As far as I know, people go to umrah with hajj/Umrah contractors whom arrange everything for you. If you are looking for the trnasportation only (not the visa nor the accomodation) then visit SAPETCO office in Doha. Go from Sana(VW) roundabout towards crazy signals. SAPETCO is located to your right handside somwhere near KFC there.