While there are significant risks from the use of AI in health, there are also significant risks from not taking action to operationalise agreed principles. This brief outlines the key opportunities for AI to improve health outcomes, critical risks to be addressed in its deployment in health, and proposes practical policy action to operationalise responsible AI that respects human rights and improves health outcomes within and across borders.