Other than perception, how to you benchmark the performance gains?

I have installed another ExpressCache and am finding the boost only marginal in one machine (out of 3 that I added it too).  How do I benchmark the cache improvements?  The windows experience index doesn’t change with the cache.

you need a benchmark like Windows Experience index, pcmark, or IO meter.