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The Markhoos Initiative from the UAE Ministry of Interior lists the countries that recognise the UAE Drivers' License
Recognition: Use of the UAE drivers license for nationals for purposes other that the residency. The possibility for UAE visitors to use the national drivers license for purposes other than the residency.
Georgia is not on that list. You will therefore need to apply for a IDP
The Automobile and Touring club of the UAE states that you also need an IDP