Presumably. Less time the giant chip has to draw power for computation.
The point is that everyone's interested in making AI power efficient, while crypto's proof of work is a competition for more power burned hashing and throwing away the result.
I think they are talking about the case where, hypothetically, there is a 10x increase in speed but only 2x increase in power consumption