The James Webb Space Telescope leads as the most expensive with NASA's cost estimated at $9.7 billion, followed by the Nancy Grace Roman Space Telescope at approximately $4.3 billion, and the Chandra X-ray Observatory at about $2.2 billion for its build and launch.