> Go-engines can beat the best humans at go, but they spend several orders of magnitude more energy to do so.

From what I can find AlphaGo Zero runs at ~400 watts, while a human brain uses ~20. So really only about 1 order of magnitude difference.

Of course, training costs are a different question entirely.