We focus on new and emerging scientific opportunities for health, such as the power of AI to harness the wealth of data generated by genomics and ‘omics technologies. Our analyses of the potential impact of such tools on health services and society let us provide practical and realistic policy guidance grounded in sound science, law and ethics alongside medical needs and human concerns.