Yes, mash pH changes throughout the mashing process, but most of the conversion is done in the first ~20 minutes or so. John Palmer in HTB 4e suggests taking a sample of mash pH 5-10 minutes into the mash (pg. 341) as we generally care about mash pH during conversion.
It's better to check pH...