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Background: Past case studies on global initiatives to address maternal health and survival have focused on global health networks, identifying four essential tasks that define their ability to successfully enact change. We applied the conceptual framework of global health networks at the country level to organisations sharing concerns on how to address national maternal health and the upstream determinants of maternal survival in five countries and explored how they addressed these four essential tasks. Methods: We conducted focus group discussions and key informant interviews with 20 members of national maternal health multi-stakeholder networks in Bangladesh, India, Mexico, Nigeria, and Pakistan. We drew on the principles and essential components of appreciative inquiry, an assets-based action research methodology that emerged from positivist theories of organisational development to understand how the networks addressed the four tasks. We used a deductive content analysis approach, developing initial themes based on pre-designed codes corresponding to the four tasks faced by global health networks and later identifying emergent themes in the four areas of the framework.