps I have heard.

Once you get used to the speed there is no going back.