Firstly supertags encode much more syntactical information than POS tags, which makes supertagging a useful pre-parsing tool, so-called, almost parsing (Srinivas and Joshi, 1999).
as the term 'supertagging' suggests, the time complexity of supertagging is similar to that of POS tagging, which is linear in the length of the input sentence.