Capacity strengthening requires time and resources, yet the teams that could most benefit are frequently under-resourced and need short-term results. This learning brief captures approaches and achievements of a short-term capacity strengthening program (SPGM I, 2011–2013) in which partner civil society organizations quickly improved key organizational functions, and had sustained many improvements by the follow-up assessment more than one year later.