Building on growing evidence that acting prior to the onset of predictable shocks is significantly faster, more dignified, and more cost effective than traditional humanitarian response, UN OCHA has been facilitating the setup of multiple anticipatory action frameworks, including this one in Malawi. This report offers lessons on the process of developing the trigger for the Malawi AA Framework and captures lessons on how AA pilots are being designed and implemented in real time.