Unfortunately yes, even some authorized taxi drivers might try to scam you. One trick is to tamper with their meter so that it increases the overall fare. Or they might start the fare much higher than the standard 12 United Arab Emirates dirham (AED) baseline. If you see the meter with a more expensive price at the start of your ride, complain to your taxi driver.