Hi,
You can avail regular transportation services from some of the cab/limousine services in Qatar. They are reliable, safe and responsible as far my experiences with them and cost as much as any private cab drivers. The QR 10 you might pay more than others will be for your safety and so on.

Fox Transport: 44622777
Safari Transport Services: 70994048

I hope this helps.