Welcome to the community!
I'm not sure what it is you want to do? Do you want to understand how consistent the pH is from lot-to-lot, within lot, over time? What about measurement error? Do you expect the pH to change over time or are you expecting it to be relatively constant? How are the "lots" made?
As Mark suggests, there is no reason to not just plot the pH values over time and perhaps a nested study would be appropriate.
There are, of course, multiple ways to perform the analysis in JMP. The graphical approach (traditional control chart method) is, IMHO, the best, but regardless the graphical technique, you'll still need to interpret the charts from the eyes of the scientist.
"All models are wrong, some are useful" G.E.P. Box