Use Glasgow taxis. From what I’ve heard, the other companies don’t put the booking on the system until it’s time for pickup. There might not be any cars available to pick up.
Glasgow taxis send it out to the drivers in advance so they can schedule the trip. I travel quite a bit for work and that’s who we use for airport transfers.