Does this work on an episode that is hours long?

Yes, and length stops mattering. Search runs against the transcript index, not the raw audio, so finding a moment in a three-hour episode is as fast as finding one in a ten-minute clip. The index removes the penalty that long episodes normally carry.

Read the full guide and sources