Thanks to Peter van der Heijden, here’s one that’ll work for filenames with spaces in them:
for f in * ; do mv -- "$f" "PRE_$f" ; done
(“–” is needed to succeed with files that begin with dashes, whose names would otherwise be interpreted as switches for the mv command)