Electrometers/picoammeters are really the only viable method for devices not designed for high voltages. Sure, 10kV regulated would let you measure the current and do the math on a regular meter, but you're talking so high resistances that at a 1V or 10V test voltage (or anything else that a reasonable bench supply may manage), you really need to be measuring nanoamps accurately, at least, to get a good reading.
Something like a 6.5 digit or more meter with a good low range could at least give you a pretty good reading, as would an SMU as they typically will read nA and below without an issue, but you need something sensitive unless you're going to throw at least a few hundred volts through it.