The UK government’s new plan to foster innovation through artificial intelligence (AI) is ambitious. Its goals rely on the better use of public data, including renewed efforts to maximize the value of health data held by the NHS. Yet this could involve the use of real data from patients using the NHS. This has been highly controversial in the past and previous attempts to use this health data have been at times close to disastrous.