Joe Schmidt's men went down 32-26 in the second test at Ellis Park.
Devin Toner and Jamie Heaslip score the tries.
Paddy Jackson kicked both conversions and four penalties for Ireland who led 19-3 at the break.
The skipper believes there was a lot to be pleased about.
