I saw multiple claims that it's "a set of factors" that influence the sound, but do we have actual measurements of that ? Especially when it comes to transient response, nothing is clear. Maybe I did not find the good studies, and of course it makes sense that many parameters can influence the result - but I'd like to see some clear comparative study of, say, a tube preamp, a clean solid state one and a colored solid state one with transformers, that would highlight what is actually different. It doesn't have to be exhaustive, but I wish it could show more than simply "a different frequency response".
I did a null test for instance between two opamps transformers on my Warm Audio TB12. There is a difference in the mids/high-mids in particular, but it doesn't sound particularly different to me. So I'm not sure what to conclude : maybe phase is affected, but it doesn't change the sound ? It's a rabbit hole lol.
Some parameters are easily measured others are only detectable with the ear.
You can measure transient response and overload recovery with square waves, gated sine or other waveforms and wideband DSO.
What maker's preamps do you want to compare? There are only a few thousand ever made, each with their own set of parameters. I don't think there is one that can represent a whole category such as solid state, tube, discrete SS, Opamp, etc.
Multiply that with what application you will use it for: drum OH, vocal, bass, bird calls, piano, synth. You'll have millions of comparisons and you wouldn't fully cover the field as so many preamps are unobtanium.
And thru what audio chain are you auditioning the equipment? A board, direct into speakers, electrostatic headphones, ad infinitum . . .
And the bottom line is what you hear anyway, what's the best tool for the job at hand and that comes with experience and maturity to be able to make good judgement calls.
From my short career in my NYC studio recording jazz I observed that not many people care about what you have as long as it sounds good enough and they think they are playing well. But that's a small niche of artists. I think pop music is a whole other kettle of horses and fish of different colors.
I don't know what else can be said about this ad infinitum topic. But I'll watch anyway.