Fulfilment of Alan Turing’s vision of “a machine that can learn from experience” is still far off. Whether global health disparities improve or worsen in future will largely depend on whether researchers in both LMICs and HICs can access worldwide open medical data, argues Corvus Health founder and Chief Executive Kate Tulenko in her contribution to The Yuan's series on Open Medical Data.