The one point I do not see mentioned in the comments is that most Africans do not need software but probably something such as food, shelter, farming tools, books, medicine/clinics, roads, clean water.

I am a Comp Sci graduate but honestly cannot think of a software product that will make a difference to my cousins still in the village. I see software as a luxury.