I did the Dubai desert safari a few years ago and every single vehicle in the mass convoy was a Toyota Landcruiser. Once you get deep into the desert you only see manual transmission Landcruisers.
You can take any vehicle you like into the desert, if you want to come back you take a Landcruiser.