I think the way AWS does it are great. I understand why some companies doesn't like benchmarks, mainly because it is subject to marketing spin and picking specifics without context. But giving out exact methodology so others could repeat the test seems fair. Basically the whole benchmarks should be open source if you do intend to publish it.