Life, death and data. AI’s capacity to support research on human health is well documented. But so are the harms of biased datasets and misdiagnoses. How can AI developers build healthier systems? We take a look at a new dataset for Black skin health, a Covid chatbot in Rwanda, AI diagnostics in rural India, and elusive privacy in mental health apps.