You can't measure the effective throat after the weld is 'old and cold'. You *have* to know what the joint geometry was at the time the root was welded. With tube-steel, the as-fabricated radius can be measured after the face. But you don't know what the fit-up gap was [so you are forced to assume a zero gap - smaller throat], and you don't know how much penetration the welder got when he/she ran the root [so you are forced to assume that the penetration was zero].
Fit-up and In-process inspections by knowlegable welding inspectors is invaluable for PJP's. After the fact, it takes a very good ultrasound tech to determine the depth of penetration & effective throat, and the steel adjacent to the tested welds will need to be smooth and clean to allow good scanning by the shearwave transducer.
In-process inspections usually save money. Inspections of 'old and cold' welds cost money; sometimes a lot of money, when defects are found that happened again & again. A good welder is repetitive - the welds will be almost all good, or almost all bad. Kind of late when all the welding is done.