Of course, I find this article...
Why 99% of Power Supply Reviews Are Wrong | Hardware Secrets
...right after I post my question - very enlightening.
These guys know how to test PSUs. (Test for noise and ripple, and put the thing under load)
They tested a cheap 500W generic that died when they tried to pull 250W.