The document summarizes experiences from the PERFORM project, which used action research to improve health workforce performance in Ghana, Uganda, and Tanzania. The project was conducted over four years in nine study sites across three districts in each country. It faced challenges with implementing the action research cycle across multiple contexts and recording reflection. Lessons learned included considering payment for co-researchers, dedicating researchers to each site, encouraging reflection, and determining the best way to document processes, reflection, and learning.