The gravity and urgency of the entwined COVID-19 public health and economic crises must be reflected in an unprecedented response. In this letter world leaders, leading global health experts and economists outline what is needed. The two crises require urgent specific measures that can be agreed on with speed and at scale. Both require world leaders to commit to funding far beyond the current capacity of our existing international institutions.