Merlin posted while I was composing this, so it's a bit repetitive:
Consistency is more important than correctness. Since HPLC methods are developed empirically anyway, so long as the mobile phase is prepared exactly the same way every time, you should get consistent results.
When you get away from 100% aqueous solutions, the questions "what is pH?", and "how do you measure it?" rear their ugly heads. The pKa of a buffer will change with the addition of organic solvent (which will shift the equilibrium in favor of the undissociated form), so that if you adjust pH in the aqueous and then add organic, the hydronium ion concentration in the final solution will have shifted. Of course, if you try to measure the pH in the final solution (aqueous + organic), you have to take account of the fact that electrode response will also shift in the presence of organic solvent, so you should calibrate the electrode in the same aqueous+organic mixture. But you can't accurately calibrate the electrode unless you know the pKa of the standard buffer in that same mixture. And so on . . .
About 5 years ago, Bill Tindall wrote a series of three articles in LC/GC dealing with pH measurements for HPLC purposes. You can get to them
here. Bill's suggestion (which is what we recommend in our
Advanced HPLC Method Development course) is the following: when you document a method, ignore the pH and specify the mobile phase composition entirely by weight and/or volume (e.g. dissolve
a grams of acid and
b grams of base in
c mL of deionized water and add
d mL of acetonitrile). This has the additional advantage that weighing is
much more accurate and precise than pH measurement.
When you deal with gradients and things like TFA, the situation becomes even more complex. Not only does the pKa of the buffer shift dynamically during the gradient, but TFA is a (weak) ion-pairing reagent, and the surface concentration of TFA will decrease during the gradient. Again, consistency is more important than correctness, so once you have established what works, it is imperative to do it the same way every time. In addition to preparing the mobile phases by weight, you should be careful to use the same equilibration time before every gradient.