In that case, your only option might be sleeping the 1st night in Eilat and renting a car the next morning, then returning to Eilat on Friday morning the latest.
And yes, such a taxi would be very expensive, there are also buses from Eilat which would be much cheaper but won't allow you to stop on the way to see anything.