Agricultural policy formulation in Sub Saharan Africa has been dominated by research initiatives that alienated other farmers and stakeholders. The Sub Saharan Africa Challenge Programme (SSA CP) seeks to use multi-stakeholder partnerships as an institutional innovation for agricultural policy formulation and development. This paper uses some experiences from the SSA CP to discuss the design principles for an effective partnership that can deliver relevant agricultural policies.