https://tfl.gov.uk/plan-a-journey/results?InputFrom=Waterloo&FromId=1000254&InputTo=South+Kensington+Underground+Station&ToId=1000212&Date=20190220&Time=1145
14 minutes on tube from Waterloo to South Ken, just do your original plan!
If not then There is all sorts along the South Bank and the...