There should be some Key Performance Indicators designed for measuring AI performance. For example, the number of entities examples you have to feed it in order to obtain single task on a testing entity with repeatable 97% accuracy.
Is there any of such measure constructed?
Motivation: you cannot learn AI to be good at playing a game released 1 month ago because there is not enough data on how to play. It doesn't matter how clever you are, present brute force paradigm in AI just doesn't fit in such circumstances.