FPGAs run hot, don't have many transistors, limited clock rate, and are a pain to program.

So yeah a "Sufficiently large" chip, a "sufficiently fast clock", and a "sufficiently well written app" could theoretically do well. Problem is in the real world they aren't and developers aren't targeting them.