My theory is we will end up in a similar spot to hiring people. You can look at a CV (benchmarks) but you won't know for sure until you've worked with them for six months.

We as an industry cannot determine if one software engineer is objectively better than another, on practically any dimension, so why do we think we can come to an objective ranking of models?