Intrapartum stillbirths and early neonatal deaths remain stubbornly high in low income countries. Fetal monitoring in labour can reduce these poor outcomes, but limited progress is being achieved in these settings. Intermittent auscultation and continuous electronic fetal monitoring (CEFM) can both be employed to monitor a fetus during labour. There are challenges and limitations with both modalities. We used AI augmented fetal monitoring in a hospital in Malawi and demonstrated substantial reductions in both intrapartum stillbirths and early neonatal deaths with a small increase in the cesarean delivery rate. AI-CEFM should be studied further to achieve better perinatal outcomes.