The shortest route is around 6 miles, he quickest route is 12 miles.
This may sound a bit odd but the quickest route is all via A roads and part of the motorway, the shortest is in a straight line via the city roads, there's about two minutes difference.
Either way at current rates it would cost you about £25 one way (as quoted by a major Exeter taxi firm).