Seems like a good way to calibrate is to have the client cache a file from your targets list (you can cachebust by adding "?some_random_junk" at the end). Then, see how long it takes to get a hit.

Better yet, do this for each target URL. Knowing the time that a miss takes vs. a hit will greatly increase your accuracy.